{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# VIP - Vortex Image Processing package" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For VIP *v0.9.11*\n", "\n", "By: *Carlos Alberto Gomez Gonzalez*\n", "\n", "Date: *2019/07/26*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Table of contents\n", "\n", "* [1. Loading ADI data](#1.-Loading-ADI-data)\n", "\n", "* [2. Pre-processing the ADI cube](#2.-Pre-processing-the-ADI-cube)\n", " - [2.1. Re-centering the ADI frames](#2.1.-Re-centering-the-ADI-frames)\n", " - [2.2. Additional pre-processing procedures](#2.2.-Additional-pre-processing-procedures)\n", "\n", "\n", "* [3. Signal to noise and S/N map generation](#3.-Signal-to-noise-and-S/N-map-generation)\n", "\n", "* [4. Model PSF subtraction for ADI](#4.-Model-PSF-subtraction-for-ADI)\n", " - [4.1. ADI median subtraction](#4.1.-ADI-median-subtraction)\n", " - [4.2. Pairwise frame differencing](#4.2.-Pairwise-frame-differencing)\n", " - [4.3. Least-squares approximation](#4.3.-Least-squares-approximation)\n", " - [4.4. Full-frame PCA](#4.4.-Full-frame-PCA)\n", " - [4.4.1. Optimizing the number of PCs for full-frame ADI PCA](#4.4.1.-Optimizing-the-number-of-PCs-for-full-frame-ADI-PCA)\n", " - [4.4.2. Full-frame ADI PCA with a PA rejection criterion](#4.4.2.-Full-frame-ADI-PCA-with-a-PA-rejection-criterion)\n", " - [4.4.3. PCA for big datacubes](#4.4.3.-PCA-for-big-datacubes)\n", " - [4.5. Annular PCA](#4.4.-Annular-PCA)\n", " - [4.6. Full-frame NMF](#4.5.-Full-frame-ADI-NMF)\n", " - [4.7. LLSG](#4.7.-LLSG)\n", " - [4.8. Mosaic with the ADI model PSF subtraction techniques so far](#4.8.-Mosaic-with-the-ADI-model-PSF-subtraction-techniques-so-far)\n", " \n", " \n", "* [5. Detection function](#5.-Detection-function)\n", " \n", "* [6. Generating synthetic planets](#6.-Generating-synthetic-planets)\n", " \n", "* [7. Flux and position estimation with the NEGFC](#7.-Flux-and-position-estimation-with-the-NEGFC)\n", " - [7.1. Nelder-Mead based optimization](#7.1.-Nelder-Mead-based-optimization)\n", " - [7.2. Planet subtraction](#7.2.-Planet-subtraction)\n", " - [7.3. NEGFC technique coupled with MCMC](#7.3.-NEGFC-technique-coupled-with-MCMC)\n", " - [7.3.1. Visualizing the MCMC chain: corner plots and walk plots](#7.3.1.-Visualizing-the-MCMC-chain:-corner-plots-and-walk-plots)\n", " - [7.3.2. Highly probable values and confidence intervals](#7.3.2.-Highly-probable-values-and-confidence-intervals)\n", "\n", "\n", "* [8. Algorithmic throughput](#8.-Algorithmic-throughput)\n", "\n", "* [9. Contrast curve generation for ADI](#9.-Contrast-curve-generation-for-ADI)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "-----------" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's assume ``VIP`` and ``HCIplot`` are properly installed. We import the packages along with other useful libraries:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "from matplotlib.pyplot import *\n", "import numpy as np\n", "\n", "import vip_hci as vip\n", "from hciplot import plot_frames, plot_cubes" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'0.9.10'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vip.__version__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ``HCIplot`` package aims to be the \"Swiss army\" solution for plotting and visualizing multi-dimensional high-contrast imaging datacubes on JupyterLab. It replaces the `vip_hci.var.pp_subplots` function present in older version of ``VIP``. `VIP` also allows working with `DS9` provided that it's installed on your system along with ``pyds9`` (again, see ``VIP``'s documentation). A `DS9` session (window) can be started with: " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```python\n", ">>> ds9 = vip.Ds9Window()```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then the *ds9* methods will allow interact with the `DS9` window. For example, for sending an in-memory array to the `DS9` window you can use:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```python\n", ">>> ds9.display(2d_or_3d_array)```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 1. Loading ADI data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the same folder where this notebook is located you can find a toy ADI (Angular Differential Imaging) cube and a NACO PSF to demostrate the capabilities of ``VIP``. This is a L-band NACO coronagraphic (VORTEX AGPM) dataset of beta Pictoris. The sequence is heavily sub-sampled temporarily to make it smaller. Also the frames were cropped to the central 101x101 area. In case you want to plug-in your cube just change the path of the following cells.\n", "\n", "Let's inspect the fits file:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Filename: ../datasets/naco_betapic_cube.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (101, 101, 61) float32 \n" ] } ], "source": [ "vip.fits.info_fits('../datasets/naco_betapic_cube.fits')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It contains a cube and its correspoding parallactic angles. An ADI sequence is acquired in pupil tracking mode, which means that the instrument field derotator remains off, thereby keeping the instrument and telescope optics aligned while the image rotates with time.\n", "\n", "\n", "Now we load the data \"in\" memory with the functions below:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fits HDU-0 data successfully loaded. Data shape: (61, 101, 101)\n", "Fits HDU-0 data successfully loaded. Data shape: (39, 39)\n", "Fits HDU-0 data successfully loaded. Data shape: (61, 1)\n" ] } ], "source": [ "psfnaco = '../datasets/naco_betapic_psf.fits'\n", "cube = '../datasets/naco_betapic_cube.fits'\n", "angs = '../datasets/naco_betapic_pa.fits'\n", "\n", "cube_orig = vip.fits.open_fits(cube)\n", "psf = vip.fits.open_fits(psfnaco)\n", "angs = vip.fits.open_fits(angs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The file is opened using `astropy` functionlity. The fits file is now a ndarray or ``numpy`` array on memory. If you open the file (or send it to the `DS9` window) and adjust the cuts you will see the beta Pic b planet movin in a circular trajectory." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's measure the FWHM by fitting a 2d Gaussian to the core of the PSF:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "FWHM_y = 4.733218722257407\n", "FWHM_x = 4.473682405059958 \n", "\n", "centroid y = 19.006680059041216\n", "centroid x = 18.999424475165455\n", "centroid y subim = 4.006680059041214\n", "centroid x subim = 3.9994244751654535 \n", "\n", "amplitude = 0.10413004853269707\n", "theta = -34.08563676836685\n" ] } ], "source": [ "_ = vip.var.fit_2dgaussian(psf, crop=True, cropsize=9, debug=True)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "4.6\n" ] } ], "source": [ "fwhm_naco = np.mean([4.73, 4.47])\n", "print(fwhm_naco)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's normalize the flux to one in a 1xFWHM aperture and crop the PSF array:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Flux in 1xFWHM aperture: 1.227\n" ] } ], "source": [ "psfn = vip.metrics.normalize_psf(psf, fwhm_naco, size=19)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_frames(psfn, grid=True, size_factor=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's finally define the pixel-scale for NACO (L band), which we get from a dictionaries stored in the `conf` subpackage:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.02719\n" ] } ], "source": [ "pxscale_naco = vip.conf.VLT_NACO['plsc']\n", "print(pxscale_naco)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Go to the top](#Table-of-contents)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 2. Pre-processing the ADI cube" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The subpackage ``preproc`` contains all sort of low-level image transformation routines: translation, rotation, cropping, pixel resamplling. It also contains functions dedicated for processing 3D or 4D arrays. In this tutorial we'll focuse on ADI sequences, which come in the form of 3D arrays." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2.1. Re-centering the ADI frames" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For ADI sequences, it's critical to have the star aligned at the center of the frames, a task that can be particularly difficult for coronagraphic observations. Image registration is an important step for any ADI post-processing algorithm, maximizing the S/N of any potential companion. ``preproc`` includes several re-centering functions. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we take a look at one single image we will see the dark hole clearly off-center (here we *naively* assume it corresponds to the location of the star):" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "New shape: (15, 15)\n" ] }, { "data": { "image/png": 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EuIZOyUq7vNQvJzvzcqesvM7LbXJ857vkuM4dkW3n0KCgxNE5OfmlwfNyUj0g+x68CHDMbg4cOHDwHOH4fBwAsDglJ99xULmk+RZn5Hb984uyEjZza1tiXDMbclwAM1tyfLOCdZtbkW3nwqIc3+KcnPTPorCMULnvQXGfB0Z3P3eY4Sw+e5AzOENgziXnaJWsF0BO0AmcE0oVbnHJulEzBimXjbkMfX2myAryZQx8EqbICnIBZAXHICs4P8TfqTLfg4J2UdD794AUDrm/3vH57EH7gNw5n/YBubM0kvUCaBc8g9QuKFPS2SF7zqenSfCcT53s+ZfeGsFzPoJnkLoFz0YBdArK9XR0y0n1tAumHrf4yj3n4yr7Osx4X+98lFKfwFJddQEMfqDfSqO9N0XuvUWOl5yFlbURGtpqaCkdZrt1eZzu4y2EKoKkYmnGb81y8vy7U+QC3LnygLb+RqJVYTKpDC6XYuhDRwFYml4lk8rRUfrSv3d1guaueipqImSTGW6/OW6lxqaURns7RVcp38vY8BSNHbUMffgohXyBkW+PWbyKUhrtOD0lp+74zVmqGyqoaaq0UhLvpNH2utlY2mZtcbOURrudiVtzRKtC1JV0wYa/UUqj7fewtWKl0R54xcp2MTW2RDDko6FU9sblcY6cbscf9NHSUcvda9McLaXGnh1fxuN101RaSG6+NUHviRY8PXXEExkmJlcYPGHVd7ZkRmkr8Xo8Lo4MNBEJ+0mmsozdX+J0KUX4/MImuXyBzvZaEs0ebkws0NlYTWUoQCqb4+bkEucHLN759W1SmRxH26xxvDm1REtNlJpoiGy+wLXxeS4csXgXN+IshTIcbbS+2G4uLNMYDVMfCZMvFHlreo4Lna0ca6xnOZZgNZHkeJPFe2dxhZpwkMZoBK01b0zO8nJbKx6Xi7VkkoVYnJON1pfSvdVVKvx+mqPfSaN9rqUZv8fDRirF9NYWp5usuXR/bZ2A10NbRQWelOKtiVkG2xoJer1spdI8WN3gTHsp5fbqBrXhEJd6rPa8PTXHsaZ6wn4f8UyWe4urnOu0Um4v5zYoFjWdTVZ/X7+/QE9LDdGQn1Qmx+3JZY60W22bW9kimy88XIxuPlikrb6SqmiQTDbPg/lpzp62xnxpeZtkKkt3KQ313dFFGhsqqK4K0d1ZxzvDVlmlYGU1zlYsRd9O2vLxZWqrwzR1eSkWi1x/e4rTL3XicrlYX42zvhqjr3QoOhzx095VS11DBRrN8FuTnDzTgdfrZnMjwfLCFgPHW1DprDVnw34aWqqstl5+wLGhdnwBL9sbSXx+D0OXrJw+M+MrVhrtUpr4kSsT9J9sJRD0kYilmb67wPFSrqm5iRUrjXaprbfenqT7aBO9x1tIJTJW6vdSMMPC9BqFfJG2nnoy2RRfm+Bd2K9O2+7nDjOcUOs9CIT99mdgDM0lRlxgFGptzGUYam3MZxBqHQj5jM76mIRaB4NeUil7k6BpqHXI7yVpYP40CbUO+bxG52lMQ61DXi9Jg7M+JqHWpnUzCbU27TPTUOtgwGt01sck1DoY8pEymGsmodam8xbMQq3t+B4Xav3Fq/1rFWWEWm9vFvhvzo45odbvF7QIKvC2dMtt6yW5pPlaBOVTWpurxLgA2urtF09TdBgsxPtBZ5Vg3WrkuCT7DKC1RW5Mm9vk1LtbhE285b4HuiSVs99LH/Kdj7P47EFFbUSOq0aQS7Be0nwV1WExrkphGaHqsJz0T01IjgugOijHVy1Yt6qobDsrBeWXKqvk5kdFtexck3wPXgS8r30+5SArKLmRFZSKkayXNJ+pMrAJ0sLSLmkDdWZTpAS5ACMVamMuwbqZKFDvi08wqiwjOD8k5y1Apkw+y+dTRrTbIU+q4Ph83l3WPsOhoc/HiAuMfD7GXIY+H2M+A1OTKZeJz0cpMKmWqc/HlM/E56MAk7fF1Odjymfi8zHlMvH5mPaZqc/HlM/E52PKZeLzMX4HMPP52PE9zufzx+8cW4tW7X8fENvM8z+cu+P4fN4vOP1BOdmZ0x88Isf1ITkuab7TpYghCZwdkpNPAXh5QE6u51K3rPTPpQ45vos9clznj8q2cyciTgJDgpI4py/KyuGU+x44odYOHDhw4OCZo6AVhTKkcsp55iDBWXz2YHlWbgd7ULkAlgUlcZbn5WRKlpa3xbgAFtZjYlxzW3JcAPPbcnzzm3Jci2uy7ZQc02VBqZ7leVkpp3L5irjK8vk4O5/3GVIxe1uxMVdckEuwXiBct7hcbqCkYA4kgERGLrBCkgsgnhWsmySXcE6lpGBwS1IwD1VKOEdWue9UUbsoliGvU84zBwkv1OKjPG6U68lN7jrRzuZrozZEZtvdrhNtbK7bcAEa+2igzhNtbKzdtS2nDLNjdp3qsm8nkKuvsC3T/lIXK29P2pbbGLCv28BAC+OjM7blNs+afaEdb65kbMH+13JP17JtmbNVfVzdnLUtV+1PGtXtVMURbmyP2ZabjdmfkzlV3cuVDfs2LM3an5M52lzFvQX73Upywizoo7enmbsP7Me0csL+6+jIiXambtlzhefs69Z2rpPld6ZsywF4YvYLVceZTtbefISEQQnFwqMPkhbK3PmU88xBwgu1+Dhw4MDBQcOL6vM53EvnU8Do9Wk5rmE5rrFhs19oppBs5707C2Jct6aXxLgArq8uinHdi9nvevaD+wm5Mb0jWDfJPgMYmZMb0zsP5Lju3ZVt5+iteVG+9zucxWcPGgTlOxra5NR8JbksPsF2Ntmb5kzRXBO1L7QPtIbl6tbol+szgHqf3Jg2BeQkbFojcn0G0FIlN6ZNdYLj2Sjbzobm8mSJLLmcckKtnZ3P+wpVtXIvSlWdnIRNZZ3sl7JkO6sFZUVqIrKSJ3VBOb4qn6x8SqVXcAy8cnOtLiA7BrVhOb5qQameKmF5naqa8ubHTj6fci5TKKUCSqkvKaVGlVLDSqmvKqW6Svf+UCl1r/T5N5VSQ7ue+3dKqdnSvWGl1Od23Qsppf6jUup+ifcH9tPu5774KKU+pJT6slJqXimllVLft+ueVyn1q0qpEaVUolTmj5RSLU+rPgc1MVpeWPJEtJ2CycJyBzhhW64oW7dcUXAMtBxXVridomMgmOhOct5C+e/7MxQW/QPgiNZ6CPjL0r8BvgScKH3+a8B/2vPcr2ith0rXv9j1+U8BGa11H/DdwO8ppYzNA8998QHCwHXgk4+4FwLOAv+q9N8fAAaAv3halbn11gM5rjfHxbhuXr4vxgWy7Ry5bh99ZIqr47J287eW58S4RrYfH8lUDu7E5ebH8Kac/+itJbk+A3hnSm5Mh+/JcY3ckPXh3bxWnh/1Pe58fEqpij3Xu8JKtdZprfVf6+/o/1wGekr3/kLrh79eLgOdSimTteGHgN8tcUwA3wT+kWm7n/vio7X+itb657TWf/aIe1ta649prf+T1vqe1voy8OPAOaWUnGbHLpx+tV+QS06qZ0hQqgdk23nmnJwkzoVSMjgpfKBJbpqcrewT4wIYjMqN6flqOamYDzTLvloXe+TG9KUTctI/Z87KSjkNvVye9M9OqHU5F/ApYGvP9RmDP/sTwJcf8fk/B/5aa71bcPLTSqkbSqm/3G2SAzqA3b96JkufGeEwhlpXYmkoyh5PLkEJOvEMjwM9BzLpdoo2VJBLegwEuZAeUsHxFGPa4TuYdRN+pcrmK2pFsYyw6dIzvwX88p5bTzyUpJT6LNAP/Niez/9H4AeBD+76+GeBBa11USn1/cBXlFL9Wut46f5uJdV9NeK573z2A6VUAPgV4D/sqMI+ppx/9zYUMPbsri7KrWmrBocbzbnkJGxAtp0rK3JyLMtbcftC+8BCQo5vNSM3ngBrWbkxWBas20JSdgyWtuX4ljfkuCTnLcDqUnkyQu9x55PVWm/vuR67+CilfgrLffEPtdbJXZ//EPALwMe01g9PK2ut53Z2QVrr/wxsAztb9mmgaxd9Z+kzIxyanY9Sygt8AWvB/Gc2xT+D1ZF/D4OX+vB7g4xcvk//qXYCIT+J7SRTo0scf8naMm+vx2loq6aly8r0eeutB3QfbyEUCZCKpxm/PcfJlyz12oXJVQqFIm29DQDceXuStr4GolUhMqksi9PrDJVUspdm1smksnQMNAFw79oUzZ11VNSEySTS3H7rAUMfOgrAytw6ie0UXcdaARi7PkVVXZS65moK+QIjr49ZZjilWFvcZGs1Rs9JyxzxYHSJ6rooNY2VFItFbrx+n8GLvbg9bjZWtllb3KJvsJ1wNEBsI0m0KkRdKXvo8GujnHi5B6/Pw+ZajOWZDXpf6gJgcmKFQNBHU5MVTjp8dYqjx1sIBLwUtWZlaZvjJ636Tk+t4fG4aGm1fI83hqfpG2iiZ6CCeDrD/fk1hnqsmJHpFesLuKPeqsPk8gYnOhqIBPwkM1nuzK5wrtfinV3bIpcv0N1YQ6I5x9WVBXoqqqnyB0jl81xbXeCVJqsfZuPbJPM5BqpqaQ5HGF5dpC1cQV0wRLZQ4K3lOV4tmZfmEzGqvAl6ws0AjMbnqPNVUOOLUigWub79gKHKXqKeIEopNrJx+iJW/cfj81R6I9T5K0DD1a37HI/24VFuNnMx1rIb9IatvzOVnCfsDlJXCtmeTM5xNNKDz+VlO5dgKbNCf8Tq75nUIn6XlwZ/Lc2eCFc3H3C8oo2Ay8d2PslUYpXByh3eFQIuL+errXk5vDnJQLSZkNtPopDmfnyR05UW7/BGniKangqrDm8vz9NfVUulz08yn+PG6hIDlbU0hyJMx7bIFAv0V1oh4ddWFuisqKLGHySVz3N3YuWhmvb8VoxEJkt/g5XNc2RuiZaqKLXhEH6PhwerG1zsaUOhWNqOs5FMc7TJyhp8e2GZ+miYrlCQota8c3uWc8fbcCnF6maCtc0ER7qsd2x5PU5nSzUN1RE08PatGYaOtOD1uNnYTrG4us2xnkYCTTkmJlYJhXwPQ6qvXZ3i+IlW/H4PW1sp4rE0Z0sm46mpNXw+D82lcOnrwzMMHGkiGPQSj2eYHZnjxFBpbk2toZSitcPql5vXpunub6ShqYJQJMD4vUUGz5bm1swGhUKR9q5aMtkUf3uD5wal1KeBHwY+qrXe3PX5DwL/uvT59J5n2rTWs6X/vwjUAjsO6D8FPgH8qFKqG/gwe3ZTT6zPQcrno5TSwPdrrb+053MvVgRGD/BdWus1Gx4/sNvpFgVmP9ryv+FxPVniZejVAYbtZGcMo3eGPjjA8LcM5HUMkooNfegow9+Uk9cxaieQ67BPt332pS6uGsjrrJyxD0W9MNDOm4LyOq82d/Dagv2PMXN5HfvAj/3J69yzLWcir3O+upcrG/YBDCbyOqZ9Fprw2pYBuNTTzhtG8jr2ea3On2jnipG8jr0cztlznVwVlNc5c6Gba0+Q18kXMvztjV+FPfl8/tXr/2AtXGXWl7uR2Mzx86983Sifj1KqDZgBHgA7W76M1vqCUioHLAK7v1c/orVeU0p9DWgECkAK+KzW+u9KnGHgD4FzQLF074um9T/wO59dC08/8F/ZLTwApW3nw9ki65Nw4MCBAzkUURTK8Gbt55BpaffyyAe01o9d+bTWH33CvQRWxFtZeO6Lj1IqAuwOI+ouRVSsA/PAF7HCrP9rwK2UaiqVW9day8rvAuM35cIvx0cEuW7IyeGAbDvHRuVkSu7M2u9A9oOba3J8Y3HZEOQHCbkQ9XsxuRBkyT4Dy6wmhXuTguM5KivldP9Oee+BFXBQjqr14f5RfRACDl4CrpUugN8s/f8vAW3A95b+Owws7LpeeRqVqW6Qk9yoFpTvqGksT7rjcZBsZ02t3On6+gpZFYGGoBxfrU9WjqXaKzemdX45tYSGkOwY1EcFx6BKUE1DcN4C1JSpaFIo7XzKuQ4znvvio7X+utZaPeL6Ua315GPuKa31159GfWokv5RFFzLZxUeybrWCL3Gd9OIj+EVa45OVOKoWXMxqBesmuWAD1Efk+OoEF5/aWtl21tSX9x4UcT3M6bOv6/l/fb8nPHez20FDsWjv9DTnkgvmkKyXNF9Bss+0bDsLkmMgHJwjyVdEcDzF2yk5PyTfKeF2Fsrj269O2+7nDjNPFgj3AAAgAElEQVQOVLTb00LprM+WSbSbEYT1x0yi3UxhGu1mCpNoN1OYRLuZwjTazRQm0W6mMI12M4VJtJspTKLdTGEa7WYKk2g3U5hEu+0HJtFudnhctNtPv/Y9a8FKs8R8u5HayvJrr37VKNrtIOJwL51PAadekZNQOfUBOQmbU4JSPSDbztNn5eRYzve3inEBXGqUk2MZquwV4wI4GZUb03PV5Um7PAqXmuT6DOBCt9yYnjsuJ9UzdEZWRuh06UzcfvEsVK0PIl4ss5vHDa5Hp7Ldgcvrsco9CYah2xaXfRcrt83fA9x+v9Guplht5kdQlRGjsrEuewn7THPAqNzWEftftuk22HLZlzvWaxbd1VUZYTNiX/bDdfbprDuDfhoCd2zLhVxmu7K2YJRar/3fXTfwg3WHvDSEbtuWm6yptS1zPKLwN9ifKbvaYLYQeGur8DTYK3SsVtrv8GIdLlZ99u9f0WP/rqSbfMQ6zSwF0Ul7C5EOe8lHHr+DyedlTcqHHS/W4mOA9eXyJDIOExfAuqC0yNpmQoxrOSHHBbCRleu3eEHWupHM2x5ZM0Y8L1e3zbysjNBKRlASR3B+rG3JzrW1tfL43qO226GFs/jswcaK3JfVxrLcF/yG9OKzKqh5Jrn4JGW/ENZzcv2WEPyCB0gILmbxvJz231ZOdvFZFVx8JH+cSM5bgPW18tq5S6dt388dZhzu2j8F9J6Qsyn3npSzdfeelE010HesWYxrR3dLAifr5bgAesNy/dbol02pUO+X8wk2BeT8UZ1BWV/IsYom+0KGONEgNz+OdMrOtf6BxrKe29n5lHMdZjg7HwcOHDh4jrAyk5ahcHDID5k6i88eTNyRkymZuC3JJSztck9OEmdselWM6/aqHBfAREKu35azsplMVzNymUyXMnJ1m0nJyf4A3IvJydjcXZGbH2MzsnNtfLy8cP2iVhReQJ+PY3bbg2i13FkUUa4a2dPYFVUhMa7KSECMqzogxwUQ9cr1W9Alq3AQcMspHATdcnWLeGRlZ6q8cnOtKig3PyTnLUBFhX3E56PwoprdnMVnD+qaBPW2mgW5muQOGgLUCerONdTIfVk1R2S/+Op8cv0W9dSJcQFEPHIHeCsE61btlTuICtAYkFsYmwTnR0O17Fyrry+vnWVJ65Suw4zDXfunAEnFB0nxCI2sEoVoO8WYZPusxCjIJF050Z47gExPh++g4kVppxQcn88eXH/dPlmYMde37Q8QGnO9JscFMPyEpFf7xdsGyb1M8e05WX/D8JZcv02nrotxAcymrtkXMsREUi5F5p24/UHa/eDNNbm59vq03Py4clt2rl0zTEy3F+UqVB92Vev39eKjlPoEVppXF8DgxV4rjfab4/QPtpXSaKeYGlvi+LkuAMLRAGMjs7R0WWaMW1cm6D7WbKXRTqQZvzXPyUulNNpTaxTyhe+k0X5nkrbe76TR9ng9uD3W5nJpZp1MOkdHvxWOee/aNM2dtVTUhMmmc9y+MsFQSUJnZX7DSqN91ErVPHZjhosfP8Ha4raVRvvyOKdf7UehWFvcYms9Ts/xUsrt2S2qayPUNkQpFopcvzLJ4EudeDxu1lfjrC1v03+8hc6+ev7ur28SrQhQXzI1Xrv8gJNnO0pptBMszW/Sf6KUnntujaDfS3OdZa575/YsJ3qbCPg9NNVF+drlMU72WSG1k/MbeD0uWhtKvHfnONLVQH+bl+1Mlnvrq5xvtto2sWll8+2ussxjWmti2RwVfh+JbI6bq8tcaLHaNrW1Ra5YpK+6mrbKAHdjk7QG64l6wmQKWe7FpzhVaYUvL2fWSRUyfLj2DJOpRUbj0zT6q6n0RskX89yMPWCo0urv1cwmIfcy9T5LomYxc5+op5awu5oieWZSN+kInqLe181k6hqJ/AaN/t7S33lAyF1JxFOLRjOduk5L4BQu5SFZ2CCeX6bBb6W8X8s+wO+KEPFY86Wgc0ARt/KTLmyxlZunMXAMgPXsFB7lp8LbRGUhwGRyhNZAP15XgFQhxlp2jrbg0RLvLG2BI6SK1rmV6dQtmvzd+FwhMsUkS5lJOoLHAYjlU2g0TX5rHo4l7tMaaCHkDpEpZphITvKRuu9iLj3HSnaVnM7R4rfC8seTD2jwNxB1R8gWs1wjw4Vaq88WUlvE8xn6o1bbbm7N0xKspMYXpitcxxemr3ChthsFLKVjbOaSHIladbizvUidP0JFRxNFrbk8M8vFdiuN9koiwXIi8TDEOuBxM7m59dD89vr0DOdbW/C63awlk8xvxxhsaiRa1DyYWyMU8NFUa5nD3r4zw2BvM36fh614iupo6KFQ6eT8Oj6vh5Z6a35fvTfHsa4Ggn4v8WSGlYV5TpSOTszMrONyKVpLaeJHbszS09vAiZOt3L41x/37y5w6ZYX4z89tWmm0O2rIZFJ88w3ehRf1kOmLJSza8c/s02h/oJ9hux1LwUwmY+jVfoZNdiwGY2Ca9tpUXufMxR6uXX5gW25z0CCFs2Fq46WL9vV6ta2d12btuY6eMkuuN1Q5wPCWfb+ZyesMMZUati1nLq9zltnUVdty63kTeZ3TTCTtd2aTKRN5nWPcNtj9XF00O0N1sbabywa7n9Rd+7n2Ske70e6n5qb9O3X+eLvx7ic6mbYtY5eWO59P8803/jXsERb9ka/90Fqgcv+CwOmtDJ//6J8cWmHR9/XOpxxslnlK+elzyaklWHxyp7s3tlNiXKtJOS6ArZxcvyULm2JcAKmCnCpBIi9Xt+287FxbzwpK4iTlFMMl5y3A5kZ5ddOoss7saMfs9v7C8pzcF8Ly7MHkAlhekPuyWlyVk7CZi8vKCC1n5PptOy+bXjomyLeVXxHjWsvKac4BzKfk5Hrmt+UWxsU12bm2tFQeX6HMcz7lPHOQ4ES77cHAKTk5+YHTklyykicDgtI/x3rKkxV5FE43yHEB9Efk+q3JL5vWYscXJIGWgJxUT3eoS4wL4GRlixjXYJPc/DjWLTvXjhwtT0boRQ21dnY+Dhw4cPAc8aIGHDiLzx5MjcrJzkwJSthM3VsQ4wKYHJMz+YzPyplp7q3JmnymknL9tpotL5T2cVgXlOtZzsjVbTYtK+U0FpOba6OrcvPjwZzsXJuYKE+up0h5Om2HPTvQ4d63PQUEw3JpqIORg8kFEArvP23v4xAOyHFFfHJcAEG3XL/5XOXJpzwOXpec7IxfsG5Bt6zsTMQgsZsxl+D8CAnOW4BQSJbv/Q5n8dmDhlY5aRFZrhoxLoCGFjnZmaY6OfmU1qisflqDX67fKjyyEvxRj5zPodIrV7dar3049n7QHJSTmWqpEJTqqZWda41lSlY52m4OHDhw4OCZo0iZAQf7+PpWSgWUUl9SSo0qpYaVUl9VSnWV7jWU/j2mlLqplHp113Nl3TOq04t0yPQjvf8cj40ZRillq3umDA+ZmnABaIPtv1JmumfJLrNfmaZ8Sy977bkw07UKnLE/C2fKdaTOzI+gUEaabPGcvWnIlGsjbWYCM+VrDNmHF5tyXaieNKqZySj4XTkDLnO+P505a8BkOAbfto88M51rAA1v27fV7p3K59K88Te/AHsOmX7vV350zVexf1NndjvNX/zDf2d0yFQpFQC+C/iK1lorpT4JfK/W+uNKqT8EprXWv6iUOg98EejVWufLvWdSf2fnswfHhuTCo4+ekQvzPSYYtg1w4qhc+OtQm1xW1NNVsu3sD3eLcR2NdIpxAZyskGvrkUiXGFdr4KgYF0Cz/5gYl2SfSc5bKP+dKpYOmZZzAT6lVMWe612/pLTWaa31X+vv/Bq+DPSU/v8Hgd8tlbsCLAGvvsd7tnAWnz3wBe1/6ZvCH5Dj8glyAfh9coGOQY8cl98t3E6XnBPY75Z1KAcE2+oTbKfn3d9d743PRtJqP5Dss4BXNtjX7y+P7z36fD4FbO25PmPwZ38C+LJSqhZwaa13n1KeBDrKvWfabifUeg+21+XkO7Y35GRFtsuU7ngctgSlRdZTclybWdl2buflJI62c3LjCbCZE5xrgu1MFWRP/kvySfbZhrSU01Z5fO/xnM9vAb+851bmSc8ppT4L9AM/BgR5t/Vxd2XKvWcLZ/HZg/lpudj/+SlBrhlZ7cA5QXmd6Q05+ZSZpGw7lzJysjPzadm0y7MpufmxKFi3jZxc+neALUE+yT6TnLdQ/jv1Hhef7I7/yARKqZ8CfgD4qNY6CSSVUiil6nftYjqxfDlr5dwzrctzN7sppT6klPqyUmpeKaWVUt+3575SSv1i6X5KKfV1pdSJp1Wfo5I+nyE5n8/RU2YKwqY4fkTO3j3UUp6syKMwWCXbTlGfT/Tg+nwGBH0+LcI+nyZBPsk+O90qN28Bjh+V9SFJQyn1aeCHgY9prXevlH+KlXqGUuBAE/Dae7xni4Ow8wkD14F/C/y/j7j/08CngR8FRoGfA/5GKXVEay0rv+vAgQMHzxjPQl5HKdUG/AbwAPg7pRRARmt9AfgZ4PNKqTEgC/zIroi1cu/Z4rkvPlrrrwBfASs0eTeU9cFPAr+stf6z0mf/E1ZUxX8P/L50fWbuy5lpZsblZEVmHsjVC2BK0Ix3f1WOayIu287ZtJy8zkxySYwLYCIh19bZlJyU01pWNsPnetbYEmMLyT4bF5y3AFPT5fHtilzb93Om0FrP8hifjNZ6Cfi45D0TPHezmw26sbZy/9/OB1rrDPAN4JXHPaSU8u8OPQSMjzJ7y4xYeSSXYESZJBeAz+cW4/J75Lh8Ltl2epVcdJRXuG6SbfW65NrpFuwzi08uEk+yzyTnLZT/TukyI930IVc4eO47HxvsGGX3/uRcwnJuPQ6fAX5h74eDF7rx+4KMvDVB/8lWAiEfie00U/eXOX7W8s9U1oQpFou0dFoSI7fenqL7SBOhqJ9UPMP4nQUGL1jh8QvTaxTyRdp66gG4c22Ktp56opVWGu1A2E9TuyXvsjRbSqPdV0qjfX2G5o4aKqrDZDTcvjbN0EWLd2Vhi0Q8TVcp5fbYrXlOX+imqa2aQr7IyNuTDF3oAQVryzG21hP0lOTcbyYS1FSFqK2JUCxqro3MMHSyDbfbxfpmgtW1OAO9jfT3NPDVv71FNBKgoSSP8871aU6daMXrcbOxlWRxeZtXuiwfzNjqGiGvl9ZKS0Lk8tQsp1saCXq9dFRX8uc373KmtZRueW0dr9tNR5V14PWt6TlONNVTVVtFPJfmfnyZoWqrv6cTlgO5I2z1t1e5qfQGiXgDJPMZ7mwvcK6mC4DZ5Dq5YoHuSD3t0RpGEw9o8TcS8YTJFLOMJSY4GbXSFKxk10gXMlyoPsNkcob7iUnq/bVUeqLkdJ678fsMRnfSUG+wpPN0h61zGvfjM9T6Kqn2VZAvFrgZG+dURR/94XaubN5mIxejN2z1y4PEHJXeCLW+SrTWXN8e40xVNx7lYj0bZymzxbFoa4l3iYgnQFPgOweB6/xR/C4Pm7kkc6l1TlRYvBOJZfwuLy3Baqr8KW5uj9Ef6cTv8hHPJ5hLL3MkYvmz5tJLHIl00ei3+vB27D7doTaC7gDJQpqp5BzHolba7wpPEo2mxttaevY2tb4OAq4IOZ1mMT3GQOQDLGfG2cwtUtA5an2Wn2U+fZdqbwtBdwV5nWE1O0J7cAiwchNli0lqfdZYLWVGiXoaCLmrqPV1Mbz1n2kPngEgnl8lXdimzm/N9+XMfcLuGs5X91LQmqubDzhb1YNbKVYzMdayMY5ErbEJuwN4XW4a/BVo4O2NcU5XduFzuVnPJlhMb3K8opVYdw1jy2uE/T5aKq35fXlihqG2ZgJeDxvJFE0VEdpKc3R8dR2/x/3w31em5jjZ3EDQ5yWWzrDlW+LkcasOM3MbuJSitSRRdePWHL1d9QwNtnH95iz3H6xwqpSyZG7BSqPd0VZDJpPkjb/hXXhRVa0PlMKBUkoD36+1/lLp368A3wZatNYLu8r930C71vp7HsPjB3YfLogCsyYKB0Ov9DL8+viT62maRvuVPoZfv29bzkThYOhiD8MGaa9NFQ7One7gnev25hAThYNXutp5fdLeVGOicHChtoc31+zbaapwMBg9ykjsrm05E4UD05TcpgoH56t7ubLx5LkGZgoHpyqOcGP7nm05E4UD03ThpgoH7cEzzKSu2ZYzUTgw7TMThYNL3e28MWFmYjRRODg31ME7w49/px6ncPDBL/3va94yFA5y22m+9X3/l5NG+ylhx5DdBOw23jfw7t3QQ5RMcw9j3ff6kp6EkbfkZO5H3rL/EjXmujIpxgUwfHNWjOutaTkJ/rfXJ8W4AG7H7BcLU4xs2/+Q2A+ubsrNtVuxMTGumdSIGBfAXOqGGJdkn12Zkk0dMTxS3jtV1OXtYooHZ99QFg66z2cCawH62M4HSikf8GHg9afxB/sFM3z2D8qFDfeflJPDATjSJ6eofLJZTlH5RIVsO3vCcuHR/WFZ6Z8dc5wEesOCGVsFs6ICNAhmgJXsM8l5C+W/U7rkvynnOsx47jsfpVQE6Nv1UbdSaghY11pPK6V+G/hsKZxvDPgskAT+w9OoT0AwJ0cgeDC5AIKCcj0hrxxX0CMsYSMq7SIrOxMUlOuRbKdXyebz8brk+CT7LOiTDawICkpzvQh47osP8BLwd7v+/Zul//57rLM9v4YlAfF7QDXwJvDxp3XGJ7GdFuSSk+9IxOTqBRBPPFGBY1/YTstxxXKy7UwU5ORY4nlZOZZYXnCuFeTqli7KSfUAZApyfJJ9FhOctwDxeHl8zyLU+iDiuS8+Wuuv8wRNoJIK6y+WrqeOqftyZ3MOKhfApKCMkOQ5n/G4bDtnU3LnfKYFz9KAFdEmhRnBdq4JnssBWM9JnvOR67P7K7J++nLfqRc12u2g+3yeOXZCrmW45PwNxwXTMwCcPCbnWzkrKE2/E4IthSORXjGu41E5qR6AU5WC8kuRHvtChmgNHBfjAmgW5JPsszPtsnI4O6HY+4Xj83HgwIEDB88cusydj7P4vM8wNyGnDjw3IScFMjcpZyYD66CcFCbW5bimErLK0fNpOUmcuZSsSXA6KdfW+bRc3dZzsiHIGzm5sH7JPptck5u3UP47pSlvF6Mdn88hgtcD7ic3Wfm8VrknQJsGtQT9RgdI89Uh2zLF6iD5jP1Bt60us8qFarxsRezLZvvsHdn5kJesQW6UM3X2C0GdL0d11t4WP58wO0yLP8pipmBbbHbE/lBiLBplLmb/d4OLZtbsSFWU7U37A6kLbfYhwa3RKHOxGtty9Zfsnf+13hrWcvaHSP5J3bdtywD43BmyBfsFbbmxwrZMlbeezZz9j7ov1NfblslGiqT99nMDIB+yH9NiyPXEcvnco+85Ph8HALR02L/Az4Orta1ajAugo65KjKsrIle3Jr/s2YvWYJ0YV1eVXJ8BdNbK8XVXynHV++XOgAEE3F1iXLVeuTQI3ZWy71RbU3l8Wpd/HWa8WDsfBw4cODhgeFFDrZ2dzx7cujp1ILlGrsvZzQGuPZDLLnllVa5u9+KyEjY3tibFuK7My2b4fGdKju+tBTmu+wk5SSKAWPaKGNdUyl6nzxRvLcr6tq7fleV7v8NZfPage0BwWy/I1dMna44aaJEzRx2rlKtbR1A2k2lvRG4MjtbJ9RnAQJPgGNTKcbUFZGWEQl65TKZNfrnjC8dqZMezr6M8PifU2gEAoYicTIkkVzgsKzsTNgiEMEXEKyh54paVdgkL8kV9smMQ9cvxSdYt4DZT5TaFWxmn07KF3yVXt6hPVi4pHCqP70UNOHAWnz1ICcrOSHIlE1kxLoBERo4vkZfjShVk5XWSBbkxiGdlxyAuOAaSdUsLj0FBy8nrZIpyMkLxnOx4JlPl8ZUbPOAEHLzPMH5XTkJFkuu+sLzOvVm5M0i3NgVlhFKyvq37cTlfyO0V2RTfdxcEx2BVMCV3WlZeJ5m7Lca1kJkU47q1KvtOjU2Wx1euCe2wm90cn88enDwnZ1OW5Dp1WtYXcrZXTpr+5Tq5uh2N9NkX2gdOVcpJ4rzcKtdnAC91yfFdaJHj6gvLpUAAiPpeFuPqCh4T47rQLPtOnT5WHp/j83HgwIEDB88cjrzO+xBKqU8An6C0wxs834XfF2TkyiT9J1sIBH0kYmmm7i8/FO7MpHM0tFQ9PCB66+oU3QNNhCJ+UokM43cXH+5oFmbWKeSLtHVbUS53hmdo664jWhkkk8qxNLfB0EVL8HFpbpNMOkdHr3Xy+t7ILM1tNVRUh0j53NwamePsSxbv8lKMeDxNz07Zu4sol4uzL3WSzxe5MTzDmXOdKAWrK3E2N5P09VsRZ5e9MWorQtRXhCnqIlfG5jjX14rH5WItlmB5M8Gx9gZqo0FqIkEqQn4aqyyH8JujM5ztbcHrdrMeTzK/HmOwweId3V4l7PHSGrJO+L+xPM1QbTNBtxe/y0PI7eVMrSWsOB5bw+ty0xG2Dj6+tTLDiepGTkYDJAspZlLzDwU/FzOWqWLncOladoOeUCchd5B0McNEcppjESu52VJmlYLO0xJootkb5tb2NO2hOio8IdLFLHe2ZzhTVeJNb5AqZqnxRjhX1ced2AxNgWqqvRFyOs+NrUnOVVm7rOXMFqlg8GE0283lZRrDEerDIfLFIm/OzXGptY26YIi+mhpWk0lOlE7Q315ZoTYYojESRmt4fXaG891Wf6/GkyxuxTjZah3aHF1aJRrw01xp9ff0+iZnOpsJeDxsJFPMrG9xqs2Kzru/vE7A66GtuoJ0fZE35mY53dBEyOthM51mfHODc02WMOb4xgaZfIFX26wotTfn5zhRV0/E5yOWzXJnbZWXm62xqfXOUkTT6Lf+znjiPi2BFoLuEJlihqnkJBXuSo5GjrOaXSFfzNEUsJ6dSI5T72sk4omQK2aB16nwvQJAtjBHQccJeo4AkMjdwOduxeuqxeOy5oxVVpEtLJLXG4Q8x0plb+JzN9AbGkRT5EHyFj2hEyhcxPKbxPIbtASsHWyqEKfe10qFx3o/x5MjdAWP4VYeEoVtNnMrtAZ6ebW1g3vrq0R8PlojlnLCt+emOdvYTNDjZT2dYikZ59VW670f21jD7/HQEbXqenl+lsGGBsIeH1vZNHHfOoNHrH6Ymd9Aub5zqPT63Tn6OuqoqQxxvK+Jscnlh7ugucVNCsUiHS01ZNNJrvw578KL6vNR+rC3wABKqQpg6yNH/w88NgnB6horWF3aFvm7plwm8jr19VFWVuxTGK2ctucCaKyKsLRp7wjefsXewdscjLKQsq/bhe5J2zI13mrWc/YaWabyOvX+SlYyW7blTOR1miMRFuL2fWYqr9NUGWFxy54v0Va0r1s4wkLCnutjl67blqn21rCRs5c4MpbXcTWTLdqnfPirrSHbMpWeWrby9jqHX/jWJdsypn0G0PIN+zINtRGW1x7Pl8+lufLnPw9QqbXeBlBK1Qz80U+vuaP7j+IrxFKM/pNfq9Vay+aGeEZwfD57sLOLOWhc7Z1yUj0AXQ1y0iI9UUFJooCstEtH0F7jyxQ91bJyLN11cny9gnXb2RVJIeCRS/dQ55NLBdJbJftOdbSUx2ftfMrx+YhW/5njfW12c+DAgYODDifazQFg+W0OItetm8JSIJNymS+vrsnVbTTxQIwL4Na2nMTR1QW5PgO4Ni3H986iHNeDhKzEUTx3VYxrOiUn/fPOkqxc0s3R8vj0e7j2A6XUv1FKTSqltFLqZOmzKqXU8K5rVCmVV0rVlO5/XSn1YNf9T+3ia1BKfVUpNaaUuqmUenU/9XEWnz04sGa3jloxLpA2u8nVrUVYUbk9dIDNbvWCZrcqSbObbIbPgFvO7Fb/vjS7PbNQ6y8CrwIPf5FprTe11kM7F/AHwFf2+JF+YleZ39r1+a8Al7XW/cA/Bf5YKWVsTXPMbnsQrRSU7xDkqqiQlZ2pDMnxVfnkuCKesBgXQIXHLADDBFUB2TGoCgqOgWDdwsJj4HHJpXsIuiNiXFV+2fGsiJTJV842Zuc58JUCqnYjo7V+l7SH1vqbAEo9cdH6p8DPGtbgB4HuEvcVpdQS1uL2dZOHnZ3PHmRS9gnbngdXOpUX4wJIZ+XqlioI9llRVvIkLciXysmOQSon129JwbplhcegqOUkcXLv/k4tG8m8XP8DpA2SPT4KO5lM931ZKRU+BWztuT5TTj2UUpeAWuAv99z6nFJqRCn1J0qpnlLZWsCltd4trTEJdJj+PWfnswf3bgqmBxDkuntH2D49LZde+vq6nL9hPDEpxgVwZ1tuDK4vycklAYzMCo7BslzdJpOyfrd4zj682xSzKTl/lGSfAdy+Xx7fezzn81vAL++5Ve4K/T8Df6S13v1L5ke01jPK2i59AmthOr5ThT3P78sO6Cw+e3DqfDfDl2VePlOufNBtW+bcmU7euWbvPE8buple6W7j9Qn7gIi+ZnvNsDOV/VzbGrMtd7rCfiHoDA4xlRq2LTexbWZfP1/dy5WNcdtyJmdzLvW288a4fZ9VjZulZn5psIO3R+x11LTLfn6Y1m0qbt9vpuMZqzEzK9f4L7KeuWxU1g7doROMJ0fsCxp8DV5qbee1OTMdO+22Jzx7sp0rNx8/Brr4aI73GO2W3Tkz9F6glAoDPwT8PS0krfVM6b8a+B2l1K8rpWq11mtKKZRS9bt2P52AsTCgY3Zz4MCBAwf/LXBDa/0wW59SyqOUatz1738MLGmtd075/inWbgil1HmgCXjN9A86O589WJrbPJBcC4v2p/T3g9lNGRUHgMWM3AHrrbycKQpgPm2vlmCK2Q25PgNYWJYbU8m6SY4nQCovF4q/kZNTop6Jyb5T8ytljoFW1lXOc/uAUup3gX+EtUh8TSkV11rvKPn+L8D/s+cRP/BXSik/UARWge/ddf9ngM8rpcaALJaJztj56Cw+e5BJCzrPJbnKdGY+DmlBB3WmKFe3XJm4h8sAACAASURBVFHOoQyQEQyGkOwzgExWjk90PAX7DKCg5fID5bRgAEleeDwz5fE9K203rfWO1uWj7n3wEZ8lgJeewLcEfHx/tfgOHLPbHuwIfx40rq5O4ZS/9XJnHDqDcmdz6nzGwTJG6A7LpfjuaxCWOGqTOx8lWbfOkOxZq4i3V4yrwSeXBmGgWvbsXHdbmWPwrE6ZHjA4Ox8HDhw4eI5w5HUOKEpOr3+tlJpQSqVKUg//Uin1VOp+b0Qw1FqQ685dWWmX63NyYaZ343KZLxfS98S4AG4JhlrfmJUOzZUb0xszB3M8AbayBtFphphNy4VaX1uWfadulRlq/aLufA784oPl1Pox4JPAMeCngX8B/PjT+GPN5W6dnzJXS7NZCgFTtFfL8bUE5MwXVV5ZaZfWoNwYtNfIjkFro9zJf8m6NftlzVFBj5yprMYrZxLsrJDrf4DWxvLGwMlkenBxCfhzrfVflf49qZT6YZ7gCHsvqDDIrfM8uCor5bgAakKC0j+CcixB916lkPeGKq9cv1UL9hlAZRk5XB6H6rAcV6VXVl7H55LTnQu5o2JcNQHZ8awqdzzfm7zOocVh2Pm8BnxEKTUAoJQ6jaUf9NePe0Ap5VdKVexcgPGMzZYZsfK0uSQjowDSgpE+WcFot7xgNBNApigYUSYdHSU4phlReR3ZdhYFJXHyWjB6sXBwx/NFwGHY+fwqUAncVUoVADfws1rr//iEZz4D/MLeD03SaM9Nroml0b57Y8YojXY86uPmrTnOnbF4l5a3SSQy9HSXyo4ukkhkOHemk3yhwPUbs5wd6kApxepqjM2tFH29VlTXa8FN6sIhGqJhCsUib07N8XKnldZ5JZ5gKZbgZLNVtiYUpDLop7nCWptfn5jhpY4WfG43a4kkc1sxzlRaKaynkosE3H4a/aXUwVv3ORrtwO/yEcsnCbh8HIta9Z9JLeNRbppL5riR7Qf0hVvpDAbJFBOsZKdoC1gKHRs56wxItbcVgNn0bZr8/fhdYbLFFEuZcdqDJwHYzC1Q0Hlqfe2cr+7m5tYMHaE6KrxB0oUct7ZnOFdt9fdCepNUIYvf5eF8dS+3t2dpDlRT7QuTKxYY3prkfLUVhbWc2WIhHORIkzWOt+aXaagIUx8Jky8WuTIxx8s9rbiVi96GGtbiSY41W2NzZ2GFmnCQxooIGs3l8VmGjrficbtZ30qwvBrnaK9lKhqfXiUS8tFYZ+3u3h6ZZvBIC36fh61YirmlTY73WWbHydk1/D4PzQ2VxFtdvPVglsG2RoI+L5vJNBOrG5zpsMpOrGywtB3nUq+VRvvtyTmONdcT9vuIp7PcW1zlXJelBp31b1PUmrZSkr1bsUk6g41EPEHShSyjiRl8Lg9nKvtZTK+T1Tk6StGMd2NTNAfqqPSGS+H1ihr/BQDS+QXyOk7Ea82X7exNAu4WfO4aiqUFwyqrSBeWyBU3iXqPlMrewe+uM0qjvZiZEkujfWdt5e+n0XZ76KjYlUa7voGw18dWJk3Mt8GpAau/pxc2UQramyyz3fC9efo66vD7PBzvbWRsaoWho6X5vLRFoVCks6WabDrJ2zwKin0q0+x67vDiwKfRVkr9d8DnsPw8t4Ah4LeBT2ut//1jnvFjHZDaQRSYNUmjPXSxR0xex5Qr3WK/MTOV11l45cnt28Er3e1G8jodH7Z3PpvKsXxXg30wgam8zpdmT9mWAXN5nfjf2vsSnpe8zka/nLxO23fbzyHT8fzJjq/ZlgFzeZ1vxo7YlukNDRrJ63zhNfs02q+2dhjL6zR/y/6L/ryNvE4+l+btP/s52JNGu+13/uWaO7J/83AhnmT2k790aNNoH4adz+eAX9Faf6H07xGlVCfW7uaRi09JTvzhXt9GQtyBAwcOnh9eUJ/PYVh8QljSDrtR4Cn5q1YW5CQ3JLmWlmWlXea3YmJcKxk5GaHtvL2Q6X6wlJYbgwXBPgNYWpUb04VNubotC44nQLogF9K8lV8V45qLy75Ti2tljsEzktc5aDgMi8+XgZ9VSk1jmd3OAJ8G/vBp/LFEXE4KRJQrISs7E8vI8cULcvlaMsWEGBdAPC83BrG07BjEk3LBFZJ1SwiOJ0C+GBfjSheSYlyxrGxwS7nj+azkdQ4aDkO0249jpX/9PeAO8OvA7wM//zT+WFe/3DkCSa6d4AMpHGmQk+vpDsmdzan3dYlxAfRG5MZgoFFW4qi3Q45voOlgjifwMAhBAo1+OfmlozXCklXtZZ6PekEPmR74nY/WOgb8ZOly4MCBg/cZyjS7HfJot8Ow83mmGLsllzFUkuveqHAWzXm51AWjcfsoK1MsZuyjrPaDOzE5Of+bc7LpHu6Oy/FJ1m00LidJBLCdvSXGNZe2j1w0xY0V2fG880Au3cOLAGfx2YP6JjmZElGuermT3QDNlXJ89X45mZKoR9a82OiXG4MmwT4DaKiLiHFJ1k1yPAEC7iYxrkqvnKmsOSLX/wCNteXxKV3+dZjhLD57UFUrJy0iyVVTLSt5UhcWlJ3xyn3xhd2yX3w1PrkvmLoyzmI8CTWVcmMqWbdqr+yXss8tpxUXcQv+oAvKvlM15UpgOT6fFwAGYSWFfEEsjMSUyyQ/fE4XjcqZ/pzI66JRWb/HXjLE5coalavz2IeiRt0xo3LdFWbn6uqDtXQX7Mtebrf/RR2rzZHI2h8g1S77Q6EAm02wkbYvm2yz/5vxmhzJjH25Kr99JFvAkzIqdzdjFpjQqiqZMyh7Zb3TtkwmX8eNbftyvg2DyR3RZuUAV27vaY93o5Ap4Mo9/n1/7D0n1NoBwMiVyQPJdV0wPQPAW9OCvpCYnB1+MW2vbrAf3InL+ZDeXJDrM4Ark3J8knWT7DOAufQNMa4b2zLqIwBvzciO5/DtMvle0EOmjtltD3a02A4a19nTshk+L3XJydyfrhgQ42oOnBPjAjgRPSrG9YHWdjEugIs9cmMgWbeTUXuZm/2gPXhGjOtMZZ8Y16VO2fE8N1gmn2N2cwCApBSPIJe0QpA6sGGasvWSZJPuM0nZJ8m6Hdy5IdzOg/JOvaA7H2fx2YO1JTnJDUmu1TW5U+IASzE5vrWsnIRNsiArr7Oek5OKWUwIj8G2HJ9k3ST7DCCeXxPjWhWca5LvAMDK/8/emwdJtuX1fZ+T+1JVWfu+73tXr29