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Demonstration of photutils PSF/PRF photometry
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| { | |
| "metadata": { | |
| "name": "" | |
| }, | |
| "nbformat": 3, | |
| "nbformat_minor": 0, | |
| "worksheets": [ | |
| { | |
| "cells": [ | |
| { | |
| "cell_type": "heading", | |
| "level": 1, | |
| "metadata": {}, | |
| "source": [ | |
| "PSF/PRF Photometry on Spitzer Data" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "The affiliated package *photutils* offers now some basic functions to perform PSF/PRF photometry on astronomical image data. In this notebook I'd like to give a short introduction on the basis of a Spitzer data set. " | |
| ] | |
| }, | |
| { | |
| "cell_type": "heading", | |
| "level": 3, | |
| "metadata": {}, | |
| "source": [ | |
| "Introduction" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "As an improvement, compared to aperture photometry, PSF photometry makes use of instrument related information. To estimate the \n", | |
| "the physical parameters of an astrophysical point source it uses a model how this point souce is imaged by the instrument.\n", | |
| "This model is called point spread function (PSF). The PSF can be either obtained from the data itself or modeled by some analytical\n", | |
| "function. Additionally there is a second concept, the so called point response function (PRF), which denotes the PSF after discretization with a CCD. We are going to deal mostly with PRFs." | |
| ] | |
| }, | |
| { | |
| "cell_type": "heading", | |
| "level": 3, | |
| "metadata": {}, | |
| "source": [ | |
| "Obtaining and preparing the data" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "The test image data can be downloaded from the [Spitzer database](http://irsa.ipac.caltech.edu/data/SPITZER/GLIMPSE/images/I/1.2_mosaics_v2.0/GLON_10-30/GLM_01800+0000_mosaic_I2.fits). This notebook and the catalog is contained in the Gist [PSFPhotometry](https://gist.github.com/adonath/6550989) on GitHub, which can be easily cloned, if you want to run and test the code yourself." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "import numpy as np\n", | |
| "from astropy.table import Table\n", | |
| "from astropy.io import fits\n", | |
| "from astropy.wcs import wcs\n", | |
| "import astropy.units as u" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 1 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "At first we use `astropy.table` to read the coordinates and fluxes for the sources from the catalog:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "catalog = Table.read(\"catalog.xml\")\n", | |
| "l = catalog['l']\n", | |
| "b = catalog['b']\n", | |
| "fluxes_catalog = catalog['f4_5']" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 2 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "We read the image data using `astropy.io.fits`. As the image data is given in `MJy/sr`, but in the catalog the units are `mJy`, we have to convert the units. Therfore we use that the image data has a resolution of `(1.2 arcsec)^2 / pixel`. Furthermore we set up a mask to exclude NaN values. " | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "data = fits.getdata('GLM_01800+0000_mosaic_I2.fits')\n", | |
| "factor = (u.MJy / u.sr * (1.2 * u.arcsec) ** 2 / u.pixel).to(u.mJy / u.pixel)\n", | |
| "data *= factor.value\n", | |
| "mask = np.isfinite(data)" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 3 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "As the photometry function are currently only able to handle pixel coordinates, we define a WCS transformation to convert the galactic coordinates into pixel coordinates:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "header = fits.getheader('GLM_01800+0000_mosaic_I2.fits')\n", | |
| "wcs_transform = wcs.WCS(header)\n", | |
| "coords = wcs_transform.wcs_world2pix(zip(l, b), 0)\n", | |
| "\n", | |
| "# It seems that the coordinates are shifted. To have the PRF images properly aligned in the plot below, we correct for this.\n", | |
| "coords.T[0] += 0.18\n", | |
| "coords.T[1] += 0.3" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 4 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "We only consider a slice of the image, because the whole image is very large." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "x = coords.T[0]\n", | |
| "y = coords.T[1]\n", | |
| "x_min, x_max = 3500, 4500\n", | |
| "y_min, y_max= 4000, 4500\n", | |
| "slice_mask = (x > x_min) * (x < x_max) * (y > y_min) * (y < y_max)\n", | |
| "data_slice = data[y_min:y_max, x_min:x_max]\n", | |
| "coords_slice = np.array([x[slice_mask] - x_min, y[slice_mask] - y_min]).T\n", | |
| "fluxes_catalog_slice = fluxes_catalog[slice_mask]" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 5 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Here is a plot with the source positions overlaied:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "figure(figsize=(16, 12))\n", | |
| "imshow(data_slice, cmap='hot', vmin=0, vmax=10, interpolation='None')\n", | |
| "\n", | |
| "plot(coords_slice.T[0], coords_slice.T[1], marker=\"o\", markerfacecolor='None', markeredgecolor='y', linestyle='None')\n", | |
| "xlim(0, x_max - x_min)\n", | |
| "ylim(0, y_max - y_min)\n", | |
| "colorbar(orientation='horizontal')" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 6, | |
| "text": [ | |
| "<matplotlib.colorbar.Colorbar instance at 0xb8ffe6c>" | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", | |
| "png": 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T9f21XeGWXZZ2fZOy0uXNENTWcSZI+hxGZputsVjPiYCsq8JVP/1R85cd4FRT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LlTCBXzECObHwSfQJjkymrw+rIa0ThkyhywT4eSxCfUJBTdgQ1IILePpaG0bh94jmzFSNkdTK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\n2vDjHKcY7779evj4gfI9m/t4jvlOKj3VOoiR4hU4SH2B+R04lRk9PrA0Y6r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NdC+SV9ka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j5ZQLOsr94WLytrk957/V0Gmvg8urR7O/ZTFG6vv4YfNRyPR4eyfvjRv8xzsSZTQq7n/TBw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\nawqrI5kEDAkcGgRZwJxR1JAVppFOESvXAucA5wOvphCoWZfsaoc0s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4y/qT9KmkYoA23D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DnrULrrgS/mEv/P2sPp1xjXXLI3UJRSBxAT0T/rOx67lwdwW436y9W+gm44h7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nc9zxSBqKyq/AaqB7IvVM4Za0tQ0brqnLbC/Fap+ByFRNWnaIOM+WXhwRH6hKKYHbbvOVRc2LED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aax3PpS5R9ky8empieRS87/OruUdS3GPCpa3jBJpnKLj3NiquE150D4eY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S8R9vDJCH1CAuGZhwQ5Eno9Uh6V6XA1+b3FYLz+2L4UVoUhx/YWqYltCHX42DRH80K9MmXa\n3xcBis8lkEcPqeZK3mKFpEVcjEy2pcz7by3wvi1SvMAKZ/YwmxgFIGLl3nvoKh0q33cXoX+WQuaZ\na/uEpGcswYV299otn4Uvr0wT6FAY536654W9zZjoRHtYc/EAeRbdjCD3KaWt3/rGlv0eFVj3OGrO\n/fmIMhcSZI5TFNYFivdZmWQzBqXQyNgnL6O2o4DuNGYR+D7gXw8GnDY+yeTTI773eQVvThtMDSST\n0rcH6YZhQjfEyccdw423Uu7R+9WXwzUfgDdR95PjZgTdg30J5eyt2tc+1Bj1TGfVnG45SAFXeLcE\nLKeJ7vVRlMyRUF/Esyi8OS1wZWuVehxD83KCajjQs38xgNP/1wAWT/IfRiMeoHi+76IbNref2bD4\njcx6+rVvtlC8pTFzfF/Y63nUEDwfe4tOY3VloboPx4jXErYejuCpNYXuVTdRmPPw2UXKPbiLFOPN\nPvJIKu9LpmBpDrdP6/ratLxnom8dqZk3x32QGU/0nhRh4byMIVEZVvvqa7xyJuJ5tlbPoyQ4vIF6\nptTPM7b67O2vh845OE/M6o71Ol+HWXkHKs85jboHIz9vhRoLZDiZJ7dkd5zGcfv9t4MhrEzvz42h\n7YLTKDT0i1RjpPehJdO1oLVWoiWiNzL0aB9so9Cs9e7jvmjHLRSD0hFmkwVle/Xhji+TdzWO7Do4\nP+bkV4JBl8fPk/+iDCGvMlSjodMMyQKOxz5H0WnhUWIymM5TovtkfkE80+zHYeY5yB74v+Ee1oxg\nQT/ixd/cSytiEgXA1vt9iqAzQUEUkGTFkqDvgp0LCVEA2Mys90Fldd5H9UflV3V7nVLUD1MQ9SBd\nIkLoh+rKGEufgjWkhHtGoVa/rTJ7/6zq05m4uFEd2fVOtnZRMHcGRKijxTBU5gxyRV3/RXwyZRX6\nrzLIBInYj4yYS4G+lUKgfWyRSToOeBkxMzHElkUy9smJ9HqveBpT7ufTHX+OX9+kMM2dVGtrnOM4\nNx5GIs9U3E8RXIFsCVTY2OKZ8fhO1kZ2lkp7Oypy6ouEZSVgeBzw+MGAy4H3TyYco3rHt9A1TijE\nR8kRNDct6POyKoHM7cCHJhN2P3/Ex66Hswbwu4uDYhk571VMfuT9vPhPKiPx80FYvVpneUBc6dsG\nPH0Ak/dfyotGNzQVPJ/DEYUm3E3Xq6/9pxDP7AoWzTN096PCcKF9HYH+ax2VDTKG6I+pa+i0uKVo\nCNwLIQOCvNg6r/wrEzh364TDjB7q/xGK4Al1rhVa7G1FxdKfyQOW4bULHP5ediZRfXDa4Mno9Jvv\nMdXXons0fouGgXlXxWR1Sw7wM20OrmCrn1+jXKf0TSvnNCW2kQl3+q9IJae3W8jzVGQhc+tVihyy\nuXWl9QTdM3lZ9Ibw9Bj5/aha/7H9+f64jaK03MMsv4nyXUuui3JQplAKMmVVZVt7MvLJeB4VKr9x\nA0OMvPA2s3WKCSL75Cr1N3MWANxi999qrvt4uWQHH1cLP+YpkxkvjbJKXGv9rnPFGc2PbQjivoQq\n0z6Dem9opjy36o5G0jjm1jr5PozjyMKZfR3neX8z0DuHqIZU5zPb6MoCXu+YuqedF2+n6+nu68N6\n18idC67rwKxB7G8aHvNrbfyzI6MLF9EV74vgSOihEOvdkJlikil2hN8kjLwQ+FuU81f3WrlMcMgU\ntBGFWXj4w2ryPnQtLQ6ydgm518N4IwOOSmA2f1GJiMJG3LRxnSKhih7bUfis796vzdQwSyVfydrN\nQH3cTE1WFd9bpZsZ2fEvbv5W6FJ8V4w7Csz+XsxKF8HD1gVZyI/mTWFzGURhYkhJ/qDx+/quh9B5\n3xT67tnuWvVkwpmHxsV2It5JwMn2p6IIpHhIKYn4FnGwj4F5H2O/vPwiZT5PAf7dcMgzxyXd1M3D\nAXsnddy6vF1KzpCCm27djdAnUOjuT52nVGjTtcD11xdm9rv/dgj/uNYw+OMDfM/wdD497bPOkGcC\nT2YsgSKs/5cJ3DS64SEmGpXWuEYZbRhTlf24F8Q0z6MoCPuZBYVv+Zx4X7Ly3yQ3Cug86hMpHkg/\nV5XhSKYoQTfzpL6fQ6ExixS7gYSLLdM+RVru7UQ+CO194r/Fu4wF0RPle2tETcx1W9IHL+sRKy40\nqp+Rt2b91JUSLZqTjbcloHtftS5u1D5A8Uh5/+YJ2q3fHYcVARAzhAvcIy+QgtkXTtfiad4nKVke\nTq4kagKfD+2XlgCv/nokjxt2DoX6/cjKmPyYlLcTabmMDpk84PVnoPbcGBC/SxGKSSEjffKkiq4U\nrKcfmcylZ1JqM7kyq0Pzl8lWDjrelckIWre+eXXI9lhLZs54QrYfHXda9MzLKzT3k8yGNmd7MMqM\n2e8ZjYyf561HJrtHWhTbatHoKFv4XacyrDyNYoiIvDDOudOu+5h1lvmatOhbn6yn+X/GElyyEx43\nhtURfHpv9fy35u7RhsfUwwqzG8ETdCi7mAi6/resyJkwFaHv93kI698XKOHHv/tzAz7/GxPeOKme\ngshcHVGihcLblWDTx0B8jqAqWPoc342Cgoc2jKkEPRMqvf01qgfVfxdEoSATUPW8ZenMmGX2XG1n\n99zNI8RSBuIaOFNx4dP74ES61Yb/3hqnIFpqW+OP4AzM61D4SJ/AJ9xxI5DuYs3G0BI2+giwvKSx\nPv+8EH6XwNGqP35X6MsJuude/L/mSEwvrp3C2B+gi6MRhszisK+x7ycPz7xsMOCZ41rrv1+F5z+u\nCOZKEKPzw0coisqDdCGG/HofPcxRoAQuUkTcyHQA4M0nO/VP2PRQsiO3cGfCje8FhYEuUK9kuYGu\nwqj5jh4l1eufVReUuTiFWTzUWserp7y+uI6Oe1Fw0zj8WEcUoo9SFf8+4UPvLVgZ7Xsln1qg7LP/\nQlECld15G/BcSjjifqrRQPPiY/X++ee1pOw8yIR8CU86wrGFrhKZKczR0g+5gO3jEW3091uZ81ud\nXGm3AAAgAElEQVS8ifC8j15GPrNKWQsp5T7+jEdnbUM3ikl7MXrkszF5G9nvkU6J10U8F85pDKIp\nHraYzZF+i2coHYS73mYMLY6RGJvp3oQwD+JeVH/83LXq9n56+5FXq0zkrdG4rbmLe0s0eUSe9NLf\nj3jVwl9COR+TP8/qjL/H+vWOG6h9X2dKVR+4kut8OkKkRS25w+npmRSccpobcXtMUdK0PyMvijQ6\nRvxk8pa+i2954jWtdTTexHfXMweR34ymbcWQdAftK4963ETZQ5GOROcd4XfoD+2PY/J5JDzz8T5j\nCV69C867Bi5iwHsnE569p5T9ykql3fF4xnp50XrhMVNY5ykWYiSeAXc7NdQlxrXPg1a4TXzeUkbU\nN1/8JwH86kkueM6IAz/eDQVT+agARALvRMrnRMgePWUtAhg3tv47MV+knC98PCUJ0UEqczsa6siY\nRV944pr9j/OQlY3nsOKmFxOOocvH6aZEz+YztuVhTdHTkG3OaNGLoCQ6MVzP+6+6t1ENCoTyEe+c\n4CoLpvrsZVRHXI/IoKOiqDJbqEQ0WjidgMW5yhhpJKBRSc+EawlWI3vX2z1l+vmQlZMipmiEbRRF\n6Qj5JelMf3vaEuzaCZMxnBzBrXvh8yvVk5spPxEyRum/KSOuwxHgdOhmhX11KX+cen5V0QLu8fd1\nixDDG9V3nz+dZdT7Otu5GeD7R/Bn9vbknZxDoac6+5ytc4zucIHwLspaeVZo/a7yLozC7PjiGcxD\ndBUp4ft+qqKTKadRINfnKPQIWtcrMB3PveTvRroOXQFRYf7QpYlMnx+03x8E/sf0swwZsrRHHuHQ\nhycRdLYxhq9lNGOVmoX+QCgTzzJlNDLisT7H8XhZGaQdfG6dT8drN7y8lLCowPcpFwrb1n7sy1Qf\n++VXdkClq1lUTpwPP27Qp6hkhlm9I/pzHvWeeFf8W7jjv8X2YpnYXx/LMPw/Zn9eLso4+u7eWacx\nC/a+GwViv/v6nD3PlJ/W3MZcHLH+hyOMz5v/WK41vlY9cZ19z64nzD6OL6OlHvofFZKWfB1l2gso\nNOVOKq+IvNPXRMqbjPGxz+J3cvZEg0rWNzfoeNh1Rl/jGGI/M7nb58TDnVtresz+q/yD5InwMrkq\n629sS/yE5Df11WVEh43AC3fCJdfAhWs/B5Nf5TuHQ35vGX54NzxpBT4x7e9Wquwxb58+EnhMQ4Ij\nxMGJ8AnhDlHCqc5kNvW119EnYGK/901m6z2oSPJp4NeGI55EZVynTH+XEB1T8PeFgqhPmynC+Ihy\nPqR1/2QkvlERk1VfyPps4H0bYbIdLr+79PG0aRuerKXVP/fk6bs84FCzW7qnRpYjMXD10echUwLk\nQVulZoxthW56v+P6i8i2MmW2iHAfM4pnOPx5tGoenbY977oSrbvqOYOilN3J7DnKaFFuMYuMECtM\nTP2PZ3NiG14Xoa6MYOv84SG6Kfsjjnpbbpx4EvD3KILXe+gmcdA8Cu+eB1xPV9F35vq0JXj2LnjG\nNQMOMeFdE/i+PaXMvpUqvPetdcYEInOPmZoFvzeZcNUTRwy+Nm1h0vUirlGIexQEWwoSdNc+2/e+\n/xz/FarIp6cPJhMmkwl/MPonDylPrfOrkUH6vnaGHD1GHoLdEsa93678t5hy9tkFF40zE9LVj77I\nBv/sFvdMmInKqtcRjUkxIkJ9lrHQE07BrHCmXAmqQ6AzRKrTaWzsswQ7gXtQvO9jZnMB+L6KXqoW\nL/X21b+lJTh/J6xNX9q3t2QNjzji9ca5bHkYoHvMwdvNYESZv7MotPdeSrRFdszA959yOUixV6jp\nGmWOdbfmIarRrcV//Flct/jdk0zGfSh5KOOrLbnBv7foTga6X9fx4hwKzuxnNuFl3/xnezHjk4v0\nZ3OexwMjxDE76GhZS+7K6tbnviSe2T5Zzzxl7cU6Mhkqq7+FW1Dp0QYKDgu/I+4fo5vFX7+1+iw5\nFMoayrDh3vu+ccxzTHk4eRxT7NuYboitHyOJ/Zgnr0GNbHA+57QoM9bEtmKfVce8o259/DEazeaF\n06s+yd2evG8E/PV4qiNMRkwmk4fW7vET2E052rKF/mMdjwY8ZlmCdaeQvKeaLF98QYsAZ8SexrO4\nKH1t6F6kEVVgjgIx9jye4YBZpS1rp0/42k7d1NGTl23ylvCEjXXTdFwbqeekBO7RbSHbplB2MyVU\n4Kk7y/UkJ4fwlakAonWN2QfdipPFvouwnUnJQPg16r1UhPLqgxK0tBKtSJj1UFXHuc10lat5RKoP\nxpRN64q6K8ZSKDKG6d/ledP6Z33K8K5P8Mj2Qwscp/oIbZwTN5JAveex5VF3z9MG6rofoVx870m+\nXLh2wV/jj9czve4NcPhaeNd4zGTyL3nl6O3cAFyxG37/2lyAhILnOiPtcxxDj7wfupPZBXsl7VEm\nToXr3Wnj8YQnmYIa1zMyPyl5Tpf8HIx+X6DM6UuA76cIJH9EScp0jCJkSmmMV6qMrQ6dl9dzF6bn\nCYZ9QtQofFcZ9yhnkTAjCs68YAC/evICPjLax88xG9Xg0NrHWV+d9ve93+JBMdTKQ2Gj18DXr29/\nZoalOLdRgMp4WKTF4r8ehibc7jtb2hKkJfxspSiCP7MEP7IHzvu5NSb/bsTr/umE7Xvgls/ArSuz\na66653mI4h5xI+Q8OiclUPs386qp/izcW991vGBMMTS+EvhD8gzMse/Q9RpL8VGdi9TrsLZP/ysj\ncR+djribCc5RmRJPPXPaRsw0uhlYAj78HfD0b1Rh30MeW7whguifynr/WjgVeV6rXBxbHwgH1HfH\nP+XMkCwW17AvpFrPhR/x2Eg8b+/7NOJYlhRxPUpB3/y0ykZ50ttaz1xGPqjoBSlAUT5thcZ7v7L+\neF89qiLSJMngHprr2bTj+XvVH/dWa31jv7LfhQNu5PX+Sd/Ikpp6WccR1dO6Kki4tt5IVJfrPUII\n4Io3wAeuKXthRHV6XLkbPnxtpZvCW6dn/1dkCT6XIsi6oORua4eIRJHgZkIFdBmXQ+vwtL4rJG0T\nszAK/7N6va9Y31xJUlutLMkSuDJrcsb4BBKIRHj9fjglm8jqU1uRMPmZYgncQuzvXILv3gU/c9oA\n/s2P8YuD9/KkPaW9W1a6inbsc6asjmy8ByhWm3g+KhPgj1uZWKeeZQKnysbECi3BWuBnExwnNVfu\ncXPlZTPVMp/h0Th8jsw/jk1Eq3V+LSowfYKAl3fjhUNcw1bftYabKfdsQp6FUmXlNR1R6IHO08Yw\nWYWNHqEmNRHOON4qU/LJMXx6ApPHj/iL+4tVeES5LkDzEee3b34y2uRhij4eKHilrH3jaZ+dsDus\nZ100vljO6eaYrvd1TJfGfJJyBYWs5yeoSWJimx6urUiKVmiWz3/f/onjjGUiHvdZhgWHgQcm8Muj\nfXydblhyBN+PTp9W7beWYB9po2jhcXtXtH4t1KWxjOw3DxmDtpcoth8VeO0D0f54X2YMqVR93qet\nlP160OpW//qyh2u9s7P6WyiKz3OAjwKX7YLzfnYNGMCbT3Lkn474+DL82O6isKq/WXRHRl8irji9\n0zvZnGbhxVmiMxe6o+chtnmcehb+GPA7dIVTLxvbiJ9Vbgsl6deImshO/MPfi0cEVFfsf+Y5zvqj\nJD5eRvN5nHIE4MXf6PI/p8GRtzldbe39qIBEaOFGbMchRg9kZWDWeO5tHKcbOeUKpI/Lz3q6nKK+\n6XaCg9M6/b5W75tohjxkkeZkc9oaf4vmOrRkh9hm5uTJ9lbGmx5MfnNaOY/3edi9jgj2RcPJyBDD\nhNfDSzLFsCXn+DpnvCLug8xxpeeSCyI+ZHsp9jf2z+dzXhi904hFyl3qlw7KSaYPUPPW3LIXXrkH\n/mC5vvvqq2DvjfWeWsmMGW4+WvCYKaz/gpJ84v10LRxR8IlMPyKUh+NkSRsU/y6IGz+Cfj9Kl6hE\nhHRrSeyzL5SUPMEC9bxJDGuOCp233UfIY9+j4pyVzSAr6+sgkMfoJbvg7//HYUkbBryZ9/K8Zfih\n3UVhdYLW2nDenhsdjlPnJxu/5kVe+q3kgsQolI8KV9/5mPUoLyobz19JSBD+iciKQJ9K+z5JCQBR\niYiW4NgXjSMqUa3wx9jmiLKXtk2f3U+u6HtdmQIrxrtKtdK32lX/ZMTxqzlGoYwE4HutXJw/H8Op\nozKHz7u/zL9CJzcMu0JWxBUxWf3mioD64u0JD0nqPGTvae1Poay/vOcuMLQY0oh+T9NWyt2Sn2bW\nQ+q4epTi9RFzkcCu9YrnG115OUE+3/F7xkSl0My7Q099iXPRUmLGlHW9nuKRHzMbop0JsmpD6xqN\nm1FgifwHSvSAlKIFilA6pCgVWXZRV2Cix8Trz7zJ2iMRB52GuXFR3gP1XwK2xqp+rFkd59Llew59\n+3dM2W/RGHOEMhd/Bvwv4OaT8Ow3jBgsn4TXjR4Kp52s5Xws2w+CYRhvnzIEXSU3eueysjFaaoFZ\n/JeQJ6V+MzWJlzwUzo8yOcEhltEZaj+6kK1NZvz1OjdRI7b8JoOWggKVVsbnJyhr6nc0u4yQKSAP\nV2hVffHcewa+ho7v0DW4+TrH/qyG5xH/srEogqwlL+i/+iNjqcs4Gf+UguVGNY3N69tIN6LMlacI\n83ivg98TG5WqWE9fZJfajX3aTHfePDw3q0NRge7hbnkM3YDnfXYHkbeTGQ0iSFmOyRCdpmbjlKd5\n07RfrQShEWcyeaSFYy2l0J95WecVMdJmROFfuwfw45+Fr15UzqU+MC1320p575W7YW0NRkP43I3l\n+Si019pnjwY8Zgrrt1EP52YD07UCuiLiALNnI4SM2ykI5QzThU+YRZx5gnuc+Fj+ODVkk6Rcq/4x\nNSSwr/44jlY56CKzrHLatFEoikQzqytu7mH4r+cLY2BUs45+ctreYC33DLcghpGqr62yEQe2Uoh7\nVlZhmfGcgs+VP2sR3pYAFMup3kWqN1Bh0SrjbfmYW+ecVL+ski1rsH/v89Zk/da7Wyhnug7TTbgS\nr79wiLgq4fo4bau+KwJx3jPmoue6ZFsKaASd//5e4Jl7YXUPvGe54vxrr4Kv3ljxLYaytoQ4EXud\nSV+lhkmKCcTsfBupa6wxngO8dPrsk5Q5joJW1q7Phf5LYF+Y1nsJ3aiESAMVcbFq/+M+zYQpGQb6\nBFHNjQSssb07pH0nnp7589VGOS/vHg0J9y6AxPfdS6KEQhrvIsUQcoxKm6HicUYTVLfuTd5KCbW+\nnHKmx+lsNpYTYQzRuKC2MqVG5SQ0HbFnWmO/QxbgyRQe+RWrV+uvc1yfoYsrEriUm6BPsHNha8HK\n+3Ubt47g8msmPO8/jbiPejXRcFjryMYaaaHTq5YHM8oVWTh5/Kz3PGxQbSifhr+3iUIrmY7lKUuw\ntBMGYzg+gpW9RaCLilNLkIs4tkqReaKnLQq0JL/572OqwrReEA/TeU7vnzLROy2Key7ywpZDIeK4\n84O4ZiNmQ3BbArvXtSk8jzBPIYiKRSaT9fEQ0YCNdMPrW/QeqpFUNMIj4zLPsfZdK+N5Vj7rq/jZ\niG44eCaLugHN63QjQ6Tz51D4863ksnNsR+97Art54MeusjXvU6jiesqopu9+y0JLXs1kxRbv7KNF\n/iyTSTNo7YsRZR/uoBpUfZ/I+HY+MHnWeXyYOzu3L4yBL6yUv9h+JrMKMlz9VuAxU1h/ilmLPlRB\nbBH4ienvzwP+IzXNtZddZVYBFKh+ba5IiLDf/HlGgDKBWsk9CM8jtIQ/tdkiuNAVamAWYeMZKUHL\n6urjywSijNEvUrwJulNQ/f/6EE6ORjxuenXHXdOyDHMFNNuQSoO/ibZnoiXkapyH6F4AHyGe4Yn4\nIPAwFZVfj1IroUafxSQz763A5xGqxx66gm48171AMeC4Ap6t8zzFVX10hXKNMo9fpO6dFh5FD5Gv\nrYwHrTBglX/K9F6v0RjGI/js3mqxy+Z8M4UZPpsS1hrbdmV+BHxsBf4n1So4GMJnb4TbV+rcRgUt\nw1ER8wXK3WiXUCJDlDjJEwV5XZ4gSrhxhOJ1/g/fAZ/5xux+jGNi2oaUBkFMwHIX8HG6SnyfMOfl\ntM7yPrWEAl8TnY/V/J1GYYb7Qz8j+LzLu+vRBn1Kkd5XXyJtjOcAHeIe8AzYCxSF9W4r6+eKsuvG\nRnTP7x0BbqEYDOK51E10hXz1ZYHiFb9zWteqPc8gKlOqX8kuYij/kDKv8hB8k3rHpOimxtWadwl/\n8wSlKNxIuXB6+7m98Ow98NvLVdG+4iq46cZuXZkSEEG8P4seGYW/eHatZbB1uqPMwVtonytbpZwt\nHQHnLsH5u+Cjy/BdA/jcBF68B05SErxl8kQ87xfpB8xmRNbnDVbOvcZeTjRT6z9PyPX3FoFXAB+i\nnaW4D6K806c8uAzm9DibM/+udpR4LP7Wgkyw7lNsWp9bcklLIdpOd59oj3g9zjvkxXV6kJ2BjGUE\n0ZgT11h1xLDgaFz0tgQxwiwrk4EMIC4/RLxXQi8pVQfC79l4Yj1Z36Jc0Xo/6gEua7sBs+Wsis/c\nYAXd88ziNdB1arRkkUxO0PovkEdgQKURixQ9SvKqfts0bf9PJ7BvdCefTvqQzWGk84TfHm14zBRW\nKZ/Z5oMygc+hJC74Y4pApnLZJulTwmCW6KqcwmWGzHpwHfo2oxYte+4E2YUDR8osJFCCjg6se8pr\nrxvg/OnVHWtjWBvBzdMLffvGkm3eUfJZAvmTKcRWIY4jYO9e+KU3THjqcMgVG+E/Az94Fdx8Y1e4\nyhBZAqcupj+Xcs4pGx90w9jcYtp3LiezDguesgQXTudsMirZKr+yUrOcidEq9MwZS7ZesQ9r1OtE\n7qV7Rkr9boGP1evdQlmHC4FrkzFlyklLWY0EX2vuXpc+ASP7rvJHmIU4d09bgqVdsPWaAc8C3jmZ\n8Mw9MKGcZxNIkR9Tmf2ddOdvIxUnlHH1ummbh1bg5sZeiOG7LaI7pJ7FfR3wkiH88VoV5BX+F8eq\nNhVOK0/NJ4CLvlEV3vVAFrbmuPcgRWGKoT5xHGdQvC1ipCrvVnVBNjdRSBIuHyJPILQhvOOhrfou\nj6979VRvJoxsYDZyIgo9LZrsZZm2cYASTqw5PgP4LuA7KHfLtryLcf5voiqnwvMhde01B74ui3SN\nW4py8PBp0aCsD8coXgslCTtv+nw/9Tyqzs6pr6JlQ8reiZEKmSCutc4EFq1Jix7qvS9ODUUv2z2N\nwhkWZVVGKq8zU1pbezjSuJZw3YIoCBM+ryZlhLdHp5+fuRNuXIZ/NIC/8/YBb/uFCe9ehh/dXRXW\nKA9kSmqUD1pX/QhfNlMNj579XXVmPDIbv+p2peHnKce29LuH6Hp9CiN1xdTH1hLsWzw+wyF99z5o\njx+y70N7HtevNe6+Zy1aku2DCI4nY6rMm+FY3N+uBAzts3AnrnO8gg7aeB/Xp2//tPaiINKFeJY3\n1ide0TpTLfoZj8T1jSFbMzcSZ9cPetnss75HWV1Jhx7oqSvKEe6AkEFYxwy2Uo5T6PhUrKfVb6hj\n9DP2+8mvjxO/v83qcyfJDuDFwD8CFobwjrUaCdC3J72//nk9Vyk9EnjMFFY/DC3wTfRN4F9TNrkI\nccsbEkNmMmi1I6vDdvoVVn83Co2+qbPfILdk97WlzbuNemefExadc3jaEuzcBU+4ZsDZTHj7BC7b\nU8rsW2mHcs4bp34XE3HlT2cyb1+BAfDXu+G2NfjeIXxp6sGCdtih6pWwL+Eqy4ac9VNCnRQjJ9by\nHkjg87oET1+Ci3fBJ5ZLP/4K+NHpnN210j1Xof74+60NrDKbKMkyzqEoEdHYkBkvvB5v35UqKfgv\noiissX0xdCeQ8wiMvkvhc2+b6ox1nKCbZCgSdp8fJ9KCBYqAd/My/Pnk92Hyam4aDrl2GX5kdxFs\nsfdkjVUyEAlhgi3ARRRF7HZq5IO3G5nAesLPXeC5kzK3VwMfWKt7wZluxJNYl8rKIBLBlbkI2bNI\nb1pMQuszpCaG8XUVbZBxDGbHFMcVw678Op1M+IdZb5GHn7oFeMe0vruTdwSZwOMwj755mTE1cYSO\nmPzdwYAnTCZ8lHytMmHa/2tPycupZy5IQREgssy0EhT8PJkrDh7JMQZODmCJAd8GfHky4SkUnNX1\nE04jV6mRLdspirbA900mCDq4QdWvEnLa4EcKRhRj1OdX6pGBiGdRGI/gfXKDaBTCM5xxrwZJ2ShY\nR2OIwKNzJHgyhucP4CeuGcDrxzzpF4YsABvXZqO71gvCFX12xc+9y8opoTO2TheyMPl5MKYYcV5C\nN4osi/ZaoJ7d1Xm3luDe9wxyGSnSKt8DMrb42utqOOGgG38jtPij+hKjqyJfzCDy44jfMk5JJtD+\nXaQ6VdZ66mjBeuidw3rOBsf29dzXS2smeWMr3dwcfvRnTDc0PYbKjqgZaluewoh7/sz7qOul7k1+\nizjqv8XPkV8dYTYvzoiCi1i/da+0aLjTnigznEVxyGXRIt4HfybaoPvV76ebdyOTSaIRZCvVe30Q\n2AcsvAz+5Qe7a+jvwCx9bhlKMtnxW4XHTGGNGzsiyHFqNsvsgm1/p4/Bxbbi4h+dtqO21gutxcg2\nT58w6WOJ7wqp9oe69BsUL+GXl+EdkzGTXxvyqTfC+5fL1R13JKFI+h/bG/U8O0IRavS7M8UvrsD/\nnCoYIjRSJKPiMqYbfi2GcICa/bAFLgz/f8y9fbylV1nf/d17e2bGGSaZzjgSAikwvARichLIDCAi\nEa0ISFEIBLS+dJig9nmq0lpb0JbW2qKttfhGWyknWh5fQAGrxVaKJUV4EMIkJCdhIA0JiRNjYsx0\nkmGGmTnZ+37+WPs363df+1r3OZH4TK/P53zO3vtea93r5VrXut6XXCRj4odN1Gx8MeujKzeeuxf+\nbAX+9WjEeXT88w7eM5+zzzSscXEcUAXIyFxKq7dGOcSdYZX7xYT+XW/rbWwJOrcCb2rUUfsuHLVA\n5aSZexKFwVVWOM1zbF/vHVJ+xO9SLvQI9XSOw91r6LrDbGZOUGf9mGYlg7mXypxEy5uSibiCYiOH\nvD+f2F9k2KeUw0AxQoepWuCs/UxIj0yZl/W5jNruJfufaYr1ruj2nuGGLLwC718W4xfnUPG72t9+\nz5y+D9XX54wmQdnTFwAHKILc++nfhSpQZuP1BNah2GDC79CPw/1k13EjffzIPsd3CtwbxK1peuc2\nSkbGx1BiR/38077cTfE+keVcoMRJUmh+92jE/n82grdMofsUd06ew+u72uaD9JlvzcmOefu6NkwK\nRu+/+iS3d6zsbopL820UurQ5lPE9EBn9jCHdTlXQxgzhXtfB5yvSvWytNRZfH+GK42a2jzI+Rb+P\nJnCkg+73gO/5NLfN294UwmO0Z1wBH9vUWZaFlIg5duFGSomoaPU6Gc4O7dMTVAW+K00cNlNw6Pnz\nPjiNjy7LzvCKgc9uSNgog6ux+3eoArbwU9+zLNDQ3suZ8LCepT62q7o+/4qJFD3WGSevCiUV9Pdm\nigbfz62wH+9LpD/efnzHemdna85Ek45TBTjP6q8xO02IgrEnzBt6PwzzJ8cbZeJ6ZEKqcD6e1epf\nRmMypYiupdpMVbTHcseAT1ifNF8tWidQO9F7ZiMyib57UtMjFG+iy/9z+S2erVImb6LSG/VHuTqy\nRJgZ7n45cNYEVqiDcUbBGarsUIvE1xEQFhfHD4Mp/UV1gXfoMBQC7wCeDnw1/XixiPjedmRi1nPT\ncDhJYQSkiY4M5oTC+P8J0G0aw2Oru+Tp2SLi+Ngjoy7rQnbotTReQlJpe10bm1lWXWNMeC4hybXm\nmQAroaR1D93hUDceHNuAXVP4/hHs+WIH74Gdr5+XmeXazYxJ2Q28gOJGIU+A6bz9ExRt1S2hjSll\nc59HEQxd+yhoMReao6NUAhVdlaEqeIYOqdNWf/O8/G30M/TC4j4hfBej6HWy6y1iEqDZ/MtngGfP\nM648OK+3NK7xeMco8arveSy85L6yFzI30aP07+pVvwjl4jxnB7bciyXcuRVxSh7fE70YskvXs/dD\nP0ENLCrntlHcPC8F3mXlPIY1ugGLAdIB65rVlqvVKRZjjiP+ZF4uGkOLMRhiQKMQc5KSFOhfU5QU\n28ivRFBZh8j4OP7Hucnc7eW1cT4F7/49i3Ha0TNCa+AxzC5UnEM/Du1y4H2bR4Vg/HoH7x/RvbRj\n+bPVtVS49ETg1aMRN3TdGTqrccqyef78+/7ZlOLrAoz28sSHz2fL5J4z44v3/zHv1+2Ufa9zKe5/\nwWkW8VjCieI7p/Rdi+NZ1bJyOT5fCjwB+H0qnkVX46g4EO8AfaujnyNb6e8F36+yNrt7OfbclWea\np52UWPb7KfM3pcTnXnYAnrnSsWVyOUeBV10Nn7huMRupz6ViiiPvo34Kr11ZFePlW14IQ4KHJ49r\nxZwLdzOXaKhXi32EShuj0C1wvkdMeexzPG9awpW+xzbiXhdddSus8yBxXI6LUflCo2wGQ0x6xGXN\ny72UuTxMLijFNlxZGHm71jujcBZ5o3Opa/aAPYttOWgM6vNx+veKnwp14xxG3JMFMwsnE4/q+K/8\nElPq+eR8QTzPtlLOFuHCK4FrgY9SaZTO5E3UGxOkONV+iDzXED4o+aTqaBzae86rrmc0U78155Ff\nmFBxI+M3XIF6kirYT6iJazUmr+seJ4S2lasjnquRD3s04KwKrFAPBOgHAsPihOtwOk3V2Hi5yCQN\nteVMR1Ym/rZE0f6/hRJrGYnqkNCh/xvR0DlTJCbS36MyYqZGk4JI374G99xtLhD2siFG3Z/HoO8o\nbLVAsZoxC2AkkknXznx319cxwwl7hvriRCsKbRLO7p/Ad3dwybby203z94/Hi4Tf19nn4RhFINUV\nK9hzv0IiEugTFPcP1/L7HPndv5ERyfrmsS8ighE3tXfi4SAcW7O6sV52cHqfdlE1qDo0Mud4xokA\nACAASURBVPwRkRWO3XwQXnugeAMIXjdPwOL3et0N/NJ9lZBGlxrvT/ZeZzwyPI779xj9ZEnRuiA8\nyNyN9fux8Cxj2D3+M/bD68qa+DD9mJPpvF1lKo8H+O7551vpMzee+TPSqBhX5/1S27GPXq6Fq66o\nayntVH6NMv9DVz5ltDaC09E4hnjQQ42tciXkaaqLofZZjPdURl7v61aKMPl4imfKFHgc8L4dI/jf\n895/95hPfXXHKotwmsK4vrfrzjBj7jatcej93X+YMPr+aZFZuw5+7J6eIBdhiRo35UxdJhRmrpH6\n3YW/FkQBUhDbO025kukG+tlJI83zuXDYTt9Lx89c7QlnpFUmY+b1TPWU2VUC/VHgRiodWqOGMbx8\nf1EWj8ewel29DsKFIZ+zjDGP/fPfIw1uCVHZGen1JYBn7Q21I4ZXNMeVehF8z0OfnrrQGPvoMHTW\nx/KOx+qb02YJ6XJjvjtpX3OU8UL+PaNDcR9l44E6D6qjq5Cgfx4MnRvxPZDvixaP7J5YOp93zcu4\noiIDtSnFKFR67de/tPo5BP5eV7xOKWfaNooxQH3eQVHo3svi/s/mXkLrMYqA/iUWXYvd6y3mQMn4\n4WgpFpyinzAK++xnU6ZwyHgt/z0KiJF+ZP0UPbtk/v/D4d3aIxP68fCxb7Evrfc/knXfKJxVgXWJ\nep3AEWr2rJP23ImqC2