hhmEAE3JYARbIwjZgCynYNAqCzcDIgYcwRkjCBgyasJFFaBhBSBiQFQFYZmIGhlnee939eq+ta9/XzKrKfc/jP252T0+9131vZ/9ev+pX+Y3I6K7Mk9/83bPcc8/v/M73d1QiX3nPpwyA8JGcvIsk10lYVvLkKCHHF8lJyqfI3viigraFUnLSLgBHcbk2kLQtkpPVsEsKtulJVm5MSY4BgJNIaW1Qatj0uQy1VkrJOubPEHpH5KRFJLn6e2XPv4w0yfH1+NrEuGpdclIsAF1euX2VsbpGMS7gcU4gCUja1u2V3QtpcPeJcfX7W8W4JMcAwEC3bP/4qKPUgIObSqm3lVI/oJRyilpURhlllHGecE4DDkqdfP5+8bv/FthUSv2KUkruEfNDxPKcnCSOJNfisqx0x+y+3N7KSkIuDPwosyDGBbCWkJP+mQ7KtsHcjlwbSNq2KlhnAIdpuVD8pbhceLTkGABYWC3L6zwPStrz0Vp/Hvi8Uuoqhur0zwG/oJT6M+B3tNZfljOxdCilPgV8iuIkO3Gtp5hGe5WBsTY8PhfxSJL15QNGiymsdaHA7uYxrV3GqeyZW2tGGu1KD8lYmuX5XcavdAOwuxEiny/QXlScnruzYaTRrvaRTmZIxtP0jRhugv2tYyONdr+xNH94f5OWjlqqavxEAy6mZ3e4PGWEUx8cRonF0/R2GwcfHy7uMzHWRiqVJZcvcO/BFpcudKKUEYhwEk4+dst9/VEa7Qo/eV1Mo91ZTKMdL6bRbm6kNVDJXy2uEvA8kUZ7bZMrHcU02okE2yfRx2HUG8k9PDYXjW4jffGDyCKDFV24bS78dg+3w/MMVRj1spXax6EcNLuLdRhdps/fTovHQbYQ4zi7QqPbyEQayRo3uiqn4epJ58NUOlpx2irI6QSh9AJNnikAorltCjpHwNnFeGUHi/EVWtxNVDj8pAsZluKrjBXDhA8zIdL5NBcC44QyRyzH12hw11HlqCSnc8zHlhgvhmGHMsfUeb2M1Bp1+CC4T5O/gkavkXL7+u42b7S201EV4M7+LoeJBOP1RjvOhA6o8/ho9htptL++vcnV7jYcdhvBWIK9cJTxNkNZe2EvSKXHTUu1Ud8HkTi9DTW4nQ6O40k2j8JMdhhSNEsHR3icDtprqkjXF3h7Z5MLjc34HE5O0imWT4643GT0reWTI/qqa3gU23d9d4ux+kYqnC6imTRzR0GuNRuu0SpXCK01rR7DpoexZdq9LfjtPlKFNCvxda5UXyCUOWI/HSSrs7R7DPfxYnyVJncDVY4K0oUMsEqH91HbHJApJKgrqpLvpxeodDTis1fjt9cyH/vS45DrWC5IKh+h3m0cRThIL+G313IpMECBAnfDy0wF+rBhI5SNcJSJMOA3nm3ThSyRXIIGVwCN5k54iYmqHpzKwUk2xn76mKGKDjq661k4DFHhctFalB56e22Ti20teJwOjhNJ7DYbo0XX23LwCJfDTke1oaBwY2Ob8eZGfC4nkVSaE1eQiSGjvjd2j7EpaG8uppSf36a/q57eznpWN0Isrh1wYcSwd3vvhHyhQGdrLel0ght/xnvwsvZ8lFK/DXw30AVMaK2ni++vAaniC+DXtNZ/VPxsACNpZz1wAvx9rfWs2WfW7Bc4za+Uqgd+FPgxoB0j9cHvAL+vtZZLqFIilFJVQPg7hn7GPI32G33cfVvmSc0qV7LTXDLk8lQnt+6ap/zde8NlybY3uzt4a838CXfgk+aH+i5UDXIvYr5i+Z5G8wOkLZ4r7KbeP9P9k/jS0YhpGYDxymGmo/Om5d65ZX5WyWraZd+2NYUDq6mvrSgcWLXt2iXzA6QTlcM8sFBnr1dbO/DZ4b3IZvKOabm/2JswLXMpMMBtCym+N79u7oixOgYAGu6YKxyYpUXPZVPc+LNfglNptDt/9VdC9hLkrvLxBBv/4y9ZTqOtlPpWYAX4GvC3T00+j/8+9Z2/Aj6vtf6cUurvAj+rtX7D7DMrkDpkmgESxX8VRvbR/wNYVEq9LvQbLwWFvHkn+1C4CrIO3rwWtE3Q+awxv9E+DwrvSYJbOiTrDCBfOJu2SdYZgD6jtuWFx1Sh1PZ8sT0fl1Kq6tTrfZ+wtdZf0Vpb9pErpRqBS8AfFN/6U6BHKdX9rM+s8r/Q5KOUmlRK/S6wDfxz4Drwmta6F5gqvv+7L/IbLxv3b6yeSa4792X98NfX5XznDyJycix7KfMn5OfBbFRuD+ntHWGJo1W5NpC0bUawzgC2UvfEuO6G5faPrm/ItuftmRL5Xmzy+WkgfOr16RKs+EOl1AOl1L9WSj0KA+wAdrTWOQBtuMk2gE6Tzyyh1FDr71dKfQW4A3wP8BtAl9b6B7XWN4vG3Af+CTBaym98WJi42n0muS5MyMZzXOuUC48er5QLpW0u7u9IYaRCLnT7tRa5OgO42i3HJ2mbZJ0BtHkmxbgmq+Qkq651yLbn1GhpfIoSUyoYX/9NIHDq9WvPacK3aq0vYKxkQhj7OI9wenmoLH5milIPmf47jInnHwD/Tmv9tOTla3xjWfZKwO6w5q9/2VwOu6wMn8Mmx2dXctephM89S9rmtKhWbRWSbSppm0OwzgBsgnyStomPKbtsvVlE5tH+UanQWm8U/80qpX4LeLT03QTalVIOrXVOGXpQHRgrnMQzPrOEUmv/W7XWl7XWv/+MiQet9YrW+odL/I0PBceHcqe7JbmOjmVP1x/GBdUXsnLXmczLSbEAnGTlJI4OknJ1BhCMyvEdJCTbU67OABK5YzGuI8G+dhgTVqw4KbENPsRzPkopv1LqySRa/w3GwgKt9UHx/z9Y/Oz7gDWt9dqzPrP626WGWn+tlO+9CggdCGq7CXIFQ7KSJ/uCN75QRk4+JZEPinEBHAvqlO2La7vJtYGkbeLaboJtKqrtFjsr2m68FGFRpdRnMbZJmoEvKqViwHcBf6qUsmO4zVaA/+6Jr/0Y8Dml1D8BIsB/b/EzU5RTKpxC/5icH1iSa7C/SYwLYLxZTgqkzy8nx1LnkpXz7/HJpaKYqJdtg7E2uTaYaJCzrVewzgAa3XJ7SIN+ub1PyTEAMNRbWhu8rDTaWutPaa3btdYOrXWz1rq/6J26qLWe1FpPaK2/58nVi9b6odb6Da31oNb6itZ6xspnVlAWFi2jjDLK+DChKVHVWtySl4rzNfkoZZrEY3Vh3zzRh8WDuasP9yyVcyTMz7asz+5bKuey6DFZWQrisuAlWA7WmZY5jiQ5ypiX268xP0wbLRyQyJuX+7bah6ZlADy2feqd5pXS8i3m7pwK+0Maus1dqUdZvyXbvI41rk6au1Mb3eZl/PY5WnrMbWtympfx2o+5FjCvj9sRayukpUSGSM687NJKs2mZY0+OUMq8XPWe+c18PRbCG7N207dnzM/wrC7tP7Ocfloq7nOaz6fsdjuFyirv2eSq9IhxAVR5n6308DwIOOWu02OrEOMCcNsqxbi8dmuTilX4Bfl8drl68wjWGYDf/vyn95+GgEtuHFT55MYAQGVFaba9LLfbWUN58jmF+uYqOa4W8yd4q2holL0hNFfL8TV75eqsylkvxgXgd8j59aud5qu750Gts0aMK+CQs63SIZtqoNZVK8bV6pfrt02CYwCgsb5Evg8x2u3DxPlyu5VRRhllnDGUk8mVAcDdd6yJJVriEhIoBbh9a12MC+CdRTm5nreDcjJCawk5KRaAndQtMa7F+Ht0F18Is7E5Ma6lxAMxrg0LIqDPg5mo3HV+bdfyGUZTXF+Qlay6dU/OtvOA8uRzCuOXu84k18SkrLzOpR65jJCXa+VCczu8Y2JcAM1uOWmXHt+wGBfAoF8uBLnbK2dbm2dcjAtgSPA6rzXKHV+41Cc3BgAmS5TXOa9ut1di8lFKtSml/kApFVJKJZRSdz+oVN4Op6B8h0vOq+kUtAvAJSj94xKUdrErWU+wTTDRrkPYNkk+h+B12oWTEztsctfpEpSwcQrL4ZQ8Rs/p5HPm93yUUjXA14G/Bv5z4ADow0heJI7wkdyp83BI7gT1ibC8zpGgtEgoLVdn8ZzcCXaAVF5O2iWWk5WdieTkVCtiebl6S+Rlh1ZEUBInmJLrt5JjAOA4XBrfed3zOfOTD/ALwOYpjbi1D+rH9rcF5Vh25Lj29mRvyttHcjeEnaScbeGcbCriaM7aWSsrOMrKpl0OZuRkZ44FbYtk98W4QPY6t2JyDwA7gmMAYE9QTus84FVwu3038K5S6o+VUgdKqTtKqR951heUUu4nkysBlmMgBycEJXEE0yAMj7SIcQFMdMrJsUxUy/nOWz2ycv4NbmsZT62g0yuXOgKg19cjxtXh6RfjavbIShz1+uWuc6re/ICpVYwLjgGAkYESbSu73c4seoGfwMgZ9E+Ba8BvK6XSWuvPP+U7nwY+c/rNiavduF1eHtxcY2C8FY/XRTyaYn3pgNGLxqZ5oMZPY2s1rZ3G2YSZ2+v0DDbjq3CTjKdZnt97HEiwuxEiny/Q3mOci5i7s0F7Tz2V1T7SyQw2m2LqDeOGtb91TDqVpbPfOHfy8P4mLR21VNX4SbgdzExvc6nIe3AQIR5L09Nr8C483KO5OcCly13kcgXu39vk4qUulIJgMMbJSYL+Iu/bvgj1lT4aqvwUCgVuLG9zpbcNh91GMBrnIBxntL2R4dYGFnaDVHndj8/8vLO4yaWeVlwOO0exBNtHUUbrjRvHUvQQr91Jm88QwL0eXGOypg2v3Umnr4a79i2maozJdiUWxGmz0+EzzrHcDK0zFmih25cllU8QzKzT7jUmhaPMDgC1LmMCs+Gg2T2Ax+4jU0ixl1qm02cEIRxn9iiQo87VTpU9yUF6hoCzA7etipxOcZieo8VzEYBYbo+sTlLnMiazw/QclY5mPPYaCjrLXvo+rR5j2zCeO6DC7qXFY/SBreQqAWctlY4AeZ1nJTFHn2+UNk83kdwx0VyYNk83ADupdfz2KgLFMzuL8WmG/IPYlZ1ILsJR9ohur1F2K7WN1+6lzvmNcy8D/n6cykk0H+Mwffh4QtpJ7eCyuah31VPtTLKSmKHd249LuUnkYxxmdujyGqm/DzM7VNgD9PuMNNSryTla3d24bV5ShQR76Y1vBCToRUBT42wv/s4Mta4uPLYKMoUkB+lFGlxGnw1nd8npLHUuo152U/NUO1vw2gNkdZp70SijlQZvMBMilU/R7jUe3lbia9S76qhyVtLuaWMmOsdoxTBKKY4yx8TyMTq9hibgWmKDameAj7V0kteat/c2eaO5A7tSHCTjHCTijNcZ/bvS6aKvqpYWfwVaw9f3NrjW2IbLbieYSrAdi3Chvhl/3MHSbgi/x0VLjdG/byxucqG7BbfTwUk8idtp57VBw4bV/SNcDjttdcbZvHeXthnrbMTrchJNpgnu7jM+YvTRze1jbDZFW4sxFu7PbtPX3cBAbyOJZIallUMmi7qO27sn5AsFOttqSacTvP2XvAfn1e2mtEWpmA8LSqkM8K7W+s0n3vtt4OrT8oUX08g+eXy5Etj6juGfxWF/9qnmmvoKjoMmezUW68wSF5CtNz+dXlvr58jCftTBZWtqA/WVPoJRcx917uPmLrUGdwWHafPr/IGBd03L+O01xC3s09Q7rblMvPZaknnzFPcPE+ZPrZWOaqI5c1eqVXmdgCNA2MIelxV5nUp7NVELezVW5HX89lriFursbtTayt7qdX512nzF1ej1W0ptUX3HPGiivspHMGJtnyawnjUtU1vj5+j46bblsine/svPAAQe5eBRStX2//yvhOze51e7yCfjLP2LX6rTWps31hnEq+B22wVmT703xzPStWqt01rryKMXYNm56/W5SrPyA+byeGUjkHwuOT6vXY7LZZOVEXIqOekft01WjkWST7LenMJt4BG8Tp9DsN8KjgEAr0eW76OOV2Hy+Tpw+pFoEJA9dVlEY2u1eSGrXG1y8inNzXJSPQCttXKSOI9ccRIIOGVl7isccnsENU5Z2Zl6l5wkjqRtVQ7ZvZB6t9x1tlfI9VvJMQDQ3FgiX3nP58ziN4G3igmL/m+MPZ8fLb7KKKOMMl5pnNc9nzO/8tFa3wT+DkZ612ngl4Cf0lr/4Qfxe/dvyEnF3L8uKNVzR1a648bSlhjX9eCaGNe6oEwMwG5KTipmKf5cubJMMRebF+NaTshJ/2wmZSWOZqNy1/nWnpwkzs1FuTEAcOdBibad05XPmZ98ALTWf17MsufRWo9orf+vD+q3hgTDo4cEJXHOcqj1ZI1ceHqrZ1CMC6RDreXCmQF6fb1iXB1euRD1ZrdsqHWfX+46LwqGWk90CYdaD5Zm23lNqfAquN1eKtyCG/tur2DAgfBmpuRmq2TAgVN4U9+h5DbPXeIBB3L9w6XkbJMOOJC8Tq9gwIFHOODA4y6Rr9RVTHny+WghGk7KcZ3IyXdEIikxLoBwQo4vnJGrs2ReTpIIIF2QO3WeELYtnpeTJZK0LZWXPfkfy8ld50lasN8KjgGASLREvvLkUwbA9pqcFIgk19ambCj/2qGc5tlqPCTGdZTZFuMCCGfl9ggO07tiXAB7aTkZm2DxsK4EjrOyeyGS17kSkeu36wdyXACbO6XxndeAg3M1+RTcTgomLqKhKz3cMQk6UPm8pd8bvtzNHQtBB7asOd/YhQ7uvLtmWs6/Z55rHuDqWBM3Z8xvzIeL5uGjVzs7+PqGOdeXAuZ7CZeq+7l9smRa7kc6vmpaBqDRM85B6qZpuZ9r+IppGafzW8lmzcu1OKyltC443sSWe8u0XLhgvrK0OT9OIfu2abk/iZpL3bR4RtlNmR8IvrNnbU/zjboe7oTMA3l8q+Zuqzd6O3h71byveY/Mx4HVMQBYWmWMDbY8O6fP0zjO6crnlQg4KKOMMsoo46OFc7XysYJNQVfZ5qqc0vDmupxrC2CtRBfB+2H5SI5rIyGrHB3Nyp1FzucXxbgAVF4u063Om68WrSIsWGcAK3G5MbUSlHM/S44BgI2tEm07pyuf8uRzCqLJ5M4oF4DTIbfoddoFuZTsddpEu7iwfIpyCt5A5GyzCSfNk2xTyQRwkmMAwFFqgsZSw6Zf8cmn7HY7hRZBSZyW9lrzQla5BGV/ANoa5eR6OgNyXC1euToD8DvlziDZ7d1iXADaJpd+XNm7xLgqHXJ1BjxWNxfhqpHra5JjAKC1VAmsl3TIVCn120qpNaWUVkqNF9/zKKX+o1JqoZgh+v9TSnU/8Z0vK6VWip/dVUr99BOfNRbLLyqlppVSH3see8qTTxlllFHGh4iXeMj0T4CP8V5dzH8FDGmtp4A/L/79JH5Saz1VfP3mE+//M+AdrfUA8MPAHyplfdlcdrudwoPbcv7uB7fW5Ljuysrr3JmXC2m+sSXHdT8sJ28EcCgor5O1EE32PFC5G2Jchew7Ylz7qbtiXAA3j+TG1M01ub4mOQYA7s2UGKL+Yns+rmLCzCeR1lqn31Nc668AKKWefC8F/L9PFHsH+CmLFvw9oKfIc1MptY8xuX3ZypfLK59T6B+Wk7HpF5TE6R+SkxUBGOqWU48ea5TjGqiQdfnUuIbFuByOCTEuAG0fE+OyOcbFuOrcshJHowG5cTDWKqfeLTkGAAb7XoCvdJfbTwPhU69Pl24IPwn82an3fl0p9UAp9UdKqV4ApVQdYNNaPxkhtMYzUt2cRnnlcwqy+XzkJE+8glI9AD5BuR6/qFSP7HU6bHL5fJSydn7HOuHzJxB7OpecbQ7lE+MC8Au2qc8lyCUtWeUp/DOL1gAAIABJREFUzTZVfJXyPQzV/1899dF7Vj2W+IzMAQPAjz/x9g9prTeVsVz6FIZbbrT42en12nNdxkd68lFKfQqjwmwAk5e7cLu83L+1zuBoCx6vi1g0xfrKIWMXjHS6LpedppYArR3Gxvf03Q16B5rw+d0k4mmWF/aZvGJs7u5sHpHPF+jorgdg9t4mHd31VAa8pFIZkok0F18zRBX3do5Jp3J0FVNjzz/YoqWjlkC1j5SCmftbXLzSDcDhfoRYLE1PXzGN9vwuVQEvF690k88XuH9n43HZUDDKyXGCvgFDJPFeKkJtwEd9tZ+C1tya3eLisJFGOxROcHgcY7i7kY6WGpY2g1T6PTTVGjeumzObTA214nTYOY4k2Q1GGOw0VlwLoRA+p5P2KmOF//bmFlPNTXidTup9PnxOBxdbjCfc5aNjnHbb40CEG1vbjDU20l3tJZ5LsZrYY7zKsH8raYThtnuNOszkswxVtON3eEjmMyzGtpkMGAcjd5NHZHWeTl8DjZ4UofQ0lY5OXPYq8oUUocwMjcXU2IncLrlCkkpHJ3jgKD2L39GCu5hGO5i+S6PnKgDJ3AFKJXE4jDGVy93DZmvBZmtEkyWXfRun81uw23spFPYoFA4fr4JyuWlstjpsthZAk81+lYLjGuCAQhCl99B2Y1Wi8g9BVaFtRj1pHaVgvwzKDfoYld9AOy4Uyy6B8qBt7dh0hkL2LWyOKVA+dOEYnV/G5rxi8OSXQHuxOT8OQCF7HZtjDFQFuhBF52exOV8DoMKRQ+sCVU7jAfUg/YBqZzcuWyU5nSSYnifgaAcPxHI75HWGgLPYL9MzVDnbcNuqyesUCni9rpj2OxkmnkszUGk8/T8I79DqDVDn8hv5nkJGWQXspSKcZJMMVxp9djayR4O7grreZgq6wPXVbV7racOmbBxG4xzG4oy2GLwK6K2voamqAo3mnZUtLne14rLbCcUT7JxEmWhrwu8tsLwVwu910VxnpNF+d3aT8f4WPC4HJ9Ek2XyBq2PFVN47R7icDlobjP59e36bkZ5GvG4n0USa7blD0zTaHW015mm0v4A0Mo+yor4IlFI/B3wv8J1a68e6YFrrzeK/GviXSqn/VSlVp7UOKaVQSjU8sfrpAizvD5z5NNoSKPpEw5+88IumabRdLgeZTO7ZfBYVDlxuB5n0s7kAChZWW1bsAoh2W3tqdTntZCwoKxxOmT/MuO120hbqpPOKuY/dZXOQKZhfp1WFA5tyUdAZ03Kf8Fo56e7GykOlVYUDjRtlgc+KwoFV26woHNiVi7yFOvut+W+3YBe4bQ7SFtq0cNM8otPtsJPOmfe1wIq5woHVMQDgipiXc7nsZDJPL5fLpnj7C+9Noz3y478ScniefxWcS8WZ+z+fP422UmoN+Nta6+ni3z8D/ADGxHP8RDkHUKe13i/+/X3Ab2itu4p/fw5Y01r/slLqKvCnQK/W2ryxKe/5vAdjUx2CXHKhtGOC6RkALgy2inFdaZPjerQikkK9+4IYl7O4epCCdlwW47I5r4lxNbonxbgALtXIjalLnXJ9TXIMAEyMlLZf+bKi3ZRSn1VKbQHtwBeVUktKqXbgfwOqgb8uhlNfL37FDfxFcb/nHvCPgO9+gvIXgDeVUovA5zBcdJYmHviIu93KKKOMMs48XpLCgdb60TbEabyve0NrHQeuPINvH/iu57PiGyhPPqewvSEn37G9ISeJsy2sar25dyLGtXosx/VoD0gKMUFV67ygHA6AKqyJcem8XNbciGCdAazFBSVxQnJ9TXIMAGyVKtdTltcpo4wyyijjZeO8plQo7/mcQlunnLxLW2edHFeHrOxMR7OcXE9PjRzXo6g3KVQ45fYb7PY+MS4AbesW41J2uVTVVYJ1BtDtl+u73XVyfU1yDAC0t5YoI/SS5HXOGsornzLKKKOMDxHllU8ZAMzclfN3zwhK4szcl80ueW9BLvPlu9tyXNORNTEugGD6nhhXNnvdvNBzQOVuiXEVsnJSPQfp+2JcALeP5cbU7Q25viY5BgAezMnK9XzUUZ58TqG7X06+o7tfTr6ju1fOLoC+Djn31mC9nHuxxycrIxRwyrnKHI4RMS4AbZeTsVF2ORmhGqecCw94fPBUhKtRrq9JjgGA3q4S+cput3MAO2B/9qFJf5XXtIx2WJPl8NX40W4LZQvmvcjvd1kq5zmyFmZf22m3VDawbG5/i9PNhoVAsFWfucZXW1sbq9vmB/r+g+eS+Q8CE5XDPIiaS+y0tppHKgVsjYRz5gdInSpuyTa7zUk+b172dtp8b6LG3cxx2lyU9d/vXDUtcykwwO1wpWm59Ly1FALuzlrSG+bXWbNl3r8bq1xUWCjnjJsfMq22OS2Vswp/iXJa59Xtdr4mHwtIJs1PdlvmSpxNLoBEMivGFU8JcmVlrzNVSIlx5bW1ScUyBPnyBTmuZL4kabCnIpGV6x8Jwb6WEBzrAMlUiXzlUOsyAJbmd+W4Hu6dSS6AxeV9Ma75zQMxrumgHBfASkJuvyGenRHjAsjnHohxRbOzYlyLcdm9i+l9uTadX5fjWliW7Wsl853Tyae853MKExflMkJOXJST15HkArgwLifXc3lALg3Cay2yMkKjFQNiXFUuOQkbALvzdTGuare5O80qJqtk93yutcv1j0tDclxTgmMA4MJYaXwvMZncmUJ55VNGGWWU8WGivPJ5NaCU+nQxB/lvfRD8u9slSmS8L5ecfIckF8DOXliMa+tQjms9Inud++lD80IWkcrLZpMt5OUyfCZzcu7FnZScLBTAZliwrx3IcW0Ly+uUOqYUoLR+/peo9S8fr9TKpyjb/aOA7EGEJ5CzINdumcuiXPvL5gLICl5nNi8XMZQtyHEB5LTcdWott9ltQI5P0jbJOgPZ/pGT5MoJ97VSx1R55XO2oYw0kn8I/Aggtzw5hY5SY/Xfj6tb7kyCJBdAV7uc5ElPc4myIu+D/mpZGaE2j9y5Ia9DVl7HZu8X4/IJns3p9Mqml+6tlesf3S1yXJJjAKBTmO+jjldm8gE+C/yF1vqLH7YhZZRRRhlSKAccnGEopf5r4BJgKaRHKeXGSIT0COYn5oqYm5aTsZmblgtZleQCmBEMKb+/Isd1e1+OC2AhLpdqIJq9I8YFkM/KyetEMnfFuGajcntRAHd25dr0wbIc17TgGACYeVgi3zl1u535yUcp1QH878B3aa2tnhj8NPCZ029OXurG7fJy//Y6gyMteLwuYrEU6yuHjE0aSr4Oh42NtSCtxSX09L0Nevub8PndJBJplhf2H4c972wdk88X6OgyXGKzD7bp6KqjsspDKpUlnyvgrzDmwL2dMOl0lq4ew603P7NDS1sNgWov6UyOmftbXLzaDcDhfoRYLE1PnyGpszC3y+XXeolGkuRzBe7f2eDilW5QEDqMcnKcoG+wyeDdO6amxk99rZ9CQXPn/iYXJtpx2G0cHSc4DEUZ6m+itbWar359icpKN431xtx86+4Gk+NtOB12jsMJ9vYjjAwb4aPLOyG8bietdUaO+5sPtxjvacLrclJT4eVv7q8w2WsoGKzuHeO022hvME7A31rcZrijkUKbg0gmzcOjIFebjZDZ1bDhQe0JGO6URDZLTheocrmJZzNMBw8eh1+vR07IFgr0V9cyUOlgIb5Cq6eJCrufdCHNYnyN8cohow4zIVKFNFerJ9lLBVmKr9HgriPgqCSnc8zFlpioNCRpQtljnLY6fA7ju7HsNG57M05bPZockcwNqlyv47X3EMneJJsP4neOAhDPzuG01+KyNQGacOZt7I43QDnQhUMKhR3sDiObaiE3h1JVKLtx7bpwglIeUB504YhCYR2746JRNr+Awouyd1BDBSfpG1S5JrApL7nCCfHcKgGXUTaRW6XCMUihuId0kn6XSucIdpuffCFGLPuQgNvImtrkrqGgNR1eo2/NRNfo8jVRYfeSLKRZiG3xnQ2X2EmF2E2HyBRydHmNvjUXXafVW0/A4SddyLJBjjc6jXGzE4kSy2QeSy092NuntaqSOp+PtqpK/nh6ljeLZfdiMU6SKYYbjLEwc3BAo99P76iffEFza36Ly8Pt2G2K4EmcYDjOcJfhCiwUNMFwnMaaCrSGm3ObTA224nLYOYok2AtFGe1pwhUrsLIexOd10dxo9Nlb9zcYG2rF43ZwEknidTtxu41b4NpmCJfTQWuz0WfvTG8x3N+E1+MkGkuzvhZkfMTIfLq5fYzNpmhrMZQn7s9u09fdwGB/I4vLByytHDI5ZrTx9u4J+UKBzrZa0ukEb3+B9+C8Khworc/2FSil/kvg/wGe3M2zY8z7BcCt9TfvkD5l5bP1yUu/iMPueebvXbzaw52bJjIlylqcycWr3dy5uWZaTlugs8qVrbYm8XF5qpNbFoRPI13m8jqvDXdwfd482upownyD92NtnXxt29yuK5eWTMvAI3mdedNy/7j1S6ZlAq43CWfeMi036rQor+P8OPnsV03LWZPXeYPj9Num5X59/W+ZljHkdRZNy63fsHau5c3ODt7aMO8fNXPmXNdGO7gxa87lOTbf/L9yoZN371mLYFR58/vk5Qud3HoGXy6b4u0vfAYgoLWOACilai9+/6+EHG6fJTu+iS+d4M4f/VKd1lo20+RLwplf+QBfAiZOvfdvgHngn5+eeAC01mngsUaIsjhZAKRKlch4Xy65CKS0IBdAKm051bopkhlByZOc7HWmC3JSMQWdFOMCQJBP0rZUQVh2RrBNk2lBLvExVRrfeV35nPnJR2sdBaaffE8pFQdCWuvp9/9W6Xg4IyezLsk1L8gFMFeqf/p9ML0qJ9Vz90BYRii+JsYVzcqlZwDI526LcYUzcqcP5qOy55nu7cr1j5kVOa65Bdm+VjLfOd3zeZWi3V4KLlzuFuSSk+qR5AK4OCmXrfLqkJxMyZutslk0H+0BSSDgkpPDAbA7v0WMq8b9mhjXVEAuBBzg9Q65/nFlRI7rkuAYALg4URpfOdrtFYLW+ts+bBvKKKOMMsooHa/k5PNBYn9XTnJjf1dOCkSSC2DvICLGtROS49qKynGBEfUmhXReNtxd5+XC+lM5Odv20rL719sRuTbdDQpyCY4BeIExpbXxKuV7rzDKk88ppATz3JxVLoCkIJ/kJrB0wEFKMOAgrxNiXABaMp+PoG2pvHDuKMl8PoJ9TTIgCEoPYDivAQflPZ9T6BJMV93VKyfVI8kF0NMlmI64VY5rsEZWRqjD0yrG5XPIpWcAsDnk9qP8TjnbuoVTmQ/UCfa1NsGU7Z2yfa1kvpeURlsp9dtKqbWiMPP4E+8PKKXeUkotKKVuKKVGX/QzKzhXKx+VLaAKz47/V/k8ykTEs+C1lkZb2xTaJCW3ZSgFNnMuR9xaCLU9nbdU1r9r/nziaSzg3zU/V5F3m3c3HzYCC3bTcu/arG2Ke9paeXfb/Dp/9sT8xnGttpcbR+Yb3tVea2HPxnka8/w0G0FzPbM3G7p567DbtJyaN08D3tHdwOaa+Xnu2kVrwpyVWlM7ayUFvHkfcoXzeIMW+riVG3Neo3LW7uDKQgp7VdDPPA/0VI4CqFI0Tp//O38C/Avga6fe/13gX2mtP6eU+rvA7wFvvOBnpiivfE7h4bRgqPXc2eQCmJ+VC7WeFQxZnd6QC6UF2dDtmbDsns98TC6k+f6xXP+4vyPbBrOCofhzi3LteWZCreEDX/UAaK2/orX+po1GpVQjhnTZHxTf+lOgRynVXepnVu0pTz6n0NQakONqNj+Z/mFwATS1yF1nS1G+RAKtNZZl+CyhvVLQNq9sGzS75VSQ23xytrVVy7ZBS51cGzQL9jVJrhfhe8FQa5dSqurUy5rMiYEOYEdrnQPQhuTNBtD5Ap9ZQnnyOYXqWr8cV83zS2a8DC6AGkG+mmo5rtpK2eus9wpep0uubwBUO81dYFZRV4I8y1O5fMJ9rcorxxU4m/32hfgeRbuV8oKfBsKnXp9+XgtO/a0EPjPFudrzsYJsRjDJmmACOEkukL3OjOR1Cia5A8jkBW0z2S98bj4tJ3GUEbRNss5AOHGhJJf0mCqR7wWj3X4T+NVTHz1PiOcm0K6Ucmitc8rQIuvAWMUkSvzMEsorn1OYviPnh5++J5faWJIL4MF9uTMm92fl9kJur8jubd3Yk7PtzolsqoEHERMB2+fAuyG5/vHupmwb3F0Q3I+akWtPSa4Pgs8iMlrryKmX5clHa30A3AF+sPjW9wFrWuu1Uj+z+tvlyecULr7WI8d1pftMcgFcuiIn13PlgmU3ryleG5SVPPlYm5xt12rlsoWCEe0mhTcbuuW4umXb4OqoHN9lwb52eUqO64X4Xl6o9WeVUltAO/BFpdQjafgfA35MKbUA/CLwD5/4WqmfmaLsdiujjDLK+BDxsg6Zaq0/BXzqfd5/yFNCpEv9zArKk88pHO7JSW4cCsp3SHIBHBxE5biCclz7J3JcADsxQdtS0tI/clJOu0lB2ZmIbBscHMXkuAT72sGh8HWWaltZXqcMgGjEarJUc8SiZ5MLICZ4nZGYIFdCTg4HIJwWtC0rm88nmpPji2TkrjOckm2DSFzOtqhgX5PkAohGS6u38yqv85GefJRSj5aZNoDJK11GGu131xkYa8XrdRKLplhfPmRsyvBLB2p8zN7boq2zmEb7zgY9A034K9wk4hmWH+4xVtx/2dk+ppAv0F6U1Zid3qajs5bKKi/pVBavz0WheKp5b/eEdDpHV3cxjfbsDq1t1VQFfGQepdEu8r4njfb8Lq9/bID93TD5/BNptIFQsJhGe8BIdby0fEhNrY+6+gryec29OxtMTnXgcNg4CsUJBmMMDjXRP9DEF/7TNBVVHhobjXMdt99dZ2KyHafLzvFxgv3dMBNFH/vqRgiPx/n4TM/t+5uMDDbj9Thpa6nmL/96jvFhI432+tYRDoeNtuLZpLvTWwz2NaK7vcSSaZZ2Q0z1GrI3G4fG039ng1HWabdxHEtS4XWTSGeY2zrkcp+hArAVDJPN5+lpqiXRVuD2/i69gRqqPR4SuSx3D/Yep2TYikZIZLP8nYFhZkKH3D3Yo72yinqvj0w+z4297cf7QTuxKDZnhoHKYrroyA6N7irq3BXkdIHbx2tcqelhpKqVrwUXOMrEGKo0rnUhukeNy0+D26jDG0crTFb14lB2jrNRDtMnDFYYNq0mdvHbvTS6v3EmJ13I4rY5Cefi7KRCjFQYNq0n93HbnDS7a2lXFVwPrjNZ04rX7uQkk2Q1dsTFWqNeVmIhrtV1EkwbWnE3Q5uMBprwO1zEsmnmIwdcqTNs2NhNU9CanlpDNeH21i799bVUedwkslmmdw/43okRZvcP2TwJk8nl6as3xsLd7T26agLU+LyksjlWl7a5MlJMjR2Kkkhl6C3K38yt7tNcV0VNlZe+9jr+/RfuPt77OTiOEY6lGOgwxsLD9QPqq/20dHiN1O8PNrk40YHNpggdxwkdxRnsM9Jo+30u1jaPaKgzwtRv3dtgcuwbqd/3DyIMDxjyQKtrQXw+F02P+uy9DcaGW3G7HYTDSRoaKslkjIjD9Y0jXC47LcU02ncfbDHU32TcIx6l0R79RhptpRTtrcU02jPb9PU0MDXRzr3pLZaWD5kcfyKNdl7T2V5DOp3grS/yXpzTfD5nPo22BJRSVUD42yd+Hof92eevLr7Ww53rz45Csiqvc/FKN3feXbNopQyXtluLIbl0pYvb75pHb6VrXKZlrKYjjnSbP+u8NtjB9QXzyK3wsLWwVqtpueu6j03LGPI6K6blnk9exzxdtXV5nTXTclbkdd7s7uCtNfM2qLYor3N1tIObVlJfW5DXMUtV/RgWbmtWU8mDNXkdM75cLsVbX/xlOJVG+43v+uWQ0/X8Z4SymQRvf+GXy2m0PypYnJOTnVl8KCffIckFsPBQTvLk4ZKgfMrmgRgXwINDQdsisiHIC3G5cPfpE0GJoz3ZNphfk+NbWJZrzwXBfvtCfAVtvEr53iuMcqj1KdQ1yEmL1J9RLoD6ernT9fV1clyNAVkVgSa/oG1uWTmWepecxFGzR65/NFXKtkFDzdnsa5JcBp/sGP2oozz5nEKt4E25RlCqR5ILoLZOjq+uRpCrSvY6G32Ctrllb1a1TsGHE4/cdTb4ZdugTlASp7ZazrZawX5r8JUqr/MCr1cYZbfbKeRypWibvz/y+bPJBbLXKcolfJ2Skjg5LdwGWtC2gmAbCHLB2R0HecF+C6X33fMa7VYOOCgBVgMOPgxYDTiwCisBB1ZhJeDAKqwGHFiFlYADq7AacGAVVgIOrMJKwIFVWA04sAorAQeWIXxbsxJwYIanBRy8+cn/qeSAg7f++n9+ZQMOym63U7hwtVuO65KchI0kF8CFi3LSIhcn5ORTrvabJ1d7HrzRap78zSqu1MhJLwFMBfrEuF6vl+sfr3XJtsHlEbk2kOxrFydlZYRK5VOUmFJB1PqXj7Lb7RRsFrKFvupcAHapDKuAXfQ6ZZ+H7EqOz6Zk28Am+OwnaZtknYGsbWd5TJXMd07P+ZQnn1MIHcpJgYSCZ5NLmi8oKJ9yGI6LcQHsxwVtS8vKsYQycpI4BylBCZuYbBsET+T4QoJ9LRSSHVPBo9KuU2mNKmH7o5TvnCWcq8nHFk1gsz3brxxeO8QWSTybKG8tOVZ48xhbLGNaTrvtpmVODiIoK/lCLPqmTw6ilvhc0axpmdhW2FK5im3zJ8NUOEpFzNwue9ra03nOn6I2bl42vVJvWmbX5yadMC93aDFNT8bnIZww31OrPTTfW8lXFKiNme8b+HfNJWVcVUe0W5Bfcljo2wC53TzVYfN9sILTfBzE8mFcEfPfLXjMuSL7URwpa/tMtox5G8S2IjhjT298lXvKZ4Xi63khu+X20lHe8zmFvrFWMa7+kRY5rqFmMS6AvsEmMa7+fjmuwZ5GMS6A4Y4GMa6RVjkugJE2Ob7BLjkuyfYE6B+U67v9Z7TfAvQPltZ3H618Snm9yihPPmWUUUYZZbx0nCu3mxWszMpJqCzPy0meLC/IyussL8hJiywty8mnLApKsQA83DwU45rfkeOS5ltYl+NaWpJtA8m+u7Qo2G+Fr3NpsUS+cxpwUF75nEKgVu4cRKBW7mR3QPBkN0B1qaex349L8AR7dZUcF0BNpbX9OSuorZDjAqj1y/HVCNZbdbVsGwQElQQkbZO+zpL5HuXzKeX1CuPMTz5KqU8rpW4qpaJKqQOl1H9USg19UL9X1yyn31XfKMklqxslqmEnKEnUIDj5AzRWC2q7VQnbFhCsN8EbvGR7wtnVOJS/ztL4SjrjU6IqwlnCmZ98gE8AnwVeB/4zDFfhF5RSskuBIiQfJiTVI8SVKCSvU44KLexLEG1PadsE+UTbQLiviV7nGR5TJdOd05XPKyevo5RqAA6AT2itv2LxO1VA+Du7/zEOm4C8jqC7BKyFWlvmEpbXKXjltgVTtXJSPcl62evMVAoeXrQYam0VXguh1lbh37UWHm0FVkOtrcJKqLVlLguh1s8DK6HWZsjlUvzNO/8LnJLX+cS1fxJyOkuQ18km+Jsb/7Qsr/MS8UiH/qkVrpRyK6WqHr0Ay2v1idd6X9S+b3BdkZM8mRSW15kUlNeZvCAnUzI1KiztMiDHd6VX1rYrfXJ8F4fluC4ItifA5CXBvjYlZ9sFYXmdkm07pyufVyraTSmlgN8Avqa1nn5G0U8Dnzn95sRrvbhdXh5cX2Fgoh2Pz0U8kmR98YDRy8bNPVDrp7GthtZuIx3wzM01eoab8VV6SMbSLM/uMPa6MUHtbByRzxfo6DEOHs7e3aSjp57KgJdUMoPL5eBiseze9jHpVI6uYmrs+QdbtLTXEqjxkS4UmLm3ycVrhnbYwV6YeCxNT79xbmBhdofWjlrsDhv5XIH7t9eZutqNUorgQZTwSZy+4lmKpaUDqmv91NVXUCho7t1aZ/JiJ3aHjeNQnOBhlIHhZvoHm9hYC1JR6aGhydibunNzjfGpDpxOOyfHCfZ3TxgsDqi1tSAer5PmpmKa4bsbDI+04HE7aW2rZuHhHqPFNMMbGyEcTjutLcU0w/c3GRhowt7oJ5ZIs7IRZLJ4s9zcNQQ9O1oM8UyHw8ZwXxMVPjeJVIaFlQOmRg1tsO39E3K5Al1ttWQCivsru3Q11RDwe0hmskyv7nN1yCi7E4qQTGcZ627CYbcxvbZPa10ltZU+Mrk8d5Z2eG24mAL6OEZIpRlsKbbj9gGNVX7qK/3kCgXeXdnmWl8bY21NHMeSBGOJx2d+5ncOqa3w0lhVgUZzfWmLK31tOGw2QrEEeydRxtqN8ySLu0EqvG5aqr/xLHSxpwW3w8FxPMlWKMxEp9GOy/tHeJwO2mqrcDUWuD23xWhvMx63g0gsxfruMRMDxbTlu8c01lZwdcy4nrsPtxnsasDncRFPZljaCHJhyGibUOEQrTXt7UZq7JmZbbq66qio8JBKZXn4cI+hoWbsdhu7uydkMnm6uoqpsed2aG2tIRDwkk7nWLixytSVb/TZRCJNd2+xz87t0NgcoLrGT3dfA/dvbxh9FkXwIEIknKT3Uer3h7vU1ldQ0xQgXyhw7/YGFy51YrfZCIViHIViDBT7t9/vpqOrjoaGSrTW3Lm1zsQFo88eH8c52IswNNJCwWVjdbWYRvtR/76zzuho2+M02l6fi0vFh7r19ZCRRrvYZ+/d22RosBmP10kslmJz8ZCxiWKf3TjCZlO0tRt99sG9LXr7GxkeaSGTzrG0dMDkhWKf3TqhkC/Q0VVLOp3kb97hvTin0W6vlNtNKfVZ4L8APqa1fmoaSKWUG3jSv1YJbFlxu3UPNbNmkjXUqtute6CRNQvhl1bcbt19jaxZCGm26nbr7mtgbdk8PNeK262np57V1aBpOStut97OOlY2QqblrLrd+lvrWNox57Pss1NEAAAfM0lEQVTidhtormNxz5zLqtttoKWOxV1zPitut772Opa3zLmsuN2stqdVt5vlvmbB7dbT28DqigUuC243q9cJ1txuZrY91e125dOlu93e/bVX1u32yqx8lFK/A3w38K3PmngAtNZpIP3Edy3/zuHuSakmvpdrT06763A/LMZl8AnadiineXYgrGG3fyzHt3ciq+0mybcvqa8n2J4g29cODs5mv4XSbVOUqO32ii99zvyejzLwL4HvBb5da736Qf7ewISc/PugoFTP4KgcF8CgoPTPoKB8ynCfrOTJaJecXM8j99lZ5BsRlCWSbE+AwRG5vjs0fDb7LcDQcIl85T2fM4vPAv8t8D1AVCn1qIXDWmvZrF1llFFGGS8bL0lYVClVDXz5ibd8QC/QCPwHoBN4tHz7fa31bxa/1wh8HujD8Cj9uNb6ayVY/E14FSafnyj+++VT7/8w8DnpHzPb73kerApKgawKS4GsWvDBW+ZaleNa3rDmg7eKxW05vsU9Ydt25fiWN833e6xCsj0BVgXll1YEuaSvc6XEMfWyUiporU+AqcffV+rnMI6sHBW3Jn5Sa/3n7/PVfwa8o7X+W0qpq8CfKKX6tNYvdKjgzLvdtNbqKa/PfRC/56/0yHFVSHK9+PmkJ1EhyOf3y3FV+OTOAgFUegVt8wi3gaRtgvUm2Z4g23crJMeU8HWWbJumRLfbC5v8w8DvWSj39zA8UGitbwL7wMde9MfP/OTzstHQWi3G1dgSMC9klatZjgt4HF4tgUZBGaGmejkugOZaOTmWJ0OkzxpfU50cl2R7AjQ2CY6DM9pvARqbSmyDF9vzcT15prH4Mp1VlVJvAHXAkyudX1dKPVBK/ZFSqrdYrg6waa2fXNatYbjoXgjlyaeMMsoo48NE4QVe8NNA+NTr0xZ+9R8An3/CdfZDWusRYBL4Kt88KZ1eY4nIgbxS53xKRVlep3SU5XWeH2V5ndJwXuV1Pjn+P4Scjue/p2RzSf56+tdbgNOpl9PF4ybvi6Iu5i5wTWs9/5QyKaBNax1SSsWB7kerH6XUDeDntdZffm6jn8CrEHAgBn0SRqtn3wBHX+tj9vryM8vYctZS745e6Wb23TVzuyz4/kcvdTF7e92cy+W0YhqjFzuYvbNpWs6Kcu7YZDsz95959AoAKx7xsfE2Zqa3Tcs5EtZuLuOjrUxbyNFky5lf6PhYG9Mz5rY5T8xTUAOMXehg5p55G9gPzM94We5rsbg5l4UxAKDc1h4mRq/2MntzxbScrdbcPTd6sZPZOxum5Qop83Fgtf4BbHHzNjUdo/mnzAelZiU1vpN5NJE9B/4r4P6jiUcp5QDqtNb7xb+/D9jXWj+KYvlj4FPALxcDDpqBcxHt9lLh8sg9nbs81iYCS1xu2aZyu8+mbW6X8HUK8rmEbZOsN9G+Jshl8Alep2SdCY+pkvlKPbNTutfqH/LNgQZu4C+Ke0UFIIhxoP8RfgH4t0qpRSCD4aJ74fV9efI5hciR3KnnyJH5U6ZlruPTK+sXQ1iQL3wid9wqHJY9uhWOCNoWEW6DEzk+0b4WklWZOKvjQLL+4QVse8mTj9b646f+jgNXnlF+H/iukn7sGShPPqewa1HryRLXutzZi91NWfmm3S05vt3tYzGuHUF5I4NPTpZod0dW4mh3S67eRPvamux5pt11wTEl2W8F6x9eYIy+/JXPmUA52u0Uhi73yHEJpi0YmpST/QEYFpQRGhaUERoRlE8BGBkSlP4Rtm14XC4Ngmhfu9wtxgUwdFEuHciQZL8VrH94gTGqKS3S7dWee8ornzLKKKOMDxMvS+HgrKE8+ZzCxkPzyCjLXAty8jobgrIiAOuC8jrrgq7KdUH3EcCahfQMVrEu6D4CWLeQGsAqRPvaw10xLoCNBTnJqg3JfitY//ACY/Scut3Kk88puL1y0W5ur1zUkFs4AsktGIEkGTnnPsNRfZJcINumon1NcAxI84nWmfiYKpGvoK2daXi/773CKO/5nEJTZ70cV0etHFdbjRgXQLMgX3OrnHxKs7CMUIugHIu0bc2CUk6ifa2zTowLpMeBXJ1J1j/Ij9GPOsornzLKKKOMDxNlt9tHD0qpT2GczLUBTHzLEG6nhwdff8jAxW48PjfxcIL1hzuMXusHYHf1gMaOOlqLuehn3lmkZ6wdX6WXZCzF8oNNJj42YJRdC5LPF2jvM8rO3Vqjva+Rymof6WSG6RurTBXL7m8ekU5m6Rw0Eog9vLNBS1cdVbV+0loxe3udqTf6ADjcDROPpugull2c3iZynGDqjT7yuQIPbq4+Lhs6iBA+itNbjMRaWjqkpq6CusZKCvkC926uMXGlC4fDzlEwRuggwsBoK8oGgVo/lVUeGopP9HfeWWH8UidOl4OTUJz9nRMGLxtRVOsrQTxeJ01FsdR7t9YZGmvF4zFy3Hu8TkaK0UObayEcTjstxafUB3c26B9qxl3jJR5Ps7oaZLxYdqsY7trebjw1zs5uMzTUjN/vJpnMsLi4z+RkB2CEYeeyeTo768i7bMzM79LRVkNVpYdUOsfcw10uFsvuHURIJrMom+LyVCdzC3s0N1ZRU+0jm81zf2aby1PGtR0Eo8RPUvT2NACwsLhHfX0ltTV+8vk89+5vMXWhA5sNujrrOD6J019Mere8fECg2kt9XSWguX1ng8lLXdgdNo5DcQ73w48TAa4uHeCvcD8Wib13a42xCx243A7CJwl2t44fR2Ctrxzi9jhpbq3GdhLn/tvLDE114Pa6iJ4k2Fo+YKQYlba1fMD+5tHjvjZ9fYW+sTa8FW4S0RSrc7uMXTOiOLdnNtAFTVu/Yf/s9WW6hlvwB3yk4mkW765js9mY+sQwe+tBsukcHcWka/PvrtLa00BVXQWZZIb5+9tcKP7mwdYxyViKrmI/XLi7QWN7LdX1FeRzhjTNhY8NohQEd8NEj+P0FOtl+cEWNU1V1PS1UCho7t9YZfJaDzab4vgwxlEwSl8x+eH60j7tPfXUN1WBhrvXVxi/3IXDaSd8FOdg54SB8Ta008Ha8gE+/zfq++7NVUYm23G7nYRPEjyc3eFisV42VoO4XPbHHoH7t9YZHG3B43URi6bYnN5itBhRuL0WRClFa5exQpy5tU7PUDM2u42hyXaW53YZv2K0ze7GkXGP6KknnUnypSXei3M6+ZwrbbfvqP4hHCbyOiPXepm78WwpEFVpTb125HIXc7csSOJYkNcZmepk7q65rIhVeZ2RC+3M3TOXxNEW9hJGJtqYe2AuO5P3mT/rjI61MjtjHvSRs6jdNTbSysycjLzO2GgrMxakeqzK64xMtDP3wLwNrMjrWO5rFuR1Rq72MmdBDseqvM7IlW7mrEj/WJDXGbnQwZwFSZyChf25kcl25izIQoE1eR2zMZrLp/nS0m/BKW23b+/+VMhlf35tt0w+yV+tfbZOay17CPAl4SO98ikFbsEcK2c1eAHAI2ibR3Dj1iO8qe+RlP6Rtu2MBgm4hXMqndVxINlv4QVsO6cBB+XJ5xSix3JSIFFB+Y6osOyMJF80Yu1J3woiUTkuab5o9Ay3gWRfExwDcHbHQVRQeglewDatQZegmv2Ke63Kk88pbC3KnUnYEjybsyV8JmFT8GzOpuDZnE3BczkAG4JyLBvCEkeS9Sba1wTTvwNsCaaA35Lst2uyfa3kMXpO93zKodanMHKtT45LUKZkRFA+BWB0qkOOa0JOpmRsTFbyZHxETvpnbFTWtlFBySTRvnatV4wLjD0fMS7JfissWVXyGC3o0l+vMMqTTxlllFFGGS8dZbfbKWwtnVG3m6C7Ac6w203YtbUhqFy8KejCA1m3z5l2u53RcSDZb+FFbCvR7faKK4uWJ59TsAumoT6rXNJ8Z5XL4JNLj223yXGBsG2SbeA4w31N0DbJ+jf4SrStvOdTBkBLT6McV7ecVE9Lp5xECUCrIF9ru5ysSKuw5Elbixxfa6usfEqroOyMaF8rHrYV45O0TbDOWttlx1TJY/TR5FPK6xXGuVr55E8iKPXsWPxCPE7+5NmH+mypp+RiPwUdbqJwaL4UV14LB8zCjXBo7vax+awdVlPRBLZj89TvOu0x54qnsJ2Yh+eqjPkZKns8g8PCIU2709ohU2ckiztkzqdS5lmBnScpXPvm12mlXgFsRw3Y98zdgvmguXuocNJI/sA82kqnzftuIRYjf2xul81j3jcAdDxBwWRMgcUUAdE4hMwTDtqV+arGdlSLfdeaq6wQtxAuflSH3n26i1HrzFPIHyXoeU4USvjOGcK5Ujj4Nr4Hh8nk43A5yGWefSOyOuiscIG1yccyl8XJx+Gyk8vkTctpn/m1Opx2clkrXOaTj2Uui5OPVT4rk49VLquTj9U2sDL5WO0fViYfq1zi4yBgLgJrtc6UhcnHKhdYm3zMrjOnM/xV9A/htMJBww+HXDZrdfkkMoUUf3X4b15ZhYOy2+0U+qa65bguyIVH9wlmcAToEwwbfqS7JcIlmHkUoK+ojyfCNSxsm2QbSPY1wTEAwraNyY0DSS6AvskSw8DLbrcyAHxVz6+x9FSuSjkub8XzPxm9LD5vhZwkkc8vK+3is7Dasszll+MC2TaQ7GuSYwCEx0Hl2ey3AL5S27OgKSly7RU/51OefE4hEZaTAokLynckhGVnEjE5vkTU2h6YFcRjclwAibikbWe4DST7muAYAOFxcIbHVLxE+SWtC+gS5HVK+c5ZwivjdlNK/SOl1KpSKqWUuqWU+vgH8Tsr982Vo61i9YEg14w19V3LfBbUmS1zPZQ7G7UqfMZkZUmOb1UwVTXItsGKYF+THAMgPA4k+60gF8DqtOwY/ajjlZh8lFLfD/wW8KvAReCrwH9SSslqzgDjHx+W4/qWITGusdf7xbgAxgQlVMaudIlxjQvLCI0L7jeMX5K7TpBtA8m+JjkGQHocyMlfjb0mKyM0/sZAaV8sy+ucafwM8Hta63+ttZ7TWv8UsAn8xIdsVxlllFHGi0FTYsDBh234i+HMTz5KKRdwGfjCqY++ALz5lO+4lVJVj16AtexvwI6gqvW2oMtnZ0VOogRgZ01OJXtHUKZke0M2anRHUBJnW1hxW7QNJPua4BgA6XEgWGfCklXbpY5RXTDO7Dzv6zn3fJRSa0qpeaXU3eLr+4vvDyil3lJKLSilbiilRp/4zlM/e1G8CgEH9YAdON2D94Gnxb5+GvjM6TcnPzmK2+Hh/pdnGbzSi6fCQ+wkzsbMFqNF10CyuGnYOmBQT391nt7JTnwBH4lIkuW7a1z49jEAdpb3yecKdAwZocaz7yzSMdhCZW0FqXiao70TLhbL7q0dkk5m6Boxwmvnby7T0tNIoL6STEExe32ZqU8Y7o7DrSPikSTdxVDcxbvrtPU10trbSD6X58HXF5n61mFQENo9IRyM0VsMxV5ZOqSmvpLapgCFQoH7by0x8Xofdoed48MIob0w/RMdBOr8pJNZKqt91BdVAO5+bYGxa73FNNpRDjaPGSi6OdYXD/D6XDQWU2Pff2eFoQsduL1OHA47kaMEwxeNUNOt5UMcTjvNxRPf0zfW6BtrxVvrJx5Ns7Z8wFhRnXh73Zgc2rqMsvu7JwyOtuKvdJNMZFia22XisuHu2t06JpfN09FTj7bbmZveor2zjsoqL6lUhoczO1woqjvv756QSmYZmWintb2Wh7PbNLVUU13jJ5vNMX13k4tXjRTKhwcRYocxeh+lLZ/doa6xitr6CnK5PA/eXefC1W5q6ivweFwch2L0F8PLl+f3CNT6qG+sQmvN3eurj+v7JBjlcOeEgWII7tr8Dv4qLw1FpYTtlQNGr/bgcjuJHMXY3QgxNGVc68biHm6Pk6aOOgqRCPf+Zo6hq714fG6iRzE2F3YZfd1w82wu7FLb+v+3d+4xclVlAP99u33R3T6AWmqpu7SlpYV22VVKaYG2EEBjDPKKhAS1AgaCqME/JGhUjJFHYsAoIholFQNSDAmKiqJiEUopFHahtEBb+qSlLS2PlnZnn59/nLt1mO6de2b2zJ2Z7vdLbmb3nnO/+c5rvnvP/c53xjIx2hp79TNvMPXUBkaOOoqD+9rZuHrroamv7Wu30dvby6STXLTvtcvfoOGUSdSPrSPzYYZ1qzYyc/50Jk6bwM6Nu+js6KJhputbrz+3noknHsfocaPpONjBG63baD7H/Rbt3rqHg/sznBC5L69btZHxDeMYO340daOPYvfWPTSfczIiwp7t77Jv74dMaXJTohtaN3PMhLEcc+JEent6eWX5eprOnEZNbQ3v7fqAd3ftO+TGvG/vhwwbcRzjJo4FVdqeXsesuVMZMnwIH7yzn91vvcu0lkYE2PL62xxVP4LxUQSOl59Zz4zTTmD4iKHse/cAnZlums+e7upw/S6GDh/ChAa3NfbqFRuYdmoDI0YO48AH7Wxq28gpc93U91sbdiE1wvFTXDSUV1esZ/KsSUycMp6jx4/mzVe2MXu+a5sdm3a734hpE+joyvDk4xyOFuntVpyr9WWq+mrOuV8Bv1bVJSJyGfBbYJ5H2oCo+EWmIjIR2A7MV9UVWee/C3xRVQ+boBaR4UC2H+Uo4C2fRaYt582m9V+r8+bxXVzXcu4ptD65JjGfzyLT5oUzaHvq9WRZnotMm8+aTtsz6xLz+SwybZ4/lbZn3/SQleza2jJ3Mq0rNyXL8lxk2jJnMq0vJMvzWWTacsYUWp9L3l7ad5Gpbxv4LDL17Ws+i0x9xgCUYBx4LDJtXnASbf99I1mWxyLT5rOn0/Z0cv2D3yLTlkUzaV32Wmx63CLTc0ZevneoFO723aUd/OfgUu9FpiKyGfhctvERkfHAOmCcqnaLq7i3gTOAg3Fpqrq5YIVzqIYnnz1AD4c/5Yzn8KchAFS1Azg0ynw6omEYRlkY2JPPsOjVQjYd0W9gfzwgIjXAStwM0SeAHara7USqishWoAE4kCdtc+EKf5SKf+ejLiDSi8D5OUnnA8+G/r61y5PvqnxZs2J9MFlrVyY/WRQkb1Xy04C3rJfCudKuadsWTBbAmlfCyVvTGtYFOWQbBO1rAccABNbt+eQnT29ZHk/EhbBm5YbiLhyYt9uNwAc5x80x37RAVU8FPgnsBX4Xnc+1fNl36/nSBkTFG5+IO4FrROQqEZkpInfhrO+9ob+oIWDIjcaAu2g2zggXwgagMWDYmcYTw0UCb5waNqJy45Rw8hqnhisnBG6DmeFC9YQcAxB4HAQMv9Q4PWy4pMYZ4cpZAHcBY3KO2/rLqKpbo88u3NKVs3Few5NEZAhANLX2CWBrQtqAqYZpN1R1qYgcC3wf+DjwKvBZVd0S+rvqx9ZVpKy6MSODyQKoGx1OXt3ocCFP6gOGTwGoDxjCpj5gOSFsG9SPDSkrXL8NLS/kOKgbEzaMUH2xummRUa2dt1tn3/ujfIhIHTBUVftCgl8BtKrqbhFpBa4ElgCXApv73unkSxsoVWF8AFT1HuCeUn9PJmDIk/YD4WRlAoaJAcgcDCcvczAmVHwRtLd3BZMFkGkPqFvAckLgNgjYP0KOAajccRCy3wK0F6mb9ioqhb/zKdBZ7DjgERGpxU2dbQS+FKVdCywRke8A+4AvZ12XL21AVLy3WwgK2VKhdkgtPd35w6z7evn4yAI/b7faITX0dCffHfl6u/nK8/F285flsZ9PbQ09PR6yPL3dfOX5eLv5yvL1dvOtNx9vN9++5uPt5isr+Djw8HbzHgceTka+ssDP2y1JXpy326Lai4r2dlvW86htqXCk0LQo2BoqmhaEC1My+8zpwWQBzA4Yrmf26ZODyWoKGKoHoClgSJymOScEkwVh2yBkXws5BiDwOJhfZAib/mTNCxuyqums4sIIaa8WfVQzVTPtFoJuuhI9Gju6M3Rr/qmfGvWz2R1dGbrjdi/MQjT5Lt5bVq+vbu109ybfBWtP8h1kR2c73T0+sjz08pVV41nOzna6ezx2Mu1JVs5XtxqPegX/NuhJ6I9OVnK/BVAfWR5jAEowDnqT83R0Zej2yOfz5OMrC6DXQ/+kcsbVaZd2FLVgtIuw04ZpM1im3Y4HLOSsYRiVwCRV3Q6HPMiOHoCs97RKf8QHi/ERYCKwPyHrKJyRmuSR14fngdMDyPGVVYj+aevmQ+j6B2uDQhlMbRBSL195o3ALN4/8H94EBsW0W9TQ25PyZT2q7/dxX/SQ1xtCjq+sQvRPWzdPOX1/Bqn/SKa1QWFy+v484tsgpF4FyAv2fdWOORyUll9UqKzQ8kLrFpJKLmcl6xaSSi1nJbfnEc+gmHbzpc8lmyxXyGrC9C8/1V6GatcfjowyDAbsyeejdAA/JCsoaZVh+pefai9DtesPR0YZjnjsyccwDMNIHXvyMQzDMFLHjI9hGIaROmZ8DMMwjNQx42MYhmGkzqAzPiJyvYhsEpGMiLwoImcn5L9URNaKSEf0eXFauubocbOIvCAi+0Vkt4g8KiJ5IxmKyGIR0X6OsBvTeCAit/Sjx86EaxZGbZQRkY0icl1a+sboszmmPvtd31Hu+heRBSLymIjsiL73opx0idplh4i0i8gyETnFQ25BY6hUZRCRoSJyh4isFpEDUZ77RSTvrm7F9EUjPIPK+IjI5bgd/H4MtABPA4+LSENM/nnAUuD3wKnR58MiMjcdjT/CQtwitjNwW4gPAZ6INonKxz7cBnyHDlUNu2GLP2tydJkdl1FEJgN/w7VRC3Ar8DMRuTQFPeOYw0f179va/Y95riln/dcBLwM3xKR/G/hWlD4H2An8U0RGxQksdAwFIF8ZRuK2hP5R9HkJMB34s4dc775olAhVHTQHsBL4Zc6514DbYvIvBR7POfd34A8VUJaP4WJ0L8iTZzHwfrl1jXS5BWgrIP8dwGs55+4FVpS7LFn6/BTYQLRkocLrX4GLsv4X4G3gpqxzw4H3gWvzyCloDJWyDDF55kT5GvLkKagv2lGaY9A8+YjIMOBTwBM5SU8A82Mum9dP/n/kyZ8mY6LPpI2k6kVki4i8JSJ/EZGWUiuWh2nR1MgmEXlIRKbkyRtX96eJJOwImAJRf7oSuE+jX7QYKqn+s5kMTCCrjlW1A3iKmP5d5BhKmzE44/N+Qr5C+qJRAgaN8QHGAbXArpzzu3CDsD8mFJg/FcRFTrwTeEZVX82T9XXc3feFuD3bM8ByEQm3I5c/K3Hb9n4a+CquDp8VkWNj8sfV/RBcW5abi4CxuL3t46ik+s+lrw8X0r+LGUOpEb1Lux14UPOH1Sm0LxolYFBEtc4h9y5V+jk3kPxpcDfQBJyVL5OqPgc81/e/iCwHXgK+DnyjlAr2o8vjWf+uFpEVwJu4PeHvjLss53+JOV8OrsZNye6Iy1BJ9Z+HYvp3xY2J6Gn4IdwN9fX58hbZF43ADKYnnz1AD4ffoY3n8Du5PnYWmL/kiMjPcXfS56hqQRvkqWov8AJQ9jtvVT0ArM6jS1zddwN7S6haIiLSCJwH/KaQ6yqp/nH1C4X172LGUMmJDM/DuKnE8xOeeg7Doy8aJWDQGB9V7QRe5P8eSn2cDzwbc9mKfvJfkCd/yYjcYu/GefScq6qbipEBNONeNJcVERkOzMyjS1zdr1KfvaBLy1eA3cBfC7mokuof2IQzQIfqOHqns5CY/l3kGCopWYZnGnCeqhZ8Y+LRF41SUG6PhzQP4HKgE7gK19nuAj4EGqP0+8ny2sG9RO0GbgJmRJ9dwNwy6H4P7iXqQtydZ99xVFaeXP1/gJvXnoL70bsv0v/0Muj/k0j3ycBc4DGcG3Jf3d8G3J+VfzJwADcNMjNqs07g0jL3oRpgC3B7P2kVVf9AffS9zbhpsRujvxui9JuiPnUxMAt4ENgBjMqS8W/ghqz/846hNMuAe23wJ2AbbilE9rgYlqcMefuiHekcZVcg9QK7+eDNuHDrL5LlqgwsA5bk5L8M9+K4E+dSekmZ9NaYY3Gc/tEPw5aorLtx3mLzyqT/Q9EPWyduV9lHgJOz0pcAy3KuWYh7R9KBu1O/rgL6zwVRvU/vJ62i6h9YFNNnlkTpgnM7fhvnDPEUMCtHxmbglpxzsWMozTIAJ+QZF4viypDUF+1I57AtFQzDMIzUGTTvfAzDMIzKwYyPYRiGkTpmfAzDMIzUMeNjGIZhpI4ZH8MwDCN1zPgYhmEYqWPGxzAMw0gdMz6GYRhG6pjxMQzDMFLHjI9hGIaROmZ8DCMGERkhIq0iskFExmSdnyAiO0VkmYjUllNHw6hWzPgYRgyqmgG+gNuv5j4AEakBHsAF5bxCVXvKp6FhVC+DcSdTw/BGVdeLyDXAUhH5JnAMLtLyZ1TV9n8xjCKxqNaG4YGI3ANcA9QCt6rq98qskmFUNWZ8DMMDETkNtwV2JzBJVd8ps0qGUdWY8TGMBESkDliFe0d6HPCUqn6+vFoZRnVjDgeGkcy9uG2bLwGuBi4UkRvLq5JhVDdmfAwjD5GzwZXA11R1jao+AtwN3CEip5dXO8OoXmzazTBiEJHZwErgYVVdnHV+OLAcOBZoUdX3y6OhYVQvZnwMwzCM1LFpN8MwDCN1zPgYhmEYqWPGxzAMw0gdMz6GYRhG6pjxMQzDMFLHjI9hGIaROmZ8DMMwjNQx42MYhmGkjhkfwzAMI3XM+BiGYRipY8bHMAzDSB0zPoZhGEbq/A8TcLETkWgMlQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_frames(vip.preproc.frame_crop(cube_orig[0], 15), grid=True, size_factor=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For this ADI dataset we could use either a negative 2d Gaussian fit (assuming the dark hole corresponds with the position of the star) or a Fourier cross-correlation based method (using more information including the bright donut and the speckles)." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from vip_hci.preproc import cube_recenter_2dfit, cube_recenter_dft_upsampling" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the 2d Gaussian fit it's important to run the algorithm once with the `debug` parameter set to True in order to check the results of the 2d Gaussian fit. You may need to adjust the position of the center of the structure to be fitted and the `subi_size` (in pixels). When using the debug mode set `nproc` to 1 or the plots won't show up." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Starting time: 2019-07-26 14:59:18\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "2d Gauss-fitting\n", "frames\n", "0% [##############################] 100% | ETA: 00:00:00\n", "Total time elapsed: 00:00:00\n", "Shifting\n", "0% [##############################] 100% | ETA: 00:00:00\n", "Total time elapsed: 00:00:00\n", "Running time: 0:00:00.670850\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cube1, shy1, shx1 = cube_recenter_2dfit(cube_orig, xy=(51, 51), fwhm=fwhm_naco, nproc=1, subi_size=5, \n", " model='gauss', negative=True, full_output=True, debug=False)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Starting time: 2019-07-26 15:00:07\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Shift for first frame X,Y=(1.188, 12.770)\n", "The rest of the frames will be shifted by cross-correlation wrt the 1st\n", "frames\n", "0% [##############################] 100% | ETA: 00:00:00\n", "Total time elapsed: 00:00:00\n", "Running time: 0:00:00.761144\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cube2, shy2, shx2 = cube_recenter_dft_upsampling(cube_orig, center_fr1=(51, 51), fwhm=fwhm_naco, subi_size=5, full_output=True, \n", " debug=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Frames re-centering is a case dependent procedure. For the purpose of this tutorial let's proceed with the results of the negative 2d Gaussian fit. Let's check the first frame again after the shift was applied:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": true }, "outputs": [], "source": [ "cube = cube1" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "im1 = vip.preproc.frame_crop(cube_orig[0], 15, verbose=False)\n", "im2 = vip.preproc.frame_crop(cube[0], 15, verbose=False)\n", "plot_frames((im1, im2), grid=True, label=('1st frame', '1st fr. after re-centering'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For working with `VIP` the cubes must have been calibrated previously (dark/sky subtracted and flat-fielded)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For saving any results (1, 2 or 3d arrays) in FITS format use:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```python\n", ">>> vip.fits.write_fits?```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Go to the top](#Table-of-contents)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2.2. Additional pre-processing procedures " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`preproc` also includes a few bad-pixel correction routines, several bad-frames detection functions as well as pixel upscaling routines. In `vip.var` are contained high and low pass filtering functions. We won't do any further pre-processing to our toy cube." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Go to the top](#Table-of-contents)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 3. Signal to noise and S/N map generation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a small detour for defining the S/N in high-contrast imaging (in the case of point-like sources). By default we adopt the definition of S/N given in Mawet el al. 2014, where it's proposed to use a two samples t-test for the problem of planet detection in the case of small sample statistics, which arise in high contrast imaging at small angles. \n", "\n", "The main idea is to test a given speckle against the background resolution elements (at the same angular separation or radial distance from the center):\n", "\n", "$$S/N≡ \\frac{\\overline{x}_1 - \\overline{x}_2}{s_2\\sqrt{1+\\frac{1}{n_2}}},$$\n", "\n", "where $\\overline{x}_1$ is the flux of the tested resolution element (blue dot in the figure below), $\\overline{x}_2$ and $s_2$ are the mean and empirical standard deviation of the fluxes of the background resolution elements (red dots in the figure below) and $n_2$ the number of such background resolution elements." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "11.05809676192747" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vip.metrics.snr(vip.pca.pca(cube, angs, ncomp=20, verbose=False), \n", " source_xy=(62,62), fwhm=fwhm_naco, plot=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`VIP` also contains a function for estimating the S/N in a more classical way (without taking into account resolution elements but considering pixels as independent). In this case the S/N is taken as the ratio of pixel value of the planet (test speckle) and the noise computed as the standard deviation of the pixels in an annulus at the same radial distance from the center of the frame. The diameter of the signal aperture and the annulus width is in both cases 1 FWHM ~ 1 lambda/D." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the ``metrics`` subpackage we have also implemented a function for S/N map generation, by computing the S/N for each pixel of a 2D array. It has a parameter `nproc` for exploiting multi-core systems which by default is *None*, meaning that it will get the number of physical cores available in the system." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In case we really need the S/N map of a big frame (which can take quite some time to compute depending on your hardware), a good option is to use the function `snrmap_fast`. It uses an approximated S/N definition that yields close results to the one mentioned earlier. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Go to the top](#Table-of-contents)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 4. Model PSF subtraction for ADI" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the framework of the differential imaging techniques, we ultimately rely on modelling and subtracting the post-coronagraphic star PSF and associated speckle noise pattern. Algorithms of different complexities and performances have been proposed in the last ~13 years. Several of those algorithms are implemented in ``VIP``." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.1. ADI median subtraction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The most simple approach is to model the PSF with the median of the ADI sequence. The median subtraction algorithm is the original post-processing approach proposed for ADI data (see Marois et al. 2006):" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Starting time: 2019-07-26 15:02:03\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Median psf reference subtracted\n", "Done derotating and combining\n", "Running time: 0:00:00.074116\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n" ] } ], "source": [ "fr_adi = vip.medsub.median_sub(cube, angs, mode='fullfr')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the annular mode, using a parallactic angle threshold:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Starting time: 2019-07-26 15:02:05\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "N annuli = 50, FWHM = 4\n", "Processing annuli:\n", "0% [##############################] 100% | ETA: 00:00:00\n", "Total time elapsed: 00:00:01\n", "Optimized median psf reference subtracted\n", "Done derotating and combining\n", "Running time: 0:00:01.402177\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n" ] } ], "source": [ "fr_adi_an = vip.medsub.median_sub(cube, angs, fwhm_naco, asize=1, mode='annular', delta_rot=0.5, nframes=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*b* is clearly visible in the final frames:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_frames((fr_adi, fr_adi_an), vmin=-50, vmax=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Go to the top](#Table-of-contents)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.2. Pairwise frame differencing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another simple approach is to perform pairwise frame subtraction, taking into account a rotation threshold. This is similar to the algorithm proposed by Hegelber et al 2015. This implementation can also impose a distance threshold (similarity)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Starting time: 2019-07-26 15:02:24\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "11 annuli. Performing pair-wise subtraction:\n", "Ann 1 PA thresh: 8.77 Ann center: 6 N segments: 1 \n", "Ann 2 PA thresh: 5.27 Ann center: 10 N segments: 1 \n", "Ann 3 PA thresh: 3.76 Ann center: 14 N segments: 1 \n", "Ann 4 PA thresh: 2.93 Ann center: 18 N segments: 1 \n", "Ann 5 PA thresh: 2.40 Ann center: 22 N segments: 1 \n", "Ann 6 PA thresh: 2.03 Ann center: 26 N segments: 1 \n", "Ann 7 PA thresh: 1.76 Ann center: 30 N segments: 1 \n", "Ann 8 PA thresh: 1.55 Ann center: 34 N segments: 1 \n", "Ann 9 PA thresh: 1.39 Ann center: 38 N segments: 1 \n", "Ann 10 PA thresh: 1.26 Ann center: 42 N segments: 1 \n", "Ann 11 PA thresh: 1.17 Ann center: 45 N segments: 1 \n", "Done processing annuli\n", "Running time: 0:00:02.102389\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n" ] } ], "source": [ "fr_fdiff = vip.frdiff.frame_diff(cube, angs, fwhm_naco, metric='l1', dist_threshold=90, \n", " delta_rot=0.2, radius_int=4, asize=4, nproc=1, verbose=True)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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2y5jZ9wH47wB8dUppDcCamcHMbt7z9uZOAA9da380LCWEEEJ0iBqGasg/15p4bGbfC+B1AF6bUrq851e/DuBNu/O8HMBZANf8bSm9uRFCCCHEDcPMbgfwowAeAPBHtjNsuZlSegWAHwDwi2Z2P4AtAN+SUgryLfZHDzeikShnJJ8h+IzrSpIbExfbpGVa/CHA+SDOOwjG9etpKlK4Rr+PMlI4+4b6379IjQCoZyh7hbI/+pe8f1It5k5HmA9CfeHcEV5PNE/vcr7uat57Lux0sM8QZvBQYUl2JEK3J8iXydbL+UAAQP4VFxjlfB0AGFAWDpCvtx+sp5qhvBbOc5kI+s7bHFw/znWh4xN5X+ypOfcqOG+dY0PnTnQdsuvizo1ge5xj18J9c25SiyK4bh4uRqusnFbsfHV72MNS7fd9SukRPI1Lk1J6HMDXXG9/NCwlhBBCiLFCb26EEEKIDnHVkxl2m6OE3twIIYQQYqzQmxshhBCiQ9Q4hK+Cj9i7Ej3ciGZYfmQ5MAqaI6GTheKwaCTJgCySht4yy7U0UyTXugKcba5JFhdZmJ5hWdWHtxmJs1WwTLlBAWpB0B9TU9/KdS/Tssg7WMgLWEbhZ/xZ7/zlbHr71pO+Mz0KSCQBNAxILPeXjiOhmCVdbjcqfsr7ks+VMDCRjyEtUwfLGPY/j8P+0fZE4rVrh45PeK40yM0c8gd4wdsJ0eG5QrOQlBwVD+V9W83mUrj7sgCAxCGXPdqeFoGJAqhSgWrIDzfDbu96Ga3eCCGEEEJcJ3pzI4QQQnSIdIDQvTZtjhIj/+bGzHpm9sNm9qCZrZvZA2b2T82s2DOPmdlbzezR3Xn+2MxeeJT9FkIIIcTRcBze3PwAdgpqfSuATwB4GYCfw0610X+5O8/3A/heAG8EcB+AHwTw+2b2vJTSMjco9sAhd1FgX0MwHhevBACw69Liod4XymtR/JCWYfci8k/ALg8XvYxCyrhvNIsrDBrBTQTuAv/1E+ZisTdBYW6RrzEgn6Gk/rqCo4Db/fWJubyNtS23CBddrCfz9daBA+XCAtlHqZvdC/ZNag4ThPdCuK/RcXfuCNeqDPab90+C4q0UOsjnbRTeWGxRgCCH9kXBmLxfKGyvXI+KxFKBTlqmt+qvqTo457KuBf6Mc9IarrGIco32SUM/wr51sNhmF5yb4/Bw8yoA/29K6Xd2p8+Z2euw85AD28lt/h4AP5JS+o3dz74VwOMAvhnAz9z4LgshhBCjyU5C8XCHkYbd3vUyWo9aMe8F8FVmdjcAmNmLAHw5gN/d/f2zsVNY6z1XF0gpbQL4EwCvfrpGzWzSzBau/gCYP6T+CyGEEOIGchze3PwLAIsAPmlmFXYKwvyTlNKv7P7+7O5/H6flHsdOqfSn4x4APzTMjgohhBCjToUC1ZDfbQy7vevlODzc/AMAr8fOENMnALwYwDvM7NGU0jv3zMcDpxZ8tpe3AfixPdPzAB65/u6ODlwUL8wyYecm3GP5eDmPa4cFFNmF4YJ9gd/AfkCbt5z1LJ3CG9wP3wj3l/cBOyBAc25P6M/QutkPqAJXibNMwiKe5GO4wpPRfmvQCuqJIA+I9hP7MuUlXywU7E1wZk3gkjjXggjzgCKXam+bG0HWD+e3NKwX8DkqfE1FLSTOn9n228yFPV1fgoKv7NSUq7nzVE97z8g14TKrmveB83bYUYuWoW2OlnH+VWp2+Xor+X7jaygsskp00bHpIsfh4eb/APDPU0r/YXf6Y2Z2J3bevLwTwPndz88CeGzPcmfg3+Z8jt2hq82r0xbIeEIIIcS4IedmNJiB/9pMhc/3/UHsPOC89uovzWwCwFcAeP+N6KAQQgghRofj8ObmtwH8EzN7CDvDUi/Bzte+/x0ApJSSmb0DwFvM7H4A9wN4C4A1AL98NF0WQgghRpMaNvRaUMMOBbxejsPDzXcD+GcAfho7Q02PYufr3f/7nnneDmB6d56TAD4I4GuUcSOEEELk1MlQjfmw1Mg/3Ow+oHzP7s/TzZMAvHX3RzwNYQHCFkUKm8K24sKAFG5GQWwcwgb4sDBHIAJyoTwXfhaEh7mwM243koMbxMUoOI/DAuvJgqYDcZkLQAYyKi/HcmpE2VRQMApvZCF6aT2bTtNe9GXh1hUYDWRtlnZtO99v5UoQFkjHiEPxis1AcmcZ2Inlfl8PelRglM3sQPzlUMVQUHfHmY5PJL1S/6vZfP+7MEoE4ZJcSLOFfM7bExWjZSnfifyRw8vFT2k9veDcNwoyRBQg6hbKJzmQMwpMFMefkX+4EUIIIcTwkFAshBBCCHHM0JsbIYQQokPUqUA95FpQw27vetHDTYeIAu04TC8KWStW82S8qPihg/wFFxIXjME3XRsW2Pg8Th/5AIwLHeRwtMBhsXUKTJvPXYzIuamnydMhL6F/kRIHAdTTzf0fzOzv/7jCk/BeC2ra5iAUz4Jwxuz3q77/NpG7L2mbHJyocCZNu8KNMz6cjp2a8spmNu2cL8C7VnTMBpPNIXi878ut4FU86yZRWCA7Ni1ytjjQkQPsorDA0AXb+/vIB6J967y80DOidbPbE4VRVnyPaA7ks5LcKgoYdCGFUV/o/Ir2QXQNjRMVDNWQv9007Paul9F61BJCCCGEuE705kYIIYToEBKKhRBCCCGOGXpzM8ZwPkUE19SKMjmwOJMvwwXuwkJ6lCWx1SLHg4r4cbtRDk5B7Th3JMqsaSigaIGbZOQdtHF7IsdpL6G71JTBA6C/TPksLXI6Kj5G7B0EfS3Ik2C/KfQSuP/sTURZResNBToDH4jnKdixaVEQkvsSF10kT+oKbXOUD0TNhMeHryH2TQKvhfc/rzpaxrXB+TrBMnwPcMc52GZ3bdacVZQ7UYAv9Mm+THT/Yu+oGAz2/T0QFORlByq6F7ncHn8+HecCnF0QikerN0IIIYQQ14ne3AghhBAdIsGGXgsqjdi3pfRwI4QQQnSI6hBqSw27vetFw1JCCCGEGCv05uaYwkUAgUD8Y1k4CPRyBfwiSY4/o9W4UDx4wdCFBUaOZYOAG4mZ7jPe5hbhYRyG1lsJRGyWT+v9hVDAi4xtClxyAcgIXne5lgcMRqFkvTXqGxeWDM6napYC09YodC3qK+0nV7gxCqtrqpcanbd0ztUzvohnU9/43OBzFAhkVO5LFGjHxR0j35vOdQ7BC88nkqbLVTqfWvyp6qTp6HqndRcb+XoGJ6f9MhwkSfuSi3wCvtAnF8ENzxUWffl4RF8g4PsKTUbhh76dYJ5IJj8mSCgWQgghhDhm6M2NEEII0SG6EOKnhxshhBCiQ9TA0L8tNWrVuPRwc0xgxyYsglnSWHkbn4bgoDAA7qxNNCZfR2PPNDbuQvxarLuam8x/H4Ss8Zj7gMLd4m3Ol2FnKPJeeuQ3sEvC/gDgHY7B4qSbh2EvqmRnBXA+QEW+CR93IAhr4/MpKrBI+zvaRt83Xi+fPNF5Sz6WC4kMpBz2QsghanOu8DkZeS7s5fSu5MVC+RwFgIrC6ZwbE6yLC3+GBUY56I9roQZ+GftYziVpcU/gbXQeFYJ928LpSuzP8DyRi8UZl/RBGJjo0g6b/1Hn7Qkdx2Mc4tcF9HAjhBBCdIguDEtJKBZCCCHEWKE3N0IIIUSHqHEIXwUfsXclerg5poRF8th3IIelnvIuSXLV6vxAt/NwOPYmcCJc0bvUkE8B7wy5bBy3hPcmbECZL5FLQvA4fS9wCjjzpWzKcwFQT5P/M+AdFxX1JIdoLvB/VnKHg52VOjiGznliJ6WI8lryZQbz5PZseb+hoAyhYnk97+tkkI3D5w/5DVzcFfDZRL6woe8bn0/OUQkcCvaxjDJfeuvktABAn/JzwvymfB7ODIqKRhrlwLQpZMrL8Hr48geCQrLsxgTXezXVcAxb9A10TCP/LzoX9lIERVYHJ4Jcnj2E/mILL8ddv8co9yYdwrBU0rCUEEIIIcThoTc3QgghRIeoD6Fw5rDbu1705kYIIYQQY4Xe3AghhBAdogtfBdfDzYjCQhsLeV6g9AX7ONwtlPpY9I1eLZIoxyFxUTIlh9FVVGwvKlbHAqEL15sMREb6zAnGgbTLAW9OyJ32l4ULxuPjE62HhVvetS0ERCchB+sqV3OpdftUIFBy4U/a5kigTBNclHD/NgEvl9fz1JdoPXSucBvRedtUNDKSXvm4c7uRFF6s5qF9oFDCNOVD/GyDAvnmZ/w8XHiV5GYXgge4YpsVrbtdSCf1P7imUo/O7Y2G8xg+m5HbQO0XqrkwqwtVDIreNgU8RudXw2VWBIGPVlPB1ChI0q1n/zBKcWPRw40QQgjRIfTmRgghhBBjRRcebiQUCyGEEGKs0JubEeUg47U8Rt1bprH/KJiKfZMg9I7HpN08gTvC4WBuTD56yGePiIPyguKb7CawuzAIimByOyWHowVj8M4vYX8jOF7GLgltnws+C+C+AT78zBU2DJZpLPTJjkTQjhVcBNMtAkv5PK5vwTE0Cl4r2AML/DLuvwvkC/5s431QruTXBwf0RbArY6vrwUzkqG34oL+txfn9V9SmGC15YNE15YL+ONiz9M4QhzOykxadk731/DPnz0T3FXb3gsKfjNseduGiIEbys1wx1+C+WFPh0iiolJ3ANkVIRwW9uRFCCCGEOGbozY0QQgjRIboQ4qeHGyGEEKJDdKG2lB5uRoA2RdoMzY4Hj8lXXCSPx6eBgxV7a7EIZ4j0VprH4GvK3OhxlknQf86f4Gk3Lo7ANyGign3sHXCmUE2ZQkCUe0EzBPu+t9zG+6B8FnJFokyOwSK5FRxDEhQP7F/JXRHncAXLcHHWNElOVx24F5y1wtdDsJ/YpZp4YpWWcYugms33Ae+nqLCsy01ayteTJvwyg9OztB7fGfa6uFBmdA6ioIKWm/lxrxam/CJrNM88zdPC7TEuOBoVo+XcngnKnwp8Jt7f7lqN7lcMF1CN/D/OtaL+R04X3yvL6N7D7XCh36i4sbhh6OFGCCGE6BASioUQQgghjhl6cyOEEEJ0CL25EUIIIYQ4ZujNzQgQycEs7Rn5hZEEV0/ln3EIGwtwOx/mk1FAF4t9JcmO1bSXKlkOdkUkA1goLNZyoTUsXkeFJYuK5drm53eWH9OUvyzKFQpi44DBSytuGZvN5c1EIYtF0LeC9kFU2NAV7eQwtEiMpePqBNYtL15zqN3g5jx4LgohdCF3XPgzCpqj/hsVq6wXfeHJycdJbmaxPAqNaygsG4Ww8XWW+gvNy7QQcPl4cEhcteAF9YkLeWCgUYBl7woV+QSQ6Nrk/RJJr3xuVFTg0raCZbY4JJLOjSKQdmk97g//4PpwEnh//3se4LcxvA/yeviDSFR2111+fY+yUFyn4b9pGbXN1cONEEII0SFSsqF/dXvUvgquYSkhhBBCjBV6cyOEEEJ0CCUUixtCFDzFReXcmG9UqJHdhdTgPwAAF5ELqLn4JPsm20EbDQXtom3m0EH2EDgYEAB6F/JQNSNHoi69u8CDwxxGF4bTTVNBzsXmgpCugKIrJhjsg7m8vxycBwC2nvs/NRWn7F32xRwHJ6bzZThkLSgWan36rMWgekWO0PT5y3mbmz7MzZ0LHFYX9G1AgXXsfESwP+OciCgYk7u2Qj7QlD+/+NrdXvQOFMOBiVwQdmdd1A6dX9E15fwSFxjafEy5XS5sutM5Wg0XXY2Wcddd80ACezoFFxONzgN21LgQcOTltQk3pX3Lxz06b6N7izgc9HAjhBBCdIgufBVcDzdCCCFEh5BQLIQQQghxzNCbmyPAFVQMirKxE8H5M9F4bjVDOQubzWPLBSsQwdg4j//zGDx7FoAffy5WqIDf6dwBAeD8Bt4vnAEDAGk6dx7YRwlzSHj/0zg+5/gAQdFLjm+JsoomKSOlInchcKDqiXwZ9pAAwIIcnmyZwF1IPd7m5kKsg0XyWtbz/V9SDtHOithnonODPR4Ag5vmqG+0/wP/oeaMnRbnZN2n/U/7oMdZRgDKVfpsO98HNuGPRdWjop6XfLuDOfLL6HoP/R/C5awE54rzjGiZ0NPpc9FLuve0KGjJjlrkpLl2yP9rk1HFHl4dHA/nL/J9JWiXjwdflwBQUmFfd88eRB7YaLzdGIWj9PAAAAAgAElEQVSq4Gb2EwC+FsCdAL44pfTx3c/PAdjY/QGAt6WUfvVa+6OHGyGEEELcaP4jgLcDeG/wu2+8+rBzUPRwI4QQQnSIhENwbnbeSk2YGcV4YzOl5L72mVL6UwAw9w2+4SDnRgghhBDD4M0AlujnngO080tm9jEz+zdmdvNBOqI3N0IIIUSHOMSvgv84gB+hX/mwrv15TUrpITPrA/hhAO8E8F9fa3/0cHMEuHC9KDuMhGEWJMOCdyR8OkkxwBX1i853WhWLvRycBwTCM83CfQWCon5Vs2A4oKJ+1S15kcWJJS9zOtmZil4mKngJ+NA4L+h6yZKL+FUkWUahipEozpQX8+BC9PN2o6CwpsA6LvoH+HDG8olLeRMLs26ZbZKDuS/lmg/x49DBmgpaFkFByGoqX09BRT4jUbZcz7en99Ry3ub9D/j1cF9ve0b++1NzYPh6jq5DDu3j65DPFcCfy4N5CpKMRPh6/y8iREU93T2Ahg04XBMAitQQohid1yxNc1+iIL2GIpih7MznOu/b8P5L58pyi3BAvsRaFOg8KlJq5axfc5sAtlJKV66vnfTQ7n+3zewdAO47SDuju/eFEEII0RnMbNbMTuz56HUAPnyQtvTmRgghhOgQo1Bbysx+CsDXATgL4A/MbAXA1wB4l5mV2HmH+ACANxykP3q4EUIIIcQNJaX0JgBvCn71kmG0r4ebI4BD5NjfAIJQNZK/IufGhW+5Qo0tRiGDcVhfEI6L4kWBabSuXu4HRKFxHDjGjg3vNwAotjjoj7Y5ChgkF6Y+Sf7GFV94ki+URGFhLngugH2AajYI6KPtKde9o1KTE1QtULHNS77/Rp5UmqZ1R+cT12qdzYMXq3nvJkX93UsR/N7WcqemXFnL1zuXe1QAMPFYPqy/dWv+7dOo4GixnK8ncmyaqK/kns7282/189B5W242h97xtdrGvXKFcgPfxKiQZJrMj7sLuIO/T6Sm2ptt+hYV6GVnhV2+4HbF9zh23fjeFC5D53oYojqZX9/RvbOx8Gp0TXGo4rDFl5Z0ofyCHm6EEEKIDtGFwpkSioUQQggxVujNjRBCCNEhDvGr4CODHm5uAC5zg0+C4G2eH0vmgoSBp8O5MDRPsRVkNRT5y7sok4PbqWdzf8YVMYR3YXijo/WUXLiQ+tbm6qmcS+LniTJQsjZOesejcf/XgQ9Ejgcm8r6VgbzAvoatBflXVCzU5RtNeZeH9zdnckTOkMtrWcz3C59vgHcVypW8/3ZxyS2TBuRAPets3saF3HMBgM07T+XtUmaQbQYOVOR9XCMXvuGLsuknX+HXM/FUvq9Pf8Kft9NP5tO91f1dJQDYns+Pe0mOSpg/Q+cYF9ct1/w9gY9r0RBhA/jjzg4Rey87K6Lz311TwYp4mYLywGa8B8aFf9mFCfcb97/FiAv7NNE9zt1HXFbOiD0hHGP0cCOEEEJ0iC4IxXJuhBBCCDFW6M2NEEII0SG68OZGDzdCCCFEh0iH8FVwPdx0ECewkjgXFVAczJE0usnBeX4ZFuOccBiIpizXsUi3024+eukEveCc5nlcIdAZ35eKCiY2hmRFfWlRlJSlxIqE6Ki4oxMxSX6O9i0LxTUdUxYQAaBcIgm556XE7ZN5mF5vKZd2OdQPALbnqLgm7YPeeiDgcl1D2uZyzRclZQl04xnz2fTMhaCmXsr3d/Hgo3mTt9/ilyHWz+TbPL/kgwzTo4/v20Z5yxn32dbzb8+m/5s3/0k2fUvfC9K//PCXZdNPbvugPxaKC9qXYQHIIhe6OeSSAyCB4EsFQcFahq87Dl6sWdqHv8dVVIg1ug652ClL4Hy97CzD97T9Reaob06UD76cUVtzQU4WhnndxUZ0DLkN/RN8WGjPCiGEEB2iC18Fl1AshBBCiLFCb26EEEKIDrHz5mbYzs1Qm7tu9HBznbgQpiDYzBWn26KzIAiVK+hMYb+hmvXj0Xx2ufH2jeagsKhgn1E7kSvC8FgyBwhGXgt7Rs6fCQrRNQWBpaheHx2PmgqXWhRkyMeIAwaDvg1O5wU52ZNiD2YHCiFrc8fgrkQuD43/VxP5PNVkcExpkycfy30g2wzOJwp4nHw8L4I5uO20W6Sgc2FwIt8H24uB48HOEG3fgLwkAOhTiKJt5+fbyque5Zb57DfkfetdeHY2/Z++8HfcMn+99kg+z8xZN09TYcwUFGp0hXBrKtAZOFAcrsfhoIgKQnKxTXL5otC7kkMT6bzlfoTtNgQBAv6e5vZjVDy0x+c6uTLBMny9R/c8V4CTplNQtJcL+fLxSIHAeBjBfl34tpSGpYQQQggxVujNjRBCCNEhEnwVoGG0OUrozY0QQgghxgq9uRFCCCE6RBecGz3cXCcse4WyLYdIcdJZC1G2mstFzaiydbHNlWxpvSzBAqhJtovkNQ7XYlHOBenBB/LVdKqxWLfTl7y/5UYQLEckFhV51/b9Nm+fIrG0RbHomgRcX/W8RRt0PMpN38bWQt636c/6itiY95WPs3Y3/PHgwLHBLMmom/64Tz6VhwOmSRJ7zz/llkkPnMume3fekf9+yYf42XQu/9Znbsumi2A/rZ3N+zL7WC7+rt/shfuJE4t5u/1AyiduO3M5m/6qM5/Mpr/pwf/KLXN5M9+eM/f6/k985MFs2uZms+m0kE8DvvA8S8dRBfmS5eAyPw84bA8Ayu28XZZ4I/jfNSfXBk3wPCWHBYYSMgvSdG8KtofvvywQR3I33584RBUAahewSX0J7tEuaJH326h95egYo4cbIYQQokt0QLrRw40QQgjRIRIOYVgqqsNzhBwLodjMbjOzf29mF8xszcz+ysxeuuf3ZmZvNbNHzWzdzP7YzF54lH0WQgghxNEw8m9uzOwkgPcB+CMAfw/AEwCeC2DvYPj3A/heAG8EcB+AHwTw+2b2vJRSIC3cYBrGUaOicu4jaqPgMC54xyaRJ4JtP27caoyXmuH1RAXuOCirf4UKfwbBWSX/JcGBXWGoV965esq7PG49HGg3zd6RX4YdGw7g6635vnGo2saZvPDhzLnc5wCA4hS5FhxSCGCLQu16fQ5z8+F6RvNMXspdjEt3+WPYW6NiocvkdFSBE0X9HXzm4byN59/lFtk6k4cdJjrfHvkq37f5XFlBuZZvz9yS90/SUn4rqFdW3TzMYx/JA/j+81RekPOT78tD/QCgv5zvg2e977+4eQaXLmXTtpz3rZjz7bJjk8hRS7PexSqoUGk6me9r9lyi9bg2o9A79nJIEOKiq4APIm1zK+KQVBf8F93jyEFzng67ZPDhelywEwjut+z2tCji6Y5pcL0fTojf+NeWGvmHGwA/AODhlNK37fns3NX/MTMD8D0AfiSl9Bu7n30rgMcBfDOAn4kaNbNJAHst3floPiGEEEIcL47DsNTXAviQmf26mT1hZh82s3+45/fPBnAWwHuufpBS2gTwJwBevU+79wBY2vPzyD7zCiGEEGPB1a+CD/tnlDgODzfPAfCPAdwP4O8A+L8B/ISZvWH391ffGz9Oyz2+53cRbwOwuOfn9mF1WAghhBhZkh3OzwhxHIalCgAfSim9ZXf6w7uy8D8G8At75uMRPws++/zMO293Pjcwb8FYZxtclkw08NgwFhllsbgieTS2HOZGcNFOGubmrJOob1HhTy5w57J9osgXyrDgPI3IufFFSKn4XtB/nqdProUrxgmgR/5MNUXOyrofX99eyNvp8TzBcd+mApAF9XXjtgXfN3JHioteGetTu/0nc3ekDhyC3la+X1aek4/CFoE+s3Ymb2f9phPZ9Nx8nr0EAPaBj/iG9v5+ec1/eDr3jC6+KG93sOA7N30hn+4/vpRNV599zC1Tbeb7oKTcm9lzK26ZhVvyeR4+95xs+pbzvm8LH/hMNj04z393edIgP+71VJDBQ9cHe2DFkneI0kx+rqSJ5lt+sUq+UkPmFhA7KXuJ7z37F/qNYGeF86ei+wo7gZw1EzlEnMFTzQReTr3//SksjsrZN1x8M7j/RoWVRTPH4c3NYwD+mj77GwDP3P3/87v/5bc0Z+Df5gghhBCd5qpQPOyfUeI4PNy8D8Dz6LO7AVz98+hB7DzgvPbqL81sAsBXAHj/jeigEEIIIUaH4zAs9eMA3m9mbwHwawC+DMB37P4gpZTM7B0A3mJm92PHzXkLgDUAv3w0XRZCCCFGFCUUHz0ppXvN7OuxIwD/U+y8qfmelNIv7Znt7QCmAfw0gJMAPgjga0Yi40YIIYQQN5SRf7gBgJTSuwG8e5/fJwBv3f25obQJWPKiLAltQfBUNZ0LbCUVbgsFPWqG+8bBVEAgKhdBu1wEr8ehcT6gC4mKU7Z5qiexj7c5FA4bpL4o7JBl7ZmHqP/BYO3GybwY4txKHn62veCFw/5yLllyQcvBnF9m6ySJpHaT7wxtUrWQS6ORyGjnzmfTvVvyQMETF32Y2+qteV/Wb853zMJv/I1bhtdcnj6VTW8962a3zPKdef9Xb8tbufO3/TGc/nRetDOt5qJy2vQhfkza5uPhJd6b/yL/+4jP/eKjn3bLDNYCabqB8qbT+QcbwTXF4Xp0vaRpL/omKpZb85cDAoG1aijMyiItAAxILo+K6TbC13JQOJPXHcnAvl2aZik5CC10984wuJDOBT4ekQjM/15wMdR+9KWJay/S24SqggshhBBivOjAsNRxEIqFEEIIIVqjNzdCCCFEh9CwlHA0hfaFhc9ozNQVpgvGZtk3aQUXZaMx4cjFcGGBUVAeF+2kYnvVjHcVeJvL1dwhiMaWOSzMhRtGQYvUDBfFC8ftt3IfgI9HNL4+9wgFwK3m+6B/KS+oCACDE7mnw0GGg6DIp9Fh5wKdALB5Mv9s8nK+UH85KJxJHsjE730omy5e9Hy3zBydL4Mpcnte8Fy3TPpI7uFUFy5m0+df/YVumXIjn+7T1wAuf4F3k7Znz2TTix96NG+TAvoAoLqcB/0VN+U+UBUcDz43elyQ86473TLlg5/Npm1m2s2T2OmYzvftYNEvY3RPKOg8xnbgucyQC8NeSKSFNHk5gQPSo6Kq3AYX0g37Qvu6mvbL9Mh1K6lgbejPNATlhfdsvgdEbmXD/bZdJVCWbkZsbOcYo4cbIYQQokt0wLnRw40QQgjRKQzuq1pDaXN0kFAshBBCiLFCb26ukTa5Ng4em6XpKIuF3Re3TJAj4TI4yKdpM+7NzkrUbsWF6KKsCeNtzttw3lEA75eob24/8T6Itof7wmPlhe8bZ9TUVEiv2PSeS7GRf1ZT0cLehu/bYJqPu+/L1MW8L9tzJU37vJPZ9+VFFcuTJ7NpzlUCgMt37Z938sk3zbnP7v6OfLp8wd15Px7158qVOzmLJf/90t1+P5Wb+TLzJ/K+1J952C3D1It5wc7tBX87HEySY3dLfu4vfNrnhPLfr2l+1s3D51g9nbcbeSDVYn5ce7RqCzy2mjwvl82y5s9bvoY4G6ee9edKVGw261uQjePuG+7aDbJlnOfSXLjYRctwftZU8M8g37+C+1U1nS/HhUzdfSXojPOBgv10KHRgWEpvboQQQggxVujNjRBCCNEl9OZGCCGEEOJ4oTc3QgghRJdIFoccXW+bI4Qebq6RpiKYFjlkvAxLZIGMaiTKlau5sFfNeKmP22XZto3Ux0FzEW1EXxfSx0F5QaCga4OuFZZ4AS/t9a7kiXCDBS/FWsMxRB0I3lO0bt7Xs17i5f3CUiLLw22ZPL+STV9+dS4H131/k1n9rldn07f+6v3ZdO8zT/j13JYH1M2cz4PaTv27v3LLrPz3r8imF//gvmz6iVflfQWAV744D/77zHI+z9Ifn3XLnP7X78+mD1JasLiSBxuu3ez7tj2X78v5h+ncj87j227JpyNJtLf/sefzGAiC8WZzCTn8kkGLLyIw/j5BgZzrfm9zwdeJS1T4MxCkXcAmybb9S837ICwgTDhp2t1bfZHVNEmFf4MvTXCgoJObt4P7LQcIlg1fbgg40JdaiJSGnxc4avmDGpYSQgghxFihNzdCCCFEl5BQLIQQQghxvNCbm2vEjXc2BPTtfLj/dOSFlFSckv0NG0RFFxt8gMAl4XkSF6sEYOTYcBhgtMncLhe0c54LgtBBCgvk4nwAsH2SilPONAcMpgnaRhqSD30mOu51ScF53CaAictUbHONioeWfsexz1Que+/g0hefyKav3JX3bfIp3+7UBToXTuWFJQef+rRbZvZd57Npm8y9oo2/93K3zNyvfzCbfvLbXpVNn/yIWwQfsLuy6bv/5z/Ppk/c6Z20ZnOkmQfeeHs2fdNHvDu20udQxfz3tubPycFpCjeMbgl00Uw8mDtPaSvw8M7khT7Zn4mC5viaKuh8qucDJ60hXC/y8iIPZy9bJ/w1VWzmyxQDTtsLrg8KxrSK/JklX8CWfTjeT6nwfXNERXv53s8uX/DqoC5p31GzYSBqdIO9bg5BKB6x8gt6uBFCCCE6hKWdn2G3OUpoWEoIIYQQY4Xe3AghhBBdogNCsR5urhNX4C44wFyckl2LIig6x4UMeTrMrHFuD/k0QYZCPUkuTNBuU0FOzo0AgJJyOhI5KmFmDa2avaMqKAjJY9S8r6NioXzMEjtEm1FuDxf+3D+7CACKjf2diN6q9yo2T+cORJQhNLnEuTx5/9fu9OfT2nPzZS6+JPc3nv3/vMwts3Eqvz2sncn7/4yf/7hbpnrll2TTEyv5euc+k2fLAMD0xZls2l7ywmx68OFPuGWYYiZvo17z6ynvfm42ffKTed+25iNnJT+uE0uUXUQFLwGgnsqPB+ehAEHB10Uq/Dnj261mOXuFnbooV4VcseAa8iuiHK6KvJ3gPsL6BjtF/aXAIaLu8jLRuc/3Qb4XRfuNC38WW3R9BMVpIx/OzUP3kTZFiF0hUzTfR0KPUzSihxshhBCiSyihWAghhBBjRQeGpSQUCyGEEGKs0JsbIYQQokt04M2NHm5uAHUQjJfBRSbhxTIvA/sziYPyGBbegCCgr6mvAbYVBU9R8BfLkMGFwPIvB4NFQ7oukIsEwzB7wQmTJCVHgjcFfXFxyiIoksdhgL0Lq9n04CYKewvaffwV826erTzDD9NPUhsX/WW9vZj3bzCfb/Nnv50KHQIoP57LmWc/mM8zeOGz3TIsUc88Qe0GcmRvjc4fOgXLFz7PLfNfXsdC9JVs+smXL7hlVr4y3/9T9+YruvnDPpCvJLncFT4MZNSJ88vZdBUE5XE4I4uwq8+cdctMn8+X4cDHKKSz2KDgSL7XRDItF6fk+0ogvZYk6XJRzPALECzuk8QbFcV0waQcpBcMRnAApysWPBeEdnJoanAf4S8VMNsnguNO14cLB43+LRi1ipTHBD3cCCGEEF2iA29u5NwIIYQQYqzQmxshhBCiS+ir4KIJNx4ahTCRL8MhX2HwXxAk17QM96WapsCoQfCijsejA3+mR2F6HHDlxsEB2Ho+1m/kn5RrzcFmXASTC0/uLEOnMI3BR74TF+AsqF0utAcAvZV8HnYxIt+hnsq3eeOOvFhlFBRWTeSfzT7u210/m88zeSmf3vKaDqYfy+dZPpuP/c//vnc8uJDh5Ac+lffjb32hW2bicj7NTlfExOV83/JxX36Od5Oe8+v5iu77vtxvOPO7/py8+eaL2fT5QXOBy3Ip91yqxXw99Zx3JC6/MD8ACw/4Yo5rd+ZOkHO2onsCF8Gk8zYKuWSXhz2QKEiSHRt29cqggK0L+izyZULvkMMzaXuKwDVx7iEH/7Vw7Jg2RXw5fC9azoWzNt3D4f0f50QdEqotJYQQQghxzNCbGyGEEKJLSCiOMbOXDrsjQgghhOgGZvYTZnbOzJKZfdGez+8ys/eb2X1m9udm9oKDtH/QNzf3mtkHAfwrAL+WUvIDtx0lzEOg6YK8lnoiKmhJY6/kA1gwnMtF2EoaTy82fX4L51FEcIE4N04c5OsUW/m6e0/m2R/13LRfD42nu0yIIKcHVCfPFd+Lxtu5GWuRr8FOATk4gyDTgnM7KnKtouyP3kbeuckL3m9YuS13RU5/IvdCNk753A7Oz7n1JylnZdKfG+VHPp1NFzefzqbZlQHgTvY2GR28H2yQ92X2EX/c156Zey2zf5WfxzPf/ohb5r5zZ7PpO87l67n4fO+snKLu98gV6z+65JY5uZz7S9WsL+Y4cWl/h6tY8Mvw+c8+TVh0ka6piQu5/8NZTIC/ZnpP5BlCacr3za+Y2rjkC5nWc3TNUOZO5J+4exGtZ+tk5Mvlx8xKv83MYC7fxigjjO8Tbr9R8WAAGCzyNlNOT+DhuQKp48N/BPB2AO+lz38GwM+mlH7ezL4RwL8F8Kprbfygzs0bd5f9RQAPm9k/M7PbD9iWEEIIIW4QV4XiYf8AmDCzBfoJS9GnlP40pZT9FWJmZwB8KYB/v/vRuwA828yeda3beKCHm5TSL6SUXgHgFQDeA+D7ADxgZu8ys688SJtCCCGEONa8GcAS/dxzDcvfAeDRlNIAAFJKCcBDAJ55rR25rm9LpZTuTSm9YbdDbwXwMgB/aGYfN7PvNLPgXb0QQgghjoyrOTfD/gF+HMAi/bztWntH0wcK0BnWV8G3AKzt/tcAzAD4vwDcb2avHNI6hBBCCDG6bKWUrtCPFwefnocB3G5mPQAwM8POy5OHrrUj1/VVcDP7EgBvAvDN2FE7fx3AN6eU7t393c9iRw560fWs5zgRCWGMC41KLYq9kYQcFqLjgpBUzC4S9DhkzYIwOhZuXeHJwKKubspDyni/REU+WdqrKDirDPrG+9LJwMHjOxfxrEmqZPEX8CFkBS0TFdFjcdwVQw2KSE5ezO8DvA8A4Oz7cjmb2+0HgvrEUi6wLj+Xgub+v0+4ZR5/w5dk0zd9NJdROegMAAa0bzn8MJLPOfiSJfdIhE90iE59kgT2/5wHJgLALXfR+UTC+qm/9vfgyYfy4L/ts3m727dSFVMA/fO5ZGyrXiy1Qb7vBjfn18vk+RW3DAdF1hP5i/HontAkrLrimwHVIgU8Bve4ggqBtrv35PuAZeEoEBV0Hda0TG/Zf7elqXBm9KUKJxAHfeF5uP/VvFdN+JpPdL+KxOVDYUS/Cp5SesLMPgzg9QB+HsA3ADiXUjp3rW0d9Kvg/8DM/hTAhwF8HYAfA3BnSun1KaV7dzv5UQBvAXCgr3EJIYQQYjwxs58ys0cA3A7gD8zs6tczvxPAd5rZfQD+NwDffpD2D/rm5lew82DzPwH4lZRS8J1QAMA5fN56FkIIIcRRMwJvblJKb8LOyA9//ikc4KvfzEEfbl6TUuLvpjtSSg8A+LYDrkMIIYQQQ8ZwCLWlhtvcdXOgh5s2DzadJQrSokC+QLFxuKJr7GtwATn4cXznNwSBdlwQrtjyfgMXMuxfWM3b6DWfRi5ML1iEPRwOwQrDAsnH4PHzyGvZOkEhXjRLuRE4RJMcZJj/vrca7Ddyd3pr+fHhAp6A30+DOR84NvnJJ7LptEiVMm/yAYn4s4/m7d6V/2FU3HTKLXLyPnohS+dg5AP1L1JYGwWz1ZF7QYe1pEKt7GYAwPRv/rn7rIlFWqT4orzwZ+ibXcr9me27b8qmy02/TLrtZD7Pin+xXWxQiN8qhUIu+C+aJnKp+B4xCAL5XGFMOh7sSAHeSeFLKPxHke5HURFPtx7yfXifVP1gH3BIJ/U1KoLpoGsscsfA7ktw7zEuKEzzhPdoDqzkfy9aBDG2CcYUqi0lhBBCdIsRGJY6bFQVXAghhBBjhd7cCCGEEF2iA29u9HAzZKLxaM7TYLeE4x0AP85aVPm4cFhEkmD/hMf1AT9+G+VRsDPA80Rei8uboWyMaBkeg98+mbsjvSXvqPhx7ub1FFSIbuNE3tfJYNx+8gI5EjTeXk95d6Fc8x5O9vtLq+6z6lReFHP6vif8PLfl3sfKs/JlIrNv+oXPy6ZP/tpfZtNp2vsNvT/8jG9o/9XAaD2XX5Dnt5z42CW3DHtffEE8+WU+S6Z4ce4MnXznB/bp6e4ys3leyzoV3+wv++O19dx83ezL9dYCj43dmL5/QZ4quoYmm4s5siuydSL3WiYu++vDXYfO3fNHsaJzORX59NSTPrenIkeI/Z82uVzbJ/M2+L4JwI01uNyeYBF2tlzByyDrh/2rFAxyNHlFnI0FACUVXmVHKMwDOgTHZk8tqKG2OUpoWEoIIYQQY4Xe3AghhBBdIuFqLajhtjlC6M2NEEIIIcYKvbkRQgghuoSEYtFIC0GvKWgqCqfzReVohkCUdWlodLK1CdYql70suHVTLmKW62TtRUI0yXRGEm/4zpBEUhbpuOBlG1wYIoKCltQ3FzgIH/TVRtbmIDAu0FnP+7C94nIuGQ/O+WK4ver2bHqRxOT68SfdMtV6flzXv/al2XR/2e+n3h/+hfss6+uUl5CrT3wqm56nepxBXBouvyGXg//+9/1RNv1rD7zELfOMH87Fy7Wv+7JsenPRi5nTT+Xn7aW78+Ox+KA/kTdO5u3MP5Qf51D2JD9145bgOG9du4w6eWH/4sqbp5oLNbrircH9qrdK9x7qyuZpf9wbi8RGxTbpmjKeJ/rHkov2crDkZPCFCA5n5OKVwTKp5uA83xV3j6b7eCREu3YoVNEVD4VC+w6KHm6EEEKIDtGFb0vp4UYIIYToEh0YlpJQLIQQQoixQm9urhce0w58DYbHZsOAq+39fQ0E47CuXS4Qt0FF9ADnuUQhUjw2Xk1zccqgWepeuUnrDvQBH67VXCw09fb/OmNUnHL7FIUDrkUmCK9n/78DIqegXFrP56GxfVv1flOapSCzE4t+Hg584+KUqz4csHdH7unMfCafJ/KZ0qtflE2vn837Nv8x7/bg/gf8Zw0sPJDvp9/60b+dTd/+Rh8m+MnvPptNn/n9fB+c/JsVt4wLz6zybV4/HQSoNWRlcps7nzXfE/izrcX8muqv+hUP5kfwBZUAACAASURBVPP+FnSPqCaDwrJcnJL9sujeQ/Os35IXzu0FfSvII+xdpqK3E/6fGi68yvcZLhQKeCelpMKgkavEAZuuEGuLENJoyMX5TG2KdnJoasN95bDowrCU3twIIYQQYqzQmxshhBCiS3TAudHDjRBCCNEl9HAjmnC5BH7Y3mWisE8TFXcEjR3zeHTk3Dh/hprlfgBRHkVQ7I2KRHKGTQqCbjj3oprZ3xcA/Jit2y9h3gONwVMGT7TNNfkxEytUzG7L51Pw2HjBGRbbfpl6Mc8H4rH+wS3epymosF6xuODmGdyUF3zsPXElmy5PnnTL8L4zKsRavJcCaQCkV+XOTX+F3KsD+DURxXv/Kpt+8ltenk1ffOyMW+Z5P7qWTa/fnl94xae8p7P9sruy6cnL+T459RFf1HOwmPtZ/SeWs+mNO/wxZPhaAAI/oUUSPns6veU8c6fu+/wZvoa25/LzeGLJn7fVdL4vJ67kx723GuS3kG/i7nmBj9JYUJizsQCUG5QnRc1GmTVNHiQ7hIDft+wH7ayMnMbN5ntPatovUWYY9s//EjF6uBFCCCE6hIRiIYQQQohjhh5uhBBCCDFW6OFGCCGEEGOFnJvrhOWuqPAZS28s07pQKXiBte5zqJQf4OR5Cm436BtLx5H4F4lx2XoiYY9lu+1rH5Bl2Xl7YcLP5KS+/QsFAsDkU3loHO//7Ztm/GpIzCxpX5dX/HoGi3khQy7iGe3rYjkXZesTc26ekoIJWQK3Bb9MPZ/LzfVMvi+LFz3fLZNI+JwksbxFZFkrihe/IJs+fW9+vs0/4pdZvyMX1Gc+lAvE9aYPb+wv5cFyEyfy9ax8gZeD5z/+VDZdncjPDZZvAaC/ku+3YsNf3+Vq3r/+Ut4XvpYj+NyOzvWJy/l6BnN03AOxn8/1wWzel95KVCx0/y8mhMWBaZmCC80GgXxRyGjWZtC1HoVp1rN0XQbHh3Ff6AjWxWGB4RcgeD/RvmYpGWje5gOhb0sJIYQQYpyQUCyEEEIIcczQmxshhBCia4zYm5Zho4ebIRMVULTB/nZCNRu4JA3j0dWMP3TlWj5eW1GgFbcR9S0c6+dwPWsOlXLj5xzQFY2NX87Hxqv5fGy8v+wLf7rCmdy3wENAvf/xKFe23GcFBxlSscqoMCCHNQ6oOGUULpZu9qF9bp6Siwfm665mgzZovzzxpXk43eI5P9bPgWLlRt7f4Kw9EBzwuHZLvuKVZ/p9+9yffyxv4/JSNl2e9cF/W+QZrZzNz/XZJ7xXwY4Nn08zD+YBigBQrFFB1NC9yM+N7WecytuI7hn0GftZ/cBr4VBIkHPDzh3gw/X4+o78E7feLQ7+jO4r+xeRjNbT5CKF/iL7ilTEt0hB0CcVzoxcGCed0TKR42h87+F7QORsigOhhxshhBCiS0goFkIIIcQ4IaFYCCGEEOKYoTc3QybyKDhvhseWnTcCwGiIt01ROXYx2oyNc85Cm6JsJeW1lCs+U6QpGyfyEAYLeeE/t9+CAqPsvpRU9DIsSkp+zGA6dz7653N/AwCqk3lODO/byCngeTZPU75GUFCxmuR8I//3R58KF165Oy+kOXk58mfy/TC5lO//R/+WX8+dv5u7Cb0/+kvf7jVSTPnijp/6ZvpsIXdWnvNzvp2KipIWT+X7Ni15F2biXL7N5d13ZNMWaC5rt+fOTbmRzzTz/vvcMukZt+TtrvvrAyVlx1AWS3Q+Oa+r33z7bspIifJnOEepoGK0UXFKdgTryCMk2I8xuq/UQbFKvj/V3Bev5SGRU2Pkz0X3otDVY/h+G3k5hMsro90frbWN43jNdGBYSm9uhBBCCDFW6M2NEEII0SHk3IwgZnaPmSUze8eezybN7CfN7CkzWzWz3zKz24+yn0IIIYQ4Go7Vw42ZvRzAdwD4KP3qHQC+HsA3AfhyAHMA3m1mh1CUQwghhDjGpEP6GSGOzbCUmc0B+CUA/xDAD+75fBHAtwP4lpTSH+x+9noADwP4agC/d0P7GcheLLU6OTgoXueC80hei8RlhovksQi8s+78syqQ+Jw8S9tTzXh5sKAgsJK7G0lxLM5RaJkF8mNvhcLCWPILAvkSbSOLy4MzPgSP9wHLjlHB1JLERS6ouD3n93Wix3EOzgOAARVrZIF48qIXWJfuygXcrYW8v7d80J+Dkw9dzKarIYiMdqd/oWrbeV8mpvP99uSLcmEaAG5/1xPZ9OBKLhCXz7/LLXPxJaez6WqSCkRO+WM4f46KrPI5eeqkW2bzlrxwaW9l0s3jzlO6XqLzaWsxv856HBoXhWlSaFz/0oabxy1D4YBphvo/CL4AwSI/FYV1RSXhi2vylxCiQFRXdJi+WJECAd+d2RMksLeQh1PQfydEcyHcIghV5GXouNczwXqGIRAzEopHip8C8DtXH2D28FIAfQDvufpBSulRAB8H8Oqna2x3KGvh6g8AfwcVQgghxLHjWLy5MbNvAvClAF4e/PosgK2U0iX6/PHd3z0d9wD4oeH0UAghhDgeSCgeAczsDgD/EsDrU0rN71T3LIr9X5S9DcDinh8JyEIIIcQYcBze3LwUwBkAf2GfH4cuAbzGzL4LwN8BMGFmJ+ntzRkA73+6RlNKmwA+JyfYsAqWReO3Ligv/3UUGMXuS291f7ckokdF8zgkC/BjvFGRzzAIrwF2UrgQYBQexh5Rm210Be42mgv2NQUMRsUEXRvUfy42CAADKvw5mKLgtlV/PNgpCAPG6KPexVXqnF/mxEfz/TJzS+7ghH8GLK0EH+5PefPN2bRN5OfX6nO8ozL7CBVMfCAfIT7zl7kDAgBpK3epyrufm/++9Me9R/7S9EUqbBo4Nxs3c/Di/sUeIyKPrSJvqkf+CRe9BQLvjvwNvhYAfw6667AM+l+Sn3Uqd1TK9eC8LfYPEI0KWvJ9kQuDWu2PRz3REGYaFaPl+y/NE3qStF+cTxPg/MXAqXP3ej7OB7jXHgg5NyPBHwL4YgAv3vPzIezIxVf/fxvAa68uYGa3Avgi7PNwI4QQQnQSfVvq6EkpLWNHDv4cZrYK4EJK6eO70/8WwI+a2QUAFwH8nwA+BoDlYyGEEEKMOSP/cNOSNwMYAPg1ANPYedvzxpRSc3ElIYQQokscglCsNzdDIKX0lTS9AeC7d3+OlhZjpjx+G41H93hsnNqNxsp5PJoLM6bAKXA+TZSVwRkv5KwUW9434f45jyVyk+r9cyJC94f6y+st1wIHnXOGNnMfpZr3xR0Z500Fx7BgL2eLcj0mgmPYpwKXF3z/ywvL2XSaphySyh8P3nP9pTwLp7zo/ZrBU0+5zxrhDKRnULbMtN/m+YfyfTd/jnJW7v2YW4b3drmQZ8vYtt8H04/n27z0nOlsehAcdi6mOfPpC9n05h3eISqp0KQr7gigbvDJIg/PaKPr6ebbt9E9gPvSf5J8LQCbt+bOE2dJlVd8jhJ7K+wiRUV8o8KYWRvBLuJ963yawBl0LhLfRwJPx/lMgafnPDvyNss1X8WzooKifDyKwIsUB+NYPtwIIYQQ4oBIKBZCCCGEOF7ozY0QQgjRIboQ4qeHGyGEEKJLdGBYSg83NwAnwpJ4xoFwQLvCmG4ZDrQiKTEMq0o8T4sVUXfDUDwughmFeDHkAtaTJBQHRfG46Gg1m4fGbS/4op41tdNbz5eJ5EcOYks9OqZB8VAWF8u1XECsTgQFR/kYBuGSqZ/3ZfvUTL6edS8y1hP5MuVyLoVu3nnKLTNJ50b18GfzrvX8cR8859Zseou2ce7TS26ZjVtzGdgFM77si9wy5VN5oUw+jyOxn4/75HJ+nCfzJgH4oMXqZB5wx0GZgC96GYnwXES1ooBHDtsDgHKTt5FmCO4ZFUnHfA/gcwdollpTFDDI1y6vNxCknfy/kp+T0X2F2+HtiQp08jLuyxhBWGBRUQhhFLRK+8H4/hTcS1mSDosmi6GghxshhBCia4zYm5ZhI6FYCCGEEGOF3twIIYQQHcLgs6+G0eYooYebGwAHS7HXEoVVNRVuS4Uf9y7X8mKC7O1UM3482tGm8Cd7IQHs2PCYdR0UtHTbSGPYHEgGADW7CjRP9Gqypv1S97iwXrAUfdSjILMqcG62FyjscHP/8wAIiiMGAYno71+UNPK12LGp5/L+Tjx8CUw9m4fcFc+6gxr1x5DPlclLFPgWOETVFB3nlG/fROBAgYMwabo6mXs8ANCjfbA9n69n5Va/PfN0rveXuLBpEMQ42fxCvNjMj2uP/J+w4CtdD4luHGXkyvD+pq5Fbg87Q3xMQ8eOdaDN/QPugBZBeYGr5EL7aJvDorccBkrXWOo1n8fhfZHacWGnQSFT5/PdqEKZTAeEYg1LCSGEEGKs0JsbIYQQokN0IedGb26EEEIIMVbozY0QQgjRJTrg3Ojh5gbg5GCWRAN5kNVzJyFHgXzUTiJ/OAqiKihEKgoUdIIhB/9FAV3Ul7pF9V4WYV34WVBFu+JK6JstpL6NfJ7t05NuHtc36m6fKgJzSB4A9JfygLftBT4gfj39FRIkC7/NxRIF2C1SOevg3BiczOVglmvrRR/m5oIX+TwIREwOYuNguSgArtgm8Z2E3M3Tvlz35GAxb2M1r54encfbC/lxnriSH58Ta17I3Z7L+7t9Iu9LqyrOwXHePpH3pbfK55Pvf285/8JANZ2fT9WMPwe3Z/PPerSNHPIHwP0jxddqEQWM8hcG+HoIxFmWwN0xiyRk/tIBfUkikumNEwYpd5GlZMCHELKEHPaPpot1/2WANuGGN4QOPNxoWEoIIYQQY4Xe3AghhBAdQkKxEEIIIcQxQ29ubgBc3M35KFGgXcNYbFTc0Y0BsxsTFK8czOdj/23GgF3xumCcO9FjfNEQ6hfBPk3/ii9S2KPhdDfOHekB5H2U5OC44pXw3sFgIXcvUuQquXDAvF32LJ6uHaY+NZ+389RKvp7lVbdMnxwVdiLCwqZ0Pg1uytfLoZEAQt8nX7H/aOJy3s6A3JHQ8SAHInKGmP4yyxbsEPllJi/6cy5rIiqoSF7F9ry/vqeezLfZnStRu1QUln2mwZTfAPbWNk7nbUxe8ucghyr2cp0J21N+e/or+X5iNyYK4ORzwchNTMHF2xSIGsEujyu2GXhHzgkMr0t2xaiQZuD78X45MuTcCCGEEEIcL/TmRgghhOgQo+DcmNk5ABu7PwDwtpTSrw6rP3q4EUIIIbrE6AxLfWNK6eND7gkAPdyMBOyjRHBBuHrKF8F0Xgu5I9Wcz3Nx+TlRHgVnWNDYcpTnwJTLlEMy6/vCeTrs2BRBEcna6BTmonhBXggXyuytNXs6LpODxtOjsfRyg5ZZzItVctbMTkPU/yhfoybfZCHPsCkH/nxy7ZBDELk+7OGwY1Msr/u+bVNeyyIVsAwGwgdz+bnMx6dcDo47eWoF5Q5ZsN/4ehiQw8I5MoD343ifDOZ9wVSmt+KPB/sZJfWfi8YC/vqo5vJzv5ry27w9k7czdZFyboIin3xPqKNzkOB7gmszcG74minW8uvdOUYIsrzo3hQVAmXHhjN5oq3j6yHM8iobrI6jyrA5WibMbIE+20wpBTe7w0XOjRBCCNEhrg5LDfsHwJsBLNHPPft05ZfM7GNm9m/M7OZhbqMeboQQQggxDH4cwCL9vO1p5n1NSulFAL4UwAUA7xxmRzQsJYQQQnSJw3NutlJKVxrm3Jk9pYd2/7ttZu8AcN8wu6OHGyGEEKJLHLFQbGazAPoppcu7H70OwIeH2R093IwoUTBe/nsvznFYVcGy3YYPJKsnuZBbtLJ8kosFRmKdk3+5qFwQADc4kYuxvExUnNJdULRMJDKWvG/ZNwxCyootkp0v5EF5qfTLVFSokcMC62kvTLKEGIU1NhW0rOdpPwKwdQqN4+DIoEBnRUUJe0uU5rblz6c0n4fppWgbCRZWWcSupqMwNDrXSciNZM7iMoUbzp7IJttI1Xw8SpbRAWyTOB4FG7ogTJqOrn4W0ItNKoq57vs/eYn6RhIyS9aAD5fk/cLyMxAEY9J+4S9EAIG4TCGEYTgoi770+yoIMiw2STbne2eKvnRAn0UHhI8hdyY0lYPPusktAN5lZiV29tQDAN4wzBXo4UYIIYToEEedc5NSegDAS4bbgxwJxUIIIYQYK/TmRgghhOgSoxPid2jo4WZE4ZA4Ht+NPBcu9sY+DRfnA4ByncfG/TwuUCwYp2fYj+H+hgFYHGBHgYJhkBaNjXOxzbBv7CaRlxN5COwMDE7mbkkUZMjHsLe6ve/vAcBqCmJc925SPZ8X7WR/yTaCgpbkxxS8ryeD4oGW+zLOSeGAPgB2eTmbLtdzT2T7tlNumWq64Zg1nyrO14iKenLYYUVuVViMlknssfnjPsnXYVR0kWvcsisWXWNcJJaD/yq/Hg4Z7K3u7xAB3p+xbVpx5DORh+eK9rYIweOwvdA7pH3L16UFIaRNxWhb3YsmglBI9vmc/7fvasUho4cbIYQQokMYguTmIbQ5SujhRgghhOgSHRiWklAshBBCiLFCb25GlYZXhpzdsPMhZcnQmHyUAeHG+oP1Jh775nyHaBkex+ah/WBsnHHbGC3DBS175LEEu5EdG3aRnD+AwA+oqY2g0KFzbGieyIEquNjmTFDslL0D9puCPCB2d2w1L3qZ+vO+L+xj0HGuZ4KikTOn82naT1E+09QFyuChc7Jc83k6LrOJcnpszdfpSydm80X4PIjymsg34WwilzmEwKUKrg/naBX8e7/NXPiW92XktXAxUO++BS7JNh+zZt+Pr003T+Tp8HnM95Vg37qcmxaFf91nDa4PAJRX8kynJm8HCLa5xT3uqDjqr4LfCPTmRgghhBBjhd7cCCGEEF2iA86NHm6EEEKIDqFhKSGEEEKIY4be3Iwq9BTsAq6ijC8OnuqTLBzInNxuJOQ58Y/nicK2qIOuUGMg8bHwbCTgskgb9Y1l4DAoj5fZpn0bCMXVbC6SumC2KPzQFYSk0LWgSClLlGnSF550WWFcpDSgZhl1irYnKHDJQjoLxNF+YtHa/T4ScHt5KKHRFnIYJeDPf1eIlcXyYN19km2jc4WPczVNYYHrgZBbNYvKiYLyODgvggVvPu6h4M1fMuBrOcgtbJJni+AY8vlf0fYUwfXuriHqa9VC4nUFRyMpfNAkSPtjGJ1zvuH9heEoEHXY2TIHpgPDUnpzI4QQQoixQm9uhBBCiA4h50YIIYQQ4pihNzcjSpMLE43numJ8BwiRioLAOICr0cGJ5uG+sYMDoAwcjv3aAIJQMi62GXg6vJ/Y9UmzgX/C4/ZcNC/4M6GapsKZK7RPolDFYL8w7FpU5FoUgYPT6PIEx935MeSkRH6NC1kjvyFye5qIHA+3PbTfbM3vg+LKWjZdncxD/ZIF5yQd9wEHPkb+CW1zteiPsztduAZj4I7Uk1Twle4BzjuCD/6LriHGeSwNBW0B7xkVg+b7lbvHOZns2n2mKBgTNVfXbPGKoc29s8H3GRm/JqIDzo0eboQQQogOoWEpIYQQQohjht7cCCGEEF0ipcb6hQdqc4TQw80xoU2eA59cvZV8DL6aafYdwoyXBco32WZBIOgKD1lzgc4WRfFcMcooT4fzf6hr1ZT3KDgLp9jY3/UBgDSxfyZH5CH0lvPih5yV07+YOyCAd0fCwobsQNB+G0z6YpsTT6zQJ3nfrAjOp00qtkkFOdv4M9UMezrNN0D2m8IMGPbAuLhmlKsyP00f5JNR3zZP5xk8PSp4GRZqZP8n8L74+ogyqBjXDh2yqGCqa4PvI0GWDG8TO2muoCoAqzj3iSYj9439OO5bi3EFv9+CnBty0PgeVy3mxzhqNzyGrojnaP3j3nX0cCOEEEJ0iC44N3q4EUIIIbpEB74tJaFYCCGEEGOF3twIIYQQXaL2fuIw2hwl9HBzTAnDuLjI32wuAkcBVyWHnUXF6ljkZTl4EAiGtAgXJaynW8iPLcRlFheZ/tJmsAwHjOW/jsRrlpB5vSULrQBqEjxLErxTGcjOK3l/64VpN09FIq8LUNtscZdhmXbTB8Cx4MliZh3Iziyfstgbyah1f/8gxggnktJpW8/5/VbTcS2XNvI2WWAH0F+iY9YglgN+P0XBjBxqx9szmPNFMAuap1wlYT24ptx+ahHI54Iw3XkQfBmAv+BA12pYjJNvK9zX6EsTFBzZpkhpxftyhvsRFf6l/dKiiKcYLfRwI4QQQnSNEXNkho0eR4UQQggxVujNjRBCCNEh9FVwMbJwQUIAKDZorJ/HiQNRhz+KxtPR4FFEJzWHz/E4vnN9EBSw5EJ0QZAWf9am8CQ7Hjy+HvkzvC/ZbyjYD0IQBBYVWeS+UaHDaJmC9j/7TFEgnG2QUzNFPlY/uBWQ38CeCIcS7izDnaXpwG9oKtTo3Cv4c6OeyvtSbPhj2Lu8nk0PFvLwtsgLcecca2BBcUcO03OeDrwv0ybd1QZUkJOul+ie4ApL0u+LTX8d8vVQT+5/XQLNAXbcdyDws4jIEbSK7it0gkXH3cGnU+CO+b6M2SBHBxKKx+yICSGEEKLr6M2NEEII0SG6MCylNzdCCCGEGCv05uaYEo1x87hwsZZ7FuwlRET5Gn5F+zsfQHNhwHAZGmMvqUghO0WAz3zhNgZ9vz39y3m+iSvYGY2vk4fQv0JFJbcCd4GKUfqimJG7QNPsygTtNDkSAGBzuV9SkdtTrgR5QBP5vq3mqSBnVMiU+tK7kHsuKSiCya5IsZV7E1FByJrPdXZHgkKgnDtUkM9UB+qFu87aFP6kdlOLa5W3Jyoa6ZQ59toC/4edId6esCAk7SfnfUU5RLxfeJ7aryf0ffbiT33n7rlrIdjXXIjVZftE+61FIdNjTQfKL+jhRgghhOgQGpYSQgghhDhm6M2NEEII0SX0VXAhhBBCiOOF3tyMESwU1jMk0wYyJAt5URCYVU1CYfDE3lBIzwLB0AYc3pavNypoWZOg6or8ccFLAAMSY8u1wFzkvrFgSH+lRNIrC6BOfgyOB29zPe232TZz4dbK/fdb1D8OHQwD4EhyLVdJOg6k3fVnzGbTvWUKPwyEdRdoR32JZO2SDlmivljll3FCNxeIjORaDpJsI9dy/wMZgdvhYEZYLoADwGCOggrpGLKAD/gAQaPrIZS1+/uHZ0YiPNgTZ3E5OFecuM9FPaNCvyTyc5Ak3w8Af27zPSKSncPjOkbIuRFCCCGEOGbozY0QQgjRJfRVcCGEEEKME10YltLDzRjRVLwuGit3YXtRkBmNUVeuUGPga/CYNY2fW+AHMBw6GNT9bCy66FwGABhwoCBdBm3G23mfBD6QK0LKY/0tVhMX7KNChrzNUYFODhTkQqAc0AegJkeF3aTofOov58e15uKOQRFM5y85DyxwiGiewULe/8i14r8s2c+Iip86/6Ti6WB7eJkWhWUH81P7/j6i2GoRNNdU6DOoM+v2gwsC9MsMyH1hTycK7WwqJFtEKhydcuV67mtxYF+0nnZhmiP2L7W4ZvRwI4QQQnSJOrVK277mNkcICcVCCCGEGCv05kYIIYToEhKKxTgRjSPbgHyHyMvhPBBqplz2RRcrciAS9nc+gBbF6qJl2DvgYoKBP8NOAfsAzpVBkFlD+6kMinqy01GuNBcyZc8lcgi4ICpmaV+X3m+op/fPuQkzkMiTKshvqCeDQqyk7rjcHs5egi9+WrIvEzg37HT0lvN9UnAmD4DBqTyDxx3n4ObM7s72AmfN+HOyt0b7KRDZyrX8fOFirqGj0vCPB/tBgL+m+B4Qe3i0Ii5SGpyTvZX9s6L4vAa8+8L973H+EXx/3X0k2kfBuvfSRb+mC0KxhqWEEEIIMVbozY0QQgjRJVRb6ugxs3vM7F4zWzazJ8zsN83seTTPpJn9pJk9ZWarZvZbZnb7UfVZCCGEEEfHyD/cAPgKAD8F4JUAXoudt03vMbO9A+jvAPD1AL4JwJcDmAPwbjPbf7BVCCGE6BiGz3s3Q/s56o0iRn5YKqX0d/dOm9m3AXgCwEsB/KmZLQL4dgDfklL6g915Xg/gYQBfDeD3bmyPRwcO7IrEORZui83mcD1wQctFX+SvYpmWhFtXvA5BwBgRBcCx3JjI/I0K6Q04vI2LCQbdcAUUm+RnAAUHFVKQHu+jsI1LG+6zao4C60hgTVP+si5pngEVsIyE6N6VXMqtFvLjzEUYgeC40jFlqXrnw/2TJFMkLrMYS2JpJC7zue2C5oL9xudkb5XaCAIsWc62yHLlbWS5NhCKeRv5enZyfbAMEhdMDULvaJu4L1HfGjNOIrGfhG6+F0VBhm4evn9FXwbg/TZieSzicDgOb26Yxd3/Xtz970sB9AG85+oMKaVHAXwcwKufrpHdoayFqz8A5g+pv0IIIcTokA7pZ4QY+Tc3ezEzA/BjAN6bUvr47sdnAWyllC7R7I/v/u7puAfADw2/l0IIIcToYikN/Svwo/aV+uP25uZfAfgSAK9rMa9h/2fJt2HnLdDVHwnIQgghxBhwbN7cmNlPAvhaAK9JKT2y51fnAUyY2Ul6e3MGwPufrr2U0iaAz0kF1uB7HEfaPEnz+HM9GZwS3A5PBuPp3C6PhVeRF0IOBzspkd/g5uFZAjWGi+05lyd45Od22QeI/BMOzuOuRZ4Lk4JgNucqcEhZcNybvIk2HoJzVqJwPQq1c8U3t3y4HiirLVGo3//f3p3HyJpWdRz/nu67MBsDojDoMIoRiIoKjiIaxQ3cYmQxihoSMSoI7ho1M26YiI4LMMqAuIwZHVzAEBdwCWqCQVB0blBRUVEHRhxmkFHvrHfrOv5RdaX6PM/tqtu3qqv7re8nqdzbVfW+9dTT1dVPv++vzullk7pZl+l9dAokNo7snA8CGB3ZOa/Ry4k1r43O3I7qz8wc819zU/X7Xl/X0GlcWuatm/s6XMbfKdp3vnrZnvbnu+TnunO789/j3UJyZmxaI7rv/hkBWQAAFbRJREFUjRe8z31k3x+5ibEbgGcBn5eZt5a7HGP89vi0qW0eCTyeHRY3kiRpmA7CkZtXAF8DPB24JyLO5miOZ+YDmXk8Im4EXhIRdzEOGv808A7gT1YyYkmS9ql1yNwchMXNCyb/vqlc/3XATZP/fydwBngtcBHwp8BzM7M9bi5J0jqzcebqZS1c0r/PCeBbJxddgHnqXjAq9UE22nxDc56+7KOXJaHkVmoGp/9K2LmpX7dmTal70ZzH72WIZtS1GV3czkF97Dq2Xk4nSw6hl4GqWYumtseoM9bynGqjw63O+Ot+61iik39o8kBR80yd73u5Kk5uz45sdp5PMwclv9TkkOg0lqy1ZjqvldpYdqM2Au00c23moHOfpj5L2e/midk1qeprsttss7zGak4qejVr6mu9zksvn1izSCWrlHNk32Y16IXZsY5ebRytp32/uJEkSQtkbylJkqSDxSM3kiStkbP9oBa9z/3EIzeSJGlQPHKjmWpILw+V4nSdAO5mDaOWgna9JphbF5f7nJrd5K8JeB7euTDY+MraqHH7l91gaW2GWIsfzhEsbba5qPPjV5uddp/z9utqQcTN+9vmlBvlutzcubEpdELh9Zx6t+hdCajW10anIFwdW5zY/vWZhz+42aa+5nqB6KopwFde1zXADu3c1q9rMBva12BXmcqt0uizV5BvZvC918+yfD8O3VsC0p1GuXF65yKRvedXw/Kc2r7fUaeoYhOWr6+vXvHA+qNrgb7dMXMjSZKGJEbLuZzXGCIeExFvjYh/iYi/ioiPW+RzdHEjSZL22s8Dv5CZjwV+ErhxkTt3cSNJ0jo5e1pq0Zc5RcTDgU8GXj256nXAoyPioxb1FM3c6LzVMtv1HD10imnVuEbv56AWTKs5kM5SvOYQ6th6xdxqwbGmbHivYV/N1JR99PIaM+egkyloGlr2CpmVsTS5nE6hvDxax1/yTJ3vYd1Pk5Ho5B2aIop1HJ181talR7fv40jJdPWKBZYmks1rY448UNuosdmk+R5Fjah0HqfOQbfxZ30Nlm1OX759TgAO3Veec8le9TJcm/dvH3DNJnXntha57HzPqjOXbt/vobu3N0jtZcea/c7zHmHGZr87EhE1JHdy0qh62qOA2zPzDEBmZkTcBlwFvHsRA/HIjSRJ6ySXdBm3QjpeLtfsMIppCy0v7ZEbSZLWSLCExpnjtcrLgBeXm+pRG4D/AK6MiEOZeSYigvHRnNsWNR6P3EiSpEU4lZl3l0uzuMnM9wNvB54zuerLgXdn5rsXNRCP3Gg56rnxJn/S+auh9ucsNUV6By2b2iW1Tkw3D7Sx432yU5Oj1gOpGZxuZmW081HW3kcnN2upj0vasTTZi/qwnZo7tSbK5n2lBk9n/KOafan1dGrDTtqcUc2S9Gqk1DzG1iWl5st9bS2Z6sxF27dp6q5Am+mozVw7TReb3Fet+TRXk9VO7qs27awlbHoZrrLNRvkZ2nigrVlTXwttU8/25/BMyeUcPn5i+zadnE6UpqQ169Y034W22WbZxiaYS7Q/6tw8H7gpIq4F7ga+dpHDcXEjSZL2VGb+M/Dpy9q/ixtJktbJaHJZ9D73ERc3kiStkcglBIptvyBJkrQ8HrnRcsxR+KuqzQKbQHEnlFiDvacvK2HIezrh2xpcLsHZjRM7B3ahDeA2DSPpBJdL0DQ6VcraAn3tfWpRuLqbXgC3hnSb8GYnhLxVwsy1kWk3QDjj0HRtdNp77M17t3+4YnRRG6puGliWkHXv+9GEppvxd8LBpdhhbRrbfZ2XdHA33Fw3qd/3OYrVjQ7vHBYGyMPbx1cLMfaC5IdLAb6mEGaveGMJM9fXZC/k3vw89JrcajmSJQSKF7u7C+WRG0mSNCgeuZEkaZ3sj4+CL5VHbiRJ0qB45EZ7oknSdxb5W51sxTaHOg0tS+7g6F2l4Fj3XP/2B6/5jKZBJG0xuqaQ2TzF3Mp9ejmEMxeXQnkn2xzCZiksVwvJ1eaIvfs0xfY6NQhrxqZpStp7zjOag9ZCdACjB5UCcBdvzwf1shibtXFmbXDZi3zNatTYKzRX1ddxr1Zgfew58jNz5XI2Z2RsOn85Nw1G5yhC2OSV6m47xfXqa2OrFvHrPb9d5PK0IH4UXJIkDcoSPgruaSlJkqQl8siNJEnrxECxJEnSweKRG+1fNW/YSYk23ZNrV/Be4b8SiKzF0A7d2xbB6wUvt9/h/P9q6RWaO/TA9ufTBEKBLEX8mpBuZyi1QGJ9PvMUvauB1s2TvQKJtdN2GevhOf6eKk+nU+uwCe02BR+7xfV2/h51O8jX0HfZR6+ze53b3vjbYHIJuc/RPX03mufTCzvXoZXXW/fnoxYhrAHvffZX/dpbgyM3Lm4kSVona7C48bSUJEkaFI/cSJK0TpLF16XZXwduXNxo/5hV6K8pjkan0WSNKvQKm53e/lNdi+L1GnTWDEcz1s42TdaiNGHc6BXBq8XOOoX+asamFoDrFQdsMhw1s3Kk3WazZFDmKjRXmpDWx+3toylKWMZfm2RC24Cz5lGyc1B6VhHC7BRvbBtCln10Ckt2MzZVff1s7NxktbuL+tCdnM5Gndtyey9rtVlybO1znn3A34yNVs3FjSRJaySWUMRvvy1ozdxIkqRB8ciNJEnrZA0+LeXiRgdG97BnKU1Ssxjd/dSMyuHSaPJom0No9lEzNp2xNXViSh6lF8CrtWS6bxc1a9HkN3rhpO33aZoudjtNFmXeti492tyl5kDq4/RyU3lo5/nuNV1s6g7VrzvPp5mm07WpZ+fBS74km1xYp45S3aabrSpfj2qupVMD6e7tTWHPPPhB277uvfazk8OZVvM10NaBam7vzO1+OyWhGUY5ZzjsPPe5j3haSpIkDYpHbiRJWidrcFrKIzeSJGlQPHIjSdI6WYMjNy5udKDtpsDYzPt0gnE1e1fDp70A6EYJXm6VoPI8eb4m+DuHXgPIGrithfHmKtBXml72Arib95VmmiWc2gvXznrsbgi5BK9rmHbUKchXQ8a1YWp3bHX+6+PWApDQdNPsNW9tbO5cmBFg67LtAe6NU6XAYC94XUPs9fbe3Nbms7VZ6D77JaZdWIPFjaelJEnSoHjkRpKkdeJHwSVJkg4Wj9xo0OYpONYUUNvsNKuc9UC9wnn1ccvj9DISdT+9xoa1qeKo5H16OZ2aw9mY4zlvlEafNbPSzZKU7EjNvnQbQm7VsZScTmdszS5KhqjJ/kDzp1wtcFe/PwBbF28v8Hio7LdXJK/mWHoZlWa7+trozVNsfwKjkqfZiPMvyNd73ZqpWQOZkAtuC77PXjceuZEkSYPikRtJktbJGnxaysWNJEnrZA0CxS5uNGi7yQ/Ms03Nm4w6tXOanEvZbzdPU98g5hhLzdj08hpRGiTGofo4bb2WmgnauuTI9sft1NOpGZumHlCnKenmvafKA9caNm1+puZwRiUbM7qofWs7dHx748mtknvp5bOaxp81U9TJ3DTzkp2z/zMyT738T7WbGk/SunBxI0nSWlnCaanZH7vYUy71JUnSoHjkRpKkdWKgWJIkDYqLG0nQCZvWHGmvAWEJeDZF+3oF4EpRtW7jzPom0gnCNpuUIndN48xe4b8j5Ypa8K0XXC5h2jqyXtG7WoyuBqK7RfzKWGpxvfr8AM485KLtuzhZGk923pzr2Jrgb6/YXjGzkF7nsQ0HSxfGxY0kSetkNAIWXKG4VjRfMf88kCRJg+KRG0mS1omZG0kwu7Bfr+hazU00GZxeQ0VmF4mrOY+aHRldtL2gHcwuEtfLjtSCfE0Zi15mqDxOUwSvV5yuFvqbI2+ycbqMt+SZek1J636bue1EY5rx19xRp/HkrnI5tSnpPvtFIR00Lm4kSVonHrmRJEmDMkoWXlF4n/WWMlAsSZIGxSM30j4yT9aiaRrZNKtscyBN7Zhyn179mfo4mydKtqeXjanNQQ/P0RByF3/wNY9d80ydnEttaNlrXNoMbRf1ZubJ2DTb7LND+hq2zBGZi/3o9qL3d6E8ciNJkgbFIzeSJK2TNcjcuLiRJGmdJEv4tNRid3ehPC0lSZIGxSM30gHThE87heTOex8dTQB3F0UIF6EbkK6NJmtAuttssxQu3GeH0aU9k6PF94IyUCxJkrQ8HrmRJGmd5BICxfusnIFHbiRJ0qB45EYamGUVhJtnv8t47FU9rjRYoxEZw87cuLiRJGmdeFpKkiTpYPHIjSRJ62SUEB65kSRJOjA8ciNJ0jrJEWCgWJIkDUSOklzwaan0tNTyRMQLI+LWiDgREcci4rNWPSZJkrS3BrO4iYhnA9cDLwaeCLwZ+MOIuGqlA5MkaT/J0XIu+8hgFjfAdwE3ZuYvZeY7M/M7gP8AXrDicUmSpD00iMxNRBwBrgauKze9EfiMc2xzFDg6ddVlyxmdJEn7x0HI3ETETcBTgQ9MrvrjzPyeebcfxOIG+FBgE7izXH8ncMU5trkG+OFlDkqSJO3adZl5w242HMri5qy6dIzOdWf9OPDSqa8vA957ZuvkMsYlSdKeOtfvs9N5cuFF905zCuBIRDy43HQyM/f8F2vst49v7cbktNT9wFdk5m9PXf8zwBMy87Pn2MdHAO9d3iglSVqJKzPzPwEiIoCHLulxvo32jMiPZOaLzndHk9NSTwHuBW4DfiAz/2bu7YewuAGIiLcBxzLzhVPX/SPwu5l5zRzbB/Dhky/fC1wJ3LOMsa6xy3Bul8F5XR7ndnmc2+WZnluA23MPftl3sqxwjiM3EfFm4GPPsasnMq4y+L7MHEXEM4FXAo/JzHvnGcuQTku9FLg5Im4B/gJ4HnAV8Kp5Np584/9z6pDaPZl591JGuqbG60fAuV0o53V5nNvlcW6XZ1VzO1nEzHUKKjPnrkOXmb8dEdcBjwOOzbPNYBY3mfmaiHgY8EPAI4G/B74kM9+z2pFJkqTzERFXZuZ7J/9/MvAw4F/n3X4wixuAzHwl40NXkiTp4LopIh4BbAEPMM7UHp9340EtbhbkJPAjzHloTefFuV0O53V5nNvlcW6X58DPbWY+9UK2H0ygWJIkCYbVfkGSJMnFjSRJGhYXN5IkaVBc3EiSpEFxcTMlIl4YEbdGxImIOBYRcxcZ0lhEXBMRfx0R90TE+yPidyLiceU+RyPi5RHxgYi4LyJ+LyKuPNc+1ZrMc0bE9VPXOa+7FBEfERGvjoi7IuL+iPibiLh66vaIiBdFxO0R8UBEvCkiPn6VYz4IIuJQRPzo5H31gYj494j4oYjYmLqPczuHiHhKRLx+Mk8ZEc8ot8+cx4h4aETcHBHHJ5ebI+Ihe/tM9oaLm4mIeDZwPfBixqWf3wz8YURctdKBHTyfDbwCeDLwNMblBt4YEZdM3ed64JnAVwGfCVwKvCEiNvd4rAdSRHwq4wrcf1ducl53ISIeCrwFOA18MfBxwHcD/zt1t+8Fvgv4FuBTgTuAP46Iy/Z2tAfO9wHfxHjePpbxPH4P8K1T93Fu53MJ8LeM56lnnnn8deAJwBdNLk8Abl7WgFcqM72MPw7/NuDnynXvBH581WM7yBfgwxh3Zn/K5OvLgVPAs6fu8+GMCzV94arHu98vjBcs/wI8FXgTcL3zesFzeh3w5h1uD+B9wPdNXXeU8eLn+ase/36+AG8AbizXvQ642bm9oHlN4BlTX8+cR8aLywQ+beo+T55c97hVP6dFXzxyw/93Fb8aeGO56Y3AZ+z9iAbl8sm//z3592rgMFNznZm3M26X4VzP9grg9zPzT8r1zuvufRlwS0T81uRU6tsj4hunbn80cAXb5/Yk8Gc4t7P8OfD5EfFYgIj4JMZHFf9gcrtzuxjzzOOnA8cz821T9/lL4DgDnGsrFI99KLAJ3Fmuv5PxC0a7MOm0/lLgzzPz7ydXXwGcysz/KXd3rmeIiK8CPpnxIefKed29jwZewPi1+mPAk4CfjYiTmfmrfHD+eu8PH7lnozyYfoLxHzj/FBFbjN9nvz8zf2Nyu3O7GPPM4xXA+zvbvp8Bvke4uNmulmuOznWa3w3AJzL+S20W53oHEfEo4GeAL8jME+ezKc7rLBvALZl57eTrt0+CmC8AfnXqfr4/nL9nA88Bvgb4B8YZj+sj4vbM/JWp+zm3izFrHntzOsi59rTU2AcYZxPq6vXhtCthzSEiXs74cP/n5qSz68QdwJFJiHOac72zqxnP0bGIOBMRZxiHt79t8v87cV53633AP5br3gmc/TDBHZN/fX84fz8FXJeZv5mZ78jMm4GXAddMbnduF2OeebwDeERn2w9jgHPt4gbIzFPAMcaf7pn2NOCtez+ig2vyccQbgGcBn5eZt5a7HGP8qZSnTW3zSODxONc7+VPgExj/5Xv2cgvwa1P/d1535y3A48p1jwXeM/n/rYx/MUzP7RHGi0vndmcXA6Ny3RYf/N3j3C7GPPP4F8DlEfGkqft8GuPThoOba09LfdBLgZsj4hbGL4LnMf7L7VUrHdXB8wrGh6CfDtwTEWf/kjiemQ9k5vGIuBF4SUTcxTho/NPAO4AaktVEZt7DOBz8/yLiPuCus3km53XXXga8NSKuBV7LOHPzvMmFzDxbT+jaiHgX8C7gWuB+xh+t1bm9Hvj+iLiN8WmpJzL+uPIvg3N7PiLiUuBjpq56dEQ8AfjvzLxt1jxm5jsj4o+AX4yI50/28QvAGzLzn/fsieyVVX9caz9dgBcC72bcJv4Yk48vezmvOcxzXJ47dZ8HAS8H7mL8w/d64FGrHvtBuzD1UXDn9YLn8ksZLwRPMD4l9Y3l9gBexPgU1gnGn0J5/KrHvd8vwGWM6y+9B3gA+DfgR4Ejzu15z+XnnOO99aZ55xH4EODVwN2Ty6uBh6z6uS3jEpMnLEmSNAhmbiRJ0qC4uJEkSYPi4kaSJA2KixtJkjQoLm4kSdKguLiRJEmD4uJGkiQNiosbSZI0KC5uJEnSoLi4kSRJg+LiRpIkDYqLG0lLFREPioi3R8S/RsTlU9dfERF3RMSbImJzlWOUNCwubiQtVWaeAL4SeDjwywARsQH8GuNOxl+dmVurG6GkoTm06gFIGr7MfFdEfAPwmoj4duBDgM8Bvigz37fSwUkanMjMVY9B0pqIiFcC3wBsAj+WmT+44iFJGiAXN5L2TER8CvDXwCngysz8rxUPSdIAubiRtCci4hLgFsZZv0cAf5aZT1/tqCQNkYFiSXvlVcBVwLOArwe+LCK+c7VDkjRELm4kLd0kTPwc4Jsz8x8y83XADcBPRMSTVjs6SUPjaSlJSxURnwC8DXhtZj536vqjwFuAhwFPzMz/Xc0IJQ2NixtJkjQonpaSJEmD4uJGkiQNiosbSZI0KC5uJEnSoLi4kSRJg+LiRpIkDYqLG0mSNCgubiRJ0qC4uJEkSYPi4kaSJA2KixtJkjQo/wfbHqU8gFChGwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_frames(fr_fdiff, vmin=-5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Go to the top](#Table-of-contents)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.3. Least-squares approximation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A continuation of the idea of imposing a rotation/PA threshold was proposed by Lafreniere et al. 2007, but this time working in annular patches and using a more sophisticated model PSF. In this case the model PSF is built as a linear combination of the reamining frames (after discarding the close ones). " ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Starting time: 2019-07-26 15:07:16\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Building 12 annuli:\n", "Ann 1 PA thresh: 25.91 Ann center: 2 N segments: 2 \n", "Ann 2 PA thresh: 8.77 Ann center: 6 N segments: 3 \n", "Ann 3 PA thresh: 5.27 Ann center: 10 N segments: 5 \n", "Ann 4 PA thresh: 3.76 Ann center: 14 N segments: 7 \n", "Ann 5 PA thresh: 2.93 Ann center: 18 N segments: 9 \n", "Ann 6 PA thresh: 2.40 Ann center: 22 N segments: 11 \n", "Ann 7 PA thresh: 2.03 Ann center: 26 N segments: 12 \n", "Ann 8 PA thresh: 1.76 Ann center: 30 N segments: 14 \n", "Ann 9 PA thresh: 1.55 Ann center: 34 N segments: 16 \n", "Ann 10 PA thresh: 1.39 Ann center: 38 N segments: 18 \n", "Ann 11 PA thresh: 1.26 Ann center: 42 N segments: 20 \n", "Ann 12 PA thresh: 1.17 Ann center: 45 N segments: 22 \n", "Patch-wise least-square combination and subtraction:\n", "0% [##############################] 100% | ETA: 00:00:00\n", "Total time elapsed: 00:00:15\n", "Done processing annuli\n", "Running time: 0:00:15.740182\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n" ] } ], "source": [ "fr_lstsq = vip.leastsq.xloci(cube, angs, fwhm=fwhm_naco, asize=4, n_segments='auto', nproc=1, \n", " metric='correlation', dist_threshold=90, delta_rot=0.2, optim_scale_fact=2,\n", " solver='lstsq', tol=0.01)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_frames(fr_lstsq, vmin=-5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Go to the top](#Table-of-contents)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.4. Full-frame PCA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's try the PCA based algorithms (Amara & Quanz 2012, Soummer et al. 2012) in `vip.pca`:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Starting time: 2019-07-26 15:07:41\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "System total memory = 17.180 GB\n", "System available memory = 5.663 GB\n", "Done vectorizing the frames. Matrix shape: (61, 10201)\n", "Done SVD/PCA with numpy SVD (LAPACK)\n", "Running time: 0:00:00.062889\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Done de-rotating and combining\n", "Running time: 0:00:00.109022\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n" ] } ], "source": [ "fr_pca1 = vip.pca.pca(cube, angs, ncomp=4, mask_center_px=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we compare the median subtraction with the PCA result (on the right). The improvement is clear:" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_frames(fr_pca1, vmin=-5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Go to the top](#Table-of-contents)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.4.1. Optimizing the number of PCs for full-frame ADI PCA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Clearly modeling the background (leaked starlight + static and quasi-static speckles) with PCA is better than the subtraction of the median frame. We chose 4 principal componenets (PCs) and we already improved the residual noise. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the function below we can find the optimal number of PCs for this blob at this specific location on the image:" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Starting time: 2019-07-26 15:12:13\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "System total memory = 17.180 GB\n", "System available memory = 7.124 GB\n", "Done SVD/PCA with numpy SVD (LAPACK)\n", "Running time: 0:00:00.061726\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Number of steps 31\n", "Optimal number of PCs = 19, for S/N=9.289\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Coords of chosen px (X,Y) = 62.0, 62.0\n", "Flux in a centered 1xFWHM circular aperture = 57.090\n", "Central pixel S/N = 11.809\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Inside a centered 1xFWHM circular aperture:\n", "Mean S/N (shifting the aperture center) = 9.289\n", "Max S/N (shifting the aperture center) = 11.809\n", "stddev S/N (shifting the aperture center) = 2.286\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fr_pca2 = vip.pca.pca(cube, angs, fwhm=fwhm_naco, source_xy=(62,62),\n", " mask_center_px=None, ncomp=(1, 61, 2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's look at the image computed using 19 PCs and compute the S/N maps:" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "11.809138382671737" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vip.metrics.snr(fr_pca2, source_xy=(62, 62), fwhm=fwhm_naco)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Starting time: 2019-07-26 15:12:56\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "S/N map created using 2 processes\n", "Running time: 0:00:16.472500\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Starting time: 2019-07-26 15:13:13\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "S/N map created using 2 processes\n", "Running time: 0:00:15.091563\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n" ] } ], "source": [ "snrmap1 = vip.metrics.snrmap(fr_pca1, fwhm_naco, plot=False)\n", "snrmap2 = vip.metrics.snrmap(fr_pca2, fwhm_naco, plot=False)" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_frames((fr_pca1, fr_pca2, snrmap1, snrmap2), rows=2, dpi=100, colorbar=True, axis=False, versp=0.01, horsp=0.2,\n", " label=('4 PCs', '19 PCs', 'S/N map with 4 PCs', 'S/N map with 19 PCs'), label_pad=8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With 19 PCs we've increased the S/N (although the recovered flux is smaller)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Go to the top](#Table-of-contents)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.4.2. Full-frame ADI PCA with a PA rejection criterion" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This dataset has a good range of rotation:" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Parallactic angles')" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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584hZROSCmG9n1+nm14hPLBTg+RMpHto3yFVrE6yORwj7HsGA0d0aIxkN4pmpr0TkAqumJ+UJoAcYpjzV0wL0VXah/ZBzbtcC938Y2ANMTQ/9IfC/nHOfM7NPAXehU5VFZJGd21OSSuf5yx2HeM8N3SSjIbbtOMDJsRx9KYdzYAbxSJB8yfEzN1/EW6/q5NMPHzrroD71lYhcWNUkKduBe51z3wQws7dQPsvn88BfAK+d60YzW0f59OTfB37Vyov+7wB+qvKWe4DfQUmKiNTIXNWSf322n5Bv5ApFjgzlGM8WOD2R5e4H9nPzxnYOnppgTSJCcyRIPOKTiAQxKze/tjeHaW8Oq1oiUmPVJClbnHM/P/XEOXe/mf2Bc+5XKyciz+fPgN8Apvpb2oER51yh8vwY0H2+QYuITKl2yiYR8Tl4cpyPf3WIG3vbeGDvIE2h8hk4Ac+IhQKsb4sxmS/xgdf3Ao5UukAyGpz+WTObX0HVEpFaqyZJOW1mH6HcRwLwPmC40mtSmusmM/tRYNA5t8vMbp+6PMtbZ1tBhJltBbYCrF+/voowRWSlmXXK5jsHedf13SSiIT7z8EFOjWXpM3CVv2nyxRJ7+se4tKMZ56AzGSHie1ilp6Q3GqS1KcSdV3exbcchgDmbX0WktqpJUn4K+BjwZcpJxiOVawHgvfPcdwvwb83s7UCEck/Kn1HeudavVFPWASdmu9k5tw3YBrBly5ZZExkRWRnmO4zPM5jMFTg5lmEiW2R4Msf/ffAAN29s5/DQJF2JMM2RIE3hAE0hn5Bv9KXO7OyaK5QI+x6js/SUaDpHpL7Mudr/+1+ppPx6ZXXPF4AvzWicfcY59xfz3b9lyxa3c+fOmscpIo1nqloSCwUwg1NjWYYmcmzuaeGR/UM0h8tTNiHfoynsEwt6TOSK/PF7ruUzDx+cdcomGQ3yK2/eNO9UkYjUjpntcs5tWeh91SxB3gT8OtA78/3OuTteYWwfAT5nZr8HPAl89hV+HxFZJmZLFjaubub4cJpPPnSQgdHMWe83g2Mjaa5am6DkSnQlovgBDygnIT1tQeKR4IJTNuopEWls1Uz3fAH4FPAZoPhKfohz7iHgocrjg8BNr+T7iMjyM1UpSUR84hGfF/pHefjFk1y5JkF7c5gDJ8fpbonQEgvRHPYrFRWjL5XhZytTNhO5IvGIzZqEaMpGZOmqJkkpOOe0RFhEauLeJ48zkS33lOSL5ennsF+esvm5G9ZRco6xzOyrbKpJQlQtEVm6qklSvmpmvwDcC2SnLjrnTtcsKhFZVs6dznnTFR0EPI/dJ1I88uIQ8XCA1qYQ7c1hktEgAa9cKelpi/H2azRlI7JSVZOkvL/y9b/MuOaAjRc+HBFZbmYuE05EfHYfH+Fbewa4bl2SSzvjXLU2Qcj3WNV8ZtslHcYnIlBFkuKc27AYgYjI8rR99wAh3zgxkiaVzuMZdMZDhP0AH3h9L3v7R9m24xCpdF6H8YnIWaqppGBmVwNXUt7vBADn3N/WKigRWR7GMnkef+k0xWKJYMDjovYYq+NhvErjq5mpUiIic6pmCfLHgNspJynfAN5GeUM3JSkiMm1m30lXIkx3S5RT4zlcydESC3JpZxzfO7NMWNvLi8hCvCre827gjUC/c+6DwLXAQmf2iMgKMtV3MjKZwwy+f3CIex49TCTo8Wtv2URTOMhEtkjJuenTgu+8urPeYYtIg6tmuiftnCuZWcHMEsAgapoVWXFm23BtU2eCU+NZ/uZ7hxmZzHFqPEuuUKI1FuLi1SHGs0Vu3NBOc8TXdI6InLdqkpSdZtYCfBrYBYwDj9c0KhFZdNWcJhwNegQDxnMnUjz84kmuWpugrSnMs8dStMZ84pEgG1Y10RoLUnJwfCQNaDpHRF6Zalb3/ELl4afMbDuQcM49U9uwRGQxzXaa8LYdh3j39d3Ewj6f3nGQk+NZPCsfZO4ZRIMBxjIFfvrmXrKFIpl8kWQ0NP09xzJn952IiJyvqlb3THHOvVSjOERkEcxVLdm+e4BExMczODGSZixT4NR4lru/vZ+bN7ZzbCRNd0uERDREvLI1vQP6Uhk2dcZ5x3VrKxuu2ZzLiEVEztd5JSkisnS9vFqS4/9+ez9vuqKDRw8OETAoVQ5Fj4UCdLdEyBQcd/1QeaukqdODp4xqwzURqTElKSLLyHx9Jdt3DxALeuSLJQ6dmiCVzjOazvNPPzhGxC/3mqxtiZKIBvE9bzopSUSC3Hl157xb04P6TkTkwltwCbKZvc7M4jOex83stbUNS0TO11SlJJXOn1Up+epTx9m+u5+H9g3y4uA4+wfHOT2Roznsc1lXnDWJCL/59stJREMEPA/P7GXLhKcqJclokL5UhmQ0yNbbNigpEZGaqqaS8kng+hnPJ2a5JiKLZK5qyb8+20/IN9K5AgOjGcYyecYyBf7usSO88fIO1rZEMDPWJqPEQgGskoysSQZ1mrCINKRqkhRzzrmpJ5U9UzRNJFIHM/tKuhJhToxM8olv7OW1G9v49r5BYsFy8hHyPZLRIN0tUSbzJbbetnH6jJxCyeEo95ToNGERaWTVJBsHzew/U66eAPwCcLB2IYmsbHNVStK5Iv/0+FEmswXGswXGM3lKDjL5Io8fGmZDexOeGWtaIoT9AFBudu1KBnVGjogsSdUkKT8P/G/gvwEOeADYWsugRFaqqUpJIuKTiPocODnO79w3xOaeJOGgz86XhomHAzRFfDoSERIRn6awz6nxHHfd2su2HYfI5MuH+am5VUSWumo2cxsEfmIRYhFZ8b72dB+ZfHF6e3mAYqnES6cnuevWjYxm8hRLjtbYmU3Tpg7rU6VERJabOZMUM/sN59z/NLP/Q7mCchbn3H+uaWQiy9Rs0zltTWGeOjrCQy+cpCkUoCUWoqc1RiLiE/SNvlSWG3vbaA4H2LbjEJ7NvmmaKiUispzMV0nZU/m6czECEVkJzm18fenUBP/13t1c3hWnuzXGxaubiIUCdCbObCef0qZpIrJCzZmkOOe+Wnk46Zz7wszXzOw9NY1KZJnavnuAplCAsUye/YNj5IsOP2AUSo67bt3AoVPj03udaNM0EVnpqmmc/U3gC1VcE5GK2aZ0OuIRdr50mmKphMNoiQXpSkRIRH36UlkiwYAqJSIiM8zXk/I24O1At5n97xkvJYBCrQMTWarOPiMnzLHhCX77y7vZ1BmnVHI0hX0uXt1MNFT++M2czgFVSkREpsy3Lf4Jyv0oGWDXjF/3AW+tfWgiS9P23QPEIz7ZQpHdx0c5NpwBIFco8ZG3lbefzxUdJedetv28iIicMV9PytPA02Z2LzDhnCsCmFkACC9SfCJLykS2wJNHhykWSxRK5dOEL17dRGtTiIHRLNetbyUc9DSdIyJShWp6Uu4H3gSMV55HK9deX6ugRBrduT0nN21oZTxbZF//GJl8iYjvsamzmUTUB+xlK3SUlIiILKyaJCXinJtKUHDOjZtZrIYxiTS0Mz0nPpGgx67Dw3zzuX5u6m3l9ss7eO2GNj73g6M4oORgLJN/2QodERFZWDVJyoSZXe+cewLAzG4A0gvdZGY9wN8CXUAJ2Oacu9vM2oB/BnqBl4D3OueGX1n4IotvquekfzTL8ESOkO+xcVUT8WiQOy4v95Ykor6mdEREXqVqkpRfBr5gZicqz9cA76vivgLwa865J8wsDuwys28BHwAecM59wsw+CnwU+Mj5hy5SH0dPTzKayTOWKXBRe4yuRAQH9KUy0+/RlI6IyKtXzdk9PzCzy4HLAAP2OufyVdzXB/RVHo+Z2R6gG3gHcHvlbfcAD6EkRZaIdK5IKp1naDzLlWuTrI6Xe8hHz1lGLCIir141lRQoJyhXAhFgs5nhnPvban+ImfUCm4HHgM5KAoNzrs/MOua4ZyuV05bXr19f7Y8SqZnxbIF7nzjG2pYIZkbI9yg5N+uusCIi8uotmKSY2ccoVz6uBL4BvA14hHK/yYLMrBn4EvDLzrlRM6sqMOfcNmAbwJYtW152wKHIYkpN5vnSE8dI54tsve1ixrN59ZyIiNRYNZWUdwPXAk865z5oZp3AZ6r55mYWpJyg/INz7l8qlwfMbE2lirIGGHwlgYvU2tQy44MnxxmZzHNJRzM/98MX05WMACgpERGpsfl2nJ2Sds6VgIKZJSgnFRsXusnKJZPPAnucc38646X7gPdXHr8f+Mr5hSxSe1PLjPtSkwyNZ8nkiwyMZRiezNY7NBGRFaOaSspOM2sBPk15W/xx4PEq7rsF+GngWTN7qnLtt4BPAJ83s7uAI4BOVJa6mO0QwCvWJMkVSvzD949yeiJLrlAiGPB4zboEmUKJ7bsHVEEREVkk1azu+YXKw0+Z2XYg4Zx7por7HqG8Gmg2b6w+RJEL7+xDACOcnsjyx998gS29rRSKjieODNMa81kdD9PdGiMU8Aj6HsdHFtwiSERELpD5TkG+fr7XpjZ3E1mKtu8eIBkNUnKOFwfGGEnnSeeKPHpgiA/euoHTkzlKJUdLLDR9z1imoGXGIiKLaL5Kyp/M85oD7rjAsYgsmsNDE2TyRYYn84R8j65EhJZYkPFskTdc1kFXIsy2HYcwM+IRX8uMRUTqYL5TkN+wmIGILAbnHM+dGGVwLEs6V+CSjjhrkuV9T849BHDrbRu0zFhEpI7mm+5513w3zlhSLNKQzm2MveXido4Mpzl6epLXbmjjhYExmsI+jvKOsedWSrS1vYhIfc033fNv5nnNAUpSpGHNbIztSoR5cWCM+5/r57Ub2/jx63u4ujvB3v5RVUpERBrYfNM9H1zMQEQupKnG2GDAeL5vlIlskY5EmGjI55p15URElRIRkcZW1dk9ZvYjwFWUz+4BwDn38VoFJfJqHR9JYwbHTk8S8IxNnc20xEJnnVQsIiKNrZqzez4FxIA3UN4O/91Ut5mbSF2kc0XGMnn6Uxm6khEuXt1MMOCd1RgrIiKNr5pt8V/vnPsZYNg597vAzUBPbcMSeWWOnp7k779/mI54mJam8kZtAa+8cieVznPn1Z31DlFERKpUzXTPVH180szWAkPAhtqFJFK9qRU8x4bTlJwjFvLY1Jngl954KUPjWTXGiogsYdUkKV+tnN3zR8ATlFf2fLqmUYlUYWoFT8T3GJ7IMjSRIxYK8L4t6+mIR+iIR5SUiIgsYfMmKWbmAQ8450aAL5nZ14CIcy61KNHJijfXIYCpdJ6//u5LnBzNUCg5PM94zbokAc/jgb2DvKanpd6hi4jIqzRvkuKcK5nZn1DuQ8E5lwV0Vr0sirMPAQzTP5rmD76+l9f0JPE9j93HR+mIh+hIROhIhAn7AUrO6RBAEZFloprpnvvN7MeBf3HOuVoHJDJl++4BmkMBxjJ5Dp4cJ1sokckX2dc3xn98w8Vk8gWyBUcyGpy+R4cAiogsH9UkKb8KNAEFM8sABjjnXKKmkcmKNpbJs+vwMIViEYeRjAbpbo2SjAY5NZ7jhovaiIUCbNtxCECHAIqILEMLJinOufhiBCIr18y+k7amIF3xCOO5IoViiWgowCUdcWKh8h9VHQIoIrJyVLvjbCtwKWfvOLujVkHJyjHVdxIMGOOZPC8OjJErlPjJm3r4tbds4h8fP0q+6Cg5N2ulRFvbi4gsX9XsOPsfgA8D64CngNcBjwJ31DY0WS7mWqGTzhX5m+++RH8qTclBwDMuXt1MLBRgaCLPjRvaaY74qpSIiKxQ1VRSPgzcCHzfOfcGM7sc+N3ahiXLxdkrdCKMTOb40/tf5IaLWsgVHc8eH6UzEaIjHmF1PEzA885aoaNKiYjIylXVjrPOuYyZYWZh59xeM7us5pHJkjFXpQSmTiP28T