rQn5QhIuGLlyFxrJcd4GuUTfGbwGcpSL1j3p+HWIz10B1aQxkzM8jcXBw0\nB5qH1YMl/vL9K/UQ+s6rSzbUFtIPCa2t7606OryiBl/v9ENrQokfff5e2DqFL07guoPFDTcyRVms\nSGtjxH5mCRJkQTlGSRa17wB8YKUebN8xTxY1hAMOugLjXvoH9pmYJvLDeJo8c8KlGI4W3sQ5aClB\novDRIjgi/O4OmFnbs32zGdhLYTJdGx0t6Q4itGLwXm0ZfG+8rvzuLkN3USyLa/RjLGOfMtz0A3k9\nAhqJvBjR+C7HpZOhDiwyDa3DLDLWDo77pyiZSP8HhbE5h+qSE90K1Q9nIuN7TlI12FFB2FIEOEQX\nz4i3soxn44mfWzBlMVGLz7GER50PCp1whVm2vzSfmZAS603m79E9gOdRLJLZ1Ryy4MntcDqvdxnF\n3Vft3vhgx2Xd1wIfp1uBn6Kspeo5/dR9uarrdFR3YTLvz9V/p+Od7x4XDuQhuOZflf7fT1+Z5kKv\n1jqzNmd0OMJG1tGZqla8mWBGP1lbJsC16mkcmYZ/RuEtJlY+guND3Mtr9HMxCIfind9rlJwRn5vH\n53oW5/hOVzL6uRmF0IxuqNx657Ug0qPWmbCecOH7fMLiHfUZjyGIbvnCveix0GLOsz5FZr3F7Ouz\n3M2hCFWtzM/exnr8ooP4F78b2Nvy82Ob9eV++vxK5q0iAXcnNXtwKxzFIeJQPH/UhtoXXYnKDG8v\ntr2dvpUuvsf7EJWIWZK+uKfcG2I3fQOOC6w75s+iVTzy/SeAz88/30e9Jz4b73r4oTbjmmdjySCj\ncS0+RrjViiOFvsdelqRvRpmzPZRwlI+Gd8v771yqN5v3wfu0Hmx03zxSGHVd1/0Vtd1+6Wh0xgKg\nS4FPzj+7tUZMUNQ6aVEiU6IyJL/rWZzseD3EegRbvvkzCgF5PsU92GMkJADIBan17uz3iBgTyrxo\nvJF5mQIXL8Nll8NUjP/1/cyEQ/BINlV2EIhwiAlK3Zbn3/cuwzfvg2+8Bi554ohfvrPjTw7AJz9V\n73eCau1zBrolnJL87s+lkYwH9zOW4dLLy6X1jOGm60uyKHeTiu/O5igyAENMhltA/UB0BkV9zASz\nbA5iYg5P8OSxjRkxVZ90LYYOK7k5DhHyybzMRRSLsQL+FVd3gr5VNAONR32QtdCvC9Gc7Jo/1wGj\nvkOerMv/e79jGc9I6+Ww53EOXMDXXGSuwtHC0GKq9H2IRjgux4NEDIdbkGSNjXvIcczHuI2aPTjr\nl36LWWXlPucxjlmWaG9T7ULbKuBlz6XM7ylKRvTL9kI3hfGkKOxuW624nwndrX3ZYizcjUkC63YK\nnkdBRdaaGXVetlvdo1Q8fhLlfuBXUK4L+XUW3az9/eq701Ttd+1RKJ4/OykM3Yx6vditlDXR+TrE\n+Ls3h8cYtnAyttESiuJvLcYnKkK8no83o81YGfU7g42MJavjCsgWHkWc2E5h/qBeE+ZzkM1PxsDH\n7xkNGQJfG29DMbJDtC/ri89Fi2/R563A5cvwwn3wFQ/D7ZPFu2kjTc6EHS+T4dp6/Z5Q4+OnVIEl\ne7/wqEVH4lj1myt84zi83hZKUjmdKw9QvC/+hP7Z/cxlePZeeMwcYa4/CPfPeboj5IqzDNabHz8/\nMlqk/7pq0o0wEUeH9p/OCRmkhvA92xtaQ+gnVdxGCZ/YRbG83pvUjevpd6nq/I8eR/HdsV9DvJ7X\njbH1XicK8L63lLRJZVVGZ02k55EOQm78Em2CejZ4Xy+gnN9HqXJY5D8jDcv2rZc52nWMRiMeDVHz\nrFpYp/QT50S/+ZjhTgKuECwziQ8JOK0+xHo+4fESZHcvlBY8un76xm9BJMT+br1LCPoSirfXH1Kv\nKvC6t6wWYSv+vh6TQPg9MqaecVYu2LHPqhsZZhc2tIGevRd2XAOXfHgEVzzM971wwotWYN/+mlkY\n+nGD0GfShg5XH4OI8CbgKfML3SdTODE/NKUNh4pHim+4nf46OI5kwpDwZIiAxY0e2/Q5i7gT1zAS\nji3zfp9LcW/2eLohUP3jVMKVWbYjcfK1OBTeJVzJUqvHz8Kbx1PigS+iWFOVRddjLe6narGFn5dQ\nE1Fl4xJk7rv+eUKflrh2MhPYtT5iPqCmpI84Eq3WXj9Ci6mYkq/nhHL4SGA5SI039OQuMY7E6ZRw\nTuuvQ9JdqX1PewiF+naCYRd+lc32cMZ86p3Qn7MLl+FZ++C/r8Ay8L+AKw6U54cy31r6uJY9c5ob\nYUYZm+JLY+ySC8nenn7THaiy/t3O3NWXRWXClIqDmadKnBsXNI5RcOAIRUiaUM4l3XcI9aodx+d4\nfuqMlbJqIzQEcoXU0PmbPRtSaskaJSu6M6W+33ZRXZxb9OaRQiakxN9jGd9T+hyZx+wsiYyeh414\nFtKIt5GBdPB59X6Kl3qI3EsjMud6HnE9OxtF616zDFc/By58x4V0P3Arb3gHXHygXF12Y3CVjp/1\nPrlvtoSJrF58prW4jf46StHu4zt3/v9++62FAw4tz7iMB1OinG2UHA2/dT5cdk/F3acswxX74NQK\nvHE04t6u46H5vP2v1bb3VcQfH39rrqb05yDiGfb7E6k5Uob2VIaXTq9iPce7DPT7ifDblDIXd1Gs\npQ8xPM74WeNuuX9rn+jccu8cLz8EOr88lMPXz+deVzzeMf9NyYxcQeyhkOpj5C39feKxdH6523ak\nQ2sUZWfEIy8Tx56dEV8OvV0PNuLZ81cCmsCT1FgYuahlwgKUBX0CxaQ9pizoZuohq/TqkE/WeoeP\nQFqIODnujguF0b+N3Ne7ddgPEdlYb0I5hN/+f5XMsDtCOZ+rSfgtHoateKYIS5Q53QVcTLk8XHWH\nkCUShOiqNQFOTuFzl8Adv97xhfdN+P2nw+OWy518Wjev5/HN2G+t9/qYJ5Q2L16Gb9gHu34FXvqu\nEe+/Bi7dVzSYcvly5lgaLEJb2YYdmpMJ+VpEvNDzzRRitYO+C5XXb2XBlYCi+IMW3kW89++K7XHB\nToQultfdkU4E9XxMvV4BFtdPVvh4wN8DPDO8z9sWDnr/1ujviTjfMLw+7qaYMXb+OcOzJYpV65zw\nLLrtiIG7gIJf0uzG9crWKPYl0sOdwIUUmridRVwdh3piVPW7XDFdYy9lVcRhWREjY7ueYONC0vbw\nzPF8K0Xg2mLlJfgBPGsv/NEKfCfwnmeP2EsJhbjk8nx+1G6GF+tBHN8ai+NthaY4Y7YW/hSTfJK+\n0JoJNL6vnBZGYVdKm3sobl53UhjiLRSck6JBuBld9jU3W4GnUXAqunGq3CZry+sKhjyVfM/pewYR\nh49ScXQoy/Vj+fIg8h+xn7JIRiW2f9a6nZ73+S6qYsiZyPX2j/abnrWSomVnvcaSgZfxa3DW28Mk\nZTJ+w9//kn1w4X+cweizcGVZu3evwMWXP7K9GN+buX63QPOsPSNFjPZBXPOYiMb7gJVdb75aTLvo\nmXDi8UD37dUifw6wby8cWYGf/v4Ru6ZTLnox/NoKPO3yugeG+NuWAOHg+0tzM6O61Wb9PkwurDoP\n0rr1QPTSaWOkJRlk53mkt3Jljop6PcsUMhPq+au+ZGexeJZocVedrI8C7VsfsysCY8jglMUrzrK1\n9qSZ8X0Cp7WZclR/UdZyHg0W6QXJ7/7bX+asfSRw1iysWgyHKfmBpok+TnHncG23Dtad8/8emyA3\njSx9evwcDyV9dvfDXfP3yc3L3cCy9rUBPMV7Nq6snsqsAd1vlXinaIGOB18UVjQ/UTDLQO/0QPpd\nwJOp6zRkNc6sgtAXPM9/HDx7Cfa8YQz7foMn/cTr+ORzYdvudvtxrrKNNGVxg4hYXboXzrsGXv/+\nEXzblKXxmHevwGv314QYAmlh3X0jWj0j8YzXPbTAiWUcmz4rw7CPMZbPGKYTFMboMP0Yj2hRaTFi\ncjHRmBz/otVc8Tcas3scSIA7Sd0jcvNtMVCnqPfw3kzfLUqCrYRgb2ONYml52vwdGTPnTIkgCm5i\niH2enBGDxcRNvqfuZtEF1ve5DoEZRXsv65AUBEetvEIgYl8jHgiEfzMKs+60KB6+Xkc0ybP7+R5a\nY3E+4wEXYSPM45QaTygXNIdNlDmKV1CI1nfTkp31LeeN6A4+zNp4wilKDHTsw0aYNoG7bam+Mreu\nx8QLMpqe1XVmQMzienMG/Uy4fkbFswL6NFe47W6hU/tNa6GxPmBteHk/G7aQZxFt7XGVi8yRMzdj\nqiXb29V/4aT/FpVbt/LI1p3Qp5alWHtkKK7P12NGzbjpyuxWbH+kN/57nIeoUIzngcC9SqICVDRA\nYRz+vhb4nsrmIO7/KWW/dt3jGHEPPFR4swkwnuXtRBAD75C5jLeEt2xPenlXqopP3KinVNaHFg2I\nvIr23xFKhtqr/l3NEgzw8LTQ8+5LMOo6uH+OV7P6Pm8vG1v8LaPdwiHRPl/fSDNkmfN1jt4yWZ9a\n/XO3XML7W/RQBoWotIr3OWfga+TtOy3197uLN/T3cVRYOK8R+Wz/HGlwLHeMPi/pigPvs9z5FXIS\nx+bXzMQ+DNHHof2SzauXFy4pp81Gz81HCmf9Wps4MJ/k1kbXdxdu5X7lFpmnUQSQjV6SLETdRjmQ\nxUxExjVzfxtikrLfXYAZEmAfAJ7zF1UwyQ6GIYYnCiwtRNLvp6iC+McpmRszxs0FfK2D7hjTO/1w\n2QRcOoInvPmNsOdtQAfvfB1f+U4Yd/3N/IzlImgyhdkEbpzHqaldj7nIiI0fSF+alrF0W4Du7XVe\nAnel+Y1++1JUSNDYTD8ZUSzfItBxjbbRj/s9RsHVrI34OcOTGPOq5BgSpjLB22MdnOg4U7MUyp2m\nL+BFBiIeYM+guA27tTEKhyLWSiYRQcKh12fetwspiW1iP3SAbKIqnaLgKiE49tnnWZZQP0hEF3TA\nRGtUtC7rHbdYmeyeuF0sJsrx/+qTt62s4IesH3GOvd4uijVW1wD5XLbe1VKcRIjMQBQssr3g7Ryn\nXg+VwWhSFDN33weP7y44Y7VSdu/Yl9ZB62UEYoRE24eSnsV3CBwHRaPiWroyxulGyzVajONaeD6h\nelVcMP9993wch6hxbiesHY9JdTxSAjGdbZkSQ2WlkIL23LownOFgdi5mtKRVz8H7FxVHWbzjem1E\npta9MJxZdeawFfcXmVqnvT63LnyS1HWIniBDSuRMuNtO37IaIeMvaJQdOt8A/mAMvzG+jzcy4Rqq\nm+0sWehsDbLPWX9bvEnWz4xfaCnBs3e12lYCzjUWFW5DdO9+Kq955tkE3gnc8K