3j6OlJTo1nGcsUeGT/KT5028WMZfLki1qhIyIiL1dNknKssuPsl4FvmdkwcKK2YclScW6lJJXOs23HIX7qph6iIZ/HDg3hGRRL5WVhLU0helc1kc6V+OFNq+mIh7RCR0REZlXN6p53Vh7+jpk9CCSB7TWNSpaMcqUkSFM4wMhkjlQ6T/9ohj+6/wVu3thO0PPwA8balvLy4anTiNe1hgGt0BERkbnNmaSYWQT4eeAS4Fngs8657yxWYNJYzp3SecuVnSSiQZ48Moyuxy2OAAALzElEQVTvGRO5IlBufm2NBsmXHD9z80W89apOPv3wIYIB76zTiLVCR0REFjJfJeUeIA88DLwNuJJyE62sMFNTOmHfAxxPHBnmW8/3c11PC7lCiaJnrKtstNYc9hnNFEhGg7Q3h2lvDqtSIiIir8h8ScqVzrlrAMzss8DjixOSNJJiyfGPjx1lsHKQH0Ak6LE2GSXgefzm2y/nb753mHgkSFMlQVGlRERELoT5kpT81APnXMHMFiEcqZdzp3Nu27SKXMGx+3iKXYeHaW8Ksr4tRntzaPogv75Uhmt7Wtl6m6dKiYiIXHDzJSnXmtlo5bEB0cpznd2zzJxZoePTFA7w9NFh7n+un83rW7hpQztbelvLK3Nioel7Zi4TVqVERERqwZvrBedcwDmXqPyKO+f8GY9fVYJiZnea2T4z229mH30130teva8/00++WOLw0CR7+8bIFR3rWqPEIz4/trmbn7ypZ3oap+TcdPPrnVd31jt0ERFZxqo6u+dCMrMA8OfAm4FjwA/M7D7n3POLHctKc+6UzusvbiedL/LQvkFioQBNYZ+Nq5tY1VxeHtyXygBaJiwiIvWx6EkKcBOw3zl3EMDMPge8A1CSUkNTUzqJiE8k6PHEkWG++Vw/N/a2clF7jFgowNqWKOXZvLNPGwZN6YiIyOKbc7qnhrqBozOeH6tcO4uZbTWznWa28+TJk4sW3HL1tWf6yBaKHDo1wYsD4+Cgtz1GPBLkP91xCYUSpNIFTeeIiEjDqEclZbZlQu5lF5zbBmwD2LJly8tel5eb7QydzkSUp44O8519J4mFAiSiQS5qj9EaC+EoT+loOkdERBpRPZKUY0DPjOfr0FlAr9rZZ+iEOXp6gt/+8m42dcbpSkbpXdVEUyhAV/LMFM7ojCkdTeeIiEijqcd0zw+AS81sg5mFgJ8A7qtDHMvK1Bk6+WKJZ4+Ncnyk3PSaLZS469YN/OIbLiZXdFqhIyIiS8aiJynOuQLwn4BvAnuAzzvnnlvsOJab4yNpRiaz7B8cx/Pgko5mXrexHTOjKexPT+kko0H6UhmS0SBbb9ug6omIiDSsekz34Jz7BvCNevzs5ahQLDGZLXB8JM1F7TF625swM63QERGRJa0e0z1yAaVzRf7lieO0xIK0RIO0NZUbYjWdIyIiS11dKilyYYxM5vjyk8cZyxT4wC0bKJZKWqEjIiLLhpKUJWTmEuNk1Mc56EhEeNcN685apSMiIrIcaLpniZhaYpxK5wn7xhOHh9l5eJjNPS1n9Z2IiIgsF0pSlohvPNsPOAbHMuwfnKCtKcxrupN878BQvUMTERGpCU33NJizd42NsHl9C8USPLTvJNGgR9D36EpGWN8WA8pLj0VERJYjJSkNZGpKJ+QbhWKJ7x0Y4pvPDXBTbyvr26KEfI+e1hhmsx8CKCIispwoSVlks52v09PWxJGhSf78wf0MjGYIeB4GtDWFWJuMkoiG+MnXrmfbjkOMZgrEIz5jmQKpdJ733biu3r8lERGRmlCSsoimKiXxiE8k6PHciRQP7RvkqrUJVscjHDmdpqc1QjIWojUWIhjwKDmnQwBFRGRFUpKyiLbvHgAch05NkCuU8AzikSD5ouPfvW494EilCySjwel7xjIFHQIoIiIrklb3LJLxbIHHDg1xfDhNwDMu64qzpbeNzetbcEBHPMKdV3dN7xSrQwBFRGSlUyXlAju35+StV3aSKzm+u/8U5qC9OcylHc2zNr9qSkdEROQMJSkX0FTPSTIaZE0yQv9omv/65d1csaZcNfmVN2/in35wdN7mV03piIiIlClJuYC27x4gGQ0S8T2Onp6kP5Uh4IGZ8c7N3ZgZ8aivSomIiEgVlKS8Ai+b0rmqk1XNYZ48OowHpPMlADriYda1RTk5lpue3lGlREREpDpKUs7T1JROIuITCwV47kSKb+8d4JruJNl8Cd8zLmqP0RYLEQ4GtOGaiIjIK6QkZRazbbh2eVeCVDrPPd87zNBEloHRDMWSwzNobQoB8NG3XcbfPnqEWMgn6HvTq3O04ZqIiMj5W7FJymyJyBVrkmc1v66Ohzg8NMHHv/o813QniYZ8njmWor0pSHtTiJZYiJZYeU+TvlSGzevbiAQD6jkRERG5AFZkknLuKpxUOs9f7jjEe27o5mtP9zGazjEymWMyVwQgXyxxZHiS//jDl5DJF8gWSiSjoenvd+4yYiUlIiIir96KTFK27x4gHg6Uk4/Tk0xkCwyNZ7n7gf2MZwq0RH3i0SBtTSGS0SCxUID+0SzX9rQQ8o1tOw4BpjN0REREamhFJinHR9Ksag7x5JERPIOmsM/6thjpfInNPckFKyXacE1ERKT2VmSS0t0SJZXO85p1SaLBAGZGKp2nNxrkzqs7F6yUaEpHRESk9lbk2T13Xt1JKp0nX3Q4OOuMnKlKSTIapC+VIRkNsvW2DUpKREREFtmKrKQsNGWjSomIiEj9rcgkBZSIiIiINLoVOd0jIiIijU9JioiIiDQkJSkiIiLSkMw5V+8YFmRmJ4HDNfr2q4BTNfrey5HG6/xovM6Pxuv8aLzOj8br/NRyvC5yzq1e6E1LIkmpJTPb6ZzbUu84lgqN1/nReJ0fjdf50XidH43X+WmE8dJ0j4iIiDQkJSkiIiLSkJSkwLZ6B7DEaLzOj8br/Gi8zo/G6/xovM5P3cdrxfekiIiISGNSJUVEREQakpIUERERaUgrNkkxszvNbJ+Z7Tezj9Y7nkZkZn9lZoNmtnvGtTYz+5aZvVj52lrPGBuFmfWY2YNmtsfMnjOzD1eua7xmYWYRM3vczJ6ujNfvVq5vMLPHKuP1z2YWqnesjcTMAmb2pJl9rfJc4zUPM3vJzJ41s6fMbGflmj6TczCzFjP7opntrfxddnO9x2tFJilmFgD+HHgbcCXwk2Z2ZX2jakh/A9x5zrWPAg845y4FHqg8FygAv+acuwJ4HfCLlT9TGq/ZZYE7nHPXAtcBd5rZ64A/BP5XZbyGgbvqGGMj+jCwZ8ZzjdfC3uCcu27Gfh/6TM7tbmC7c+5y4FrKf9bqOl4rMkkBbgL2O+cOOudywOeAd9Q5pobjnNsBnD7n8juAeyqP7wF+bFGDalDOuT7n3BOVx2OUP9zdaLxm5crGK0+DlV8OuAP4YuW6xmsGM1sH/AjwmcpzQ+P1SugzOQszSwC3AZ8FcM7lnHMj1Hm8VmqS0g0cnfH8WOWaLKzTOdcH5X+YgY46x9NwzKwX2Aw8hsZrTpWpi6eAQeBbwAFgxDlXqLxFn8uz/RnwG0Cp8rwdjddCHHC/me0ys62Va/pMzm4jcBL468qU4mfMrIk6j9dKTVJslmtaiy2vmpk1A18Cftk5N1rveBqZc67onLsOWEe5unnFbG9b3Kgak5n9KDDonNs18/Isb9V4ne0W59z1lKf2f9HMbqt3QA3MB64HPumc2wxM0ABTYSs1STkG9Mx4vg44UadYlpoBM1sDUPk6WOd4GoaZBSknKP/gnPuXymWN1wIqJeWHKPfytJiZX3lJn8szbgH+rZm9RHl6+g7KlRWN1zyccycqXweBeyknw/pMzu4YcMw591jl+RcpJy11Ha+VmqT8ALi00hkfAn4CuK/OMS0V9wHvrzx+P/CVOsbSMCr9AZ8F9jjn/nTGSxqvWZjZajNrqTyOAm+i3MfzIPDuyts0XhXOud90zq1zzvVS/vvq2865f4fGa05m1mRm8anHwFuA3egzOSvnXD9w1Mwuq1x6I/A8dR6vFbvjrJm9nfL/RALAXznnfr/OITUcM/sn4HbKx3UPAB8Dvgx8HlgPHAHe45w7t7l2xTGzW4GHgWc50zPwW5T7UjRe5zCz11BuwgtQ/s/S551zHzezjZQrBW3Ak8C/d85l6xdp4zGz24Ffd879qMZrbpWxubfy1Af+0Tn3+2bWjj6TszKz6yg3ZoeAg8AHqXw+qdN4rdgkRURERBrbSp3uERERkQanJEVEREQakpIUERERaUhKUkRERKQhKUkRERGRhqQkRURERBqSkhQRERFpSP8fpaimFfwMcaUAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "figure(figsize=(9,3))\n", "plot(angs, 'o-', alpha=0.5)\n", "ylabel('Parallactic angles')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can partially avoid the companion self-subtraction with full-frame PCA by applying a PA threshold for a given distance from the center (exploiting the ~80 degrees of rotation). The PCA function in ``VIP`` accepts a parameter `source_xy` for defining this location and the corresponding PA threshold. The parameter `delta_rot` sets the amount of rotation in terms of the FWHM for rejecting frames from the library." ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Starting time: 2019-07-26 15:20:27\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "System total memory = 17.180 GB\n", "System available memory = 6.608 GB\n", "Size LIB: min=30.0 / 1st QU=30.0 / med=30.0 / 3rd QU=30.0 / max=30.0\n", "Done de-rotating and combining\n", "Running time: 0:00:00.755030\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n" ] } ], "source": [ "fr_pca_optlib = vip.pca.pca(cube, angs, ncomp=30, source_xy=(62,62), delta_rot=1, fwhm=fwhm_naco)" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "scrolled": true }, "outputs": [ { "data": { 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_frames(fr_pca_optlib)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can have a quick report on the frames by choosing a position with `source_xy`:" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "S/N for the given pixel = 11.809\n", "Integrated flux in FWHM test aperture = 57.090\n", "Mean of background apertures integrated fluxes = -3.348\n", "Std-dev of background apertures integrated fluxes = 5.005\n" ] }, { "data": { "text/plain": [ "11.809138382671737" ] }, "execution_count": 98, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vip.metrics.snr(fr_pca2, (62,62), fwhm_naco, verbose=True)" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "S/N for the given pixel = 6.257\n", "Integrated flux in FWHM test aperture = 494.039\n", "Mean of background apertures integrated fluxes = -37.807\n", "Std-dev of background apertures integrated fluxes = 83.135\n" ] }, { "data": { "text/plain": [ "6.256747464375844" ] }, "execution_count": 99, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vip.metrics.snr(fr_pca_optlib, (62,62), fwhm_naco, verbose=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The companion flux on ``fr_pca_optlib`` is much larger than on ``fr_pca2`` (best full-frame PCA frame without the application of a rotation threshold) because we've reduced self-subtraction (companion over subtraction). Although, the S/N has decreased due to the less smooth background at the same separation. The S/N is a very tricky metric!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Go to the top](#Table-of-contents)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.4.3. PCA for big datacubes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Computing the PCA model can be a CPU and memory intensive procedure, when working with thousands of large frames, let's say cubes with shapes [10000, 600, 600]. Such cube won't fit on the memory of a normal laptop or desktop computer. With ``VIP`` we just need to provide a positive integer value to the ``batch`` parameter of the ``pca`` function. Let's compute the incremental PCA on our toy cube (even if it's size does not require it):" ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Starting time: 2019-07-26 15:31:08\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "System total memory = 17.180 GB\n", "System available memory = 5.354 GB\n", "Cube size = 0.002 GB (61 frames)\n", "Batch size = 31 frames (0.001 GB)\n", "\n", "Batch 1/2\tshape: (31, 101, 101)\tsize: 1.3 MB\n", "Batch 2/2\tshape: (30, 101, 101)\tsize: 1.2 MB\n", "Running time: 0:00:00.109331\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "\n", "Reconstructing and obtaining residuals\n", "Running time: 0:00:00.169448\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n" ] } ], "source": [ "fr_increm = vip.pca.pca(cube, angs, ncomp=19, fwhm=fwhm_naco, batch=31)" ] }, { "cell_type": "code", "execution_count": 88, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_frames(fr_increm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Go to the top](#Table-of-contents)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.5. Annular PCA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can exploit the range of rotation by using annular PCA approximations and applying a PA threshold for different annuli. This is the same idea used before but the PA threshold will be adjusted depending on the distance from the star. PCA can be computed in the whole annulus or in separate segments (``n_segments``). The computational cost increases accordingly.\n", "\n", "The function `vip.pca.pca_annular` processes the cube in annular fashion in a serial or parallel way. The improvement in speed is noticeable in multi-core machines." ] }, { "cell_type": "code", "execution_count": 89, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from vip_hci.pca import pca_annular" ] }, { "cell_type": "code", "execution_count": 91, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Starting time: 2019-07-26 15:36:48\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "N annuli = 12, FWHM = 4.600\n", "PCA per annulus (or annular sectors):\n", "PA threshold 59.80 is too big, will be set to 36.61\n", "Ann 1 PA thresh: 36.61 Ann center: 2 N segments: 1 \n", "Ann 2 PA thresh: 21.70 Ann center: 6 N segments: 1 \n", "Ann 3 PA thresh: 13.12 Ann center: 10 N segments: 1 \n", "Ann 4 PA thresh: 9.39 Ann center: 14 N segments: 1 \n", "Ann 5 PA thresh: 7.31 Ann center: 18 N segments: 1 \n", "Ann 6 PA thresh: 5.98 Ann center: 22 N segments: 1 \n", "Ann 7 PA thresh: 5.07 Ann center: 26 N segments: 1 \n", "Ann 8 PA thresh: 4.39 Ann center: 30 N segments: 1 \n", "Ann 9 PA thresh: 3.87 Ann center: 34 N segments: 1 \n", "Ann 10 PA thresh: 3.47 Ann center: 38 N segments: 1 \n", "Ann 11 PA thresh: 3.14 Ann center: 42 N segments: 1 \n", "Ann 12 PA thresh: 2.93 Ann center: 45 N segments: 1 \n", "Done derotating and combining.\n", "Running time: 0:00:02.724960\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n" ] } ], "source": [ "fr_pca_an15 = pca_annular(cube, angs, fwhm=fwhm_naco, ncomp=15, asize=4, \n", " delta_rot=0.5, nproc=None, svd_mode='lapack')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The parameter `ncomp` can be set to *auto* for letting the algorithm define automatically the number of PCs for each patch (instead of fixing it for all of them) by minimizing the change in the standard deviation of the residuals after the subtraction of the PCA approximation, when increasing the PCs. This procedure is similar to the Least-squares/LOCI. Let's try this with 3 segments per annulus:" ] }, { "cell_type": "code", "execution_count": 92, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Starting time: 2019-07-26 15:36:58\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "N annuli = 6, FWHM = 4.600\n", "PCA per annulus (or annular sectors):\n", "Ann 1 PA thresh: 32.08 Ann center: 4 N segments: 3 \n", "Ann 2 PA thresh: 10.95 Ann center: 12 N segments: 3 \n", "Ann 3 PA thresh: 6.58 Ann center: 20 N segments: 3 \n", "Ann 4 PA thresh: 4.70 Ann center: 28 N segments: 3 \n", "Ann 5 PA thresh: 3.66 Ann center: 36 N segments: 3 \n", "Ann 6 PA thresh: 3.06 Ann center: 43 N segments: 3 \n", "Done derotating and combining.\n", "Running time: 0:00:08.516464\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n" ] } ], "source": [ "fr_pca_auto = pca_annular(cube, angs, fwhm=fwhm_naco, ncomp='auto', svd_mode='lapack',\n", " asize=8, delta_rot=0.5, n_segments=3, tol=0.1, nproc=1, verbose=True)" ] }, { "cell_type": "code", "execution_count": 93, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_frames((fr_pca_an15, fr_pca_auto), dpi=100, vmin=-5, colorbar=True)" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "S/N for the given pixel = 8.817\n", "Integrated flux in FWHM test aperture = 291.805\n", "Mean of background apertures integrated fluxes = -12.014\n", "Std-dev of background apertures integrated fluxes = 33.702\n" ] } ], "source": [ "_ = vip.metrics.snr(fr_pca_an15, fwhm=fwhm_naco, source_xy=(62,62), verbose=True)" ] }, { "cell_type": "code", "execution_count": 103, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "S/N for the given pixel = 12.195\n", "Integrated flux in FWHM test aperture = 154.842\n", "Mean of background apertures integrated fluxes = -5.335\n", "Std-dev of background apertures integrated fluxes = 12.846\n" ] } ], "source": [ "_ = vip.metrics.snr(fr_pca_auto, fwhm=fwhm_naco, source_xy=(62,62), verbose=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Go to the top](#Table-of-contents)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.6. Full-frame ADI-NMF" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A PSF reference can be modelled using a low-rank approximation different than the PCA one. Non-negative matrix factorization serves for such purpose. In `VIP's` paper there will be more details about it." ] }, { "cell_type": "code", "execution_count": 115, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Starting time: 2019-07-26 15:40:49\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Done vectorizing the frames. Matrix shape: (61, 10201)\n", "Done NMF with sklearn.NMF.\n", "Running time: 0:00:01.262731\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Done derotating and combining.\n", "Running time: 0:00:01.452533\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n" ] } ], "source": [ "fr_nmf = vip.nmf.nmf(cube, angs, ncomp=22, max_iter=100, random_state=0, mask_center_px=None)" ] }, { "cell_type": "code", "execution_count": 116, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_frames(fr_nmf, dpi=100, colorbar=True)" ] }, { "cell_type": "code", "execution_count": 117, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "S/N for the given pixel = 8.165\n", "Integrated flux in FWHM test aperture = 63.638\n", "Mean of background apertures integrated fluxes = -4.745\n", "Std-dev of background apertures integrated fluxes = 8.191\n" ] } ], "source": [ "_ = vip.metrics.snr(fr_nmf, fwhm=fwhm_naco, source_xy=(62,62), verbose=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Go to the top](#Table-of-contents)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.7. LLSG" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Local Low-rank plus Sparse plus Gaussian-noise decomposition (Gomez Gonzalez et al. 2016) proposes a three term decomposition for improving the detectability of point-like sources in ADI data. This first version of our algorithm aims at decomposing ADI cubes into L+S+G (low-rank, sparse and Gaussian noise) terms. Separating the noise from the S component (where the moving planet should stay) allow us to increase the S/N of potential planets.\n", "\n", "\n", "Let's try it out:" ] }, { "cell_type": "code", "execution_count": 118, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Starting time: 2019-07-26 15:40:56\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Annuli = 5\n", "Processing annulus: \n", "1 : in_rad=0, n_segm=4\n", "2 : in_rad=10, n_segm=4\n", "3 : in_rad=20, n_segm=4\n", "4 : in_rad=30, n_segm=4\n", "5 : in_rad=40, n_segm=4\n", "\n", "Running time: 0:00:02.016635\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n" ] } ], "source": [ "fr_llsg = vip.llsg.llsg(cube, angs, fwhm_naco, rank=6, thresh=1, max_iter=20, random_seed=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot it along the full-frame ADI PCA result, after the optimization of the number of PCs:" ] }, { "cell_type": "code", "execution_count": 119, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_frames(fr_llsg)" ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "S/N for the given pixel = 25.193\n", "Integrated flux in FWHM test aperture = 177.370\n", "Mean of background apertures integrated fluxes = -1.983\n", "Std-dev of background apertures integrated fluxes = 6.963\n" ] } ], "source": [ "_ = vip.metrics.snr(fr_llsg, fwhm=fwhm_naco, source_xy=(62,62), verbose=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The compution of the S/N map when the noise has been almost totally supressed becomes problematic (both from a theoretical and computational points of view), but nevertheless let's compute it:" ] }, { "cell_type": "code", "execution_count": 121, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Starting time: 2019-07-26 15:42:33\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "S/N map created using 2 processes\n", "Running time: 0:00:14.640871\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n" ] } ], "source": [ "snrmap_llsg = vip.metrics.snrmap(fr_llsg, fwhm_naco, plot=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Go to the top](#Table-of-contents)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.8. Mosaic with the ADI model PSF subtraction techniques so far" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a look at the final residual frames produced by different algorithms:" ] }, { "cell_type": "code", "execution_count": 124, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_frames((fr_adi, fr_adi_an, fr_fdiff, fr_lstsq, fr_pca2, fr_pca_optlib, fr_pca_auto, fr_nmf, fr_llsg), \n", " rows=3, colorbar=True, label_size=12, label_pad=8, axis=False, versp=0.05, horsp=0.15, \n", " label=('median subtraction', 'annular median subtraction', 'pairwise frdiff', 'least-squares approx', \n", " 'ffPCA 17 PCs','ffPCA 17 PCs + PA thresh', 'annPCA auto PCs + PA thresh', 'ffNMF 20 comps', 'LLSG'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Go to the top](#Table-of-contents)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 5. Detection function" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try the detection module, providing the processed frame, the FWHM in pixels and a PSF (what the planet should look like). Take a look at the help/docstring for an detailed explanation of the function. Depending on the `mode` the results can be different. As a final step a S/N minimum criterion can be checked, with `snr_thresh`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll try a computer vision blob-detection method, the Laplacian of Gaussian filter (http://scikit-image.org/docs/dev/api/skimage.feature.html#skimage.feature.blob_log) on the median subtracted frame and the annular PCA." ] }, { "cell_type": "code", "execution_count": 126, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Blobs found: 4\n", " ycen xcen\n", "------ ------\n", "71.943 \t 71.869\n", "63.370 \t 51.213\n", "54.679 \t 60.082\n", "55.026 \t 52.975\n", "\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "X,Y = (61.9,61.9)\n", "S/N constraint NOT fulfilled (S/N = 2.266)\n", "\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "X,Y = (41.2,53.4)\n", "S/N constraint NOT fulfilled (S/N = 1.886)\n", "\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "X,Y = (50.1,44.7)\n", "S/N constraint NOT fulfilled (S/N = 3.121)\n", "\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "X,Y = (43.0,45.0)\n", "S/N constraint NOT fulfilled (S/N = 0.983)\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n" ] }, { "data": { "image/png": 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" ], "text/plain": [ "Empty DataFrame\n", "Columns: [y, x]\n", "Index: []" ] }, "execution_count": 126, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vip.metrics.detection(fr_adi, fwhm=fwhm_naco, psf=psfn, debug=False, mode='log', snr_thresh=5, \n", " bkg_sigma=5, matched_filter=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Planet *b* is highlighted but with rather small S/N (~2). We can try the frame obtained with the annular PCA:" ] }, { "cell_type": "code", "execution_count": 127, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Blobs found: 2\n", " ycen xcen\n", "------ ------\n", "71.397 \t 71.443\n", "55.973 \t 66.035\n", "\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "X,Y = (61.4,61.4)\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Coords of chosen px (X,Y) = 61.4, 61.4\n", "Flux in a centered 1xFWHM circular aperture = 171.785\n", "Central pixel S/N = 13.797\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Inside a centered 1xFWHM circular aperture:\n", "Mean S/N (shifting the aperture center) = 8.734\n", "Max S/N (shifting the aperture center) = 12.195\n", "stddev S/N (shifting the aperture center) = 2.604\n", "\n", "\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "X,Y = (56.0,46.0)\n", "S/N constraint NOT fulfilled (S/N = 1.119)\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n" ] }, { "data": { "image/png": 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" ], "text/plain": [ " y x\n", "0 61.397496 61.44332" ] }, "execution_count": 127, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vip.metrics.detection(fr_pca_auto, fwhm=fwhm_naco, psf=psfn, bkg_sigma=5, debug=False, mode='log', \n", " snr_thresh=5, plot=True, verbose=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Go to the top](#Table-of-contents)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 6. Generating synthetic planets" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With `VIP` we can we can inject fake companions with an arbitrary flux using the normalized PSF. Other procedures, e.g. the negative fake companion technique and the contrast curve generation, rely on the injection of fake companions." ] }, { "cell_type": "code", "execution_count": 128, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from vip_hci.metrics import cube_inject_companions" ] }, { "cell_type": "code", "execution_count": 129, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Branch 1:\n", "\t(X,Y)=(34.75, 23.59) at 0.83 arcsec (30.50 pxs from center)\n" ] } ], "source": [ "cubefc = cube_inject_companions(cube, psf_template=psfn, angle_list=angs, flevel=400, plsc=pxscale_naco, \n", " rad_dists=[30.5], theta=240, n_branches=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's optimize the S/N with full-frame ADI PCA at the position of the injected companion:" ] }, { "cell_type": "code", "execution_count": 132, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Starting time: 2019-07-26 15:46:44\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "System total memory = 17.180 GB\n", "System available memory = 5.268 GB\n", "Done SVD/PCA with numpy SVD (LAPACK)\n", "Running time: 0:00:00.062613\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Number of steps 31\n", "Optimal number of PCs = 15, for S/N=12.413\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Coords of chosen px (X,Y) = 35.0, 23.0\n", "Flux in a centered 1xFWHM circular aperture = 89.794\n", "Central pixel S/N = 14.439\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Inside a centered 1xFWHM circular aperture:\n", "Mean S/N (shifting the aperture center) = 12.413\n", "Max S/N (shifting the aperture center) = 18.244\n", "stddev S/N (shifting the aperture center) = 4.443\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fr_pca3 = vip.pca.pca(cubefc, angs, fwhm=fwhm_naco, source_xy=(35,23), \n", " mask_center_px=None, ncomp=(1, 61, 2))" ] }, { "cell_type": "code", "execution_count": 134, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_frames(fr_pca3, vmin=-2, colorbar=True, circle=(35, 23))" ] }, { "cell_type": "code", "execution_count": 135, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "S/N for the given pixel = 14.439\n", "Integrated flux in FWHM test aperture = 89.794\n", "Mean of background apertures integrated fluxes = -2.638\n", "Std-dev of background apertures integrated fluxes = 6.325\n" ] } ], "source": [ "_ = vip.metrics.snr(fr_pca3, fwhm=fwhm_naco, source_xy=(35,23), verbose=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Go to the top](#Table-of-contents)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 7. Flux and position estimation with the NEGFC" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`VIP` implements the Negative fake companion technique for point-like sources position and flux estimation. It follows this steps:\n", "\n", "\n", "- Estimate the biased position and flux of the planet from the first reduced image.\n", "- Use the measured off-axis PSF as a template to remove the first estimate from the cleaned data cube.\n", "- Process the cube with PCA.\n", "- Iterate on the position and flux until a well-chosen function of merit is minimized. \n", " \n", "$\\chi^2 = sum(|I_j|),$ where $j \\in {1,...,N}$ and $N$ the total number of pixels contained in a circular aperture. We will take 3xFWHM for the aperture radius to make sure it fits inside the image." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Go to the top](#Table-of-contents)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 7.1. Nelder-Mead based optimization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the funciton `vip.negfc.firstguess` we can obtain a first estimation of the flux and position by running a grid naive minimization and a Nelder-mead based minimization. Initially a naive minimization of the $\\chi^2$ by trying a grid of values for the flux (parameter `f_range`). If the parameter `simplex` is set to *True* then a Nelder-Mead (simplex) minimization is done based on the preliminary guess of the naive minimization. The maximum number of iterations and error can be set with the parameter `simplex_options` as a dicitionary (see `scipy.minimize` function for the Nelder-Mead options)." ] }, { "cell_type": "code", "execution_count": 136, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from vip_hci.negfc import firstguess" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Fisrt we define the position of the sources by examining a flux frame or S/N map. `source_xy` takes a list or array of X,Y pairs like ((x1,y1),(x2,y2)...(x_n,y_n)). Let's take the (approximate) coordinates of the previously injected companion. Also, let's set the # of PCs to 20, which is higher than the optimal value (for full-frame PCA) and leads to a more aggresive reduction:" ] }, { "cell_type": "code", "execution_count": 178, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Starting time: 2019-07-26 16:09:05\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", " Planet 0 \n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "\n", "Planet 0: flux estimation at the position [35,23], running ...\n", "Step | flux | chi2r\n", "1/100 0.000 0.127\n", "2/100 50.505 0.127\n", "3/100 101.010 0.127\n", "4/100 151.515 0.122\n", "5/100 202.020 0.120\n", "6/100 252.525 0.119\n", "7/100 303.030 0.112\n", "8/100 353.535 0.110\n", "9/100 404.040 0.112\n", "10/100 454.545 0.116\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Planet 0: preliminary guess: (r, theta, f)=(30.9, 240.9, 353.5)\n", "Planet 0: Simplex Nelder-Mead minimization, running ...\n", "Planet 0: Success: True, nit: 77, nfev: 191, chi2r: 0.0923788054915499\n", "message: Optimization terminated successfully.\n", "Planet 0: simplex result: (r, theta, f)=(30.622, 240.133, 371.483) at \n", " (X,Y)=(34.75, 23.45)\n", "\n", " ―――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――― \n", "DONE !\n", " ――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Running time: 0:00:22.650508\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n" ] } ], "source": [ "r_0, theta_0, f_0 = firstguess(cubefc, angs, psfn, ncomp=30, plsc=pxscale_naco,\n", " planets_xy_coord=[(35, 23)], fwhm=fwhm_naco, \n", " f_range=None, annulus_width=3, aperture_radius=3,\n", " simplex=True, plot=True, verbose=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Nelder-Mead optimization has found a (close-to-optimal) minimum. The estimated parameters are unfortunately not equal to the original values (radius=30.5, theta=240, flux=400), which reflects the limitations of this heuristic minization procedure (depending on the initial guess the minimization can get trapped in a different local minimum). Moreover, these are point estimates without uncertainties (error bars). We will come back to this questions later on." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Go to the top](#Table-of-contents)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 7.2. Planet subtraction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's use the values obtained with the simplex optimization at try to subtract the planet with the function `vip.negfc.cube_planet_free`." ] }, { "cell_type": "code", "execution_count": 179, "metadata": {}, "outputs": [], "source": [ "from vip_hci.negfc import cube_planet_free" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we define a list with the parameters (r, theta, flux) is each companion that we obtained via the NegFC, in this case one:" ] }, { "cell_type": "code", "execution_count": 180, "metadata": { "collapsed": true }, "outputs": [], "source": [ "plpar_bpicb = [(r_0, theta_0, f_0)]" ] }, { "cell_type": "code", "execution_count": 181, "metadata": {}, "outputs": [], "source": [ "cube_emp = cube_planet_free(plpar_bpicb, cubefc, angs, psfn, pxscale_naco)" ] }, { "cell_type": "code", "execution_count": 182, "metadata": {}, "outputs": [], "source": [ "fr_pca_emp = vip.pca.pca(cube_emp, angs, ncomp=19, verbose=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a look at the PSF of the planet in the full-frame PCA final image and the same PSF in the frame resulting of processing the planet-subtracted cube:" ] }, { "cell_type": "code", "execution_count": 183, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "New shape: (15, 15)\n" ] } ], "source": [ "cropped_frame1 = vip.preproc.frame_crop(fr_pca3, cenxy=(35, 23), size=15)" ] }, { "cell_type": "code", "execution_count": 184, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "New shape: (15, 15)\n" ] } ], "source": [ "cropped_frame2 = vip.preproc.frame_crop(fr_pca_emp, cenxy=(35, 23), size=15)" ] }, { "cell_type": "code", "execution_count": 185, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_frames((fr_pca3, fr_pca_emp), axis=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Inspite of the understimated flux, the subtraction does not leave a noticeable artifact/defect." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Go to the top](#Table-of-contents)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 7.3. NEGFC technique coupled with MCMC" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "MCMC is a more robust way of obtaining the flux and position. It samples the posterior distributions of the parameters and from them we can generate proper error bars. With parameter ``initial_state`` we set the initial first estimation of the planets parameters (r, theta, flux). We can grabe the result of the simplex optimization." ] }, { "cell_type": "code", "execution_count": 187, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from vip_hci.negfc import mcmc_negfc_sampling" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [], "source": [ "init = np.array([30.619, 240.056, 358.064]) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "MCMC is a very CPU intensive procedure. We use the affine invariante sampler from `emcee` which can be run in parallel. At least 100 walkers are needed for convergence on our MCMC chain, but it's a case dependent parameter." ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [], "source": [ "nwalkers, itermin, itermax = (100, 200, 500)" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "----------------------------------------------------------------------\n", "Starting time: 2018-03-14 23:15:54\n", "----------------------------------------------------------------------\n", " MCMC sampler for the NEGFC technique \n", "----------------------------------------------------------------------\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " r_hat = [1.00415119 1.00374326 1.00461943]\n", " r_hat <= threshold = [ True True True] \n", "\n", "... ==> convergence reached\n", "We break the loop because we have reached convergence\n", "Running time: 0:21:37.007073\n", "----------------------------------------------------------------------\n" ] } ], "source": [ "chain = mcmc_negfc_sampling(cubefc, angs, psfn, ncomp=ncomp_fc, plsc=pxscale_naco, \n", " fwhm=fwhm_naco, svd_mode='lapack', annulus_width=3, \n", " aperture_radius=3, initial_state=init, nwalkers=nwalkers, \n", " bounds=None, niteration_min=itermin, rhat_count_threshold=1,\n", " niteration_limit=itermax, check_maxgap=50, nproc=20,\n", " display=True, verbosity=1, save=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Saved results, can be loaded from disk like this:" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "import pickle\n", "\n", "with open('./results/MCMC_results','rb') as fi:\n", " myPickler = pickle.Unpickler(fi)\n", " mcmc_result = myPickler.load()\n", " \n", "print mcmc_result.keys()\n", "\n", "chain = vip.negfc.chain_zero_truncated(mcmc_result['chain'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Go to the top](#Table-of-contents)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 7.3.1. Visualizing the MCMC chain: corner plots and walk plots " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Due to the small number of walkers and iterations convergence was not achieved." ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [], "source": [ "from vip_hci.negfc import show_corner_plot, show_walk_plot" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_corner_plot(chain)\n", "show_walk_plot(chain)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Go to the top](#Table-of-contents)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 7.3.2. Highly probable values and confidence intervals " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For determining the most highly probable value for each model parameter, as well as the 1-sigma confidence interval:" ] }, { "cell_type": "code", "execution_count": 96, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "percentage for r: 69.48226950354612%\n", "percentage for theta: 69.70921985815603%\n", "percentage for flux: 69.68794326241135%\n", "\n", "\n", "Confidence intervals:\n", "r: 30.67055933292905 [-0.2821393746500398,0.1307475150817261]\n", "theta: 239.99866533229192 [-0.1601776469700269,0.1880346290517707]\n", "flux: 386.10415866046395 [-30.302214874376773,27.667239667909257]\n", "\n", "Gaussian fit results:\n", "r: 30.594695369471484 +-0.18326400602191925\n", "theta: 240.0397534824626 +-0.1612041360058565\n", "f: 382.9752887205708 +-30.15118978071996\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from vip_hci.negfc import confidence\n", "\n", "burnin = 0.3\n", "isamples_flat = chain[:, int(chain.shape[1]//(1/burnin)):, :].reshape((-1,3))\n", "\n", "val_max, conf = confidence(isamples_flat, cfd=68, gaussian_fit=True, \n", " verbose=True, save=False, title='fake planet')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The mean and sigma of the posterior distributions of the estimated parameters give us the parameter and its error bar. We can see that, with the MCMC approach, the mean flux value is closer to the true value. Also the true value lies within the 1-sigma error bars. Perhaps with a longer chain (for example setting ``rhat_count_threshold`` to 3) we could obtain even better results." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Go to the top](#Table-of-contents)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 8. Algorithmic throughput" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`VIP` allows to measure the throughput of its algorithms by injectin fake companions. That will give us an idea of how much they subtract or bias the signal from companions as a function of the distance from the center. We'll use `vip.metrics.throughput`. This function requires an empty cube, for avoiding messing up with the throughput curve (due to the presence of a companion). " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, let's create a cube without the real companion (beta Pic b):" ] }, { "cell_type": "code", "execution_count": 188, "metadata": {}, "outputs": [], "source": [ "cube_emp = cube_planet_free([(16.583, 44.721, 700)], cube, angs, psfn=psfn, plsc=pxscale_naco)" ] }, { "cell_type": "code", "execution_count": 189, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_frames(vip.pca.pca(cube_emp, angs, ncomp=20, verbose=False), axis=False)" ] }, { "cell_type": "code", "execution_count": 190, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Starting time: 2019-07-26 16:10:37\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Cube without fake companions processed with pca\n", "Running time: 0:00:00.100743\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Measured annulus-wise noise in resulting frame\n", "Running time: 0:00:00.134676\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Flux in 1xFWHM aperture: 1.000\n", "Fake companions injected in branch 1 (pattern 1/3)\n", "Running time: 0:00:00.325750\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Cube with fake companions processed with pca\n", "Measuring its annulus-wise throughput\n", "Running time: 0:00:00.409095\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Fake companions injected in branch 1 (pattern 2/3)\n", "Running time: 0:00:00.613222\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Cube with fake companions processed with pca\n", "Measuring its annulus-wise throughput\n", "Running time: 0:00:00.701397\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Fake companions injected in branch 1 (pattern 3/3)\n", "Running time: 0:00:00.982051\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Cube with fake companions processed with pca\n", "Measuring its annulus-wise throughput\n", "Running time: 0:00:01.214620\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Finished measuring the throughput in 1 branches\n", "Running time: 0:00:01.231270\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n" ] } ], "source": [ "res_thr = vip.metrics.throughput(cube_emp, angs, psfn, fwhm_naco, pxscale_naco, \n", " ncomp=15, algo=vip.pca.pca, nbranch=1, full_output=True)" ] }, { "cell_type": "code", "execution_count": 191, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'separation in pixels')" ] }, "execution_count": 191, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "figure(figsize=(6,3))\n", "plot(res_thr[2], res_thr[0][0,:], 'o-', alpha=0.5)\n", "ylabel('throughput')\n", "xlabel('separation in pixels')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's compare this with the annular PCA result:" ] }, { "cell_type": "code", "execution_count": 192, "metadata": { "scrolled": false }, "outputs": [], "source": [ "res_thr2 = vip.metrics.throughput(cube_emp, angs, psfn, fwhm_naco, pxscale_naco, \n", " algo=vip.pca.pca_annular, nbranch=1, verbose=False,\n", " full_output=True, ncomp=15, delta_rot=0.5, \n", " svd_mode='lapack', asize=2)" ] }, { "cell_type": "code", "execution_count": 193, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "figure(figsize=(6,3))\n", "plot(res_thr[2], res_thr[0][0,:], 'o-', label='PCA', alpha=0.5)\n", "plot(res_thr2[2], res_thr2[0][0,:], 'o-', label='annular PCA', alpha=0.5)\n", "ylabel('throughput')\n", "xlabel('separation in pixels')\n", "_ = legend(loc='best')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We clearly see the gain in throughput by applying a parallactic angle rejection in our annular PCA processing. Here the `delta_rot` or amount of minimum rotation was decreased due the small number of frames, but increasing it to 1 or 1.5 (with a non temporally sub-sampled cube) will lead to better throughput." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Go to the top](#Table-of-contents)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 9. Contrast curve generation for ADI" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's see how to generate 5-sigma contrast curves for ADI data using `vip.metrics.contrast_curve`. ``algo`` takes any function in ``VIP`` for model PSF subtraction. In the example below, we'll use full-frame PCA. Parameter `starphot` sets the flux of the star: aperture photometry of the off-axis or non-coronagraphic star PSF (we measured it on the unnormalized PSF image)." ] }, { "cell_type": "code", "execution_count": 194, "metadata": { "collapsed": true }, "outputs": [], "source": [ "starphot = 764939.6" ] }, { "cell_type": "code", "execution_count": 196, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Starting time: 2019-07-26 16:11:57\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "ALGO : pca, FWHM = 4.6, # BRANCHES = 1, SIGMA = 5, STARPHOT = 764939.6\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n", "Finished the throughput calculation\n", "Running time: 0:00:00.982519\n", "――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――\n" ] }, { "data": { "image/png": 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\n", 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hcBi/309HRwdZWVmjOh+YS+89CSFASUkJqamppKSkDDg2mve0Y8eO3h7eHitWrODHP/7xKT/PE+Pp/3lu374dv9/PZZddNuA5XV1dLF68uDe+c845Z0BvcU9CO56cTlI/ATxrWdZvgJXAIeA/bNv+2WAPtiwrA+i/QHsumLEVtm2PdawSIz3tpTaLH2qz+KR2i0/RtlvP4wc8d+l1MY5uVAGN+KFpaWkD3q9lWUQiEWzbJhKJYFnWSZ/HYO+3599169Zx00038cc//pFf//rXfOtb3+JPf/oT55xzDpFIhLVr13LVVVedFEdGRsagn/tw57NtG5erb2EZ27axLAuXy3XSewqHwyN+TyceAwZ93ok/Kz3xnHjuns8zHA4D8PTTTzN16tRB3/9gP4OD/nwNEftQ72u0nE5Sq4AbgR8C3wPOBn5iWVbAtu2HB3n8bcBJffFer3dMg5TYsm2btrY2gAHf0mTiUpvFJ7VbfIq23bq6uohEIoTD4d5EJB70JDX9Y+5J5MLhMHPnzmX//v3U1dX19jxu374dr9fL7NmzexO/E8+xaNEiFi1axK233sr555/PI488wrJly1i8eDHvv/8+lZWVg8Yy1Gc31Pl6XjsSifQ+9sSE8MT3OZL3NHfuXF599VU++9nP9p5jw4YNzJ07t/e8LpeLYDA45Ov0jwdMj/GcOXPIyMigrq6O888//6T32fPav/vd7wac47XXXuu9f7DPKBwOE4lEaG1tJRAIDLjP5/MN+pmeitNJagqw0bbt27v3N1uWtQCTuA6WpH4fk9D2yAUOejwePB7P2EYqMdPzjcrj8eg/zjihNotParf4FG27+f1+mpqaSE1NHTCJZqKzLAvLsgbEbFkWKSkppKam8qEPfYhFixaxevVq7rvvPkKhEH/3d3/HypUrWb58+UnnqK2t5b/+67/4xCc+wZQpU9i5cye7d+/mC1/4AqmpqXznO9/h4x//ONOnT+fTn/40KSkpbNmyha1bt/Ld7373pPhOdb6e1+6JFyAlJWXQ99RzbCTv6ZZbbuHaa69l6dKlrFq1it///vc88cQTPPfcc73nraio4KWXXuKCCy4gIyODSZMmDfp59gw7SE1NJT8/n5tvvplvfOMbAJx//vn4fD42bNhATk4Oq1ev5sYbb+S+++7jlltu4W//9m/ZtGkTDz/8cO85Bvv56hnekJubi9vtPqmNo+F0knoE2H7CsR3A1YM92LbtANCbnve86Z4GkfjR02Zqt/ihNotParf4FE27xfP/iUPF3HP8ySef5KabbmLlypWkpKRw+eWX82//9m8D3nPPv9nZ2ezcuZNPfepTNDU1UVZWxle/+lVuuOEGLMvi8ssv5+mnn+af/umf+Jd/+RdcLhdz587l+uuvHzSGU53vxOf03x/svpG+pyuvvJIf//jH3HvvvXzta1+jsrKSBx54gIsvvrj3fP/6r//K17/+df77v/+bqVOnUldXd9JncuLnA/Dd736XkpIS7r77bvbu3Ut+fj5Llizh9ttvx7IsZsyYwW9/+1v+4R/+gfvvv5+zzz6b733ve6xZs2bYthqqLaP9ebScHKtkWdYvgXLbti/od+w+YLlt2+eN4Pl5gLelpUU9qXHEtm28Xq+zvTs9P/dx9ofcKROizWTU1G7xKdp28/v91NbWUllZeVJPloytnsvrPT2ryWi4nz+fz9eTp3ls2x7xtX+ne1LvAzZYlnU78BhmTOqXu28isdfeBPXvQv17sPtP8PEfQ+FMp6MSERGREziapNq2/ZZlWVdixpp+B6gF/l/bth9xMi5JMKEuaNgBR7aA92Df8RkrYPdzMKkSUrT4moiIyETidE8qtm0/DTztdBySYGwbfIdMYnpsO4SDgz+u8zg0vA8l88c3PhERERmW40mqSEwF2uDoeyY57Wg6+f7sIig7E9JzYPtT5tj+16B4nsanioiITCBKUiX+RSLQvAeOvAtNe8CODLw/LR2K50PpIsibYpJR24aDb4LvCLQdg+a9GpsqIglBizeIE8bi505JqsQvvxcOvQ31W8361CfKLze9pkVzTKLan2XB9PPgvd+a/X0blKSKSFzrWfWoo6ODzMxMh6ORZNPR0QEwYPWt06UkVeLT0e2w8xnY8yJUXNB3PCMHSheaXtOsguHPUVRtLv+3N5oJVS37IX/62MYtIjJGegq196zRnpWVlbTlkMZbMpegsm2bjo4Ojh07Rn5+fkwXklCSKvElHII9L5geVDAJqpUCRbOg9EwoqBr5TH3LgunnwI7ueXv7X1eSKiJxrbS0FKA3UZXxE4lEeld2Skb5+fm9P3+xoiRV4kdHM2x/ElqP9h0rWQCzVkF6dnTnLJ4Pta+aoQNNe8y5c0tiE6+IyDizLIuysjKKi4sJBoeoaiIxZ9s2ra2t5ObmJl1PKphL/GOxFK+SVIkPDTvh/adNzVOAlDSovsyMOT2dPwgpqVC+3BT2B9i/ARZcefrxiog4aKj11WVs2LZNIBDA7XYnZZI6VpSkysQWCcOel+DgW33HsgpMIplTHJvXKFsE+/4CXR0mGe5oPvV4VhERERlTyTt4Qia+zhbY/IuBCWrxPFh6XewSVIBUF0w722zbthmbKiIiIo5SkioTU+Nu2LjO1DEFc1l+9odg/ichLSP2rzdlcd95j74Hfl/sX0NERERGTEmqTCyRMHzwAmx9HEIBcywzH5Z8AaYuHbtVoVxumLqkL4YDb47N64iIiMiIKEmVicPvhXceGZggTp4NS78IubEtazGoacvMhCyAI5vNGFURERFxhJJUmRia9sDGB8B7yOynpJrZ+wuuMr2c4yE9G6acZbbDITi0cXxeV0RERE6iJFWcFYnA3pdhy2MQ7DTH3B5Y/DmYVjN2l/eHUn62WRwA4ODGviEHIiIiMq6UpIqzdvwOXvlB335RNdR8EfKmOBOP22MWCACToB5+x5k4REREkpySVHFOaz0c29G3tOnMS+CMq8GV6Wxc08/t68E98Ia59C8iIiLjSkmqOOdgvwlSsy6F6cvH//L+YLILTY8uQFc71G9xNh4REZEkpCRVnNHVZnpRwUyMKlvkbDwnmn5e3/aBN8zYWRERERk3SlLFEWn174DdnfhNWWxWfZpI8sqgoNJsd7ZAww5n4xEREUkySlJl/IWDpB7darZTUk2R/olo+rl92/s2mCVTRUREZFwoSZXxd/Q9rJDfbE+eCxm5zsYzlPzpfVUG2huh6QNn4xEREUkiSlJlfNk2HHyrb7/8bOdiORXLghn9xqaqN1VERGTcKEmV8dW8FzqazLanfHyWOz0dhbMgu8hs+w5Dy35n4xEREUkSSlJlfMVLL2oPyxo4NnX/a87FIiIikkSUpMr4aWuA5loAIm6P6aWMB8XzITPfbDfXgu+Is/GIiIgkASWpMn769aKGSxebVabiQUoKlC/v21dvqoiIyJiLkyxB4l5XOxzdZrZTMwhPnu9sPKNVugjSs8124y5ob3I2HhERkQSnJFXGx+HNEAmZ7bIzIS3D2XhGKzWtbwytbas3VUREZIwpSZWxFw7BobfNtmXBtAlavP9UpizuS66PbgO/19l4REREEpiSVBl7x7aby/0ARbPBne9sPNFKy4BpNWa79hXTOywiIiJjQkmqjK14Kt4/ElOWmN7gigugcbfT0YiIiCQsJakytlr2Qdsxs51XBnlTnY3ndGXk9L2H9kZNoBIRERkjSlJlbB3c2Lc97WzTCxnvimb3bTfuci4OERGRBKYkVcZORzM0fWC2M3Jh8hxn44mVyUpSRURExpqSVBk7BzeaMalgJhylpDobT6xkToKcyWbbdxj8PmfjERERSUBKUmVsBDuh/l2znZpmaqMmkv6X/Js0gUpERCTWlKTK2DjyrqmPClB6JrgynY0n1or6DV3QLH8REZGYU5IqsRcJ902Ysqy+2qKJJKcY3B6zfXyf6TkWERGRmFGSKrHXsBMCrWa7cBZkFTgbz1iwrL5L/nYEmvY4G4+IiEiCUZIqsWXbcPDNvv1E7EXtoVn+IiIiY0ZJqsSW7xD4jpjtnGLIn+FsPGMpb1rfWNvmPRAOOhuPiIhIAlGSKrF1oH8v6rLEKN4/lJQUKKo22+EQHK9zNBwREZFEoiRVYqezpe+yd3o2FM93Np7xMGCWvy75i4iIxIqjSaplWWsty7JPuNU7GZOchkOb+or3T11i6qMmukkVkOoy2427IRJxNBwREZFEMRF6UrcBZf1uC50NR6ISCsCRd8x2ShpMWexsPOMlNQ0Kqsx2sBO8B5yNR0REJEFMhCQ1ZNt2fb9bg9MBSRTqt0Koy2yXLDCX+5PFZBX2FxERibWJcD222rKsw0AAeAO43bbtvYM90LKsDCCj36FcANu2sXsuM8v4syPdE6a622BaTd9l/8Ee3t1eCdNmBVVmgpgdgYb3YeYlCTdhLOHaLEmo3eKT2i3+qM2GF+3n4nSS+gbwBWAXUAJ8C9hgWdYC27abBnn8bcAdJx70er1jGqQML6X5A9JbjgIQzp9BMJQOw7SJbdu0tbUBYCVIMufKKCa1ZR/4Gwgc2Y2dXeJ0SDGViG2WDNRu8UntFn/UZsPz+XxRPc/RJNW27T/0291qWdZrwB5gNfDDQZ7y/ROO5wIHPR4PHo9n7AKV4dW+D+4MqPsLLPs8nKIter5ReTyexPllnn4W+M2cv4xAPUyZfYonxJeEbLMkoHaLT2q3+KM2G160n4nTPakD2LbdblnWVqB6iPsDmGEBQN+btixLPxROaT0KLQcAC+ZfAYUzR3Spu6fNEqbdiqph17Nmu3EXVK10Np4xkHBtliTUbvFJ7RZ/1GZDi/YzmQgTp3p1jzmdBxxxOhYZoUOb+ranLU24sZgjlpELeVPMdnsjdDQ7G4+IiEicc7pO6r2WZa20LKvSsqzlwONAHvCQk3HJCHV1wNFtZjstHUqSo3qYtyPInoY2vB0nLIOqWf4iIiIx4/Tl/mnAo0AR0AC8Dpxj2/Y+R6OSkTnyLkRCZrv0TJOoJriNdc2sW1+LrzNEXmYaa1ZUUlNRYO4smg17XjLbjTth+nLnAhUREYlzTk+c+oyTry+nIRKBw2+bbcsyK0wlOG9HkHXra2luD1LqcVPv9bNufS3Vxbl4slyQVQDZReZyv+8wBNogI8fpsEVEROLShBqTKnGkaTf4u0tKFMw0CVqCa2wP4OsMUepxk+lKpdTjxtcZoqk90Pegou5Z/bZtPiMRERGJipJUic7BjX3b05Y6F8c4KsrOIC8zjXqvn85gmHqvn7zMNAqz+60vUdSv9FTDrvEPUkREJEEoSZXRazsGLfvNdlYhTKp0Np5x4slysWZFJQXZLhpbAxRkm31PlqvvQbml4M4z2y37IBQY/GQiIiIyLKcnTkk86t+LOjW5yk7VVBRQXZxLU3uAwuyMgQkqmM+iaLb5jCJhaNoDJfOdCVZERCSOqSdVRqerA471KztVeoaz8TjAk+WianLOyQlqj6J+a1E07hyfoERERBKMklQZnfotEO5fdipj+McnI890cLnNdtOevs9LRERERkxJqoxcJNK3wlSSlJ2KSkoKFHb3poaDZmyqiIiIjIqSVBm5AWWnqpKi7FTUBszy1yV/ERGR0VKSKiPX04sKZsKUDK2gElK75yU27Ta90CIiIjJiSlJlZNqOwfHuy9ZZBaYnVYaW6ur7jLo6wHfI2XhERETijJJUGZkBvag1SVV2Kmr9L/lrlr+IiMioKEmVUwt2wtH3zHaSlp2KSuEssLp/xRp3m6VSRUREZESUpMqpHelfdmqRyk6NlCsT8qeb7c4WaG9wNh4REZE4oiRVhte/7BRowtRoaZa/iIhIVJSkyvCaPgC/12wXzlTZqdEasPrULufiEBERiTNKUmV4hzb2basXdfTceZBXZrbbjkHncWfjERERiRNKUmVobQ0qOxULA2b573YuDhERkTiiJFWGduJYVJWdis6AJFWX/EVEREZCSaoMLtgJR7ea7VQXlC50Np54ll0EWYVm23sQutqdjUdERCQOKEmVwansVGz1TKCybV3yFxERGQElqXKySAQOv923rwlTp0/jUkVEREZFSaqcrHmPKT4PZrJUdqGz8SSCvCmQkWO2j9dBKOBoOCJwtkQGAAAgAElEQVQiIhOdklQ52cF+Zaem1TgXRyKxrL7e1L0vQdMeZ+MRERGZ4JSkykDtjaanDyBzkspOxdLkOebfigvgyLujfrq3I8iehja8HcEYByYiIjLxpDkdgEwwKjs1dvJnmMS/87j5ItDRPOIVvDbWNbNufS2+zhB5mWmsWVFJTYVW/xIRkcSlntQEc1q9bUE/1G8x26MsO6VevhGwLJhyVt/+kXdG9DRvR5B162tpbg9SlJtBc7vZ12ctIiKJTD2pCeS0e9vqTyg75XKPz+smk9KFUPtniIRNma+KCyF1+F/DxvYAvs4QpR43ma5USj1uGlsDNLUH8GS5xilwERGR8aWe1ARx2r1tkcjJl/rH43WTTXp23wSqYOeIVqAqys4gLzONeq+fzmCYeq+fvMw0CrNVu1ZERBKXktQEMVhvm68zRFP7CEsdDSg7VTnislOn/brJqP8l/8ObT/lwT5aLNSsqKch20dgaoCDb7KsXVUREEpku9yeI/r1tpR439V4/BdmukfW2BTth78tmu+5VWPjp8XndZJU/w0yY6miGlv3Q3nTKLwU1FQVUF+fS1B6gMDtDCaqIiCQ89aQmiKh728JB2Pq4KT0FsOBKKJw59q+bzCwLpizu2z9y6t5UMJ911eQcfbYiIpIU1JOaQEbd2xaJwPanwHvQ7KdnwRlXj7rslHr5olByBux9BSIhqN8KlRedcgKViIhIMlFPaoIZcW+bbcPuZ/vWkU91waJrR1y3M+rXFSM9q6+4f9APDe87G4+IiMgEE3WSalnWTMuyvmtZ1qOWZRV3H7vcsqwFsQtPxsy+9XC4u05nSiqccRXkljobU7Lpf8l/BBOoREREkklUSaplWSuBrcBy4Cogp/uuRcCdsQlNxszhzVD7at/+3I9q+VMneKZBdpHZ9h6EtgZn4xEREZlAou1JvRv4lm3blwFd/Y6/BJx72lHJ2GnYBbue7duftQpK1PntiJMmUI1sBSoREZFkEG2SuhB4YpDjDcDICmzK+Gs5YCZK2bbZLz/b3MQ5JQsgpXvCVP1WU21BREREok5SW4CyQY4vBg5FH46MmfZGeO9xM5scTHI08xJnYxJwZULxPLMdCsCxHc7GIyIiMkFEm6T+ErjHsqxSwAZSLMtaAdwLPByr4CRG/D5491dmFjmYFaXmfnTUpaZkjGgClYiIyEmiTVL/D7Af02uaA2wH/gxsAL4bm9AkJoKdsOXXEGg1+7mlpmB/SqqzcUmfvCmQM9ls+w5D61Fn4xEREZkAokpSbdsO2rb9WaAauAb4HDDXtu3P27YdjmWAchrCQXjvt32rSWVOMkuepmnJ0glFE6hEREROclrF/G3b3mvb9uPAb4Fsy7ImxSYsOW2RCOz4nZksBaZ4/KJrICNn+OeJM0rOMAsqABx9D0Jdwz9eREQkwUVbJ/VHlmV9qXs7FXgFeBs4YFnWRbELT6Ji27D7T6bcFJjkZ+E1Ua8mJeMgLQOK55vtUBcc2+5sPCIiIg6Ltif1U8C73dsfB6qAucCPgLtiEJecjn3r+ybgWClmNam8wYoxyISiCVQiIiK9ok1Si4D67u2/Ah6zbXsX8HNMDdVRsyzrNsuybMuyfhRlTAJmqVOtJhWf8sogt8Rst9aD74iz8YiIiDgo2iT1KDC/+1L/5cDz3cezgFFPnLIsaxnwZWBLlPEIQONu2PVHqOtOUmdeAqVnOBuTjI4mUImIiADRJ6kPAI8B72HqpD7XfXw58P5oTmRZVg7wCPA3wPEo45Fgp5koZdtQcQGUL4Ppy52OSkareD6kpZvto9tMgX8REZEklBbNk2zbXmtZ1ntAOfAb27Z7/icNA3eP8nT/Dvx/tm0/b1nWt4Z7oGVZGUD/+km53fFg9yz1mazS3DD/Ctj2BBTOgqpL+pY/nWB62ivp22wwqekmUT28GcJdJlHt37vqELVZfFK7xSe1W/xRmw0v2s8lqiS1+wUfH+TYQ6M5h2VZnwGWAMtG+JTbgDtOPOj1ekfzsokrtRBr1hXY7kng8zkdzZBs26atrQ0AS6tencTKmUmG/3UAIns20JVV6fjqYGqz+KR2i09qt/ijNhueL8qcZMRJqmVZfw/8l23b/u7tIdm2/ZMRnK8c+DHwIdu2/SMM4/vAD/vt5wIHPR4PHo9nhKdIcHHwOfR8o/J4PPplHozHA0cqofUwhH1kprRD3lRHQ1KbxSe1W3xSu8Uftdnwov1MRtOT+g+YsaP+7u2h2MApk1RgKVAMbOoXfCpwoWVZXwUyTly9qntYQe8gvZ7nWZalH4o409NmarchTF0M73fP7j/yLnimORsParN4pXaLT2q3+KM2G9qYJ6m2bVcOtn0aXuDkclUPYCZe3aPlVSWpFc+HD14wE6eObYeZq8DldjoqERGRcXNay6ICWN1G+zzbtltt236v/w1oB5q6t0WSV6rLLJUKEA6ZCVQiIiJJJOok1bKsL1iWtRXoBDoty9piWdbnYxeaSJIbsALV2xO2WoOIiMhYiGp2v2VZXwf+GfgpsB6wgBXA/7Usq8i27fuiOa9t2xdF8zyRhJQz2YxF9R6E9kbzb36501GJiIiMi2hLUN0E3Gjb9sP9jj1lWdY2YC0QVZIqIieYcpZJTsGsQKUkVUREkkS0l/vLgA2DHN/QfZ+IxMLkuX0Tpo69b1YWExERSQLRJqkfANcMcvxaYHf04YjIAKkuKOkughEJQf1WZ+MREREZJ9Fe7r8D+LVlWRdixqTawPnAKgZPXkUkWlPOgoNvme3D78C0ZY6vQCUiIjLWoupJtW37t8ByoAm4ArgKaATOtm37idiFJyJkF0H+dLO9/Ulo2uNsPCIiIuMg2p5UbNveBHw2hrGIyFCmLoWW/VBxAXzwHEyaYYYCiIiIJKhR9aRalhWxLCt8iltorIIVSVqT5/T1pna2wL7B5i2KiIgkjtH2pF45zH3nYUpTabCcSKxZFsz+MGxcB5EwHHjDrEiVXeh0ZCIiImNiVEmqbdtPnXjMsqy5wPeBjwOPAN+OTWgiMkB2EZQvN72okTDs+iOc9f9oEpWIiCSk01kWdYplWT8DtmCS3bNs215t2/b+mEUnIgPNOA8y8812y344+p6z8YiIiIyRUSeplmV5LMu6B1MrdQGwyrbtj9u2rf8tRU7B2xFkT0Mb3o5gdCdIdUH1h/r297yoAv8iIpKQRnW537KsW4FvAvXAXw92+V9EBrexrpl162vxdYbIy0xjzYpKaioKRn+iwplQPNesQNXVAXtfhjkfiXm8IiIiThrtxKm7gU5ML+pqy7JWD/Yg27avOt3ARBKJtyPIuvW1NLcHKfW4qff6Wbe+luriXDxZUZSSmrkKmvdCqMsU+C9dCJ5psQ9cRETEIaO93P8w8BjQDHiHuYlIP43tAXydIUo9bjJdqZR63Pg6QzS1B6I7oTsPKlf27e/6o5lMJSIikiBGO7v/ujGKQyShFWVnkJeZRr3X39uTWpDtojA7I/qTTlkC9Vug9Si0NcDBjTB9eeyCFhERcVDUs/tFZOQ8WS7WrKikINtFY2uAgmyzH9Wl/h4pKTD78r4SVHWvgl8XMkREJDFEvSyqiIxOTUUB1cW5NLUHKMzOOL0EtUfeFJiyGA69DeEg7H4OFn7q9M8rIiLiMPWkiowjT5aLqsk5sUlQe1SuhPRss92429xERETinJJUkXjncsOsVX37u/9kZv2LiIjEMSWpIomgeD5MqjDbfh/sW+9oOCIiIqdLSapIIrAsmP1hSOkeZn7gTTPjX0REJE4pSRVJFFkFMP0cs21HTO1U23Y2JhERkSgpSRVJJNPPNckqgPegqaMqIiISh5SkiiSS1DSo/lDf/p4XoavDuXhERESipCRVJNEUVELJfLMd9MPel/B2BNnT0Ia3I+hsbCIiIiOkYv4iiWjmKmjaA6EAh3e8wX+8DnWhIvIy01izopKaigKnIzwlb0eQxvYARbFa+EBEROKKklSRRJSRA1Ur8W/7A5sPHKcqvJ72sqs54guybn0t1cW5Ezrx21jXzLr1tfg6Q3GVWIuISOzocr9IoipbjC99MoFghCmuduZ2bac0LwNfZ4im9oDT0Q3J22ES6eb2IEW5GTS3m30NVRARSS7qSRVJVCkpuOf/FelbttHmD7Gq/Wdku5bhz5pCsdcGdwVkF0PKxPqu2tgewNcZotTjJtOVSqnHTWNrgKb2wITu/RURkdhSkiqSwPKKy5m99GJ2b3qRLcGFTErrYnGJl5wDL8EBIC0d8qaCpxw80yBvCqQ6mwgWZWeQl5lGvddPqcdNvddPQbaLwuwMR+MSEZHxpSRVJMHNPu8KppROoePI++R1HcNthfruDHVBc625AaSkQm6pSVh7EldX5rjG68lysWZFJevW19LYGqAg2+yrF1VEJLkoSRVJdJZFzszl5MxcDpEItDeA94C5tRyArva+x0bC4D1kbrxhjmUXQdFsyJ0NeMYl5JqKAqqLc2lqD1Co2f0iIklJSapIMklJgdwSc5tWY5ZN7TxuVqfyHjSJa0fzwOe0N8K2J8iYei5UnQfly031gDHmyXIpORURSWJKUkWSmWWZZVSzCqBskTkWaAPfIdPL6j0Abceg4nwsfwAOvAGH3oayM2H6cnCPT8+qiIgkHyWpIjJQRg5MnmNuAH4v7H8Du/Z1sx8JwaFNcOQdKF0I08+BzEnOxSsiIglJSaqIDM/tgerLCOQvwO17Hw6/DeGQGb96+B04ssUswzr9PMgudDpaERFJEEpSRWRk0rNh5iUw/Vw4+BYc2miqA9gRqH8Pjm4zva8zVkBOsdPRiohInFOSKiKjk54FVSvNBKpDG03CGvSbSVjH3je3omqTrOaVOR2tiIjEKSWpIhIdlxsqzodpy+DwZjOpqqvD3Ne429wKqqDqIlNNQEREZBQm1nqIIhJ/0jLM5KlzvgKzLh1Ynqp5L/z2S6ZSgIiIyCgoSZVe3o4gexra8HYEnQ5F4lGqC8qXwfIbYfaH+8pTzVgBWx8D3xFn4xMRkbiiy/0CwMa6Ztatr8XXGSIvM401KyqpqShwOiyJR6lpMHUJlC6C9x43S66GumDLr+Csz0HOZKcjFBGROKCeVMHbEWTd+lqa24MU5WbQ3G721aMqpyU1Dc64GvLLzX7QD+8+evKKViIiIoNwNEm1LOtGy7K2WJbl6769ZlnWR5yMKRk1tgfwdYYo9bjJdKVS6nHj6wzR1B5wOjSJd6kuWPjpvln+Xe0mUe1scTYuERGZ8JzuST0I/CNQ0317EXjKsqwFjkaVZIqyM8jLTKPe66czGKbe6ycvM43C7AynQ5NEkJYBi67tu8zv95lENdDqbFwiIjKhOZqk2rb9e9u2n7Fte1f37f8AbcA5TsaVbDxZLtasqKQg20Vja4CCbLPvyXI5HZpMAD0T6nz+UPQncWXCmX8NWd0rUnW2wLu/Mj2rIiIig5gwE6csy0oFPg1kA68N8ZgMoH/3Xi6AbdvYtj3mMSaypTMmMas4h6a2AIU5GXgyXWP2mfa0l9ps4ttY18wDG+rwdgTJSoO/uchiWbQT6lxZcOa1sPkR8LdAe4NJVM/8a5PESszpdy0+qd3ij9pseNF+Lo4nqZZlLcQkpW5ML+qVtm1vH+LhtwF3nHjQ6/WOXYBJpjAd6OrA2zV2r2HbNm1tbQBYljV2LySnxecP8V+vfEBLR5DinHQOt3Tys5d3U/qRWeS5o//TYVV+lPTtj2EF2sC/n8ibD9E19yozLEBiSr9r8UntFn/UZsPz+XxRPc/xJBXYCZwF5ANXAw9ZlrVyiET1+8AP++3nAgc9Hg8ej2fsI5WY6PlG5fF49Ms8gTV2tdERgqmFOWSmpQLQErAJpmTg8eSc4tnD8Hgg94umRzXYDsHjZB54DhZeYyZaSczody0+qd3ij9pseNF+Jo4nqbZtdwEfdO9utCxrGfA14G8HeWwA6J1y3vOmLcvSD0Wc6WkztdvENTnHjSfTRb03QKkng2NtXUz2ZFGU4z79dssugrP+Gt55xJSmajkA254wJatSHf+zlFD0uxaf1G7xR202tGg/E6dn9w/GYuC4UxFxQP8JdQ2tAfKzXHzxvIrYTajLKTaz/tPSzX7zXtjxFEQip3VarZwmIpIYHO2ysCzre8AfgAOYS/efAS4CLncwLBHpVlNRQHVxLo1tflyRAOUlMV6FLG+KqaO65dcQDkHDLnj/9zD345Ay+u/QWjlNRCRxON2TWgL8AjMu9QVgOXC5bdvPORqViPTyZLmompwT1WSpEfVq5k83l/lTzLhXjm6H3c/CKGeDauU0EZHE4mhPqm3bX3Ly9UVk7IyqV7OgChZcCe/9L9gROPwOpLhg1ioY4VimwVZOa2wN0NQeUM1fEZE45HRPqogkoKh6NYuqYd7H+5LSg2/Bjt9DW8OIXlMrp4mIJBYlqSISc4P1avo6QzS1B4Z/Ysl8mPORvv03/i+89d/wzi+hcfewk6q0cpqISGJRrRcRibn+vZqlHjf1Xj8F2a6R9WqWnWn+/eB5qLjAbB/fZ26Z+TB1KZQuApf7pKf2TPRqag9QmJ2hBFVEJI4pSRWRmOvp1Vy3vja6Xs2yM2HyXKjfCoc2QUezOd7ZAh+8ALV/Nonq1KWQXXjSays5FRGJf0pSRWRMnHavZloGTKsxiWjzXjNGtbnW3BcOmuT10CYz6WpajflXRbRFRBKGklQRGTMx6dW0LCicaW7tjSYxrd9i6qqCSWCb90JWYfdQgDNMgisiInFNSaqIxI/sIpj9Yai8EI5sMQmr32vu62iC3X+C2pfNcIHycyAjx9FwRUQkeprdLyLxx5UJ05fD8hvMQgD50/vuC3XBqz+ETQ+A77BzMYqIyGlRT6qIxK+UFJg829xaj5qe1aPbTFWAQBtsfgTm/hWULHA60gnJ2xGksT1AkSohiMgEpCRVRBJDbolJSCsvhO1PQssBiIRg+++g7RhUXaSJVf2MakUwEREH6HK/iCSWjBw4869hyll9x/a/Du/9FkKnWEwgSUS1IpiIyDhTkioiiSclFWZfDtWXgdX9Z65xN7z9MHQedza2CSDqFcFERMaRklQRSUyWZeqnLvp0X0mq9kbY9JBZvSqJ9V8RrDMYpt7rJy8zbWQrgomIjBMlqSKS2AqqYOl1po4qQLAT3v0VHHrb0bCc1LMiWEG2K7oVwURExoEmTolI4ssqgCVfgO1PmcL/dgR2PWt6VmetMsMDksxprwgmIjLG1JMqIsnB5YaFn4byZX3HDm2CLb82vatJyJPlompyjhJUEZmQlKSKSPJISYFZl5pSVT29p8f3mXGq7Y3OxiYiIgMoSRWR5FN2pilTlZ5l9juPw9sPQdMeZ+MSEZFeSlJFJDnll5sJVTnFZj/UBVt/A/vfANt2NDQREVGSKiLJzO2BxZ+HyXPMvm3DC3fClsd0+V9ExGFKUkUkuaWlw4IroeJ8s19xgakA8NbPYfdzSTupaix5O4LsaWjTClciMiyVoBIRsSyovABySuCD58DvM2WqDm6Eo9vMfWWLzcQrAUyi2dgeoGiU5as21jWzbn0tvs4QeZlprFlRSU1FwRhGmpyibR+RiURJqohIj8mzoaASDrwB+1+DcMj0pO76kyn+P+tSc3+SizbR9HYEWbe+lub2IKUeN/VeP+vW11JdnKtEKob0RUAShZJUEZH+Ul3m0n/pQtj7Mhzdbo63N5qVqoqqYeYlZoGAZGHbEApAVzs+73H++OJmCjtamZudSlNzkFee38rcC2eR4+5ONC0LsE7abm3ppMi7l6qsDLooBs8kGlsDNLUHlKTGiL4ISCJRkioiMhi3B+Z/EqYuhQ+eB98Rc7xxtxmzOq0GZqyAtDhe7z4Sga426Grv/rdnu3s/0G8/EgIg1NHF/OPHyMpIY3bDO+zKOosOb4jg7n2QlT7syxUFwywPHaWzMcJZ4a08l7GKfM+ZFGYtHo93mxQa2wP4OkOUetxkulIp9bjH9YuAhhlILClJFREZjmcaLFkNR98zPauBNoiETamq+q1QuRJKF8XPeFXbBu8BqH8PGt43CXjFBSN+epYrlQxXCm3+ELuyzqLNHyIzPYVM16mXlnW7UllcPonNB46zJbiQ6SmNfDL/bTzbGmD6OVA8PymXqI2louwM8jLTqPf6e3tSC7JdFGaP/ZcpDTOQWFOSKiJyKpZlLv8XzYH9G+DAW6ZnsasDdv4BDnePV82f7nSkQ2tvMon20W3g9/YdP1WC6sqE9GzIyIX0bNzp2VTlR/jte8fxBiCnMI2rF0/FPdXTXV+2u8Zsb61Ze8D2FNsmb2E7/n0byQl7cbtSzVCKHU/D3leg/Gyz2EI891A7yJPlYs2KStatr6WxNUBBttkf615NDTOQsaAkVURkpNLSoeoik0TteQkadprjrUdh8yNQPNf0rE6U8apd7aQe2Qwf7IPWIyffn+qCSRW9Cai55XTfuvcH6dmcNxNuOiNIU3uAwigu6+YAOTPPgaYPzAQ17yFzR6AVPngB6v4CU5fA1BrIyBn9+05yNRUFVBfnRt0+0XB6mIEkJiWpIiLdRjyeLnMSnHEVHN9nLpe3HTPH3/yZSVxLFpjxqk4kq+GgSf7q34PmPbg6O8GdwYCJTJMqofQMKKw2iXcUPFmu00s+LMtMQiuqhpYDpqJC425zXygA+16DA2+aHuzy5RMn8Y8Tp90+o+TkMANJXEpSRUSIcjzdpBmw9ItQ/y6dO1+is3g5WV0h3PXdl9XHK1m1bWjZb16zYYdZ4tXc0feY3BIoOcOM+5xovZP55ebW3miS1aPbzLjfSBgOvwNH3jXJbPk54JnqdLSJLRLB13CQlpYmJmVnkpudaXrcU9L6bv33LfPlx6lhBpLYlKSKSNI7rfF0KSls7JrBwwfPZbJvG2dE3mf5tCym5Gea3syxSlYjEWg9bHofj203CxCcKCOXUOEiMqrOhpzi2L32WMkugrkfNeNkD22Ew5tNwm3b0LDL3PLLzf2TZjgdbeLw+0zFiuO1HNy7g3drj1DVtpmtOYtZXD7J/CwPJSUNUtMgxUVNShoLKix8ZJM19Qxyp02wL0MSd5SkikjSO53xdL0JbqdFSlENv22Zzd6mPXwlv5lMuhOsWCWroS44XttdBmuPmbgFUPdq3wSoVBdMnmsu53vKCflaIdsT3es5xZ1natFOPw+OvAMH3zJVFcAMDXjyK7DyFqi4MH6qKkwk4aDpeW+uNT9P7Y0A+INh3q09SmdXhH15S+n0h9h84DgF2elmgttgIqHu8mR+ADKBzLqnoOsC2P8cFM2G4gVmEQxVbpBRUpIqIknvdMbTnZjgFuXnsbl1PkfmzaIqsNNcvg76o09W/V4zxrTxA2jZZy6Bn6hypUkCShaYpCC1O7G27ZMfG09cblOaamoNHNtmyn51NJnFFva9ZhKt+Z80NW1laLYN7Q19SWnLgd66t/11BMO0hdLo9JTT5C4mmBWktcPPkoKplOWkdSekQfMzGA52b4fMymw994VDfV+YwiGzGMbR7aZKRPE88zOaN7V3mIDIcJSkikjSO53xdEMmuHl5kHWeWQzg0KaRJ6u2Da310LTb9Jj2TMo6UarLJKaF1VA408zET1SpaaaiQukiM5lq78tgR0xVgI3rYO7HzJhV6RPsNElp92X83p7oE1kW5E2BSZWkZU3nz8eP0dQRpjTdTX2nn4JJLrLmL4KRji3tqcN7dLsZHx3098Vz6G1zy8w3Y6NLFpghHiJDsOw4/qZtWVYe4G1pacHj0TfpeGHbNl6vF4/Hg6Vv03EhWdrM2xFdWaURTboKBQYmqz0sy/xnXTgLjteZXtOhEoqMXJOMFc6C/BkmeRtGwrab9xBsf2pgvddpy0x5sFN8JvEg6nbrbDFfbBp3gfcg1L4yeB1cdx4UVJkqD5NmmF7ObjEtyB8JmyT56HvmSsAgvbfklpjhAMXz8EYy43a1qoT9XYsRn8/Xk6d5bNseZAD94JSkyrjTL3P8UZud2ogT3KGS1f7jSvvLLe1LTHNKTrpMOlzZrERst973m2Hj2f9cX61aMAnP/CvivlzViNvNtqHtaF9iOmSve5r5UjOp0iSnWQXDXm6P9svasEIB01bHtpsvYyfkHoe8fp4/ksFOuwJf3iyuO39WXK1WlYi/a7GkJFVJatzQL3P8UZuNgaGS1ZQ0U2C/cKZJTN15Q57iVL1eidZuJ73f8yqoSa+DD17s66VLS4fZH4GS+Sc9P17WlR+23SIR8O7vS0wHq+oAppZvUbVJSj3lE6uHOdAGx3aYcca+I/iDYV5430zYOiu8ldddyziWt4AvffrquPm/PdF+12It2iR1Av3UiogkkbQMmNE9ZvXIFgh4wTPdJKgjKLCfbMtQDvp+N9RRfeUiPEumwfYnoaPZVEDY/pSZZDbr0t5JZHG9rnxvVYddZjhI/y81/eWVmYlzRbMhq3DiTk7KyIHyZebW0UzTro00bXuRYncndSlLKIqEyPJuIrzhCMxcBtNq4r53XKKjJFVExElpGeY/61FKtmUoh32/k0vMogq7nzWT0sAsAuA9CAuuxGt54i+hD/nhSJ3pMT1eN/h4zpRUcxm/aJaZQDdMr/uElVVAzuyLef29AqzWwyxL+4Bs316yXClkpdrmasPht02v8LSzwTNt4ibfEnNKUkVE4lCyLUN5yveblg7zPm6Stt3PmvJH7Y2w6QF8RRfg62DiJ/ShgOktPbaDjCM7IN0FdX8ZOFY5LR0KZpre0oIqU6YrznmyXKw5v4p16y2e7yyhZPIS/raqGXdkryl11X8xh7wpUH42FM1RjdwkoCRVRCQOJdsylCN+v2WLTCKz/Uloa4BwiMkHn+fCSDZ/bllKUX7exEroQ13mEv6x7aZkVCQE2FiRiLm/4gJzebxotulNzJ+RkEXxayoKqC7OHThhK9hpesQPbeyreOE7DNueNLVxpy0z7Z02AXSSarMAABswSURBVNpRxoQmTsm40wDz+KM2m7iGm4mdiO024pnn4SB88IJZWhU43NLJXw6H2WrNJSUzjyvPmcdZs6aPqCcy5hOuwkFo2tOdmO4xvb792Nj4bRfu8sVYxfNM0p0g7ReVSNh8VgfeMF88+kvLgCmLzdhuB4c7JOLvWixpdr+S1LihX+b4ozYbW2M161zthplFvvMZCHXhD4ax617Fqrigb5nPtHTIyDM3d56pRdu7ncem+iA/f+3g6U+4CodMzdCGHWacaTh48mPSs2HyXOziuXjtXDz5+cnbboOxbTM+98Cb5rPsxx+yacmdSdb0JeSVzRr3pF6/a8PT7H4RkTgU17PO40HxPFNrdtuTuFvrofqigfeHuiDU2Lt+fX/+YJj694+yIujCle3h+LEI259xMb9mBlkZLrBSTTJkpZhL8FZK963fdkqKuVTdtNu81olcmTB5ronTU24eb9vg9Z782GRnWWaVtYJK06N68E04uo3DzW1sPnCcqrZn2JSzmEUzp1M+72woXaiqAHHO0STVsqzbgKuAuUAnsAH4pm3bO4d9oohIAki2MlKOyZwES1ab+qKdx01t0YAPAq3d261DrmUfCEYozAgz2/ciu7LOoqMzRKAhTFbWqcuE9TpxoQaX20z8KZ4L+RVDTgDydgZpau+a8HVdHZEzGeZ+FG/peTz2m8eZHGxjX95SOv0htuzZz2RXAPe+DZBfbpbTnTx3RKXdZGJxuid1JfDvwFvdsdwF/MmyrPm2bbc7GpmIyBhLtjJSjkpJMTVoJ1WcfJ9tQ7CjL2EN+MDvJaO1hY5922nzt2JnLabdHyQzPYVM1ygnLlVcYBKkojmmx3RSxSknP20+6OM37+5RD/spNAZdbLQWUTx1MeWRwxS27cRq20dnMGyGdLQcMLfdfzKJatki02OtS/JxwdEk1bbty/vvW5b1Rf7/9u49zs6qvvf455uZTCYzyWRyJYGQKyEJEENMKgKJRLlU0UPlRVWs7RHh4AusFVuqPXipF/D6sqJFUNuCEcUWju3R2lYBOWoVEOWWBAhBMDeSyX2umcnMZGadP9azmZ2dPbed2bfM9/16rdeevfd69l7P88ve+e31rLUe2AusBP47s76kcUD6NL6JyetQzmNrR5tUvByz8uGY5cfU2qpkWaWOtGWVqphSWzUix9pxG4axNbFMnPnKQzXA4vq1fOuRrTR3dDOpvpL3nDuHcXMnEUIvhN44qSf1d9bHeuJp/4mz4tXEUgaISVN7F9/77S5auwIz6/t62E+bMYFJ4/3jJV3qM7SrpYveSafyGNOZNf21XLIIQuNz0H4gVuzpgt0bYqmuj0MBZi6LqwSMAH/WBpbrcSl2T2qm1L+Wg/08fxPwicwHmz12p6yEEGhri8uJeIB5eXDM8udty6fzvcd30dB4iLrqSt62fDp0tdOcZfjicDlux2/R5Ar+94VzaWzvZnLNWOqqK2lu68hSc0xSMqQOe+vQTw5u3d9O46FOTqqrpiL0MHX8GPa3drBt9wHmThmfy26c0DI/Q5etmEvPjDqap5+F2nZTse9ZKvZvRj3Jh+rwHmjaQ9j8EL11p9Iz40x6Jy985epkufBnbWAtLUOeK3WUkpndrxjVHwKTQwhr+qmTrSf15cbGRs/uLyOeBVl+HLP8au7o5kBbJ1MnjBvRnjLHrTw1tXfx4fueOqondUptFZ+9fJl7Uvsx6GeopzteKGH3BmjcBmTkPtt/Def+OcxaDhNOGvb7+7M2sJaWFurr66GMZ/d/DXgVsLq/CiGETqAzdT/1D0GS/1GUmVTMHLfy4ZjlT31NFfXDmYgzDI5bceWyvFh9TRV/8gcn83/W72N/axdTaqu4+vz5efs3ciIY9DNUWQUzz4rlcDPs3hhLR1N8fs65sPPJWOpmxWR1xhmDXiggFd+ptVX+rA0g12NSEkmqpNuAy4DXhRBeLnZ7zMzMjtfxLC+2YnYdKxbM5OChrsEvXGDDUz0J5q2GuedD8w5o2BDXr01dVKGlIZYXH4qJ6qzlWS+okBnfty2fztphnNXN1/rIJ5JiL0El4DbgcmBtCGFLMdtjZmY2EkZiebFJ48e69zSfJKifE8tpF8HeZ+NlWNv2xud7uqFhfSwTpsOss+GkM2Hs+Czx7eB7j+9ixYKZQ4qZ10cemmL3pN4O/AnwR0CrpNS0yuYQQraR6WZmZiXPy4uVmbHV8dKqp6yMvagN62PSmroAQ9s++N2D8NLPYPpimsYtoqW9+6j4NjQe4kBb56BJqtdHHrpiJ6nXJ7c/z3j8PcC6grbEzMxshEyrHZcsL3Y4bXmxsUytHXiMo5WAulmxLHxDHAbQsB6ad8bneo/Anmc5qXsDl3V18MzeBXRPPZ3drRXUVVcydcLg8fUPmKEr9jqpHl1sZmYnnEk1Y7n6/Pnc9fAW9rd2MqU23ncSUnr6HRtaWRXHo85aHntSG9bDno3QfZjqsRWsPrmC2h1Ps2Drt3i2bjWL5y1mUvN40FwYX9/v+/kHzNAVuyfVzMzshLRq3hQWzZjIgUOdnvxUooY8NnTCdFh0ESxYC/s3Q8N6TmYbU2qr6Oi+mPljK6BnKzzfAChOzkqNd62fc1TS6h8wQ+ck1czMLE8m1Yx18lGichobWlEZJ0+ddCa0H6R67yaqm7YTmnfQ2d7dVy99mSuISWpa0uofMEPjJNXMzMxGneMeG1ozBeadD5wPPd107tzMuJ7GuKxV8844fjWloymWhg3x/vh6JtXPYVL9XKiYCzhJzcZJqpmZmY06Izo2dEwloW42TDozLm3VcwRad0HT9niFq5Zd2ZPWR2+HeWugZipMngv1c2Nva1XNyO1oGXOSamZmZqNOXseGVlT2nd6ftzomrS07Y9LatD3+3dsTE1SA9gOx7HwyJrm102PSOnk+TJo96JWvTlROUs3MzGxUKtjY0IrKJOmcG+/3dMdEtXEbNG2La7OG3vhcCPGCAm17YcdvQWPiklj1yfZ1p0DF6Bge4CTVzMzMRq2iTG6rGAuT58UCcKQTml+Gxq0xaW3bG5NViMlr885Ytj0CYyph0il9SevEWTCmorDtLxAnqWZmZmbFVDkOpi6MBaCrPU7ASvW0HtrfV7f3CDz13ThUYAsx4a2f05e0TjgpDhnIot81YUuUk1QzMzOzUlJVA9MXxwLQ2do3Catxa99YVohDBw68FAvES7ymEtb6eXEVAmnoa8KWECepZmZmZqVs3MRX1mdtbu/m4IE9TOvezcTDybjWrkN9dbsPw77NsQCMm8Chmtk88EQnh7unMW3ytKGtCVsCnKSamZmZlYFje0PXsGrpZXFlgMZt0LQ19rh2H+7bqLONzsYNLGnay6vHVdLdXMfLFXN4ru1kDrSd7iTVzMzMzHI34BWyaqdB7TSYvRJ6e+HQ3r7xrE3bqRnbw7ixY2g7fISzD/2CzoplvLFqA7Oe/z20ngnTl8LEmf2OZS0WJ6lmZmZmJW7IV8gaMyYmnBNnwpxzoLeH6pZdLKzbyG+eeoqnO8YwvhJWnDqZ8T1tsP2xWMZPhhlLYsI6YUZJJKxOUs3MzMxKXM5XyBpTAfWnsuS1pzLrVRdzsLmJaR3bmNj6YuxtTa3P2tEI2x6NpWYKTF8CM5bGCwsUKWF1kmpmZmZW4kbiCllxTdjpwHRgVVzqav9m2Pt8HBqQWpu1/WBck3XbI3EYwfQltEw8jX1hYkGXr3KSamZmZlYGRvwKWVU1cPKKWLoOxRUB9m6Ka7SmEtZD+9m180Ge2nEf+3rr6Bg/kwtWLeeMxUugZlocXpAnTlLNzMzMykTerpBVVQunvDqWzrZkGatNHN6/jad2NNLR1cvqnl/y9JFlbHn4BRYcOInq6nHxilcTZ0HdyXEcbHX9iA0PcJJqZmZmZn3GTYgrBcxeya6dDfzmhftZMnEnW3urmNDTS3vnETq6e6geewSadsSSMnZ8krDO6rvNkZNUMzMzM8tq6uRp7KtfxuZDSzhlcgWdB3cxb1ITfzirFrr2QUfT0Rt0dxx9BSyg43Bu6aaTVDMzMzPLKn3C1p62I9RNms3a89dQm7qkatchaN0NLbugtSHedne8sv2upg4e/t2enN7bSaqZmZmZ9WvACVtVtTB1YSwQJ1wdboKWBg7t38FDm35Ld3duY1SdpJqZmZnZgIY8YUuKFwYYP5ndY+Zwf1U9dbMOA98c9nvmb90AMzMzMxu1Uhcg2NN6JKftnaSamZmZ2YhLjWedXJPbiXsnqWZmZmaWF6vmTeET/+OsnLZ1kmpmZmZmeZPrxQecpJqZmZlZyXGSamZmZmYlx0mqmZmZmZUcJ6lmZmZmVnKcpJqZmZlZyXGSamZmZmYlx0mqmZmZmZUcJ6lmZmZmVnJyu05ViWlpaUFSsZthQxRCeCVmjlt5cMzKk+NWnhy38uOYDaylpSWn7RRCGOGmFI6kecCWIjfDzMzMzAY3O4Swc6iVy70n9WByOxtoLWZDbFgmAi/juJUTx6w8OW7lyXErP47Z4CYCu4azQbknqSmtIYTc+pKt4NJOhThuZcIxK0+OW3ly3MqPYzYkwz4unjhlZmZmZiXHSaqZmZmZlZxyT1I7gU8lt1Y+HLfy45iVJ8etPDlu5ccxy4Oynt1vZmZmZiemcu9JNTMzM7MTkJNUMzMzMys5TlLNzMzMrOQ4STUzMzOzklPySaqk90naIumwpCckrRmk/hWSnpPUmdxeXqi2Wp/hxE3StZJ+KakxKT+V9JpCtteG/1lL2+5KSUHSD/LdRjtWDt+R9ZJul9SQbLNJ0qWFaq9FOcTtg5I2S+qQtEPSrZKqC9Xe0U7S6yT9SNKu5PvurUPY5oIktocl/V7SdYVo64mkpJNUSe8AvgJ8BlgB/BL4saQ5/dQ/F7gX+A6wPLm9T9I5hWmxwfDjBqwF/hl4PXAusB14QNIp+W+tQU4xS203F/hSUt8KLIfvyCrgQWAe8MfAYuBaYMjX0rbjl0Pc3gV8nrjE0VLgGuAdwOcK0mADqAXWA+8fSmVJ84H/IsZ2BfBZ4O8lXZG3Fp6ASnoJKkmPAU+GEK5Pe2wT8IMQwk1Z6t8L1IUQ3pT22E+AxhDCOwvRZht+3LJsXwE0Au8PIdydv5ZaSi4xS+L0C+BbwBqgPoQwaO+CjZwcviOvAz4ELAkhdBeupZYuh7h9DVgaQrgw7bG/A14TQhjSGQ8bOZICcHkIod+zR5K+AFwWQlia9tg3gOUhhHML0MwTQsn2pCa/+FcCD2Q89QBwXj+bnZul/v0D1LcRlmPcMtUAY4GDI9g068dxxOxvgX0hhDvz1TbrX45xuwx4FLhd0h5Jz0j6SPKDwwogx7j9CliZGgYlaQFwKfCf+WqnHbf+8pFVksYWoT1lqbLYDRjANKAC2JPx+B5gZj/bzBxmfRt5ucQt0+eJpx9/OoLtsv4NO2aSzieecjw7v02zAeTyWVsAvAG4h5jkLAJuJ/5f8On8NNMyDDtuIYR/kTQd+JUkEeP19RDC5/PaUjse/eUjlcR/Aw0Fb1EZKuUkNSVzPIKyPHY89S0/coqDpA8D7wTWhhAO56Nh1q8hxUzSROC7wLUhhP2FaJgNaDiftTHAXuC9IYQe4AlJJxOHADhJLawhx03SWuCjwPuAx4DTgK9Kaggh3JzPRtpxyRbjbI9bP0o5Sd0P9HDsL8sZHPvrJGX3MOvbyMslbgBI+mvgI8BFIYQN+WmeZTHcmC0kTrz5UezUAZKhQ5KOAItDCC/lpaWWLpfPWgPQnSSoKZuAmZKqQghdI99My5BL3G4GvhNC+Kfk/kZJtcA/SPpMCKE3P02149BfPnIEOFD45pSnkh2TmnxZPgFcnPHUxcAj/Wz2aJb6lwxQ30ZYjnFD0oeAjwNvDCE8nr8WWqYcYvY8sIx4qj9V/h34WfL3jrw11l6R42ftYeA0Senf/acDDU5QCyPHuNUAmYloD7FnTsdWtxLQXz7yuCctDkMIoWQLcYmNLuBq4rIbtwJtwNzk+buBz6XVP4/4K+VvgCXJbTdwTrH3ZTSVHOL2YaATuIL4yzNVJhR7X0ZLGW7Msmy/jjgzuej7MppKDp+1U4FW4DZicvpmYu/dR4u9L6Op5BC3TwItwJXAfGLy8yJwb7H3ZbQUYAJ9P8oD8JfJ33OS5z8H3J1Wfz5wCPhyEuOrk5hfUex9KadSyqf7CSHcK2kqcRbxLOAZ4NIQwrakyhzSfl2GEB6RdCVwC/H0yEvAO0IIjxW25aPbcONGHGdVBXw/46U+RfxytjzLIWZWAnL4jtwh6RJiUrSBOEHxq8AXCtrwUS6Hz9stxMToFuAUYB/wI+I4VSuMVcSzRSlfTm6/DVxFjOMr69yGELYkF8m4FfhzYBfwgRDCvxaktSeIkl4n1czMzMxGp5Idk2pmZmZmo5eTVDMzMzMrOU5SzczMzKzkOEk1MzMzs5LjJNXMzMzMSo6TVDMzMzMrOU5SzczMzKzkOEk1MzMzs5LjJNXMyoKkrZI+WOx2lANJayUFSfV5fp+fJ+8TJJ2dz/fKt+TfVyjEcTOzoXGSamYDknSepB5JPyl2W+xYSaL4lYyHHyFeprG5AE34R/ou7VnO/gC4otiNMLM+TlLNbDBXA7cBqyXNGaxyqZJUIalsvvMkjc112xBCVwhhdyjMda/bk/c6kusLSKoayQblIoSwDzhY7HaYWZ+y+cI2s8KTVAu8Hfg68B/AVRnPp04rXyjpcUntkh6RtDij3sck7ZXUKumfJH1e0tNpzx/TGyjpB5LWDdC2v5K0UdIhSTsk3SFpQtrzV0lqkvQWSc8BncDcLK8zWdI9kvZJ6pD0O0nvSXv+FEn3SmqUdEDSDyXNS3t+XdLWTyT72CLpm+mJl6Q3SvpV0p4Dkv5D0sK05+clx/HtybE4DPyppKmS/lnSy8mx3SjpnenvDVwA3JB2qnpettP9kq6Q9KykzuTU9o0Zx2GrpI9IuiuJ03ZJ7+3v+A8QlwpJd0rakhzPzZJuyKiTOmY3SdoFvJA8Pk7SF5N4diaxuGYk4pTUuTrtGDRI+tpw98/MCsdJqpkN5B3A5hDCZuC7wHskKUu9zwA3AquAI8BdqSckvQv4KPA3wEpgO3D9CLStF/gAcBbwbuANwBcz6tQANwH/CzgT2JvldW4GzgDeBCxN2rY/aXsN8DOgDXgdsDr5+ycZvX8XJtu+HngncDnwibTna4EvE08pX5i0/f9m6dn9AvD3yWvdD1QDTwBvSfbzH4DvSDonqX8D8Ch9p9xnATsyd1DSSuA+4F+AZcAngZslXZVR9UbgcWAFcAfwdUlLshyzgYwBXib+uDkD+DTwWUlvz6iXOmYXJ/sHcDdwJTGuS4HriMcbjjNOkq4Hbicew2XAZcCLw9w3MyukEIKLi4tL1gI8DNyQ/F0J7AMuSnt+LRCAC9MeuzR5rDq5/2vgaxmv+yvg6bT7Pwe+klHnB8C6tPtbgQ8O0Na3AfvT7l+VtGP5IPv478Bd/Tx3NfA8oLTHqoB24JLk/jrgAFCTVuc6oBUY08/rTk/adlZyf15y/4YhxOQ/gS8NcuxScalP7t8DPJBR54vAsxnH9ztp9wXsAa4boC3HvHc/9W4Hvp92fx2wG6hKe+z0pM0X9fMaxxunncAtg7TzqOPm4uJS3OKeVDPLKjll/xpi7xshjjm8l5gQZNqQ9ndDcjsjuV0M/Cajfub9XNr3ekkPStopqZXYCzdVcYhCSldG27L5OnClpKeTU83npT23EjgNaJXUJqmNOG6xGliYVm99CKE97f6jwATg1KStCyV9T9LvJbUAW5J6mWN8H8/YxwpJH5W0ITmF3QZckmW7wSwl/uBI9zCwSFJF2mOvHKsQQiAmkjMYJknXKQ7/2Je0+dosbd4YQuhKu3820AP8op+XzTlOkmYAJwMPDXdfzKx4KovdADMrWdcQvyN2pp3hF9AtaXIIoTGtbnfa36nJOmOyPJb+Oul6szzW78QhSXOB/wK+AXycmJCsBu7M2K4jSbb6FUL4cfJ6bwYuAh6SdHsI4a+TfXgCeFeWTfcN9Lqpl09uf0Q8DX8tsCt53WeIvX3pDmXcvxH4S+CDwMbk+a9k2W4wYvAYwNFxJNlmWJ0ZyWn9W4ltf5TYo/wh4JyMqpn72jHQ6x5nnHqHsw9mVhrck2pmx5BUCfxPYqJxdlpZDmwjezLQn83EHtl0qzLu7yOOp0y9fwVxDGZ/VhET6BtDCL8OIbxA7CnLSQhhXwhhXQjhT4kJYWrC0JPAImBvCOHFjJK+vNNySePT7r+WOCbyZUlTiT2Zt4QQHgohbAImD7Fpa4AfhhC+G0JYD/w+aU+6LqDimC2P9hwxiU93HvBCCKFniG0ZqjXAIyGEO0IIT4UQXuToXuf+bCT+n3RBfxVyjVMIoZU4nOHC49gvMyswJ6lmls1biInUnSGEZ9IL8H1iL+tQ3QZcI+ndkhZJ+hjwKo7u2ft/wJslvTmZqHMHMNCC6i8Rk9S/kLRA0p8Rx4EOm6RPS/ojSadJOpO475uSp+8hTs75oaQ1kuZLukDSVyXNTnuZKuBOSWdIehPwKeI43F6gkThm9b3Je7yBOIlqKF4ELlZcq3Yp8E1gZkadrcA5irP6p2WZjAXwd8CFkj4u6XRJ7wbeD3xpiO0YjheBVZL+MHmvm4kTxgYUQtgKfBu4S9Jbk2O9NjXhagTi9EngRkkfSP4dvlrSX4zonpvZiHKSambZXAP8NKO3MOVfgbMlvXooLxRCuAf4HDEhehKYT5w4czit2l3EBOVu4pjELcTZ2v295tPAXxFXDHiG2LN701Dak0VX0r4NwH8Tx0VembxPO3G2+Hbg34hJ0V3AeKAl7TUeAn6XbH8f8fT+J5PX6E1eb2XS1luJp7+H4mbiMbufOElpN3FCWbovJW1+jtgjfcx41RDCk8TZ9lcmbfg08LchhHVDbMdwfIN4rO4FHgOmEn90DMX1xB9BdxAnQv0jcWUEOM44hRC+Tex9fR/wLHFJtcxeaTMrIRpkuJaZ2YiT9CCwO4TwZ8Vuy/FSXKu0PoTw1mK3pdAk/Zy4SsMJcblaSWuJP44mhxCaitwcs1HPPalmlleSahQX3j9T0hJJnyJOfPl2sdtmI+J9yYz6ZcVuyPGQ9Czw42K3w8z6eHa/meVbIK6d+jFgHHEi1RUhhJ8WtVU2Et5FPKUO8VR7ObuUvpUhWgaqaGaF4dP9ZmZmZlZyfLrfzMzMzEqOk1QzMzMzKzlOUs3MzMys5DhJNTMzM7OS4yTVzMzMzEqOk1QzMzMzKzlOUs3MzMys5DhJNTMzM7OS8/8Bv+HPjLRe+n4AAAAASUVORK5CYII=\n", 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\n", 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llFJKKb+kiaxSSimllPJLmsgqpZRSSim/1GL6yCqllGoYEaGsrIzy8nJvh6KcRISSkhKKioq0v6WfaOl1ZrPZCAwMbPTPromsUkqpGpWUlHD8+HEKCgq8HYqqwuFwkJGR4e0wVD209DoLCwsjMTERu93eaPvURFYppVS1HA4HKSkp2Gw22rVrh91ub5EtSb5IRCgvL8dms2md+ImWXGeu1ui0tDRSUlLo2rUrAQGN07vVrxJZY8xDwLPAayJyt7fjUUqp5qykpASHw0FSUhJhYWHeDkdV0JKTIn/V0ussNDSUoKAgfv75Z0pKSggJCWmU/frNzV7GmF8CtwLbvB2Lqr/8fDh2zPqplPIvjdVyopRq2c7H3xK/aJE1xkQA7wEzgEe9HI6qpz17YOlSyMqCVq3gqqugRw9vR6WUUkopf+cXiSzwJrBCRD4zxtSayBpjgoHgCosiwGrSF5HzGGLzl58P2dkQHQ3h4day8nIoLISioso/Xc8zM2HRIutnTAykp1tJ7e23n9lHdVz1pXXmP7TO/FNt9eZapvXq27Ru/E9LrbPa/qY0tEx8PpE1xkwBBgK/9HCTh4CZVRfm5OSQnZ3dmKG1KPv2BfDhh0GkpARgt0OfPuXExkJJSe3bZWcbjh8PJDLSQUmJleAePiwcPlxMYmLNJ62IkJeXB9Ai+xL5I60z/1Rbvbn6yJaXl+vQW/V08803k52dzaJFi2pc58svv2T06NGkpaXRqlWrOveZmppK165d+f777+nfvz8Oh6MxQ+btt99m4cKFfPzxx4263/OtvuXoieLiYnr27MnChQsZNGhQo+wTaPQ68zfl5eU4HA5yc3MpLi6u9F5OTk6D9unTiawxJgl4DbhcRIo83Ow54M8VXicCe6KiooiOjm7sEFuE/Hz4+GPYuROioiAjAzZvhksvhdDQ2rcNCLC2KSgAux1ycqB1a0hKCq6zRRbQOan9iNaZf6qt3oqKisjIyMBms2Gz2bwRXoOcOnWKxx57jFWrVnHy5EliYmJITk5m5syZDB06tElieP311xERd7ldeumlJCcn8+qrr7rXueSSSzh27BixsbEe/c506tSJY8eO0aZNG2w2mzuBO3369DkncMXFxTz55JO8//77leo6JyeHl156iSVLlnDw4EHCwsLo0qUL11xzDTNmzCAmJuacjtsY6luOnggLC+OPf/wjjzzyCJ9++mmj7NPFn36XGpvNZiMgIIDIyMizbvbKzc1t0D59OpEFBgHxwOYKJ6cNGGGMuR0IFpFKzQQiUgy403xjTKTzp/5zbaCcnDNJrN1udRHIz4egIEhMtJLZkBDrZ8Xnrp9jxljdCzZsgMhI6NDBSmwjImo/rqvOtN78h9aZf6qp3lyvG6NOS8pLKC4rJjgwGLut8caQrM4111xDaWkp8+fPp0uXLpw8eZLPP/+czMzMJjs3q0ssq5ZjcHAwiYmJHu8zMDDQvX7Fy7CNUT+LFy8mIiKCESNGuJedPn2aSy65hJycHJ5++mkGDRqE3W5n//79LFiwgPfff5/bbrvtnI7bGOpbjp664YYb+J//+R/27NlDz549z3l/VeusJartb0qDy6Ri/yhfewCRQJ8qj++BfwB9PNxHe0AOHTokqmG2bhW5+mqR0aNFrr9e5O67RZ5/XiQvz/N95OWJfP65yOuvi7z1lsjixSIOR83rOxwOyczMFEdtKymfonXmn2qrt8LCQtm1a5cUFhae0zHS8tNkbcpaWbFvhaxNWStp+WnntL/aZGZmCiBr166tdb2srCyZMWOGxMXFSWRkpFx66aWydetW9/szZ86U5ORkeeedd6Rjx44SFRUlkydPlpycHPc6CxculD59+khISIjExsbKZZddJnnOP4zTpk2T8ePHu58DlR4pKSmyZs0aASQzM1OysrIkJCREPv7440pxLlq0SMLCwiQ3N1dSUlIEkC1btsjBgwfP2ue0adNk/vz5EhsbK0VFRZX2M2HCBLnxxhtrLI8rr7xS7rvvvkrLfve730l4eLgcOXKk2m0qnjP/+Mc/ZNCgQRIRESFt27aV6667Tk6ePOl+f+7cuRIdHV1p+yVLloiVhli2bt0qo0aNkoiICImMjJSBAwfK999/LyIiqamp8h//8R/SqlUrCQsLk169esmKFStERCqVo4hIenq6TJkyRdq3by+hoaHSp08fWbBgQaVjjxw5Uu644w65//77JSYmRtq2bSszZ8486zOOGjVKHnvssRrLrT4cDoeUlpa26L+Rtf1NOXz4sOtcbi/1yBV9ukVWRHKBHRWXGWPygQwR2VH9VqoxFRTA1q3Qv7/1MyoKEhJg/Pjab9aqKjwcRo2C06etR1oa7N2roxco5W92p+2m1FHq8fql5aX8eOJH8kvziQ6J5kDRAQ6cPkByQjJBtiCP9xMUEETPuLpbxSIiIoiIiGDp0qUMGTKE4ODgs9YREcaNG0dsbCwrV64kOjqat956i8suu4x9+/YRGxsLwIEDB1i6dCnLly8nMzOTSZMm8fzzz/PMM89w/PhxrrvuOl588UWuvvpqcnNzWbduXbU3rLz22mvs27ePPn368NRTTwEQFxdHamqqe53o6GjGjRvHe++9xxVXXOFevmDBAsaPH09ERATp6enu5UlJSfzzn/9k0qRJ7N27l6ioKEJDQ7Hb7dx5550sW7aMa6+9FoD09HSWL1/OqlWraiy3devWMXXqVPdrh8PBhx9+yA033ED79u2r3aZiC1pJSQlPP/003bt359SpU9xzzz1Mnz6dlStX1njMqqZOncqAAQP461//is1mY+vWrQQFWefIbbfdRklJCV999RXh4eHs2rWLiBou6xUVFTFo0CAeeOABoqKiWLFiBTfeeCNdunTh4osvdq83f/587r33XjZu3MiGDRuYPn06w4YNY8yYMe51Bg8ezLp16zz+DKrp+XQiq7zv66+huNhKXm++GQYOrDxqQX0EBMCvfgXLl1uvv/sOunSxuisopfxDqaOU0nLPE9n8knxyS3KJtEcSQADhQeHkluSSX5JPuL0Bf0jqEBgYyLx585gxYwZ/+9vfGDhwICNHjmTKlCn069cPgDVr1rB9+3ZOnTrlTnRffvllli5dyr/+9S9uvfVWwErm5s2bR2RkJAA33ngjn3/+uTuRLSsrY8KECXTs2BGAvn37VhtTdHQ0drudsLAwEhISaox96tSp3HTTTRQUFBAWFkZOTg4rVqyo9oYxm83mTrjj4+MrdWW4/vrrmTt3rjuRfe+99+jQoQOjRo2q9rhZWVlkZWXRrl0797K0tDSysrLo3r17pXUHDRrE3r17Abjyyit5//33AevmNpcuXbrw+uuvM3jwYPLy8mpMOKs6dOgQ999/Pz2cLRxdu3at9N7EiRPdZdylS5ca99O+fXvuu+8+9+s77riDVatWsXDhwkqJbL9+/Zg5c6b7WLNnz+bzzz+vlMi2b9++0hcO5Xv8bpRrERklOqtXkzh4EFy/vyEhMHo0tGvXsCTWpV07K3kFa3iuTZvOOUylVBMKCggiyOb5I9weTqQ9kvzSfBw4yC/NJ9IeSbg9vF77CQrwvPV24sSJHDt2jGXLljF27FjWrl3LwIEDmTdvHgCbN28mLy+P1q1bu1twIyIiSElJ4cCBA+79dOrUyZ3EAiQmJnLq1CkAkpOTueyyy+jbty/XXnstc+bMITMz85zKdty4cQQGBrJs2TIAFi1aRGRkJJdffnm99jNjxgxWr17N0aNHAZg7dy7Tp0+vsQ9iYWEhQLUzLVXdZsmSJWzdupWxY8e6twPYsmUL48ePp2PHjkRGRrqT5kOHDnkc97333sstt9zC6NGjef755yvVxZ133smf/vQnhg0bxsyZM9m2rea5kcrLy3nmmWfo16+fu45Xr159ViyuLzYuFevXJTQ0lIKCAo8/g2p62iKrqlVUZLXGulxyiZXMNoYhQ+DQISgrs24i69nTuoFMKeX7PLm8X1XHVh3ZeWon+aX5dIzuSO/43rQJa3MeojsjJCSEMWPGMGbMGB5//HFuueUWZs6cyfTp03E4HCQmJrJ27dqztqvYsum6rO1ijHEPn2Sz2fj000/55ptvWL16NW+88QaPPPIIGzdupHPnzg2K2W63c80117BgwQKmTJnCggULmDx5MoGB9ftXPWDAAJKTk3nnnXcYO3Ys27dv56OPPqpx/datW2OMqZSIx8XF0apVK/bs2VNp3QsuuACAyMhIsrKyAMjPz+fyyy/n8ssv59133yUuLo5Dhw4xduxYSpxjNAYEBJzV7aK0tHLL/hNPPMH111/PihUr+Pjjj5k5cyYffPABV199Nbfccgtjx45lxYoVrF69mueee45Zs2Zxxx13nPV5Zs2axSuvvMKrr75K3759CQ8P5+6773bH4lJb/bqcPn2auLi4GstOeZ/ftciqprF+vZXMAnTufKYVtTFERFh9bgFErGMppZqvNmFtGJo0lOEXDGdo0tDznsRWp1evXuQ758geOHAgJ06cIDAwkIsuuqjSo00bz2MzxjBs2DCefPJJtmzZgt1uZ8mSJdWua7fbPRqLd+rUqaxatYqdO3eyZs2aSv1Wq3IlYtXt95ZbbmHu3Lm8/fbbjB49mqSkpBr3Y7fb6dWrF7t27XIvCwgIYNKkSbz77rvult2a7Nmzh/T0dJ5//nmGDx9Ojx49zmrZjIuLIzc3110HAFu3bj1rX926deOee+5h9erVTJgwgblz57rfS0pK4ve//z2LFy/mj3/8I3PmzKk2nnXr1jF+/HhuuOEGkpOT6dKlCz/99FOtn6EmO3bsYMCAAQ3aVjUNTWTVWVJTwXVFJzjYao1tbMnJ1lBcAMeOQUpK4x9DKeU77DY7kcGR533orYyMDH7961/z7rvvsm3bNlJSUli4cCEvvvgi48ePB2D06NEMHTqUq666ik8++YTU1FS++eYbHn30UTZ52N9p48aNPPvss2zatIlDhw6xePFi0tLSahymqVOnTmzcuJHU1FTS09NrHBh/5MiRtG3blqlTp9KpUyeGDBlSYwwdO3bEGMPy5ctJS0tzT2wBVkJ89OhR5syZU6n/ak3Gjh3L1xUvwwHPPvss7du35+KLL+btt99m27ZtHDhwgCVLlrBhwwb3eKgXXHABdrudN954g4MHD7Js2TKefvrpSvu6+OKLCQsL4+GHH3YP3+Xq6gFW94bbb7+dtWvX8vPPP7N+/Xq+//57d3nefffdfPLJJ6SkpPDDDz/wxRdf1FjWF110kbu1fPfu3fzud7/jxIkTdZZBddatW1fvrh2qaWkiqyopLoaKN2gOG1b3pAcNYbNBxXHJN2ywuhoopdS5iIiI4OKLL+aVV15hxIgR9OnTh8cee4wZM2Ywe/ZswGpJXblyJSNGjODmm2+mW7duTJkyhdTUVNq2bevRcaKiovjqq6/47W9/S7du3Xj00UeZNWsWv/nNb6pd/7777sNms9GrVy/3pffqGGO47rrr+PHHH2ttjQXrRqQnnniCBx98kLZt23L77bdXim/ixIlERERw1VVX1fl5ZsyYwcqVKyvNgNm6dWu+++47brrpJl566SUGDx5M3759eeKJJ5g8ebK7RTQuLo558+axcOFCevXqxfPPP8/LL79caf+xsbG8++67rFy5kr59+/L+++/zxBNPuN+32WxkZGRw00030a1bNyZNmsRvfvMbnnzyScBqdb7tttvo2bMnV1xxBd27d+cvf/lLtZ/lscceY+DAgYwdO5ZRo0aRkJDgURlUtWHDBrKzs7nmmmvqva1qOqa6oUKaE2NMe+DIoUOHar20oixr1oDrCkzHjjB27Pk93sqVcOSI9XzgQPjFL6znIkJ2drbOEuVHtM78U231VlRUREpKCp07d672RiDlPSJCeXk5Nputxt+3MWPG0LNnT15//XWP9jlp0iQGDBjAQw891Jih+q1rr72WAQMG8PDDDzfK/jyps+autr8pR44cceVpHUSk9v4sFWiLrHI7dOhMEmu3n58uBVX96lfWsFwAP/4IDZyhTimllNPp06f54IMP+OKLL+o189ZLL73k8VBZzV1xcTHJycncc8893g5F1UFHLVAAlJTAV1+deT106LkNs+WpVq2gTx/Ytg3Ky61dqB1gAAAgAElEQVQuBtodSSmlGm7gwIFkZmbywgsvnDUObG06duxY7SgALVFwcDCPPvqot8NQHtBEVgHw7bfWLF4AHTpAPf72nbOBA62W4MJC60azI0egholklFJK1UEH8FctiXYtUBw5Aq6hAoOCYMSIpj2+3Q4VJlvhm2+ghht6lVJKKaXcNJFt4UpLK3cpGDLEGue1qXXtCvHx1vOsLGuiBKWUUkqp2mgi28Jt3AiuoQfbtbNm2fIGY6yhvlw2b7a6GiillFJK1UQT2Rbs2DFwTeQSGAgjR3o3nrg46NHDel5SAps3axdupZRSStVME9kWqqyscpeCwYPPzLTlTYMHW31mAfbvD6DKLIdKKaWUUm6ayLZQ330HOTnW84QE6N3bu/G4hIScmRQBYP16aOZzdiillFKqgTSRbYEOHoSvv7amo7XZrC4FvjTJSK9eEBNjPU9Lg337vBuPUkrV1/Tp0+ucFnXt2rUYY8jKyvJon6mpqRhj2Lp1a2OEeJa///3vXO7Fgbw9KTPVOIwxLF26tFH3+ctf/pLFixc36j49oYlsC7NjBzzyCHzxhTUdbZs2EB3t7agqCwiofOPXxo1Wn1mllPLEqVOn+N3vfscFF1xAcHAwCQkJjB07lg0bNjRZDK+99hrz5s1zvx41ahR33313pXV+9atfcfz4caI9/COclJTE8ePH6dOnDwBffvklAQEBHifCtSkuLubxxx/nsccecy/Lz8/ngQceoEuXLoSEhBAXF8eoUaNYvny5e51OnTrx6quvnvPxz5cnnniC/v3717ne+f6S4C01ff7jx4/zm9/8plGP9dhjj/Hggw/iaOLxMzWRbUHy8+Evf4H0dIiKssZq3b3bWu5r2rWDTp2sX4bsbFi1yjfjVEp5Jj/fusG0KX6PJ06cyI8//sj8+fPZt28fy5YtY9SoUZw+ffr8H9wpOjqaVq1a1bqO3W4nISEB4+ElMZvNRkJCAoGBjX8j7KJFi4iIiGD48OHuZb///e9ZunQps2fPZs+ePaxatYqJEyeSkZHR6MdvyUpLS89aVl5efl4TwoSEBIKDgxt1n+PGjSM7O5tPPvmkUfdbJxFp1g+gPSCHDh2Slm7vXpErrhC59lqRG28UefZZkQceEDl61NuRnc3hcMjhw5ny9NMOufpqK+7HHxfZvdvbkamaOBwOyczMFIfD4e1QVD3UVm+FhYWya9cuKSwsPKdj7N4t8txz1t+b5547v7/HmZmZAsjatWtrXS8rK0tmzJghcXFxEhkZKZdeeqls3brV/f7MmTMlOTlZ3nnnHenYsaNERUXJ5MmTJScnx73OwoULpU+fPhISEiKxsbFy2WWXSV5enoiITJs2TcaPH+9+DlR6pKSkyJo1awSQzMxMycrKkpCQEPn4448rxblo0SIJCwuT3NxcSUlJEUC2bNkiBw8ePGuf06ZNk/nz50tsbKwUFRVV2s+ECRPkxhtvrLE8rrzySrnvvvsqLYuOjpZ58+bVuM3IkSPPiqFi2VX0yiuvSMeOHd2vy8rK5J577pHo6GiJjY2V+++/X2666SZ3mYlY5+YLL7wgnTt3lpCQEOnXr58sXLjQ/b6r/D777DMZNGiQhIaGytChQ2XPnj0iIjJ37tyz4ps7d261n6XqeiNHjqzxc+/YsUN++9vfSmRkpERERMgll1wi+/fvFxGR8vJyefLJJ6V9+/Zit9slOTnZXacOh0N++uknAeTDDz+UkSNHSnBwsLz99tsyd+5ciY6Olo8++kh69uwpNptNDh48KCIib7/9tvTo0UOCg4Ole/fu8uabb1aK5/DhwzJ58mSJiYmRsLAwGTRokHz77be1fn5AlixZ4t7Htm3b5NJLL3WfyzNmzJDc3Fz3+67z+aWXXpKEhASJjY2VP/zhD1JSUlIplunTp9d6ntX2N+Xw4cOuONtLPfI8Hd+oBWnfHvr3h23boGNHyMiwhrzyta4FLsbAyZOQm2v1md25E/79b0hKgvBwb0enVMu0eHH9xnguKoJPPz3ze7x9O2zdCmPGWDd3eio0FCZMqHu9iIgIIiIiWLp0KUOGDKm21UlEGDduHLGxsaxcuZLo6GjeeustLrvsMvbt20dsbCwABw4cYOnSpSxfvpzMzEwmTZrE888/zzPPPMPx48e57rrrePHFF7n66qvJzc1l3bp1rgaUSl577TX27dtHnz59eOqppwCIi4urNJVsdHQ048aN47333uOKK65wL1+wYAHjx48nIiKC9PR09/KkpCT++c9/MmnSJPbu3UtUVBShoaHY7XbuvPNOli1bxrXXXgtAeno6y5cvZ9WqVTWW27p165g6dWqlZQkJCaxcuZIJEyYQWc2wNosXLyY5OZlbb72VGTNm1Ljv6syaNYu3336bv//97/Tq1YtZs2axZMkSfv3rX7vXefTRR1m8eDF//etf6dq1K1999RU33HADcXFxjKwwXuQjjzzCrFmziIuL4/e//z0333wz69evZ/LkyezYsYNVq1bx2Wefucu5Ot999x2DBw/ms88+o3fv3thdw+dUcfToUUaMGMGoUaP44osviIqKYv369ZSVlQFWXc+aNYu33nqLAQMG8Pbbb/Of//mf7Ny5k4suusi9nwceeIBZs2Yxd+5cgoODWb16NQUFBTz33HP83//9H61btyY+Pp45c+Ywc+ZMZs+ezYABA9iyZQszZswgPDycadOmkZeXx8iRI2nfvj3Lli0jISGBH374AYfD4fHnLygo4IorrmDIkCF8//33nDp1iltuuYXbb7+9UveYNWvWkJiYyJo1a9i/fz+TJ0+mf//+lep+8ODBvPjii3VVf6PSRLYFCQ+HadOsf0TZ2RAbC+PH+25SmJNjCA2Ftm2t1yUlcPy4FbuvxqxUc1dYWL/uAVlZ1iMqynodHm69zsiAOq68N0hgYCDz5s1jxowZ/O1vf2PgwIGMHDmSKVOm0K9fP8D6h7x9+3ZOnTrlTnRffvllli5dyr/+9S9uvfVWABwOB/PmzXMncTfeeCOff/65O5EtKytjwoQJdOzYEYC+fftWG1N0dDR2u52wsDASEhJqjH3q1KncdNNNFBQUEBYWRk5ODitWrGDRokVnrWuz2dwJd3x8fKVuDNdffz1z5851J7LvvfceHTp0YNSoUdUeNysri6ysLNq1a1dp+f/+7/8ydepUWrduTXJyMpdccgnXXHMNw5w3McTGxmKz2YiMjKz1c1Xn1Vdf5aGHHmLixIkA/O1vf6t0STo/P58///nPfPHFFwwdOhSALl268PXXX/PWW29VSmSfeeYZ9+sHH3yQcePGUVRURGhoKBEREQQGBtYZX1xcHACtW7eudd0333yT6OhoPvjgA4KCggDo1q2b+/2XX36ZBx54gClTpgDwwgsvsGbNGl599VVmz57tXu/uu+9mQpVvZqWlpfzlL38hOTnZvezpp59m1qxZ7nU7d+7Mrl27eOutt5g2bRoLFiwgLS2N77//3n0+VEyYPfn87733HoWFhbzzzjuEO/+5zp49myuvvJIXXniBts5/wjExMcyePRubzUaPHj0YN24cn3/+eaVEtn379hw6dAiHw0FAQNP0XtU+si1Mjx5w113W4/bbz0xA4IuiooSYGOvmr5ISyMy0/on6aguyUi1BaKiVjHr6aN3aSlhdyW9+vvW6dev67Sc01PMYJ06cyLFjx1i2bBljx45l7dq1DBw40N26tHnzZvLy8mjdurW7BTciIoKUlBQOHDjg3k+nTp0qtUQmJiZyyjm4dXJyMpdddhl9+/bl2muvZc6cOWRmZp5T2Y4bN47AwECWLVsGWP1WIyMj6z2SwIwZM1i9ejVHjx4FYO7cuUyfPr3GvriFzib2kCpN5CNGjODgwYN8/vnnTJw4kZ07dzJ8+HCefvrp+n60SrKzszl+/Lg7QQXrC8gvKoy9uGvXLoqKihgzZkylOnrnnXcq1RHg/oICVh0B7nqqzu9///tK+6yPrVu3Mnz4cHcSW1FOTg7Hjh1zJ/ouw4YNY/fu3ZWWVfysLna7vdJnSUtL4/Dhw/z3f/93pXj/9Kc/uctg69atDBgwwJ3ENsTu3btJTk52J7GumB0OB3v37nUv6927Nzabzf264u+DS2hoKA6Hg+Li4gbHU1/aItsCuf4x+LrwcLjqKuumtPXrrQkbkpKsxFYp5R2eXN6vatgwq1tQZib07WtdCTrfX6JDQkIYM2YMY8aM4fHHH+eWW25h5syZTJ8+HYfDQWJiImvXrj1ru4otm1WTFWOM+wYcm83Gp59+yjfffMPq1at54403eOSRR9i4cSOdO3duUMx2u51rrrmGBQsWMGXKFBYsWMDkyZPrfXPXgAEDSE5O5p133mHs2LFs376djz76qMb1W7dujTGm2kQ8KCiI4cOHM3z4cB588EH+9Kc/8dRTT/HAAw/UePk9ICDgrC4W1d3QVBtXOa9YsYL27dtXeq9qd5GK9eRK1mu7Ueqpp57ivvvuq1c8LqEefKOq+oVBRM5aFl7NP+HQ0NBK67k+w5w5c7j44osrretKKD2Jpy7VxedScXltvw8up0+fJiwsrFHi8pQmssqn9egBd98N/fpBaioEB1t9Zav5MquU8lE9elhfQrOzrSsq3vgi3atXL/e4mQMHDuTEiRMEBgbSqVOnBu/TGMOwYcMYNmwYjz/+OB07dmTJkiXce++9Z61rt9spLy+vc59Tp07l8ssvZ+fOnaxZs6bW1k9XYlHdfm+55RZeeeUVjh49yujRo0lKSqpxP3a7nV69erFr1646W3979epFWVkZRUVF2O32aj9XXFwcJ06cqJQgVRzWKjo6msTERL799ltGjBgBQFlZGZs3b2bgwIHu4wQHB3Po0KFK3Qjqq7r44uPjiY+PP2s9qL4sK+rXrx/z58+ntLT0rMQuKiqKdu3a8fXXX7s/F8A333zD4MGD6x1727Ztad++PQcPHjyr/3LFeP7v//6P06dPV9sq68l516tXL+bPn09+fr47wV6/fj0BAQGVuk14YseOHe46bCratqV8Xng4XHrpmUuLO3daU+wqpfxHeLg1rN75TmIzMjL49a9/zbvvvsu2bdtISUlh4cKFvPjii4wfPx6A0aNHM3ToUK666io++eQTUlNT+eabb3j00UfZtGmTR8fZuHEjzz77LJs2beLQoUMsXryYtLQ0evbsWe36nTp1YuPGjaSmppKenl5ji+HIkSNp27YtU6dOpVOnTgwZMqTGGDp27IgxhuXLl5OWlkZeXp77valTp3L06FHmzJnDzTffXOfnGTt2LF9//XWlZaNGjeKtt95i8+bNpKamsnLlSh5++GEuvfRSopydnjt16sRXX33F0aNH3TejjRo1irS0NF588UUOHDjAm2++yccff1xp33fddRfPP/88S5YsYc+ePfzhD3+oNB5uZGQk9913H/fccw/z58/nwIEDbNmyhTfffJP58+fX+XlcOnXqREpKClu3biU9Pb3GS97x8fGEhoayatUqTp48SXZ2drXr3X777eTk5DBlyhQ2bdrETz/9xD/+8Q/3Jfj777+fF154gQ8//JC9e/fy4IMPsnXrVu666y6PY67oiSee4LnnnnPfMLh9+3bmzp3Ln//8ZwCuu+46EhISuOqqq1i/fj0HDx5k0aJF7jGTPfn8U6dOJSQkhGnTprFjxw7WrFnDHXfcwY033ujuH+updevWNf2kGvUZ4sAfH+jwW36puiGBvvhC5K23rMeOHV4MTlVLh9/yT00x/FZTKioqkgcffFAGDhwo0dHREhYWJt27d5dHH31UCgoK3Ovl5OTIHXfcIe3atZOgoCBJSkqSqVOnuv9X1DWE1K5du2Ts2LESFxcnwcHB0q1bN3njjTfc61YcfktEZO/evTJkyBAJDQ2tdvitiu6//34B5PHHH6+0vOLwWw6HQ0pLS+XJJ5+UhIQEMcbItGnTKq1/4403VjsUV3V2794toaGhkpWV5V727LPPytChQyU2NlZCQkKkS5cucuedd0p6erp7nQ0bNki/fv0kODjYPfyWiMhf//pXSUpKkvDwcLnpppvkmWeeqTT8Vmlpqdx1110SFRUlrVq1knvvvbfa4bdee+016d69uwQFBUlcXJyMHTtWvvzySxGRastvy5Yt7vIVsc6HiRMnSqtWrWodfktEZM6cOZKUlCQBAQG1Dr/1448/yuWXXy5hYWESGRkpw4cPlwMHDohI5eG3goKCahx+a8uWLZX26Rp+qzrvvfee9O/fX+x2u8TExMiIESNk8eLF7vdTU1Nl4sSJEhUVJWFhYfKLX/xCNm7cWOvnp4HDb1V01113VSqnI0eOSFBQkBw+fLjGsjsfw28ZqWaokObEGNMeOHLo0KFaL60o3yIiZGdnEx0d7b40lZEBrpt3IyNhyhTfmlq3pauuzpTvq63eioqKSElJoXPnzmfdCKS8S0QoLy/HZrPV+Ps2ZswYevbsyeuvv+7RPidNmsSAAQN46KGHGjNU5eRJnfmz+++/n+zsbP73f/+3xnVq+5ty5MgRV57WQUSOenpc7Vqg/Ebr1tChg/U8NxdSUrwbj1JK+aLTp0/zwQcf8MUXX3Dbbbd5vN1LL71U77v4lXKJj48/5xEtGkJv9lJ+pV8/OHLEev7jj9Cli3fjUUopXzNw4EAyMzN54YUX6N69u8fbdezYkTvuuOM8Rqaas/vvv98rx/XpRNYY8wQws8rikyJSv5GXVbPRoYPVMpuRAWlp1gQJzmEDlVJKQaUZw5Rq7vyha8FOILHCo/qpU1SLUWG8aLZt814cSimllPIuf0hky0TkRIVHmrcDUt514YVnhvD5+Wdrukul1PnT3G8KVko1jfPxt8SnuxY4dTXGHAOKgY3AwyJysKaVjTHBQMVpPyKAisNxKT8glYdQq8QY6NMHvv3Wev3jj1Bh7GnlJbXVmfJdtdWba0ap/Px8HbXAh+nvnP9pqXWW75yrOjAw8KwyaGiZ+HoiuxG4CdgHtAUeBb4xxvQWkYwatnmIs/vVkpOTU+MAx+r8Kykvobi8mGBbMHZb9dMaViQi7sG9qxumJDERysvtlJRYiWzXriWEhTV62Koe6qoz5ZvqqreQkBBOnjyJw+E4awpN5V0Oh4MAnbPbr7TUOhMRCgsLSUtLIywsrNLkHS45OTkN2rdPJ7IiUnEqkO3GmA3AAWAa8OcaNnuuynuJwJ6oqCiio6PPT6CqVukF6WxK20RaXhrtItvRP7E/bcLa1LqN65tZbWOSDhxoJbEAR46E8stfNmrYqp48qTPle+qqt6ioKE6cOEFGRk1tB8ob3IPBG6O/b35C6wxiYmJISEio9vPn5uY2aJ8+nchWJSL5xpjtQNda1inG6oYAgDEm0vmzxZ443lRSXsJ3x75jf8Z+Iu2R7D29l0BbIMMuGFZny6yrzmqqt759YccOcDhg924YMACqTH2tmlhddaZ8U231ZoyhXbt2tG3bltLSUi9Ep6ojIuTm5hIZGam/b36ipddZUFAQNputxvcbWiZ+lcg6+7/2BNZ5OxblmbT8NA6cPkCkPdKduKZkpvCLdr/wqItBbcLD4aKLYN8+KC6GvXutvrNKqcZns9lq/SekmpaIUFxcTEhISItMivyR1tn54dMdNYwxLxtjRhpjOhtjLgb+BUQB870cmvJAXkkeR3OOEhoYSk5xDiXlJeQU51Au5eSVnN0/piEqDsW1fbvVOquUUkqplsGnE1mgA/A+sBdYDJQAQ0TkZ69GpepUUFrA/tP7sQXY6BLThbYRbQkPDifcHk6XmC6cyDtBUVnROR8nNrbytLU6DrhSSinVcvh01wIRmeLtGFT9FZYW8lPGT5Q7ygG4IPoCLrngEkrKSziRd4Kc4hwc4iAlM4UebXqc8yWW5GSdtlYppZRqiXy9RVb5meKyYn46/RNljjIAIuwRXBh7IcGBwUQGR3Jh7IWEBFrjURaUFnA09+g5H7N9e2vaWjgzba1SSimlmj9NZFWjKSkvYV/GPkrLrTubw4LCuCj2IgLMmdMswATQOaazuxX2ZN5JcoobNnZcRcnJZ567huRSSimlVPOmiaxqFKXlpezL2EdJeQkAoUGhdG3dFVvA2Xc5hwWF0SGqg/t1SmaKO/ltqC5dICLCen7oEGRmntPulFJKKeUHNJFV56zMUcZPp3+iuMwavjc4MJiusV0JDKi5C3Z8eDzRIdHu7VOzUs8phoCAykNvbdt2TrtTSimllB/QRFadk3JHOftP76ewtBAAu81Ot9bdCLLVPTNBp1ad3OvlFOdwMu/kOcXSsyfYnUPT/vQTFBSc0+6UUkop5eM0kVUN5hAH+0/vJ78kH4AgWxDdWnfzeKKDwIBAOrfq7H59NPcoBaUNzz6DgqxkFqzxZHfsaPCulFJKKeUHNJFVDSIiHDh9wD2xQWBAIF1juxIcGFyv/UQGR5IQkeDe58HMg+5huxqiTx+rmwHArl2gM2oqpZRSzZcmsqreXAmna7QBW4CNrq27EhoU2qD9tYtsR7g9HLCG7zqcc7jBsbmmrQUoKbGmrVVKKaVU86SJrPJYSXkJucW57MvYR1ZRFmANp3VR7EWEBYU1eL/GGDq36uwe4SCjIIPThacbvL+K09Zu26bT1iqllFLNlSayyiPpBelsOLyBxbsX89XPX5FVlIUxhgtjLyTCHnHO+w8ODOaC6Avcr3/O+tk9CkJ9xcZCUpL1PC8PUlLOOTyllFJK+SBNZFWdSspL2HlqJ6lZqZQ7yskvyedg1kE6RHUgKjiq0Y4TGxpL6zBrii6HOPg552dEpEH7ck2QUFwMa9ZAfn5jRamUUkopX1HzQJ9KORWXFZNdnI1DHNhtdqKCowgPDic0sGF9YmuTFJVEXkkeRaVFFJQWcCz3GB2iO9S9YRXt2kFREaxdaw3DdfAg3HQT9OjR6CErpZRSyku0RVbVKTgwmFJHKdlF2ZSUlxAQEEBCeEK9RyjwhC3ARpeYLu4pbE/knWjQFLb5+XD4MOTmQlQU7NkD//63tswqpZRSzYkmsqpOgQGBtA5pTbg9nLzSPJKikugd39vj8WLrKywojPaR7d2vf8r4iczCTPf0t57IzraG4UpMtCZJCAyEI0es5UoppZRqHrRrgapTZmEmkcGR9I3vS5g9jB5tepy3JNalbURbjtqPklmUSUpWCltObKFrbFd6x/emTVibOrePjoaYGEhLs274ysy0huaKjj6vYSullFKqCWmLrKrTyXxr6tggWxAXxlx43pNYl4TwBFKzU8kvySeAAI5kH2HnqZ0etcyGh8NVV0G3blZf2chI6NzZSmqVUkop1Txoi6yqVW5xLoWlhQCE28PdExc0BQcOooOjCSAAu81OmZSRW5xLcVmxR8l0jx5wxx3wq1/Bjz9CcDBs3gy//W0TBK+UUkqp805bZFWtTuWfcj9vG962SY8dbAsmPiweBw5KykusfrKOknrdZBYeDpdcAq2tUb04cgROnap9G6WUUkr5B01kVY2Ky4rdM3jZbXZahbRq0uPbbXZ6xfeiY3RHcktyCbeHExMSg83Y6rWfgAAYMODM682bGzlQpZRSSnmFdi1QNarYGhsXHuceEqsptQlrw8hOI0mMTCSvOI8gWxAn80/SLrJdvfbTvTts2WL1kT182GqVjY8/T0ErpZRSqkloi6yqVrmjnPSCdAACTIBHIwWcL3abnW6tu2EPtPrFnsw7SZmjrF77qNoq+8MPjRmhUkoppbxBE1lVrfSCdBziAKB1WGsCA7zbeG+32d3JtEMcnMg7Ue99dO8OERHW80OHrKG5lFJKKeW/NJFVZxGRSt0K4sN94xp8YkSiu3tDWn4apeWl9do+IAD69z/zWltllVJKKf+miaw6S1ZRlnus1uiQaEICQ7wckSXIFuROqs+lVTbcOYLYzz9DenpjRqiUUkqppqSJrDqLL7bGuiREJBBgrNM2rSCtXtPWAthslVtldQQDpZRSyn9pIqsqKSgtIK/Emv4qJDCEqOAoL0dUWWBAoDu5FhGO5x6v9z569ICwMOu5tsoqpZRS/ksTWVXJybyT7udtI5p2AgRPtY1oiy3AGks2ozCD4rLiem1ftVVW+8oqpZRS/kkTWeVWWl5KZlEmYLV8xobGejmi6gUGBLpnGRMRjufVv1W2Z88zrbKpqZCR0YgBKqWUUqpJ+Hwia4xpb4x51xiTYYwpMMZsNcYM8nZczdGp/FOICGBNgODqi+qL4sPj3UOCZRRkUFRWVK/ttVVWKaWU8n++m6kAxpgYYD1QCvwG6AX8EcjyZlzNkUMc7gkQjDHEhcV5OaLa2QJslbo+HMs9Vu99VOwrm5ICp083VnRKKaWUago+ncgCDwCHReS/ROQ7EUkVkc9F5IC3A2tuTheeds+WFRMSQ5AtyMsR1S0+PN4dZ2ZhJgWlBfXaPjAQkpPPvNZWWaWUUsq/eHe6prr9J/CJMWYhMBI4CvxFRObUtIExJhgIrrAoAqy+lK7L5upsJ3JPuMsnPjze62Xlqq/a4jAY2oa35XD2YQCO5hzlotiL6nWcHj1gyxYoLIQDB6xpbGN9s2uwz/OkzpTv0XrzT1pv/kfrrHYNLRdfT2S7AP8P+DPwLDAYeN0YUywi79SwzUPAzKoLc3JyyM7OPm+B+rOc4hzSs6xuBeH2cEoLSsnGu2UlIuTlWcOAuWbzqk6QBFFcWExpeSl5eXmEOcIIDwqv17G6dAlg0ybrV2HdOgejRpU1PPAWzNM6U75F680/ab35H62z2uXk5DRoO19PZAOATSLysPP1FmNMb6zktqZE9jmsxNclEdgTFRVFdHT0+YvUj6WdTiMiIgKALjFdiA71fjm5vplFR0fX+Qvfzd6Nn7N+BiDf5NMuul29jnXxxXDwoNUqe/IkOBwQE9OwuFuy+tSZ8h1ab/5J683/aJ3VLjc3t0Hb+XoiexzYVWXZbmBiTRuISDHgHljUGBPp/KknTjWKyllXZSUAACAASURBVIrIKc7BGIPdZicmNMZnyslVZ3XF0yasDSfzT1JcVkxuSS55JXlEBkd6fJygIGsEg2+/tV5v2QKXXXYukbdcntaZ8i1ab/5J683/aJ3VrKFl0uCbvYwxdmNMd2PM+UyG1wPdqyzrBvx8Ho/ZolSdjtYff7mMMSRGJLpfN2QEg169ICTEen7gAGRmNlZ0SimllDpf6p3IGmPCjDF/BwqAncAFzuWvG2MebOT4XgGGGGMeNsZcZIy5HrgVeLORj9MilTnKyCiwZgIIMAG0CWvj5YgaLjY0lpBAKxPNK8kjp7h+fW2qjmCwZUtjRqeUUkqp86EhLbLPAcnAKKDiKPSfAZMbISY3EfkeuBq4DtgBPAbcLSLvNeZxWqr0gnQc4gCsy/OuaV/9kTGGdpFn+saea6vs/v2QpaMVK6WUUj6tIYnsVcDtIvI1UHGshF3AhY0SVQUislxE+opIiIj0rG3oLeU5ESEtP839Oj483ovRNI6Y0BhCg0IByC/JJ7uofiMvBAVBv35nXuu4skoppZRva0giGwecqmZ5OJUTW+XDMosyKSkvAaBVSCuCA4Pr2MI/VGyVPZp7tN7b9+5dua+sjtimlFJK+a6GJLLfA+MqvHYlrzOADecckWoSVW/yai5ahbQiLMiad7awtJDMwvrdtVWxVbaoCFavhvz8xo5SKaWUUo2hISMOPASsMsb0cm5/l3Ns16FYs28pH5dfkk9+iZWdhQaF1muoKn/QPqo9P2X8BFh9ZVuFtKrXaAy9e8PHH8P331tjy+7YAdddZ80CppRSSinfUe8WWRH5BhgGhAEHgMuBk8BQEdncuOGp8+FwzmHyS/IpLS+lbXhbb4fT6KKCo4iwWxM85Bbn8nP2z+5uFJ4oKYFjxyA3FyIjYdcu+Pe/tWVWKaWU8jUNGgNWRLYD0xo5FtUEjuUeY92hdRSUFBBhj6BLbBdvh3RetItsx3dHv+Ng5kF+OPEDvdv0pnfb3h4NMZadDaGhEB8PxliJ7ZEj1vLw+s1+q5RSSqnzyKNE1hgT5ekORaRhk+Wq866kvIQNhzeQX5xPVHAUtgAbu9N20yqkFXab3dvhNargwGBO5J0gv8T6rEdyjoCBoUlD6/ys0dEQGwtpaVYrbGamdQOYznCslFJK+RZPuxZkAZkePpSPKiwt5HjucaKCowgODOb/s3ffYZJfZ6Hnv6dyDh2qezpNkmZGEzTCsoRGlm3Jwr4GY8syrNZBpAfWl2UfwIQFbHMx97KEBa4J3nt57uIFm+SFxSDZ2AbZWHKWZKXRaDSjiT2dc+Uczv5xuqo6T3VNdZz38zy/p+pXVafqdP+mZ945/Z733R/aT7qYJl/KX3/wDpMv5XHb3AScARxWB0VdJJFPNPS1er3w7nfD4cOQz5v0gltugcnJTZi4EEIIIRrWaGrBAwvu7wN+D/gU9SoFpzCpBh9u1cRE6zltTvoCfYwkRgi6giTyCfxO/64pvbWQ0+ak3dPOXG6OQrlAIp/AbXM3/LUeOQI/+7Pw4IPw9NPgdMIzz8DevWDduX0jhBBCiF2loUBWa/216n2l1G8Av6i1/syCl3xOKXUG0z72062domgVl83FfXvv4+zkWZKFJH6nn2ORY7surQDAYXVwLHKMUqXEuelzeB1eOjwdFMqFhr9erxfuususxFY3f509u7hpghBCCCG2TjObvU4BP73C488Bn7yx6YiN1uHp4NTAKfKlPE6bc1cGsVUdng7euPeNHAgfYDI1id1qZyg+xG0dt62rHNepU/DZz5r7L7wAhw7VmyYIIYQQYus00xBhmJUD2f84/5zY5hxWB36nf1cHsVUOq4N9oX0EXWanVraYZTK9vmTX9nYTvIKpYPDii62epRBCCCGa0Uwg+wvAzyilXlFKfXL+eAX4mfnnhNhWlFLsDe2tnY8nx9dVVxZMioFt/vcXZ89CQmpzCCGEEFuumYYIXwQOAZ8D2oB24HHg0PxzQmw7Hrun1oq3oisMx9f3ywOvt54bW6mYjV9CCCGE2FrNNkQYBj7S4rkIsaF6/D1Ec1GK5SKxXIx4Ll5LOWjEyZNw7pxpW3v1KkxMQHf3Bk5YCCGEEGta94qsUupNax0bMUkhWsFqsdIX6KudD8WHqOhKw+PtdpNiUPX0062cnRBCCCHWq5kV2adWeEwvuC9VNsW21eZuYyYzQzKfpFAuMJ4cpzfQ2/D4Q4fgzBnT7WtqCi5fhoMHN3DCQgghhFhVM5u9wkuOCPB24LvA21o3NSE2xkBwoFZ+azI9Sa6Ua3isxQL33FM/f+YZKJdbPUMhhBBCNKKZzV7xJceM1vrLwK8Av9/6KQrRWi6bi26fSW7VWjMUH1rX+P5+6JvPUEil4JVXWj1DIYQQQjSimRXZ1UwDh1v4fkJsmG5fd61dbTKfZDYzu67xC1dlX3wRco0v6gohhBCiRZrZ7HX7kuOkUurtwJ8Bp1s/RSFaz6IsDAQHaucjiRFKlVLD49va4MgRc79QMB2/hBBCCLG5mlmRfQl4cf62ev+LgAP4ydZNTYiNFXAGCLvDAJQqJcaSY+sa//rX15skvPoqxOOtnqEQQggh1tJMILsfODB/ux/YC3i01vdqrc+3cnJCbLT+QD8WZX4MptPTpAvphsd6PKa2LEiTBCGEEGIrNBPIvhmY0Fpfmz+GtdY5pZRDKfWjrZ6gEBvJbrXT4++pnQ/Fh9BarzFisZMnTUALMDgI4+MtnqAQQgghVtVMIPuXwErtkPzzzwmxo0S8Edx2NwCZYobpzHTDY2225U0S1hEHCyGEEOIGNBPIKhY3QKjqAyRLUOw4Sin2BvfWzseSYxTLxYbHHzpkNn8BTE+bJglCCCGE2HgNB7JKqReVUi9ggth/V0q9sOA4DXwD+MpGTVSIjeR1eOnwdABQrpQZTgw3PFapxeW4nn0WSo0XQBBCCCFEk9bTovax+ds7gH8DUgueKwCDwGdbMy0hNl9voJdYLkapUiKajZLwJAg4Aw2N7eszjRKGh+tNEu64Y4MnLIQQQtzkGg5ktdb/GUApNQj8vdZaSsCLXcVmsdEX6GMwNgiYjV9HO4/Wqhpczz33wMiIyZF9+mnw+6G7G7zeDZy0EEIIcRNrpkXtpyWIFbtVu6cdn8MHQCqf4tLcJQrlQkNjw2HTJGFiAp54Aj72MfjEJ+C8FKUTQgghNkRDgaxSak4p1TF/Pzp/vuLR6gkqpQaVUnqF47+1+rOEABgIDhDLxzgzdYZ/vfSvfH3w68xkZhoae+QIvPwyJJNQLMLoKDz+OKQbL08rhBBCiAY1mlrwC0By/v6HNmguq7kLsC44Pw58Gfj/Nnke4iZhtViJZWOkC2kCzgCXo5exW+2c6j+Fw+pYc2yxaFIKLBaw20372mjUdP2SFAMhhBCitRoKZLXWn17p/mbQWi8q6qmU+jXgMvC1zZyHuHnkS3lcNhftnnYUCoCJ9AT5Uv66gWwwCLfcAt/+tjmfnDStbIMrVV4WQgghxA1ZT9WCGqWUBbgFiLAkPUFr/fUWzGu1z3UAjwIf16u0X1JKOQHngod88/NaV8cmsbWq12srrpnD6sBn95HIJ8gUMyTyCTQam8V23fl4PPCe90AsZlIMfD7o7ASXa/c3StjKayaaJ9dtZ5LrtvPINVtbs9+XdQeySql7gL8D9sL8ctWCebA4DaDV3g2EgE+t8ZoPAx9b+mAikSAel34NO4XWmlTKVHhTaukfs43X5+ojlU4xnZlGVRQd3g6uTFyh19973bF79sCHPgT//M8O0mmTZvDssyVuu62yCTPfOlt9zURz5LrtTHLddh65ZmtLJBJNjVPrjYCVUi8BFzDB4jhLunxprTcsWlRK/RtQ0Fq/c43XLF2R3QOcv3btGv39/Rs1NdFiWmvi8TjBYHDLfuAL5QKJXILL0cvYLDaUUtzWcVutne31TE3BY/PVl51OeO97ze1utR2umVg/uW47k1y3nUeu2dpGRkYYGBgA6NNajzY6rpnUgluBH9ZaX2pibNOUUnuB7wPes9brtNZ5IL9gnH/+Vv7g7DDVa7ZV181pc9Lp66Soi4wnxwEYTgxzuONwQ+O7ukz72osXzaavF16Ae+/dyBlvva2+ZqI5ct12JrluO49cs9U1+z1Zdx1Z4BlMfuxm+wlgCvjCFny2uIl1+7px2sxSaqqQYi7beJW5u+8G2/x/F8+eNbmzQgghhGiNZgLZTwD/VSn140qpO5VSty88Wj1BqG0u+wng01pr6WIvNpVFWegP1NNSRhIjlCvlhsZ6vfVWtdWOX0IIIYRojWZSCz47f/sXCx7TmI1fG7XZ6/uAgSWfKcSmCbqChFwhYrkYxXKRseQY/cHGcq5vv91090qlYGgIhodB0rWFEEKIG9dMILu/5bO4Dq31EyyvkCDEpuoP9pPIJ6joClPpKdo97XjsnuuOs9lMisFXv2rOv/Md6O011QyEEEII0bx1/1Oqtb621rERkxRiO3BYHezx76mdD8WHGh57yy0QiZj7sRicO9fq2QkhhBA3n2bqyL5rlac0kAMuaa2v3tCshNimurxdzGZmyZVypAtpZjIzdHg6Ghp77731clzPPWeC291cjksIIYTYaM2kFjxGPSd2oVqerFLqm8C7tdbRG5yfENuKUoqB4AAXZi8AMJoYJeQKYbNc/0cpEoFbbzXluPJ5eP753V+OSwghhNhIzWTpvRX47vxtcP54K/As8IPAm4B24A9bNEchthW/00+buw2AUqXEaKLhus1SjksIIYRooWYC2T8BflFr/e9a6+T88e/ALwN/oLX+FvAhTHArxK7UF+jDajEFOmYyM6QL6YbGSTkuIYQQonWaCWQPAis1xE0AB+bvXwQaSxwUYgeyW+30+Htq50PxIRpt93z77eDzzY+bL8clhBBCiPVrJpB9HvgDpVRn9YH5+7+PSTkA08Z25ManJ8T21enpxG13A5ApZpjOTDc0rlqOq+o734FKZSNmKIQQQuxuzQSyP4mpJTuilLqklLqICVr3AT81/xof8FstmaEQ21R141fVWHKMYrnY0FgpxyWEEELcuGbqyL4G3AY8BPwp8H8B7wKOaa0vzL/mMa31X7dyokJsRz6Hj3ZPOwDlSpmRROO/iFhYseC550wlAyGEEEI0rqneQtr4V631n2qt/0Rr/W9aa/nlqLgpLdz4NZedI5lPNjSuWo4L6uW4hBBCCNG4ZurIopTyAm8GBgDHwue01n/agnkJsWPYLDZ6/b21Tl9D8SGOdh5Fqet3Vb77brh6FUolU47r6FEIhTZ6xkIIIcTu0Exnr+8Bvgh4AC8wh6lQkAGmMOkGQtxUOjwdzGZnSRfS5Eo5ptJTdPm6rjuuWo7ruefq5bje/vZNmLAQQgixCzSTWvBHwOeBNiAL3APsxVQz+OXWTU2InWPpxq9rsWvMZmYplAvXHSvluIQQQojmNBPI3gH8V611GSgDTq31MPArwO+0cnJC7CQeu4dObyexXIzTk6d57PxjfGf4O8xkZtYct7Qc15NPwsgIpBvrsSCEEELctJoJZItAtfL7JCZPFiC+4L4QN6VOTyeDsUHShTQKxUR6grNTZ6+7MlstxzUxAY89Br/5m/CJT8D585szbyGEEGInaiaQfRF4/fz9J4H/opT6APDHwJlWTUyInahUKeFz+Ag4AzisDgrlAqlCinzp+rW1Tp6El16CZBIyGZichMcfl5VZIYQQYjXNBLIfAcbn7/8nYBb4MyACfLBF8xJiR3LanHT7uimUCxTKBWbTs+TKOZw25/XHOs0RDoPFArkcRKMQj2/CxIUQQogdqJmGCM9prZ+cvz+ttf4BrXVAa/06rfXp1k9RiJ3DYXVwLHKMA+EDpIopvA4vIVeISgNlloNBuO02syJbKMClS1Aum8eFEEIIsVxTdWSFEKvr8HRw//772RvaSzQbxW61MxQf4lD7oTXHeb3wyCMmleD0afD7oa3NlOUSQgghxHLrXpFVSrUrpf6bUupVpdSMUmpu4bERkxRip3FYHdzafitehxeAZD7JXPb6Px5HjsBv/Ab85E/CAw9Aezs89ZQEs0IIIcRKmlmR/RvgIPD/YKoWyD+xQqzAoiwMBAe4NHcJgOH4MEFnsNbOdjVeLzz0EPzjP0IqBWNj8MorcOLEZsxaCCGE2DmaCWTvA+6TfFghri/oChJyhYjlYpQqJUaTo4saJ6zG4YD774d/+Rdz/uyz0NdnNoIJIYQQwmimasF5wN3qiQixW/UH+7Eo86M2nZ4mXWisnlZPT30VtlyGr34VKtffMyaEEELcNJoJZH8G+G2l1Jvn82UDC49WT1CInc5hddDj76mdD8WH0A0mvd59d30VdnYWnn9+I2YohBBC7EzNBLIxIAh8FZgCovNHbP5WCLFExBvBbTe/yMgUM0xnphsaZ7WaTV+W+Z/Ul14yjRKEEEII0Vwg+7dAAXg/8CDwlvnjgflbIcQSSqlFubFjyTGK5WJDYzs64M47zX2t4cknodjYUCGEEGJXa2az13Hge7TWr7V6MkLsZj6Hjw5PBzOZGcqVMsOJYQ6EDzQ09uRJGBoyq7GJBDz9NLzxjRs8YSGEEGKba2ZF9jmgv9UTEeJm0BvoxWYx/3+MZqMk8omGxlksJsXANv9fz3PnTGArhBBC3MyaCWQ/AfyJUurHlVJ3KqVuX3i0cnJKKZtS6v9QSl1VSmWVUleUUr+hlGpm3kJsOZvFRl+gr3Y+FB9qqH0tQCAA995bP//a1yCXa/UMhRBCiJ2jmdSCv5+//YsFj2lAzd+uXe19fX4V+Gngx4CzwOuBvwTiwJ+08HOE2DTtnnZmMjOkCinypTwTqYlFVQ3WcuQIDA6a1dhsFr7+dXjb2zZ2vkIIIcR21czK5v4VjgMLblvpFPC41voLWutBrfU/Ak9gAlohdqyB4ABKKQAmUhPkSo0vrb7pTeBymfuDg3DhwgZMUAghhNgB1r0iq7W+thETWcU3gZ9WSh3SWl9QSp3EdBb70GoDlFJOwLngIR+A1rrh2p1i61Wv1269Zi6bi4gnwkRqAq0112LXONR+qKGxbrfZ6PXEE+b8m9+E7m7w+zdwwg3Y7ddst5LrtjPJddt55JqtrdnvSzOpBZvp/8TUrD2vlCpj0hY+qrX+zBpjPgx8bOmDiUSCeDy+MbMULae1JpVKAdRWLncbj/aQz+YploukUikcJQdhV2M9aMNh6O21cemShWwWvvCFCm9/e4mt/FbdDNdsN5LrtjPJddt55JqtLZFobPPzUts9kP2fgUcxNWvPAncAf6yUGtNaf3qVMb8LfHzB+R7gfCAQIBgMbuhkRetU/2cWDAZ39Q/8MdcxLs1dAiBBgn5/P1ZLY2nmb30rxOOQSpmSXENDcHtLt1uuz81yzXYbuW47k1y3nUeu2dqSyWRT47Z7IPsHwO9prf/f+fMzSqm9mFXXFQNZrXUeyFfPlVL++Vv5g7PDVK/Zbr5uIXeIsDtMLBejVCkxlhpb1DhhLU4nvOUt8PnPm/Pvfhf6+6GtbQMnfB03wzXbjeS67Uxy3XYeuWara/Z7st3LWHmApbWJymz/eQvRsP5gP5b5inLT6WnShXTDY/fsqa/CVirwpS/B8DCkG38LIYQQYsfa7iuynwc+qpQawqQWfA/wiywu/SXEjuawOujx9zCSGAHg0twl9of247K7cFgd1x1/110wMgKvvgovvQT/9m9w9Ci8+92mXJcQQgixW607kFVKWYFfAB4BBoBF/9JqrVv5i82fBX4L+O9ABBgD/gfwX1r4GUJsuYg3wmx2lvHkOFeiVzg7fZZefy/HIsfo8HSsOdZqhbvvhs98BpJJ0/3r/Hl4/HGTauD1btIXIYQQQmyyZn5F/zHMqug/YCoKfBz4J0wKwG+2bGaA1jqptf6Q1nqv1tqttT6otf51rXWhlZ8jxFZTStHt6+ZK9ArpQppCucBcdo6zU2cplK//x91mg2DQVDNwOCCTgbNnzWYwIYQQYrdqJpD9APC/aK3/ECgBn9Fa/xRmlfSeVk5OiJuJ3WLHbrETcAawKRvZYrbW/et6gkE4dMhsACsUIBo11QzOnDG5s0IIIcRu1Ewg2w2cmb+fwqzKAvwL8I5WTEqIm5HT5mRvaC+ZUoZCucBUeopkPonT5rzuWK/X5MQePw6BgGmOcMcdcO0afOUrUC5vwhcghBBCbLJmNnuNYGqzDgGXgLcBLwB3saDslRBifRxWBye6TlCqlDg/cx6vw0unt5NoNkqXr+u6448cMTmx8TjMzsIzz5jV2MFBU83gbW8zaQdCCCHEbtFMIPvPwIPAM8CfAJ9RSv0kZuPXH7VwbkLcdDo8Hbx535s50nGE0cQodqudkcQIbrubgDNw3fFerzl6eky+7BNPQKkEY2PwL/8C3//9psWtEEIIsRusO7VAa/1rWuvfmb//j8B9wJ8B/5PW+tdaPD8hbjoOq4P+YD8DoXpjhCvRKw3lyi7U1wfvfCe4XOZ8ZsZUMmiyC6AQQgix7aw7kFVKvUkpVVvJ1Vo/o7X+OPBFpdSbWjo7IW5iPf4eQq4QAOVKmcvRy5Qr60t27eyEd70LfD5znkjA5z4Hc3Otnq0QQgix+ZrZ7PUksFKt2OD8c0KIFtkX2ofLZpZUs8Usg7HBdb9HKAQPPWRuwZTm+tznYGKihRMVQgghtkAzgawC9AqPtwPSGFOIFrJarBxsO4jVYgUglosxnhxf9/t4vWZlNhIx54UCfOELpqqBEEIIsVM1vNlLKfVP83c18Cml1MKEPStwO/DtFs5NCAG4bC72h/Zzae4SAGPJMTx2D0FX8Dojl7yPC37wB80GsJERU5LriSfgzW82NWiFEEKInWY9K7Lx+UMByQXncWAC+L+BR1s9QSEEBF1BegO9tfOrsavkSrl1v4/NBm9/O9xyiznXGp56Ck6fbtFEhRBCiE3U8Iqs1vonAJRSg8Afaq0ljUCITdTt6yZTzBDNRs3mr7nLHOk4Uks7aJTFAg88YFZoX3nFPPbMM6Yb2KFDpkuY17sBX4AQQgjRYuuuI6u1/s8bMREhxPXtC+0jV8qRLWbJlXJcjV3lYPggSql1vY9ScO+9Jph97jmz8etf/xXsdrj1Vnj0UdNgQQghhNjOGgpklVIvsvIGr2W01q+7oRkJIVZlURYOhg9yfuY8pUqJeC7OeGqcHn9PU+/3uteZ9ILf/m1IJk0ThWeeMd3AfumX4MQJk44ghBBCbEeN/hP12IbOQgjRMKfNyYHwAS7MXgBgPDmO2+Ym7A439X579phqBi6XSTsIh03zhC9/GV5+2azMHj0Kfn8rvwohhBDixjUUyEo6gRDbi9/ppy/Qx0hiBIDB2CAumwu3ff39Z4NB2LcPpqbA6YSzZ8HjMa1s83mzEez0aRgYgGPHTMewdWYyCCGEEBuimTqyKKVCSqmfUkr9rlKqbf6x1ymleq83VgjRGl2+LtrcpjdJRVe4HL1MqVJa9/t4vfDud0NXl0kzeMMbTFrB8eNmhbZqaAi+9CX4+783K7X59XXMFUIIIVpu3dlvSqnbga9gym7tA/4cmAMeBvYCP9rC+Qkh1rA3tJdcKUemmCFfyvPazGv0B/px2V04rI6G3+fIEejvh3h8cdWCe+6B116DV1+FVMo8lkjA00+bTWK33GLSDtxuiMXM88H1lbcVQgghmtbMNo6PA5/SWv+KUiq54PEvAX/XmmkJIRphURYOth3k3PQ5ZjIzXIlewWlzsje4l2ORY3R4Ohp+L693edkttxvuuANuv92syJ49C6Oj5rlSCc6fN3VoL10yObZdXQ7e/3647bbWfY1CCCHEapoJZO8C/uMKj48C3Tc2HSHEejmsDvqD/Tw79izpQhqrsnJ57jJoODVwal0rs6uxWEwe7b59ZuX11VfhwgVT6eCll+oVD65csTEzAx/5iFnhFUIIITZSMzmyOSCwwuOHgekbm44Qohl2ix2f3UfAGagFrhfmLpAutL5vSShkatB+4AOmPFelYoJYhwN8Ps2VK/CZz8Bjj5kV22Kx5VMQQgghgOYC2ceB31BK2efPtVJqAPg94LMtm5kQomFOm5Mefw9uu5tipUginwBMNYNmWtk2wm6Hu+4yebTt7SY3NpFQtYoHU1Pw9a/D3/yNuZ2W/+YKIYRosWZSC34Z+CIwBbiBr2FSCr4DfLR1UxNCNMphdXAscgyA2cwsWmv2hvZS0RXOz5znQPgAAedKv0i5MdWKB48/DnNz8IY3lLjrLjvFIszOmtcUi2Zl9vx5E/AeOWK6hzluPONBCCHETa6ZFrUJ4D6l1FuA12FWdV/QWn+l1ZMTQjSuw9PBqf5T5Et5lFIMxYfIFrOUK2Uuzl6kP9hPxBtp+edWKx6YqgUFenrcKGVWYM+dg8uX6+kFs7PwrW+ZqgcHDphNYX7/8moJQgghRCOabj6ptf4q8NUWzkUIcYMcVkctR/ZIxxGuRq8Sy5m6WMPxYbLFLAPBAVSLOxp4vaaJQjxef6yz0xynTplg9vx5k24AUC7DxYvwjW+Yx10us5HskUdMYCyEEEI0Yl2BrFLKAvw48B5MDVkNXAX+EfhrrbVu8fyEEE2qluYaTYwykZoAYCYzQ76c50D4ADZL0/+PXRe73QSnR46Y9IPz51euePDNb8LgoGnGcNtti5sxCCGEECtp+J8KZZZwPgd8EugFzgBnMU0QPgX88wbMTwhxg3oDvewP76+twibzSc7PnN+wTWBraWszFQ8efRS+53tMq9tqxYNQCMbG4AtfMBvEvv3tep6tEEIIsZL1LMn8OPAm4EGt9ZMLn5jPl31MKfWjWuu/auH8hBAt0OZuw2l1cjl6mWK5SL6U39BNYNdjs5lA9q67TPBqs5kOYtWKB7kcvPKKOTo64PBh00XM6dz0qQohhNjG1vPLu/cBv7M0iIVavuzvAR9o1cSEEK3ldXg50nEEt90NUNsENpWemSx3NgAAIABJREFU2pr5zFc86O01K7JvfCP83M+ZlrdWa/11MzNmg9hf/zV85SswPAxaQzptguB060vlCiGE2CHWsyJ7O/Arazz/JeDnbmw6yyml/MBvAQ8DEeBF4Oe11t9t9WcJsds5rI5VN4F1+7oplAs4bc6WdANrRLXiwdKqBfm82SD22mv1+rOVCly5Yo5YDK5dM/m33d0mIJZNYkIIcfNZTyDbBkyu8fwkEL6x6azok8Bx4EeAMeBR4CtKqaNa69EN+DwhdrXqJrCx5BjjyXEALs1d4ptD3yTgDBBwBjgWOUaHp2NT5uP1Li+75XSaldmjR80GsQsXzJHLmSD36afrm8QuX4ahIfj5n4eDB02aghBCiJvDev7KtwKlNZ4vr/P9rksp5QZ+CHhIa/31+Yd/Uyn1buB/BX69lZ8nxM2kx9+Dy+bi4uxFrkSvkC6kKVaKTKWnSBVTfN/+78Np2/qk1LY20z3s7rtNwPrtb0M2W98kBmaV9vHHTcOF7m7o6zMrvW1tWzt3IYQQG2s9gacCPqWUyq/y/Eb8i2fDBNBLt1dngftWGqCUci6Ziw9Aa41UB9s5qtdLrtnGCrvCDAQGeG70OfxOP1ZlpUyZS7OXCDlC9AX7CLvC+J3+677XRl8zpWDvXrP569Ilc9jtMDkJPp+pRVsqwciIOZ5+2mwe6+szR2+v2UgGJq9WmjAY8rO2M8l123nkmq2t2e/LegLZTzfwmpZWLNBaJ5VS3wH+k1LqHCZ94X3A9wIXVxn2YeBjSx9MJBLEF1ZrF9ua1ppUKgXQ8uL9YjFr2Uqfu4+hxBAFS4FoLorH5iGTznA1d5WrXMVmsRF2hQm5QnjtK0d+m3nN3v52C1/8oo1YzML3fm+F17++gt2uGRuzkE7XPzubNSW8Tp825+3tmlIJzpyxUC4rQqEK73hHiUOHKhs63+1MftZ2JrluO49cs7UlEommxqnt/j8DpdRB4C8wpb/KwAvABeB1WuujK7x+6YrsHuD8tWvX6O/v34QZi1bQWhOPxwkGg/IDvwlmMjO8OvUqyUISpRQRbwSrslLRywM8p81Jm7uNsCtcq4BQKBfIFXPk0jk62zo35Zqttqoai9VXZcfGzCptVT4PTz4JqZRZ2a1UTFmvD3/45l2ZlZ+1nUmu284j12xtIyMjDAwMAPStZw/Utt8WobW+DLxZKeUFAlrrcaXU32M6iq30+jxQS3+Yr3qAUkr+4Oww1Wsm123jdXo7OTVwinwpX6taUNEVYrkYc9k5EvlE7dc+hXKBidQEE6kJ3HY3WmvGk+Pky3kowN3uu+n0dm74nH0+cywVDpvjxAnTCndysh7YXrpUz6+1Ws3zzz8Pf/VXJg/30KGV33O3k5+1nUmu284j12x1zX5Ptn0gW6W1TgNppVQY+A+sXQpMCLFODqtjUdkti7LQ5m6jzd1GqVKqBbXJfLL2mkQuwZmpM6QLaTq8HcSTcRiDB/c/iMvm2oovYxGrFXp6zHH33aYm7dSUqUVbqUA0Cn6/CWife84cvb2mAcO+fVIBQQghtrtt/9e0Uuo/YDaavQbcAvzB/P2/3Mp5CXEzsVlsdHg66PB0UCwXieaizGXnmEpNkSlmCDgDtU0Ml2YvEXAE6PJ11cp5eeyerf4SAJNO8FM/ZSoczM6aoPWWW8xGsqrRUXM4HKac1+HDEIls3ZyFEEKsbtsHskAQ+F2gD5gDPgt8VGtd3NJZCXGTslvtRLwRIt4IfYE+ZrOzTKYm0WgShQQdrg7sFjvJfJJkPskoo9gsNgLOAH6nn4AzsGjlt1AuLEpp2GgrNWFIpeq1aqv7DQoFOHfOHKGQSTs4dMh0FZOKB0IIsT1s+81eN0op1QuMDA0NyWavHUSS4neOmcwMZ6fOEs/Hyaaz3Np9K3arnUK5sOoYl81FwBmgWC5yLX6NbCmL1+7d1EYMqxkfNwHt5cuLN4oBTEzA1aumYUN/P/zQD+38jmLys7YzyXXbeeSarW1kZKQap+2uzV5CiO2tw9PBqf5Ty6oW5Et5EvkEiXyCZCFJuVKujcmVciTzSc5MnSFTzNDt6yaWjVHWZe4buG/TWuSuZM8ec9x7rwlaX3vNBLf5PLz0Ur2j2OCgaZP7C79gVmqt1i2bshBC3LQkkBVC3DCH1YHdYqeSq5frctqcdNo66fR2orUmXUyTzCdJ5BOki2kK5QKZYga/w0+xXKRQLnBm8gwhV4j+QD8hVwi71b5lX5PdXk8nSCTgW9+CJ56odxQLBEynsc9/3uTQ7tsHBw6Y5gsWy5ZNWwghbioSyAohNpxSCp/Dh8/hY49/D+VKmdnsLBPpCaZSUwAk8gm8Di+FUoGh+BBD8SF8Dh9ht2nEsJWrtIEAvOlNZkV2cNAEuZcumc5hbrfJp63m2DqdJqg9eNBUS5CgVgghNo4EskKITWe1WIl4I7xl/1s4O3WWuewcQVeQiDeyaBU2VUiRKqQYjg/jdXgJuUKEXWGcNuembxLzeuHhh03Fg2gU7r/flPSyWExwW5hPCc7nTTrCa6+Ztrn795ugds8eyGRko5gQQrSSBLJCiC1Tza9dGJBmi1miuSjRbJRcKVd7bbqQJl1IM5oYJV/KM5GewKIshF3hTdsktlLFAzB1aIeH4coVkzdbnK+pksvVKx9Eoybn1m43K7UPP7zzN4oJIcRWk0BWCLGlljZicNvduO1uevw95Eo5otko0VyUbDELQLFc5Oz0WdKFNAFngGvxa4wkRrin7x5CrpAZb3Nv2K5gr3f5aqrVatIJ9u0zlQ6Gh03Vg6Ehc57PwzPP1DeKXbli2ud+9KPQ3b0h0xRCiJuCBLJCiG3LZXOxx7+HPf495Et5orkoI/GRWhMGh9WBHz8zmRlGE6PEcjHA5OS6bC7cNjceuwe33dzaLOavvI1MS7DZTDrB/v0miL12DZ59tt4a1zH/cRcvmta4R4+aDWX795vVWiGEEI2TQFYIsSM4bU66fd20uduI5+OMJcdw2BxEc1E8ds+igFRrTbaYJVvMMpedqz1ut9rJFrOMJEYo6RIRT4QTXSc2LC3BZjP5sd3dZhX2yhWzejs5aVrjut1mZXZsDL75TVP14PBh83opMymEENcngawQYkdxWB2c7D6JzWIjXUzT1dXF4Y7DeOwessUsmWKGbClLrpRjacOXTCHDmakztbSEl5MvM54a5y3730KnpxOrZWOKwXq9pnlCdaNYfz8cP242iMXj5jWlUr3ygd9vVmlvvdVUTBBCCLEyCWSFEDvOSpvEAALOetSntSZbyi4KbqfT04vTEhx+ptPTXJi5wJhzjKAzSJu7jaAriEW1tm7WahvFpqZMhYPLl+uVD5JJeP55c+zZY1ZpIxFT9UAqHgghRJ0EskKIHWnpJrGllFJ47B48dg/ttAOwL7SPXCnHTGYGh9VBNFFPS9BaE8vFiOViWJSFoCtI2BVuaVC70kaxSMQcp06ZfNrXXoORkfrz4+Pw4otw+rRJSwiF4C1vMcGt02lybp3O5fcX1q9Np5sv+3UjY4UQYqNJICuEuGlU0xLOTp0lXUxze9ft7A3txaIsRLNRSpUSABVdMdUSslEsymLq17rDBJwBSpXShmwUq+bTHjxogseLF02aweTk4ta4V6/CP/wDPPCACVjXej+HA2Zm4IUXTCkwnw/e+EazscxqNYfFAtmslWDQjKk+brWa+rhf+YpZCe7shEcekZJhQojtRQJZIcRNZbW0hP5AP6lCirnsHLFcbFFQO5edYy47RyKfYCo9hUVZ6PR0crzr+IZsFPN64Y47zPHyy/D006a5gsVigtlEwlRBWCuQLZVMQPz1r9eD4OFh01J3YRCstQlk3e7FG8zyeXjyyfrY8+fNXN71LhPU+v0mMPb764fbvXgOsporhNhoEsgKIW46K6UlKKXwO/34nX4G9ADJQrJWw7ZcKVMsF7k0d6m2UWwsOcZ4apz7991Pp7ezVtqr1Q4ehBMnYHrapCAMD5tNYO98p1k1LRRM0JnPL78/MWFWYqtlvxoNgsG8JpNZPrb6niux2erB7dycKTuWz0NHh9nsdscdUo1BCNFaEsgKIcQSSikCzgABZ4ABPUAin2A4MUy+lF+0UWwqPcXF2YuMJcdqLXSDziBuu/v6H9Igrxfe/e7FFQ8eeqixX/Gn05BKmSB4zx6Te3v8OHzgA2aFt1w2K7fRaBGv102lYh4rl81K7Oio+cxQyNxvbzdB6mpKJYjFTDrEwtXcy5fh1VfhwQfNe/h8qx82W33usporhLgeCWSFEGINSimCLhOczqZnGU+PY7fYmcvNLapfW2uhyygOq8MEta4gfof/hruMrVbx4HoWBsEzMyaYfegh6O2tv0Zr8Hg0weDy1VK/vx5A3313PYDO5UyQutqx2mpuOm2aPiQSq8/Z5TLB8OnTUKmYub7//aZxhBBCLCWBrBBCNMBhdXCs6xhMQbqY5mTkJPvC+7BZbMTz8VoLXTCdw6bSU0ylp7BarAScAUKuEC6bi3Kl3NRGsZUqHjSi2SB4rbEulzk6O1ceNzNTT0MIh81KcE+POUqlepmxlcTj8NRT9dXcZ54x+bmPPmoaRvT2QlubpCgIIQwJZIUQokGrbRTrpZd8KU88Hyeei5MsJGvNGMqVMtFslKvRq1yJXkGjiXgi3NV7F72B3rU+rmWaDYKbHdvRYQLP6mruHXcsTocoFEzKw0rH8PDidr7V1dwLF0zNXTBBdDUw7ukxqQ9CiJuTBLJCCLEOq9WvddqcRGwRIt4I5UqZRD5BLBcjkU+QLWa5Er1S2yg2GBtkOjPNXb13EfFGCLlCeOyeLfhqNs5aK8EOh1lVbWtbPi6dNoHr+LgZc/myGb+wIkIuV2/5C+DxmJXanh5zq5Tk1wpxs5BAVgghWsxqsRJ2hwm7w2itmUhNcGHugtkEpk0HsmQhSSKXoFwpM54cx261E3KFCLlCLcmr3Q6aWc31euHhh+uruXfeaVZzu7rMhrOxMXMsTE/IZEzd3YsXTTrDuXMmF/fAAXjve6X2rRC7mQSyQgixgZRStHva2RvcSzKfxOvwMpwYps3dtmhlt1guMp2eZjo9jdViJegMEnKFCDgDWC1WCuXChjRi2I5WW80Nh03VBa1hdrYe2I6Pm9zbfH5x84hvfct0S/ulXzKbxSyt7ToshNgGJJAVQogN5rA6OBY5Vusotje4l2ORYwSdQeL5eC0FYWFebbUJg1KKYrnIRGqCiq4QcAY4FjlGp6cTi7I0tHJ7I0HwVgXQa63mKmXycDs64ORJU91gaspUOnjqKVPiy2Yzwez4OHzxi6bN7+HDJkgOBDbtyxBCbDAJZIUQYhOstlGsw9NBh6djUV5tPB+nXCkDUCgVODN1ppZfey12jSvRK5yInMButaOUwqIstUOx+DyWi3F57jLZUhaP3cOt7bfS5l6QnKohkUwQ0IFlQXE0F+XC7AVypRx+h5+jnUfp8nVhs9gWHavZrCDYYoHublMu7MUXTXqB3W5SDDwek1+bzZrV2pdegr4+E9Du2yertELsdBLICiHEJlltoxgsz6tNFVLEcjFGE6NkiplaI4Zqfm2hXMButaO1pqzLlCkve89iubgoCB5PjpPIJ2pBMGA+K5uiYC0sCmSXjr0Wu8ZMZmbR2Kqlga3NYiORT3B57jL5Sp6AI8CJrhPs8e3BarE29L1qJghe2jzivvvg1CkoFmFw0KzcgikHNjJiAlxZpRViZ5NAVgghtpmF7XK7fF3E83EmU5O47W6y5Syd3k7aPe3YLDYqurLiASYYXCsIXst6xpYqJUqVUu18WQCdGGckMcKJyAkcNgd2ix271b7qbTwX58LMBdKlNF67l2ORY3R4Ohr63q2WX5vNwmuvmZq01YYMS1dp9+41Y8JhqXYgxE4hgawQQmxjDquDO3vurOXXHvIcaiiw01qTK+UoVorE83HCrjDRXJT+YD937LmjtspZqVSIO+MEA8FFK7KFcoFsKUuqkCLgDDCTmTGb1kJ7sShLLXhdeDQaQBfKBQrllbsiLAyCO72dTKYmSRaSPLDvAbyOxqLLlfJr3W5Tz/bkSbNB7Ny5xau0zz0Hn/ykqYbQ3Q3f//2mYkJbm0lZ2AVFJITYlSSQFUKIbW61/Nq1KKVw292c7D5ZC4Lb3e0cixwj4Kz/Hl1rTcFWwG13Lwpk3Xb3ogC6x99z3QC6oiuUK2UyxQzpYppYLkbAGWA6M023r5t2T3tt89rCFdyFFgbBWmu01lyeu0zAEaDN04bP4asdLptrHd/F6vfF1Jrt7a2v0lZXZavVDq5dg7/9WxPwOp1m41i17u3Cw7Xg49NpqV0rxFaQQFYIIXaAtfJr19JMENzsWIuyYLFaCFqD3NV7Vy0I3h/avywI1lpTrBQplouLbtOFNCPJEWLZGACJfAKvw4vD6iBfypMv5ZnNzAImN9fn8OF3+vE5fLhtJhhvNL+2ukrb2Qnf/a6pVZvJmOcSCRPoOp2mtNfUVL2zWJXHYyokJBJmfLFo3uM975HatUJsli0NZJVSbwL+d+BOYA/wsNb6sQXPK+BjwAeBMPAM8L9prc9uwXSFEGJHajYIvpGx1wuClVKrvnfYHebs1FmS+STd/m4GggPYLXbSxXStRBmY3NxYLkYsZ4Jei7JQKBcYTY6iULS52xpKwwiFTF7tzAwcOmQ6hu3fbzaKZbMwN1fPq10okzGbyp58sr6ae+4cnD1rGjH09pqV23DYbCaT9AQhWm+rV2S9wGngL4HPrvD8rwC/CPw4cAH4deDLSqnDWuvkZk1SCCHE+rU6CNZaky6mSRVStaNapgwgX8ovq9IQzUZ568G3rplfu7DaweSk2fj10EOLV1WLRRO0zs6awLZ6xGImoA2HTevdUMi85tw5U8O2ymYzzy1MTahuKruRtIRqS19JaRA3qy0NZLXWXwK+BCyrXzi/Gvsh4Le11v80/9iPAZPA+4H/samTFUIIsWlWCoKVUrX8WKhvaEsWkqQKKSZTk4s2mQFci1/j+bHn2ePfQ5u7jbA7jEUtLx67WrWDKrsdIhFzLDQ1ZQLasTHw+UxZL6/XpC0sVCqZFd+ZmcWPV4Pectms2j7wANxyiwl8Fx5W6+JziwVOn7bwjW+Y1eC2NhOMryelQfJ6xW6w1Suya9kPdANPVB/QWueVUl8D7mWVQFYp5QScCx7yzY9d9Cspsb1Vr5dcs51DrtnOtNOvm8vmwmVz0enppNffSyqfYjI9iUVZiOfjeO1e7BZT0iuei3Mtdo2QK0S7px2/w79oEcXjMQeYNriN6OyEH/uxeu3ae++Fd74TenoWr9xGoyZoXCifh2efhVTKrM5eumSaOTzwgMnNXUsup3niCSeFgiYcNpvVXnjBVFsIBEzg7XAsP6qPDw3BV79qPru93eT1HjvW+PddguD12+k/axut2e/Ldg5ku+dvJ5c8PgnsXWPchzF5tYskEgniS/8WEduW1ppUKgUsX60X25Ncs51pt123A94DFHIFs8nMs5+IN4IuaFLlVO01iWSCIYawWWyEXWHa3G24bW6zSaycx2ld36a4PXvgR34EEglFIKBrgV17uzmqSiWIxxXRqDmuXLGQzdrxes0/4F4vJBIWotESweDa/6jHYiaYDIXMuccDs7MWhoauPzafh298w0Y6DcGg5uWXFd/9Ltx/f4lAQON0gsNhbp3O+rnLZQLskRHFU0/ZyGYVbW0V3vGOEocOVRr+ft2sdtvPWqslVkpEb8B2DmSrlv5EqhUeW+h3gY8vON8DnA8EAgSDwVbPTWyQ6v/MgsGg/MDvEHLNdqbddt2CwSB9nX3L8mtThRRz2TnmsnOL8mqzZBnNj5JL55jKTGFVVkLOEEcjRxtuwmA+16zCXs/CwDadNqu1U1PQ0WHSEo4ehUceseFwmMC3epTLi8+TSc2lSwUyGTuBgGJqyqQ97NljQ6l6fdyV5PMm57ezs75SG49DqWSnUjEb3LLZ1cc++eTiVeSrV+F97zMBfShkvheBgLT/XWq3/ay1WjLZ3Nan7RzITszfdgMLUuaJsHyVtkZrnQfy1XOllH/+Vv7g7DDVaybXbeeQa7Yz7bbr5rQ5cdoW/26+2iltIDhAPB9nNjNLPB83ZcDKRc7NnKttEhuODzOaGuWevnsIOAO4bC7cNnfD7XUb5fPBww/X0xL27Vu+yWw1WkNnZ4GvftVJLKa49dbFY0sl09yhUDBBa/V+oWBWc0dGTH5uKGQ2uHV3m0BcKcjlVg+EczkT5FY3t/n9JhA/cwaGh+uvs1jMc9XANhSq369Ubt60hN32s9ZKzX5PtnMgexUTzL4VeBFAKeUA3gz86hbOSwghxA6llCLkChFyhShVSkSzUYbiQ8s2iU2npxmJjyyqdmC32ms5udXg1mVz1bqVNVOr93qbzNZy6FCFo0dXrlpQ3RRWzfldKhisB9D9/csD6FLJBK35vDmq92Mx0xFtbs5saJubM5+xdHNbNVhdmtE3MWGCXq3NCu4jj5i8Ymtr/48gbiJbXUfWB9yy4KH9Sqk7gDmt9ZBS6o+BjyilLgIXgY8AGeDvNn+2QgghdhObxUant5OgK0g0G2U0OYrVYiWZS+Kxe5YFpMWyadyQzC/+FWgin2AkMUKpUiLkCnEicoKeQA9Oq7OhVdyVWuo2yus1K7vrdb0A2mYz77vSe4fD9SD4llvgB37ABKWxWP2oBrGlBQ3c8vnFHdTOn4c/+iN45RUYGDArwj09JuVB0hJEo7Z6Rfb1wJMLzqu5rZ/G1I79fcAN/HfqDRHeJjVkhRBCtIrD6uCOPXdgt9pr7Xhvbb8Vn8NHrpSrHdlidllr3WK5yKW5S7W0hGuxa8xkZjgROYHdasduteO0mlQHp9WJy+aq3a8Guc2u5lbHFsqFpsY2G0CvFgR3LEkp1trkAVeD28uXzcprJGJSGMJhs5qcTMLoqDnABNHVVIeeHvO+1cBWqiWIpba6juxTmM1bqz2vgd+cP4QQQogNsVoThoAzsOh1pUppUXA7nZ6mUC7U0hICzgDJQpJCuYDdaq+t4qYKqWWfabPYyBazXItfo1Au4HP4ONx+mA5vB4r5XEoUFmWp3a/eAowkRhidHiVbzuJ3+DkeOU7EG2k41/BGAuhGgmCl6qu6fX2mW9q5c6aWbkcHXLhg8mY7Ohav3JZKJod3ZMSc2+0msM3n4bnnTM5vOLz+urlid9rqFVkhhBBiW2ikE5nNYlvUlCHijZDIJ4jn4vgcPibTk4TdYbr93WityZfzFMvFFd8rW8wu6kS2dDV3LYVSgWcGn0HbNUFnkMHoIFeiVzgROYHD5sCiLFiUBauy1u5blAWrxZzHcjEuzV0iV8zhc/g40nGEiC+ybEz19dWj9vlNBMELO6hFo3D4cD03N5EwTSWqRyZTH1csmuoI1VbAnZ2mUsLsLPzary2uBCFuPhLICiGEEE1yWB0cixzj7NTZWlrCscixRaW7KrpCvpQnV8qRL+dr9+eyc4s2mS1dzV1LteZth69jxbFlXaZMmSLLg+hiubgogB6MDTKdmW4ogLZarMRzcQajg+QreYLOIMcix+j19y5LmVjJamkJgYA5qius8fjiwHZhK+BqmsGZM/AXfwGHDsHevSbPtq1tzemLXUgCWSGEEOIGrJaWUGVRFtx2N2774q391VXN2ewsfqefuewcXb4uDnUcwm6xozFdoCq6Urtfvc25ckS8ESpUcNvdZEtZOjwdhN1hbBYbZV2moiu1Y2HXpEK50HQAnSvmuDB7oRYEjyfHSeQTi4Jgm8WG0zafD7wgP9hpc2Kz2LC7Cvhteew2J7Dyam4waI7bbjPno6Om4sHwsKmIEI2a8l4ulykfNjlpuqR5vSagHRiA3l6Tbyt2N7nEQgghxA1qJC1hpTHHu47XVnP3+PYsW81djdYa+mEkN0K6lOaQ59CaY7XWteA2V8qRLWVJ5BMEXUFmM7N0ejs50HbABMGVehC8MCAuV8okKybgDblD2JRtxSC4VClRKpRIF9LL5lGt8FCulGn3tHNnz530+K/fSaK3Fz74QZOWMDdn8m1PnDCrs7FY/XXptMnDPXfObCzr6akHthaLbBTbjSSQFUIIIbbI9VZz19Lubqevs6+hqgVKKWzK/JPvsDq4s+fONdMhVlMoF8iWsiTzSUKuEJPpSbp8XewL76vlBOdKuRXzgpdWeLg8d5mJ1AR37rmTsDuMz+HD7/TjsrlW/OzV0hISCbNSOzRk0hDK843bymXz+PAwfPazptyXxWKC20cfhdtvv+6XK3YACWSFEEKILdTMau7CsUu7mDWi2QB6YU5wopCgw9OxYhBczQuu5gTny3lmMjMrVnhIFVJoNHPZOaC+oc7v9ONz+HDb3LVKDCulJQQCcOyYOUolk4YwNGSOdHp5/doXXzSbx374h+HAARPYdnebTmVi55FAVgghhLgJNRtANxIEr5QX3O3rJplPEs/FcdvdjCfH6fB0LFuBLVVKxHIxYjmTM2C1WPE5fORLeYbjw5R1GZ/Dt2IAbbOZjV9795rz2Vl4/nl46imzEcxur9evHRmBVApeftmUCuvoMEHtnj3msC9IF5b6tduXBLJCCCGEWJdmc4IXVnjYG9rLscgx2t3tZIoZUoVUbYW2XCnXxpUrZWbSM7VKC0FXkNHkKLFcjAf2P7Cs1u9C7e3whjfACy+YDWF+v1mN7ehY3FZXa5ieNsfp0yaw7ew0gW0mA9/6llnRDYWkfu12I4GsEEIIITbFaqu5XocXr8NLF12AqbFbDWpThRTpQrpWacFusaO1ZjA2yEvjLxF2hwk4A/idfgLOADbL4tBmaf3akydN/dp9+0wlhGqJr7m5+hitYWrK5Nc++aRZke3rM6u4iQT86q+a1Vmx9SSQFUIIIcSmaWQ1t5qWEPFGAEjmk8TyMabSU1SokMgn8Dq8OKwOCuUCM5kZZjIzAHjsHgLOAAFnAJ9+ZLqSAAAa2ElEQVTDh1KKI0egq6fA9GyBznYH4YD5/H37zAGQy8H4eD2wjUYhmzUrssGgybUtFMzq7p//uWnoUG2jG4mYKgli80kgK4QQQohtze/0c2//vbW0hG5vN32BPuxWO6lCioqu1F6bKWbIFDNMpCawKAt+p59iuchwfJiSLjE+5+WYbXl+rctlynrt32/Os1m4fBmuXDEbyKBev9bpNEHv+LjJwbXZoKvLBLW9vSZ1odq4oZpfG1g9A0LcAAlkhRBCCLHtrZaWUNEV0oU0iXyCRD5Bpljvb1vRlUX5tW2eNkbLJr/2/n33E3Stnh/gdsPx4/ChD5m0hKkps4ns9tvNRrBEov7aarWE0VH47nfN893dZhX3uedMm91QCB580MJdd23Yt+imJIGsEEIIIXaEldISqquufqefXnoploskC8laYLswv9aCBStWBmODnJ44TcBl0g/8DlPqy2P31Ep9Va1WvzaVWtxGN5WqjykWzaayJ580m8Ta200d2wsXHLXKCgvb7YrmSSArhBBCiF3DbrXT5m6jzd0GQDwXZy47x1RmCou2LMqvLVfKxHNx4rk4YIJin8NXq2PrsXuwKMuK9Wt9Pjh0yBxgVmirQe3oqOk4lsmYgNVmM+kIQ0NWvvxl85jVagLcjg5zdHYuDm6l5FdjJJAVQgghxK4VdAW5b+99nJ06S6qQYo9vDwPBARxWB6lCilKlVHttRVdqK7kkTUe0QqnAaGoUXdF0eDo43nV8xS5ogYA5qqW5RkdNVYThYROcRqPg8eha2a9y2aQrTE3V36Ma3KbTJve2XDYpCg8/LCW/ViOBrBBCCCF2tbWaOGSL2VqZr2Qhuai9bqFUqOXXBpwBRpOjDCeGuW/gPto97XjtXqyWlcsV9PbCBz9YL/t1+DDccUeevj47MzMwM2NWXBeqttWtpiSEwyYl4exZ01a3r88Euu3t0omsSgJZIYQQQux6q5X9qpb66vR2ApAv5WtB7WRqspZf67A68Dv8zGXnGI4PM5edQymFx+5ZlGe7MLBdmF8bCECpVCYYNA0XwJTzqga1MzOmIcO1a/WUBIfDpBbMzJgOZEND9Xn7/SYloRrYtrebdAe4udISJJAVQgghhJjntDlx2py0e9rp8feQKqSYSk/htDqJ5+N47J5aQKy1Jl1Iky6kmWQSoB7YOk1ga3dVTH6t1UEptfizHI56LdqqaNTk146OmiB0ZMTcLuxEBmbFNpmEq1frj7lcJgh++WWzutvVBe99Lxw9uhHfqe1BAlkhhBBCiBU4rA5Odp+s1a89HjnOofZDuGyuWuexbDG7aEy1ju1UeopYLsZIYoSKrhByhTjgOcBR/1HsVvuqnxkOw4/+aD0l4Q1vgHe8wwSlMzMwO1s/SqXFY+PxxWkJV67Aq6/CD/9wvb5tezu0tZkNaLvBLvkyhBBCCCFab7X82rA7DECpUjKpCHkT2Fbr2BbLRa5Er9Tyawdjg1ybvkZGZfA6vXjsHtw2k9bgsXtwWp210l+rdSLr7KzPS2tTKWFhcHvp0uK0hHDYvGZoaHHdW6VMXdtqYFu9dTp3XlqCBLJCCCGEEGtYq62uzWIj5AoRcoUAKFfKpAopxlPjVHSlll8bcAaYyc1QKBdwlB3Ey3Hi1Hd7KaVqgW22mGUwNkipUmJ8LrBiJzKlTLAZDMLBg+axdNqs4o6OmpzcwUETzC5NS9DavC4ahYsX648nEmYFV2tTLeF97zMNILYzCWSFEEIIIVrEarESdAVx291MpiaJ5+L4HD7Gk+N0ebto87RR1mXKlfKicVprMsUM8Vx8UaWEwdggo8lRTvWdMu9rc+OyuZY1bgCzgvrII/W0hNe/Hh56CA4cgLm5+qay2f+/vXuPsqss7zj+/c1kkkkmTBIiEWKAgEGCSAkNilJRFLWKLqtNVVxoRSgUrBVbarvwUhWwoMsCXsArGECqWK2otahotVVBuwCRoAiCAQIZcoEkM5l7Zp7+8e4zs+dkzlxOZs7Jnvw+a+11Zl/Ps/eTmTznPe9+95Np/eDwk33p7YXbbhvulnDHHXD//Wnor0MPhSVLUveGhQuHb1bbG7iQNTMzM5tisxtnc/SSo4f61y5rXcay5mUcvuTwND7tQB/d/d109XfRvaub7v5uenb10DfQN2KkBIAtnVuGRkqAka23+demxqaK3RIOPDBNJQMDqZgtFbYPPAA9Pbt3S2hrg+7uNAwYpHUHHJCK2iVL0tTcnNbVo1uCC1kzMzOzaZDvXzu7cTbdO4dvDCt1V1jQvGBo2WAMsqNnB9t7t/Nk15M0NjTS0dMxYqQEGG69LfXHLWlqbKK7v5sN7RsYGBxg4cBCjms8jiUtS3aLrbFx+KliAKtWpQc4bNyYhvZavz6tmzdv5H59fanrwuOPDy9bsCC16N59d7oB7elPhzVravMQBxeyZmZmZtOkVLBGBN10j7ltgxpYNHcRJx584lBL7tL9lnLE4iNoaWqhe1fWgpu13pbr6usa0S2hraONR9sf5bkHPZfW5tYRrbdzZs0ZsW9LS+pGUOqWsGpV6pawYkVqtd20KT2FbNOmdENZ3ubNI0dLuO8+WLcO3vCG4e4IpamlZfSuCeXHnCgXsmZmZmZ7kUojJSxgZOttz64euvu7hwrcrZ1bR3RLaJ3TSkdfB+297QzEANvYNrR/gxp265qw4llzOee8wXG7JezcOVzUbto0+mgJ27fDQw+lbgt5s2alFtyFC4dft2yBb36zumvlQtbMzMxsLzPWSAmQCtF5TfOY1zT83f/yhcvp3tXN1u6ttDS1sGnnJhY1L9qt9RVSIVx6mEPJ9p7tPLL9EQZjkEU9izhu13EcvODg3ca9nT8/TYcfnubb21Ph+thjaXlp1ITy0RIgdT0oDRcGqUvCj3+citlquJA1MzMzmwHKH+CwYv8VHL3kaBbPXUzvQO9Q623ptXdX79C+5ePebti+gae6nuKYJcfQMrslTU3pdV7TPBrUMLRvayu85S3D3RKe//zULWH58lTg7tiRXktTe3sa4gvSjWRdXal1thouZM3MzMxmiErdEppnNdM8q5lFLBradjAGh4raLZ2pSXTR3EU0qnGoW0LfQB9NA030dfexrXu4a8LcprlDhW1LUwtHHtnMOef1j9stAdKwX6VW3La2NJbtI49Ud751LWQlvQh4D7AaOAh4fUTcnFv/58BfZ+sXA8dFxN31iNXMzMysCMbrllDSoIah1tbWOa1s7txMR28H+83Zj40dG2ltbmX/efvTP9DPYAyO2Le7P7Xsbu3aCsCO3h1sbN/IIIMs6F3AsQPHsrR16ahxNDQM3/y1fHnqU3vddXDrrZM/13q3yLYAvwa+BHyjwvqfA/8OfKGGcZmZmZntM8rHvV2631KOXpKeKBYR9OzqobM/9ant7O+ku394BIb+gX4eeuqhoW4J67etZ3PnZo5ZcgxzZs1hzqw5NM9qZk5j9prNz2pIZejKlXD6X/Zz2WWTj7uuhWxE3ALcAoz6hIqIuCFbt7yWcZmZmZntayp1S5CURjZomjv0qNzBGKSrv4vOvk42dW6ib6Bvt9ES+gb6hsa2zRe+JY0NjTTPaqazr5O7nrirqpjr3SI75STNAfK3582HNHhwlHoW216vlC/nrDics2Jy3orJeSueouSsqaGJptlplIKxYhVKfWSbWljYvJBtXdt4qucpWma3sHnnZpbut5TF8xYTEfQO9I56rF0Du9jWt411m9fxePvjo7zL+GZcIQtcCHywfGF7ezs7duyoQzhWjYhg586dwOit9bb3cc6KyXkrJueteGZ6zpY1L2Nn5062t29nUdMiVu6/ksWzFwPp3PsG+ugZSI/gLT2Kt2eghx09O9jWsY1ZA9WVpDOxkL0UuDw3fxDwu9bWVhZUO7aD1Vzpk9uCBQtm5C/8TOScFZPzVkzOW/HM9JwtWLCAZQcs261bwnh6dvXQOKeR3w/8vqr3nXGFbET0AkMDo0naL3udkf9wZrJSzpy34nDOisl5KybnrXhmes5KN3ZNxtymuax+xmo6tnZU9Z4N429iZmZmZjY9njbvaaxeurqqfes9jux8YEVu0WGSVgFPRcSjkvYHDgGWZuuPzD7FPBERT9Q2WjMzMzObDuWPwZ2oerfIHg/8Kpsg9W39FXBRNv/abP672fxXs/lzaxijmZmZme2F6j2O7E+Aih1FImItsLZG4ZiZmZlZgdS7RdbMzMzMrCouZM3MzMyskFzImpmZmVkhuZA1MzMzs0JyIWtmZmZmheRC1szMzMwKacY9oraStra2GftIuJkoImhvb6ejo8N5KwjnrJict2Jy3orHORtbW1tbVfspIqY4lL2LpBOAX9Q7DjMzMzMb1+qIuGuiG+8LhWwrsANYCeysczg2cfOB3+G8FYlzVkzOWzE5b8XjnI3v6cCvYhLF6T7TtQBoi4j2egdhE5N9AAHnrTCcs2Jy3orJeSse52xCHp/sDr7Zy8zMzMwKyYWsmZmZmRXSvlDI9gIfzl6tOJy34nHOisl5KybnrXics2kw42/2MjMzM7OZaV9okTUzMzOzGciFrJmZmZkVkgtZMzMzMyskF7JmZmZmVkgzopCV9A5J6yX1SLpT0knjbL9G0m8l9Wavr69VrDZsMnmTdLakn0ralk0/lPS8WsZrk/9dy+13mqSQdPN0x2i7q+Jv5EJJV0lqy/a5T9KptYrXqsrZuyXdL6lb0gZJV0hqrlW8BpJeJOk7kjZmf+9eN4F9Xpzlt0fSHySdW4tYZ5LCF7KS3gRcCXwEOA74KXCLpEMqbP8C4CbgBuDY7PVrkk6oTcQGk88bcDLwFeAlwAuAR4EfSHrG9EdrUFXOSvsdCnw8295qrIq/kbOBW4HlwF8ARwJnU8UTd6w6VeTsdOAy0tBORwFnAW8CLq1JwFbSAvwaeOdENpZ0GPBfpPweB/wL8ElJa6Ytwhmo8MNvSfolcFdEnJdbdh9wc0RcOMr2NwGtEfGq3LLvAdsi4s21iNkmn7dR9m8EtgHvjIjrpy9SK6kmZ1me/gf4EnASsDAixm2lsKlTxd/Ic4H3ACsjor92kVpJFTn7NHBURJySW/avwPMiYkLfmtjUkhTA6yOi4rdQkj4KvDYijsot+yxwbES8oAZhzgiFbpHNWg5WAz8oW/UD4MQKu71glO2/P8b2NsWqzFu5eUAT8NQUhmYV7EHO/hnYEhHXTFdsVlmVeXstcDtwlaRNku6V9N7sQ4lNsypz9jNgdam7laTDgVOB705XnDYlKtUjx0tqqkM8hTSr3gHsoacBjcCmsuWbgAMr7HPgJLe3qVdN3spdRvqq84dTGJdVNumcSfoT0lecq6Y3NBtDNb9rhwMvBW4kFUNHAFeR/r+4aHrCtJxJ5ywivirpAOBnkkTK1Wci4rJpjdT2VKV6ZBbp30FbzSMqoKIXsiXl/SM0yrI92d6mR1V5kPSPwJuBkyOiZzoCs4omlDNJ+wFfBs6OiK21CMzGNJnftQZgM3BORAwAd0paSupu4EK2diacM0knA+8D3gH8ElgBfEJSW0RcPJ1B2h4bLc+jLbcKil7IbgUG2P1T6hJ2/5RT8sQkt7epV03eAJD0D8B7gZdFxD3TE56NYrI5eybpZqHvpAYiIOvKJGkXcGREPDQtkVpeNb9rbUB/VsSW3AccKGl2RPRNfZiWU03OLgZuiIgvZvPrJLUAn5f0kYgYnJ5QbQ9Vqkd2AU/WPpxiKnQf2ewP6p3Ay8tWvRy4rcJut4+y/SvG2N6mWJV5Q9J7gA8Ar4yIO6YvQitXRc5+BxxD6lZQmr4N/Dj7ecO0BWtDqvxd+zmwQlL+/4dnAW0uYqdflTmbB5QXqwOk1j3tvrntJSrVI3f4RstJiIhCT6QhRvqAM0nDjlwB7AQOzdZfD1ya2/5E0qedfwJWZq/9wAn1Ppd9aaoib/8I9AJrSJ9gS9P8ep/LvjJNNmej7L+WdNd13c9lX5qq+F07GOgAPkUqYF9Nagl8X73PZV+ZqsjZh4B24DTgMFJx9CBwU73PZV+agPkMf3AP4O+ynw/J1l8KXJ/b/jCgE7g8y/OZWd7X1PtcijQVvWsBEXGTpMWku6MPAu4FTo2IR7JNDiH3STUibpN0GnAJ6euYh4A3RcQvaxv5vm2yeSP1/ZoNfL3sUB8m/RG3aVZFzmwvUMXfyA2SXkEqnu4h3VT5CeCjNQ18H1bF79olpMLpEuAZwBbgO6R+s1Y7x5O+dSq5PHu9DjiDlMuhsYAjYn32oJErgL8BNgLviohv1CTaGaLw48iamZmZ2b6p0H1kzczMzGzf5ULWzMzMzArJhayZmZmZFZILWTMzMzMrJBeyZmZmZlZILmTNzMzMrJBcyJqZmZlZIbmQNTMzM7NCciFrZjOCpIclvbvecRSBpJMlhaSF0/w+P8neJyStms73mm7Zv6+oxXUzs4lzIWtme0TSiZIGJH2v3rHY7rJi8sqyxbeRHpe5owYhfIHhx6wW2XOBNfUOwsxGciFrZnvqTOBTwAslHTLexnsrSY2SCvM3UVJTtftGRF9EPBG1eUZ5V/Zeu6o9gKTZUxlQNSJiC/BUveMws5EK80fbzPY+klqANwKfAf4TOKNsfekr7FMk3SGpS9Jtko4s2+79kjZL6pD0RUmXSbo7t363VkVJN0taO0Zsfy9pnaROSRskXS1pfm79GZK2S3qNpN8CvcChoxxnkaQbJW2R1C3p95Lenlv/DEk3Sdom6UlJ35K0PLd+bRbrB7NzbJf0uXxxJumVkn6WxfOkpP+U9Mzc+uXZdXxjdi16gLdIWizpK5Iey67tOklvzr838GLg/NzX4stH61ogaY2k30jqzb5Gv6DsOjws6b2Srs3y9Kikcypd/zHy0ijpGknrs+t5v6Tzy7YpXbMLJW0EHsiWz5H0sSyfvVkuzpqKPGXbnJm7Bm2SPj3Z8zOz2nIha2Z74k3A/RFxP/Bl4O2SNMp2HwEuAI4HdgHXllZIOh14H/BPwGrgUeC8KYhtEHgX8BzgbcBLgY+VbTMPuBD4K+BoYPMox7kYeDbwKuCoLLatWezzgB8DO4EXAS/Mfv5eWSviKdm+LwHeDLwe+GBufQtwOenr61Oy2L85SgvxR4FPZsf6PtAM3Am8JjvPzwM3SDoh2/584HaGv94/CNhQfoKSVgNfA74KHAN8CLhY0hllm14A3AEcB1wNfEbSylGu2VgagMdIH4CeDVwE/IukN5ZtV7pmL8/OD+B64DRSXo8CziVdb9jDPEk6D7iKdA2PAV4LPDjJczOzWosIT548eapqAn4OnJ/9PAvYArwst/5kIIBTcstOzZY1Z/O/AD5ddtyfAXfn5n8CXFm2zc3A2tz8w8C7x4j1DcDW3PwZWRzHjnOO3waurbDuTOB3gHLLZgNdwCuy+bXAk8C83DbnAh1AQ4XjHpDF9pxsfnk2f/4EcvJd4OPjXLtSXhZm8zcCPyjb5mPAb8qu7w25eQGbgHPHiGW3966w3VXA13Pza4EngNm5Zc/KYn5ZhWPsaZ4eBy4ZJ84R182TJ0/1n9wia2ZVyboHPI/UikekPpA3kYqGcvfkfm7LXpdkr0cC/1e2ffl8NfG9RNKtkh6X1EFqzVus1B2ipK8sttF8BjhN0t3Z19on5tatBlYAHZJ2StpJ6kfZDDwzt92vI6IrN387MB84OIv1mZL+TdIfJLUD67Ptyvsc31F2jo2S3ifpnuzr8p3AK0bZbzxHkT6U5P0cOEJSY27Z0LWKiCAVm0uYJEnnKnU12ZLFfPYoMa+LiL7c/CpgAPifCoetOk+SlgBLgR9N9lzMrL5m1TsAMyuss0h/Qx7P9SYQ0C9pUURsy23bn/u5dINRwyjL8sfJGxxlWcWbnSQdCvwX8FngA6Si5YXANWX7dWcFWUURcUt2vFcDLwN+JOmqiPiH7BzuBE4fZdctYx23dPjs9Tukr/zPBjZmx72X1GqY11k2fwHwd8C7gXXZ+itH2W88YvwcwMg8ku0zqQaRrAvBFaTYbye1TL8HOKFs0/Jz7R7ruHuYp8HJnIOZ7T3cImtmkyZpFvCXpGJkVW46FniE0QuGSu4ntezmHV82v4XUv7P0/o2kPqGVHE8qsi+IiF9ExAOkFreqRMSWiFgbEW8hFY2lm5zuAo4ANkfEg2VTfmirYyXNzc0/n9RH8zFJi0ktopdExI8i4j5g0QRDOwn4VkR8OSJ+DfwhiyevD2jcbc+Rfksq9PNOBB6IiIEJxjJRJwG3RcTVEfGriHiQka3Xlawj/Z/14kobVJuniOggdZ04ZQ/Oy8zqwIWsmVXjNaRi65qIuDc/AV8ntdZO1KeAsyS9TdIRkt4P/BEjWwj/G3i1pFdnNxddDYw1KP1DpEL2byUdLumtpH6pkybpIkl/JmmFpKNJ535ftvpG0g1F35J0kqTDJL1Y0ickLcsdZjZwjaRnS3oV8GFSv+BBYBupD+052Xu8lHTj10Q8CLxcaSzfo4DPAQeWbfMwcILSaAVPG+UGMoB/BU6R9AFJz5L0NuCdwMcnGMdkPAgcL+lPs/e6mHST25gi4mHgOuBaSa/LrvXJpZvEpiBPHwIukPSu7N/hH0v62yk9czObci5kzawaZwE/LGt1LPkGsErSH0/kQBFxI3ApqWi6CziMdLNPT26za0lFzPWkPpLrSXehVzrm3cDfk0ZCuJfUQnzhROIZRV8W3z3A/5L6aZ6WvU8X6S74R4H/IBVO1wJzgfbcMX4E/D7b/2ukrgQfyo4xmB1vdRbrFaSv2ifiYtI1+z7pxqonSDfB5X08i/m3pJbt3frPRsRdpFEETstiuAj454hYO8E4JuOzpGt1E/BLYDHpg8lEnEf6oHQ16eatL5BGfIA9zFNEXEdqxX0H8BvScHLlrdtmtpfRON3DzMxqTtKtwBMR8dZ6x7KnlMZyXRgRr6t3LLUm6Sek0SdmxKODJZ1M+gC1KCK21zkcM8MtsmZWZ5LmKT284GhJKyV9mHSzznX1js2mxDuykQKOqXcge0LSb4Bb6h2HmY3kUQvMrN6CNLbs+4E5pJu/1kTED+salU2F00lf30P6Wr/ITmV4xIv2sTY0s9px1wIzMzMzKyR3LTAzMzOzQnIha2ZmZmaF5ELWzMzMzArJhayZmZmZFZILWTMzMzMrJBeyZmZmZlZILmTNzMzMrJBcyJqZmZlZIf0/kmzNainygQAAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_ = vip.metrics.contrast_curve(cube_emp, angs, psfn, fwhm=fwhm_naco, pxscale=pxscale_naco, starphot=starphot, \n", " sigma=5, nbranch=1, algo=vip.pca.pca, ncomp=19, debug=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Go to the top](#Table-of-contents)" ] } ], "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": "3.7.1" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": false, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 2 }