6OV7xrwqH57+Mw\nb621iuuS0aEJRfF8wfz9R0K/Wx5HqisvPKfX6+GDQ3YDQmxfQpfmRhby2Hb0XIggWhnfH/f60P4b\nwocxZV+Jj8vWRXzkQ1R+wumVK03iO7Mx+T3DU2r4nm4IOMFiPG8GQzgflf2tevoc6eBfBZw1gVXM\noLukQD6Bro1RrOQEeApls+lqEZ8o3ekXD/rYdvwuocV/U//uor/hI2Po7sjaJLF8a1Fbm2VKsUBJ\ns61DKs5X1NRnmxQW50BExjX4qhfTwsc+6i7SlwEfmP/5e5xYngY+cg/88Gt/jjve80FGvJSTv1wS\nRP31Z5U6S8ArluFHvhH2vG0G3W5+cvwAlx0o8RufXa198BhHF2b0TOVOTeBtHfzKSzuW+MEzcUUi\n/hpfFnMpQiMBTW27hU1z4SCLul8nonKakwvmz5Va3xmi2Ae1MXSIRGbK3WldoHIBdI2qoNE6Hae6\nxM/oH2J+XY/mYRtV8BtTY6I0XzeQM0eRCMe9Esfl1gIlX7gb+JVQ3gVajRdqPJlAh4vwKBJmzb27\n7Xg8iu/nKeXwl0VFCoPt9BMb+PrrgnWflzvJD1CvJ/D1vdXqbKYwT4fpr7lw417s6iuDZy3D187j\nvI9O4DMH4YbVRfo8JLDFz+6yFBP4ZHGa0b08tnnTQXjOAXjuSsd0UkbxHfOrkFp11gOVjXfMaW/E\nzLVDeBz77q7Njr/+39tTUhLRHaiZih1XJHhsZ+7GOxrxL4Gv3Ao/f6Ljnq48O0w5K+Oe9Peu0Ve6\nuZbcy02pSrXImIqxdJiF/xLIhoQk0ZD11i8KIBlDF+l1rBffFQXTrH/+fsgFQocYvrKDet3UnfQV\nW2JiW7RSLqRxr7iVfIn+Hsp4ipYwFd8nocGV5K6IyNrXeLdQlGKrB+FrDsC3rtT6r7X96nfsDgkE\ncd8NKR4yehTbiEqHKNxltM7xJQs720LJqXADi3yY7y3fKxL6/O7SKYXOveIAvG+lGAyg3Pzw6eva\n8+Tvgz7PHK2D6pNwbR9lvX6WYeOOxj5l0XAjgcnnLipDsbKidVmCvnOBb6F/l7367DGckgfOmffb\nEz9qHaWwbrkqO7/gPFfkp+I8xM8PUumB3+Lh8ofy9WS3L7hXX2zbfxdvBoWGeJntlDwg24GPkZ+x\ncRytvQSLxq44H047VTbexfxow1kTWJV9US68kemExQXThenKZno7bQ3jlMV71yB3RYsbWcxoa8JF\nnLdQXVZE4NcTSONiZgJh/Cxtym7qPXVDdYYQxefD/w9palttTinB7vdT5kGHmVvBXYA6OYGrDsLF\nT/ks5/NZ/pAidDzx8vr+Z+2DPeeNoIOu+3PuY8LvrMCV88RMTvg1L8pueg5lbjyL3G0HYf8B+MJK\nucvyXuDV80NzIxurlXxkqI7jbyQKYizuTMpgn7ODM/534SbGtzoDEfumepsorke7Kd4IH7TfJchG\njaYLav5bxCFX5vhceVxFNqcZc6L2VH87+VUgLgz43IztL8Y/RetoRuTjPotuuxOq8Kv58XWJ7fmh\nc9Serbdv/X88PCQQipHwd/pcuOVM/bx0Gb5rH3znfSO6Dr729zued6C0c/Nqvh6x/YzxjId+Rp9U\n3xnvliuUXPhfNb8KaTIuTFx07c+gxWT787gXo1UiWx+tpWLTfA7kvuueFP4utanvsm5G3NW1OZEW\nKSvwvz3jLtLxQ92LuGn8Ee6l7OMjLAqr2fiz3zNGLdbR2rmyEPp7EfoCVXx3rNMCucK1rINihDcS\nohHflbn7kvzWmrOM0YyKs/Mpyt07qfGAUhQP3Wc6Df3Nvut96/EAGcPp/fdn0ZPMreaTUFZ0Ub8d\nA+6de0W9yq4uu/66mmAxY4ZbtKK1b1ufW2POvus3x++In3G+RauEz0eo14R42SEBMN7TqXeKnl05\nn7fxAJ1rCemwGF4X9+8xihFmiXb8d8QVVyzHsUUa0/LU8LLZufcgJYs6rL++E+CpFCWsuyxrbaKC\nxutNqPe8Oh+v+rF81gf/PZ4fMYQp0r5sD7X2puOcrKifDn05RlWYtM5QgfMA0A+fysYo5euURet4\nS3aYUI0LjxacNYFVgoUmzjUgGTGByhRoUlt3Lulz60qZbEGcYLumJB4GY4o1RQyEt5nF0WXj0LMY\nPxAFA/88Jk8GkB2UkQFvxeYIxrRd4FpWWgmmU4p74ZQ+Y5S5SX7+ILzgAPzOSik/A77NNIcT4E8e\nhv/ypo6Xv3cM91drUDerG8q14dJabaUQ3VvpCyZfWC0ZRd/yj+Cee+HxYzh4Xb1Gp0WAnHC5pjDe\n96iy/r0Vz6v6WygMS3yng983PLTGLQZH65MJrW5B3UWNVdbvbgFUn6FaGyXUutDn2v4d1OQyEuKg\n3oU3pcZ4RQHM90EUVvU9xsRGHHdNv2JoJXxL4yrI5j5zL4aK39kej5Yxv0rEx6FxHrdnkVGLdCz+\nhn2OBx30LftSfLhngPqpvl66F559DTB9CXQf4NzJhN9eKXfk3riaz5H6JivBAyxmMI1jyD5rXqDg\nhlv8COWgMG23rOaMToth1bPYr6xeFIpcoPayGvsFFLf3OyjXl0SBYEyNM/bfW3jk9SC3TOr5FHj6\naGRPRsC17GTM/fTdvCMzud48xHGIJkS3tXg+ZC64YnhOUs+846HOUPyrwPvgoPeMKevXslKudzZn\nQkoUpmM7TntckdfCmUsp1+W6IvA8yjwq03iEjP5nkAlbWVvOG3n7WylJgI7Sv70h68uUxbse9fkE\n1VVU+9XnZSm0E/mZIbwcEhzcEyGjWbHu0BnutGJI2aMyormiq7spyvzIFzhdafUDilDvNz9ktGuI\nLmvPu9dGNobjFEvmHUkZjScqeTOIz+K+8TFkySP1Pu3DqHTNeFvx4DdZPeh7RbXqedlsLDqLsvXy\nfmmOIl2MVm1vW6BwDBnhPI9I66w/MS/rHkGE5xm0BOPoDi8PVp830d3s3Ipjwsq1Yva/HDhrAusa\nhckZkv4zyBBwqJy3txGGRjCjJh8aUxDhXApj/8IRrHXleoIs4Dsy3dl7ZWFeYvESa2fkJKRrM0iL\nOTQWf68O3UxoVQrzeIcY9ImK/+6b/TiF0GkT6bkjvyfR+eT84PqWueawmwuPnzErzpcm8E+AXzhY\nyt45/300rnPtlnNtciUeiut4cv7er14t12AcoVjm1Vf/H8HXQczptwG/SRU4IzEaOnC18XdQ3T+x\nOl4vU060IOu/CI0LWyIgEjih7MEx8N+ph5xwf0Yhproj9Rh9TeSUytho7Dso2aU/T3Vxg+od8Y0U\nxl4W+dYBLIbPBXeBruiQ5emUlYeKb7JgbKESeNV1N9k1qx8FYVj0yvCyUaER3fKi1dfXQ3UyyAR4\n9allifJy6pevu/aju+quAaem8J4O3vKjf8CNPzs5oySazgc2hF/bKIoiabIl8KkPWfhC3COa//vm\n3zdyj+Z69C/WG3rm+3Mb1WvDE774wa6xQ5nPw5R9lDG2M9rJmybhvys01JaHqKgMVBzbSrzbrusJ\nvBMWPR8ypn+9+ZQLss4q76Pvu+y80Rk2YTGxWByXwAUb7f+YVdOZePU/u58yY/Tj/o91oqU74l22\nP6P1yfFujYIn/5xK29XW/Qxb4pzebOTcjwKpfheoz5kVaUz1YGkJOV42/ubfoa+wmdJfK0K5R7Kn\nvc/6Hz1fIqxHh2Kbsta36G10JxUoa7xwPcPHrJ/qj85hPc/44Uzgj+UUBzpmER8FUsKeIl8/74P3\nsdUXQaaEWo/euDDVCiGI49UY/Fm2zq0+tFxY/dpMfxbHn9GF7HtsH8pZs4cadhbzjbTA3aJbONzq\nr+fVgHJP8nP2llwvpyclX0y8Ik4KGF1/6Px9iyZpP7cMYX9ZOOtJl2AYeb2sNKhxc/niZAjT2vT+\n3EEESomctMi7gCtH8P1vh+7N8P4Hc4T1gxT6F/XqQuCdwHfN3/XToXz878Kj5iFqc7E6caPHDSCC\nIGIVGYiYAMLrxb55sH5krKMFekbRGh5arYKs1kVxB585CN90AH5rpbZzVbDCZkKOGLjNVDerTZRN\ndjvwq6Gs6maMQkYkRVz+4RPhd+8aLtuCGVXAy4ipvjuT5r9FQpmlNY9Ci//u4z/O4tU0U4rb2pMp\n8eGXUATrP6QIExLadam0+hmtCndZ+45bxyjWBfXB3YNVPxJXCVk+X84siWg6sy9mVNfv7LL3rdln\nF0Sjq7KY/qFYOCl8oGqEXTMscIbnmfOEYl8xLfHVtxysChvhY3boTpO24p5WOc2RM0ubKYeOlDpO\nPx6elPtv7/jZIuzIwqlkRvE9Tl+kofc5hUpb3MtliCGKn+P+UJ+HmCVn+BwinrXeDYXJPJeqnMni\nmwVy6ZMCTePX3HrbLYuqaPFO4K9RYvUPW19d8SFGVnh5EvhoB113PyO+qtTunnVG8NecEb5nNGpT\nKKd3SmH0zRQh/n5yXMy+ezl9jtbzlgJGyoMt9IVkwZAwSVIu1lU4yVGqsjWDIWZXIO+SrIyv83Gq\n8ltngJ+TQ2duhveR59DZ5zF7/tz7JcXplBpDKaUv5IJYBlmf457JcpV434bcvLP3ZWsyVDfShSEh\nwt+xXrbT6O6q9fRbJJwetPoW+9F6p+8TnT3RGuZtyKsjywuQ4VVc6xatHTqf/HlLOdYSslRuK/1w\nu6xMtq/9WaveRn4XXxP52RbtjImS4n6LbXvZB6jWSz1zvJKR4zS5cUzP1HZ8r/hq53NEi75mGf7v\nffDyO0Z84tqONwLPO1DKHVrtr99OciNKFrrma75eqOEjhbMqsEIbiZyQqZzuIhMIgeLh39qQ6xFE\n1YvMhfpwDDjUQfcB+KcPtq+0iRtpG31XFbngfpDqbukuJTP6bn0RIgGWxailaYownr/3AeocxfnK\nhIdZ+L2FqBGccXFBOTJGu4HDqyXW9Mr9MJ3Hqd0wd+GNfZKVzQUuKC5Wl1Pm8OP0KpVikQAAIABJ\nREFUXShEyAWZIJgdbMcorid//67altZL4PPfOghlbfHEAH4VDfPfIxEcOlgn4bPakBtsxrhqLZUI\nBIpAvhd4NoVp/uZNcPx0cXn85XkdZQlVbJzWUnvxQWoCAl21onWH4iom/FPWPE885aCM1duplkF9\n1nxJi+xE0pldHT7nU92BFfOs7x5H5gocF/Ch4s2Fy+VO0OkUvmICNx+E1dVF16nowvjsZXjVPth7\nzYjbgd/sOi46UNb6c6bVbDFlDhqzM0Qt/DtNjQ3VOvkeWD0IrzwAH1ypCoLXXV3izXwvjCnzKgWV\ncDdaGuL+bgkWrX0ncBzWd9FGJfkQg662YkIUubRLSRMt5Q4zCl67JS+jFU4z/V26S3FMwXPRiaF4\nbcWPvQr4IeCXgN+i4Kjm3AUAF4yOzcf/z8ZfzT97MvBUeNeH6vmSabd976h9p2NOn3ZT9s1twIeo\nYQQRhs6aOGYvN+QGrDlzt3oXDKEdriIcdojuq3rHkAVgo7zDkMdD9k7H//UELX93ix9w2u/7RXV0\nt7grUmRJdYUL4X/2vowvyvaRaILaiCEusZ0hGhffS/g9O/8iH+P0Uq7Da/Z7KylPHJ/vfRkO4hj8\neRQYHBSC07r9wUHnmuiqW6y9n25J9bAUvc+tvhuJ9c74CufhMku+ey8Ihu4MjZDdxJEJyf45Oz82\nsn+zehlkHiDebvZ9SGkENSFjDEFRG5sp1vqnUvap4o2hTx9ju67Mf9r8v5SNogET4Pl74eXvfBl0\nH+C5f3PM0u/Db68U3vvQat2/J6ixsfEcap2nji+PJpzVe1ihTSCiBSSWFSMKlXmZUE3XWXwc4Xtk\nRqBOcKYlv5cSDP7x/0pPexDfE5mZB1gcr2L4ojXTiWjsL6Gsu2KpXuyTZ4vz6z2iC1sUVp0xEmH1\nmOP1GJTs+SkKExc3v/qxlbKpPrNa/ty6kGmwZ/Qvi9bBuAf4uXOh2wnLX6iMjjPROrgyLWrm6nCa\nYmV8L1VzKmb4PIolMmsrE4DX5vX2UATD+0KdVuxQC58jTug9fpH3NioR1XzrvtQpRSi9iGJB3TIa\n8e1vGsEPdyw9Dpa7jn2UWOWj1MvLo+XThSYfhytiihsjPAl45Qj+ffRoZFHjvpuCF7uoFhfXKu6m\nMtnM37Nz3r+dFAXIE+hbzfzy9ol9lzeDDt0xVaEwply59HX74PaVYom+FnjugVL3ltX+GvkcAFy9\nD77trSN454yLu5/nd8Zv5LdX4DX7i8DqlncHZ7oiiPmMwnKGc9rzk1Dn0FwZ9OL9MJrB6XHxaLg5\niV/16wAE2g87KAfsFxr9iLQR8v3h7TpuxzuBMxopJlEuqOqXXME9MUc2p3JfdYbQBbpII7dRmIKT\nFLy8EHg6xaNDkMULRkZrO7D9dfDKdxdrd5wHbMwa69H5WG8H3vAF2PWF6sFxbD5fUspE64CPXXOm\nzMJQr8t5JvWeZHfxj+NxyAS4uOatcg6uENbatmDIVT47O6Amb4x9zHB0I+/cyLmYJVdq1RsSnrK7\n5cUAe7w09OnXzH47TJ9RVjtx/HIJjHHqWb+moZ7O7hjPT1I+ay/uO/0WQ0UkmO+gXhkS6YdwKO7h\nKFxk/fA+uHJgKzXPRsYbZYIslHNpD4V3uJX2lXZexy3xx5Pn8kBsKXKeSLUAb6GfmTiOUXX03y3G\nu+fjOhLqa15kMXRlZvy/Hgzto2y/uDJiyDIeFRTZu7K2JS84LfH5cZ6xNYcZD68rpuK7xU+dpuxT\nhdpsp/BBt4U+iGdRXSnrL6R4DP3e/Jk8oTYBkynF+tZ1cJclqLIFmtpf7GcmV7mC1UPSHi04qxZW\nd+OLEF1VWwR+YuWXqITKtawtBIyTKe2TJj6Lv/K77eJGbR2MzshHwu7+6NgzRwhvX31SQhkRIEco\nb0+aVB2Uzji2IM7NGoXRy8YW6wmciCp7stbUNUBqX3cwtuK91GaGE17+BCWu9t88CN2Di9Yx79vQ\n/bKZ+4eYgh2UOdWh4RYuF66jdcTX9ThFY+YxlS23qdg36McKqm2N08enbL9yRZOlQe88OX++jWJZ\nvXg85iuntQebpj/LDeN/wE76jKvfmapYb79bdGr/RSD1WXGld3SLDHDGLMpNTVZWF1ZlhdtJOUiF\nQ+cAX0extH/DVrjxBPwaNbmB7jDTHXhi9N1VWUKr04Rv3Qtffw0875tHdJfB3/6ZjvevwLfvr4m8\nBDP67spMKRS366D7QbbwRqAIiVIkZfOQ4ahrOFuWDpVz5s7bdWvDzavlTziR7eUY6yQYU+bzJcBb\nRyOe1nW97IzqRyY0CY+FL2ImJlS6kVlgZtRD2d8TXSzXKGu+m7JvHyQ/aH0ssNjP7PNWCvMgZd4x\nyjUUt9HOTuntCLfuoVzP9PF39+c+o28CMTrKHzChMpB3UMNPNEcZjojWiC573NZJihJOGeAzRajW\nzRUtLSFrI8KcIHryxHay92jdXEnn9EHj1DNXdDqs9z1751Dd7Lxt4V4LNnpmD/VjqHz2Pi/jYTZx\nv7ki2NfHad/9tGnb0PujK7Had4E18mdLFK+AW8kVRZl3l++NKBhHRaCP4XjjHerndqqSLD7fTlES\nfxPwiyzOyST8b/UhQoZbzmtO6Sc89bItIURXpR2l7Hspjp0u+HukyNZ5H/mf+M4WxLUd2gfKnHsB\n5UoXlY9Ct+jhAxvog86nFo/oOKkzIMPrjeB6BqLJ8owSnX6Iyi9GPt33yAT4CGXt3LigWyDGE/iL\n8Zh7KbzRmT06rvyh8z+RxkQZRXyl8kCIv3o04azew5qBT0xLU5QxtRMKMyWGM2PeVNbbdYSc2V+L\nGDhD5W2fSz82JdaLfcg2SmtcAhdGtJmONso6nGTRxcIhy7wYNa/RcpcRD3f70IaaUDbMEXLNmrI6\najNGwVrgrgyCjHidpDCMv0R1X2wxUa3Ykjj2WG8PhVm9iX5cl/6kWdKh6syUQG4vIgznzfsqN0J3\nbXTioAPgfOCvU4jX7SwqUeR2ez7F5fBu+oKXMxZbgecA549GPWG1wN/nCP+AC23851LjpLSmiqVo\nKRQ0dmlo91AYa7nKR4YH+yxi6+vl8ZKyounqp4eBb6dYvg6PgL824rIrOi49CT94bZnn8yhr96fz\nNqImXO8VaD0fM4XnvWEEvzyF2UfZ/jNXADCbLe7reDh/egwnd3Vc9Zox3W+X2M/twOZxfw+ux9ir\nL5EJz97pij9nHOROL2XGkVA/E0q1DpFR3UxJtPVTTxrB7f+T05MrzrShtY/z4mut/SLlnZK0iC5g\n49VYnkSxcM+AT9B3b/M5mFFwTBmvBa5A8buEt7IYl50xWlBw+Dsoip5/TdmHMc5zIwKR3NRFy2Ul\nc++bKAg4syJXMXcTU9mYadytHLGPTp+lxHGmVO8THZLnQ6QrmfUvG7uDWy/Gjd/1TEynkoBE0Fi3\nUxjYx1PW5rD1Y6NCXDyzs+feXsbYtdrPhO8WA71eP7L2Y31XFGfK+NacSAkclU5a70wYbdHAoX7H\n55kyU3+Rn9Fv9zA8h75WQzwo9MflHn+RvmQgQ0F2z+iUQm9vAr5EPwHjI4WMrrbgMP21zgRCb9Pp\ngpTMxyi4sJNqzcyE3UiLWnsujkUCckuRnY1PCoxLqPli9LvumJdn1XnztiRI+ZxleBh50FhH3+UN\nspUq5LXCDTYq1HqYhkB02fvj4TiRd5ExKFqHT1MSLP3GAfjVleo199p5KFDs25DHayaT6d0Zf/3l\nwKjrusQp768WRqMRu+kLftGcHxG0JdxF5mkIAbMDw8u7xc/fI6tOtjHjZof+wS6mUrF20nzHOv6+\n2MdMAF7vIGgdoFl/vY4zHHr3uRRisIWSgMcJpG+EuJZudYwxbesd0lI6uCvRRup5P1oMwlBGxqF2\n4vgkkMZYZl0NI4tFJDzx0FBs5haqxS/G5sZ1OwC89QXw5o/B/8MicZzM29zKYhIM4fe5889bgFcD\nzwf2/Y0R/Pcp6LqM2R/xickVnKZcLO6ZXCeUQzBz9YnKAN9bIoByt13vIPMxqW0JqbLebqG4PH0n\n8C2bKVLgg9Zy9+vcOf4ujgFvoxy6D7F4d5sLKw6aw6teDx+5Bp43f+8nKELvt++H9/xKO14J4JJl\nWN4H712pc/W6q+Gm+R17kfHz/057Mnrg/xkoE5VKYqoch7O6/psOLwlOSxQGRmtxW6gbQdY5KTkk\nbCoRzG7qVVneH/3fDHx2NOIxDz9Mt33CM09UK6PeOcSMOt1QrKZfK+DPMuuu2tlCtezfRz9j9iPB\naTFprlxwZqTFGEhg0Fw6g+jCPkm9eF7GNqf0PScyN1b/H8+01lmbQYyLasEuivD5HIoV5Q7acz2h\n0L7zKFfJ3EBZ48yjacgbS+FGToed53Dln9ppKbzFQItZ9jhsZ3A3wtg/EuYfStz9vr2wZQqTCfyR\nxd3HGDr1oSVIOmyn5gc4TFUQR4Y+wwsln4yupdkYHfezkB2HjF+IdXyPX0BRGGWecxsBp/mRh9Qa\nxLaz9rMxt65mzCBzi28JX3oW18VDYcR/xf2ZzWMcQ9bfuCYZ7w59a77zTs47uCeU425U8rn3m0Or\nb5mHUSyn+lm+BF1Tc6+V9zNBilJvZysFB7dRblBwGqX5iXgQ6a/Pk+P/HuAF82d/SOUvBRcvw2WX\nwzkzmI3ho9eXcDyXXaR8ER7IMDHE0zs80HWMRiMeDVHz/4gswUKUlnCV1YkELjt8/ZnXn7BYH3Kk\njgjmbWfEQGPxREsu0LXiezYiiEHVcA4RU41RSO5WZAkyWygMe8xqmo1VVzdkVoxx+E0btOXO7X2M\n9b2N7daWr5WvsYSeIQIaD5/WBnOi7HG/rbZlvXCrlRNTyA9Vf388MKTUiO7wGZ79DvCxj/Xjigmf\nXSt2kjKnbllyb4R7mAsaf9ix72sn8MdT6DpOT65gG/DfqILhaYr18jxKTK/GGt/v3zNhzD9n6xLx\nUIeo1igKyH8N+FqAc0bw53Hmv5PH8l1spcZh7qbgvydEE87pvW7ROQp8+iB8/QH43ZXaz6uuLtcz\nZTTF5+Pm1XJT5qvsQvjrrysxpFNqHKGydkYG2cEt+Bs5NPRcfdKfW00j7rRcjdVP0YMdFIvnlCJo\nRlzM5sT3rn6Tu9NxFvvqYzgF/FDX8Y8mE/4tfc+LzJU/vtv/SxiLrsCOC60xyN3YrdMZDgyBykYG\nQHM3ZrHPsEh33ao6pU23fC+2mFmt+9FQJjKcfuZm7cR62fNM4ZnR7Aklxv6NwL+kMoRDc32Ccm7J\n4i3hTMKL5myjCkz1KbO0xb5kym9ZO9SOtxl5jyFeaCNzDnV/PWMZXrAPnnsNvHTviDsPdhx7/Xy/\nrlb8157MrK8+rjimBykeFrq/NRPEYluuRHVPmUzhE9vzei2hJO4jd5eM83cBBZ9iP9YDbzv2Tf0W\nL5gpkFrttfi79fjaoT5mZTLXau2RFyzDhXvhoXkD1x8sNzw4TxZhoyEt6osLY9430QQJcseo1uEY\nbiW+yb30/Ll+b/H8DvEcXe88jXtkRg0N0Rnn5aSg8vp+jriyPOORBNH7LqMV6tN2ilJI3piaC839\nZ1fhrtXCy0H1UNB4fFwZ/mW85iM5/x4p/B8hsEJ1kfRnceDaYFBd1KCPEEsURIearTSbyI0gZevQ\naBEU3/ROyPR+3zwt0LPMdz4yrTE+wIl3rOdxYTsphOAw9YLvJRaTmqidNRYZhPXmTWVbwoePYUI/\nUH5KHmPUIoLjpGws0+qriKPPbXa1SEvI8jIiUFuprs7xSiLCd71XCTMEHgeSMSdilCPTj9XZShHK\n7qavSNhBdSeWoHSU4qL6coDPdXxpXHp2HwUv7qXgzhPmv83ox+ll/dAYHZ/Ww58oMKhtqBa47dS5\nnVAsxROKMHg/cM4WSpyorMRz+GPgRY+BHV+s1m+nD5kLzzn0reW6o+wV+8sPozHc2MhiHddjSrFq\nrK7mcwR9JkywmYJPyri8jWLVgLJ/j1ldMR9DwmL2OUJk/hx3NU9S2DxEzWobLYQtYWCNGpujep7Q\nKR72/nlCic05NO+Du93p/ZllzMH7qnaX6M/behYvp/eZZWMjB7f6FcMd1H7L6ujvnIX/QwJi1idn\nNnQ+Zeumcpk75hBkgrO3GfeJ0wy3vujMF56vJ2iqPU8UpLjCY1bGIa6l3hvncxrqOG4q5u8khQeJ\nLvvCTe11zwfQmqsMh6MXkoOX3bcXnnINvHT2HcCv88TZmPdO4G/uLwIr8/5eQKGfnowqo8fel5MU\nq83Hkj7EvmRzdoQadyp3x8xbKM6LBEHRQyU9c4hlY5ZwPf/UvD9KonSC/tmWzf0QTRD9Ur/Xi2f3\neusJSL4OETL+ws8C5yeE07JwO91+5twTaOka+EpGfLDrePaBcr5+LuRp8PdkxgfBJqpgKYvdNmoC\nxYyenKSf6E3tP38ZLt8Lkyn8+aQokW9ZXax/wupFutWi2Uusf3Z5X8WT6J5697KBxX2U4ZKUPvHu\nV6/ndaI3m8AFc5UbA1+kXJemm0HkmTaZ9/8eariExrREVcQKnrEMl+2Fc6dwdK7EuMUSM8rLx/t8\n0TLcccc/Tnr7l4OzJrAKKfyg3ggDu5uiDbiRxcxz0so8bf7bjfPyJ1h0O3HCkgmlrf7EPjk4EZfG\nTheu3x3qZ+9ptRddjF0DEjddC+EFujvwGIvJg2I7IvS7KMTmjoF2s3fGMhLk5FKwxqKFNzLr+q31\nDv+czV+LYYtrkDEkQwdIi/BMKNam8yl3jsY2XBERxzClMurxkI4CdKzvoOdKkKRyIq7fCLxlx4i/\nd7TjlvmzQ/N3/yjwLQ8Wjfl24D8Df0QhanLDlQupHzSu9c7c82P/IlMYn2tviomW2+mzga+nJlCC\nikN3AwcBDnc85bkT+OS0Cq1dxwuA418s4/qaeXtHqVkeM636QxSh1YWiQ6v1njJXeMS911rDSfJM\noEMiavllGdYhs0TBsyMsZlPN+rARuuZ1ouLL60RroO5vVJ2JPR96r7uEu4VTdFPWmta58KfMsx3S\nxzmNQUJpZPLEiPg7o7CU9VeQ4XT0pohM40Yh4kW2h8ahXFQWaf2yGNjsfUrMdpz8ig1B5gYmPG3h\n80ZhYv+daXSvnpuAN9HPhDslPwfjftNvJ60OLK6Pt6O++F6MTGwUuNW27n92BVIcr0JBDrM455FO\nZHO6FL639tqpaaER3U3vZrT8a8CbOMlPM52VcvKY2ElfOe3tRsXKNPwW91ncC5Hm+TyOKXt9Z6in\n+d9O5d8inij2Llo2/fN58zZuY3E/TakumEv2R1I2gvdFsYsxmdGQ67L3Qf/FH7RwJtbxfvo8e/kh\nnjdmyp5RhJIHr4GfftsIfmjK7vGYf7kCL9tfFbZZ/zNa5zysaMyM6g6uRE4ZLzSlxvdqTZ6+DG/c\nB183GdH9Gfzt/9Zx8YGSt0KeShmvNLTPHZYoips7yAVW7W8Zz86nhBw8B3gfVTmRKQ+8jXgmZbTT\n2/B2HNflLalbG/wcGFN4pX98IRy8tWQK3kZxE34SJYTqWsreemA+pt2UO7fvpCQQVOzvxcvw4n2w\nZwVeMBrxX7uO7kB5l5QFU/r04aJl+KZ9sGfPv6D4xXz5cFavtYkEaGiTajIUa5C5q8klQOZ1j7Fy\nGDpY4+bPymSCDuRMqzKbthAxtuFtQX9z6LPa1RijhbDVrjOYmj/FOd5ldTT27cALgf8I/D2qwDq0\nRi1Qm7puRMk84rwo5hJqdr34Lh0q8WqVSAhi2621dNzTfEaGRuUyy37E4fspeBpd7yb041mgfd9u\nTDKTHVDrgVxMJOAozvP7RiM48n4m41eeGY9fN3QvNVGJcGVKTXLic+LJgqTgiNcfxX0OuatldtD6\nWmyixFJ/NXXtl6jZUE9TBG+AE5/quOQ1E/jtabG27p6w6Wvhw39c4lwv+b4RX3xHxw30lVm+f52e\njFmMM3QXQ7fQZvRhPcFB4O55YnZkebh4GS7ZCw9Py/2vnz8Ix1fbyr8MT1o0zz/7oRjbaDGk8X82\nznhAOw33OnLXzOiD9qDqS4jKYihjv9wjpSXkqFwWy9RiGL1v0TuD5HvWXmwz+6x3OG2YUeMU1ffs\nPfFdm+lfa+HWJ5/n6OaXCRT6P3SdhNfJPsM8cyVVqelCqYSBLBbQFUdYnQwfW4lQhvqr/RDPdr9G\nK/ZJmci9P94vrZ8rwiahrNbA2/b1jfdots7hblKuD7vlso4rmfC5+e+jeeOicaI9E9rKqqFzSN8z\n93rtpwgqE0Ns/FlmoTwZ/md9Ej6Jb8ysUj5nfi1QLBPx3nMBbAW+j+LBc8j6G5V2GZ2MkJXPynjZ\njfACjn++Z3dSPKb87Dg9hb/eQXcD0HW8kCJuzLIJJJ/X2FeoLqlQBKSHqHymG5+ix4zzvZfvha/7\nj5fD6CB0/5ml8St59wpctb9ezxZxNJ41sV/+XWet9kHEb/Ek+r5GUXivUmlE69yVB6jvhewciXS2\n9XkCXEFJ3PUFCg/v6zyjCJ7d5XDTrbVdna3fSBFi3VV4N/AsirHP8etZe+GxK/DqHxrBz03Z/zVj\nnrkC37y/f52fYAl43l74uhXgnTxqcNYtrBlxEPgkSOg7QSXUGVIobkWIc589y6AlfG0KZTKiMKUm\n33EiouyvIvye2llCSxY7quce3yUG5ZJleEZgVq9frdZRbYQTNvYWaNPtoAgwaxTrlDO50jT9LWD0\ng/DiX4TfHGgvY8w1fteW38tiRlTvv67rOWXt+FiU5OFplMPhjuSd7gIyBK11hT5RUv+2UwS5Q7S1\nb1P67pHxHdmBHIWZJYqF8w6qxS0jxH4AuctLXHtdnXN83rf/1HX8wxe+kkNURcWUelfrMcphcowa\ntypm8QRVANbBBzUBzQ44wxB5vzPmJoLWzgmuxjel7KP3UFPIQ02hrn1ymOom+sT3dZxz5fiMv8uR\nPy79f+poBP/+YbZ9bsLWPypuznfQdx2M/ZMVYst8Dj3D8w5q0p+4h7K2WkyfH2TOjI6BPcvwvH3w\nF9eUtbmtg+cfKPU/ubqIaxsRVB28n5Huqg/KuBhd7yKjHYWFrBzUvSAhxZn5ljuW9qXv7Ug71Xbc\nC04XozAW4yi1FnFe/LsrImN76stGYuF8HPG6mAxXYmIfZza1XvEeco1JCtxN1Dlcsz+VcyFDwmDG\nlMj7IMYeRvzztVd26k3070xXsrr7yPHGXcbjusaysDh3Wb8iRIFRVododXQvgDgvJ+djUNyXnyU6\n0/WeLMO3+ij64rQgnpuEOv5dtPSWg/DiA/C+Ffg4/WygqidhLcNZn0+f+7ifI0gYUQJBGBZas/Ua\nop2ZQimeMWPq/dMZn5L9JgNAqw/Qn6fdwJtfBf/2/TWGf2z/M2v+kODkfYqKtVa9DBcynHeewRUV\n2Htmk+LBdPhdHRe/a8K16tO436bw2eu2IBunlG1K7hZjWb2s5vP0FLo33sDo52bQ/XhNtjerirso\nH2RrDYu4MqUq76OVPdI/lT9MmcND9ruD5mkTNXnpSQqenGL4jIh0KJ4HS5QQrlfvhBcfqZ4aqreZ\nkmzuhb9RlWMzypVP99OP79fYbwV+jkWD0sPTQju+59NA1/EPPjtvb44AUg7pTJkBm6ZwvB+V9WXD\nWRNYJeidQ2HANHE6mJz4OMJEAuWfhxidIaIan4vQTunHunh/VH6JkgziZvqMhDPcsb4LwxMWNYhu\nFR4DT1uGZ+2Dr7gGtjPiQ13HRQcKctywWtq7lHIwXGv9ioKr919xH/fQZ3Z9o94D/DzwR78In6E9\nh4LMOhktvx4c7++UsDqlavyy9+0E/gbwlqfClZ9fdFPeQbnGZcu8Hd+QsBjb5usTlSdRa7+NnDDH\ng9w1gv5cFjrIxza2/8pcqiy2rUNoQq79j0LyjELI76YkSvrwx8pnTwIiTfSW+XuVtVvXW+iKHt+f\nPg65mospi+McYj78gM7cuzROCc5ifP0aElk5pxSheQvw8t8p7kI3Ab9NcSP9VNfx3MmkJ5REnI3M\nyhqLjL3jcWSeJMjKbS2zlPs8REHP25lQ4tD+6e0jmP1d+NVf4u37O35uBV63Hw6u9l3yxtS95Myu\n8NmZclhcq3iwq4xih2VZyiygfmBG5iYrB22GLNbztnUHdYxZlXvrA8n7W/2Jezpj2DNcdde6jBH3\ndlpt+HilFNk173+MIWrhCPbbcfvu43UXb8fhCf1+LlkZ6J9nWf83U87viP/ObEnwElwAPJ1ytlxB\nTXomrwmvH9vz94tm+/q1vKkymtJi+iPuKy5Nz5yB9L7E/ipG2+c3uqFn4L9HS+eQwJ0JKGNKshwo\nmcxnM1ga17j7KBzF+OTWnGR9jePZCTwXuJBifbyZRc+F9RQIQ7AeP+J4vhHQuirsJSqXfQ9LiFqj\n7NOfen/hRZ65DE/bC7NpMSzceBBuW13kN/S+1jicNkYeaY0+XY/8qPZ0pkzQXpSyyGm4xnvTPLHg\n762UZItT4FVXww3X9YXwFv12Hj72MfIyOrO3U2heTOypsmfo0QSu+oWO1/zC5EwOFig4fQ6FHin8\nzulOVHDGveqfj7NosGqBymuM/j/S300UA9Hd9lt2paTDFvtTklT3qHoXcPORMg+Rh5lQDDsfYRGX\nPWO685Ay+MWz/eFJyTL8ko927JhMzpxN81QnZ/gxqGt4dAI/28HfHBjfI4WzJrA+nmKS/pER/NOu\nZD2VcOjadoELHJAjUYsAZMJmZEj1TOWy+7O8PWdklfyjJWTFvh2nIKBS7r/XyjlDKRfLK/bCP/rd\nEczOhe5P+BuTc3jDCjx/bo6XZmQzfW2m9yceYoob8TsDoT+uIxQNjcYHw+OTMOptRaFPm88th9Ji\nb5uPY4hA6B6wn/982aQK5BeBvgB4JbAM/Ejo84QaJ/OgPcsIL/SFdwn3zgg7ROKkzLJe1olNqz6U\nOfskiy6mvobu3hjrZ217RkwlyYkKBo9lFl74Pb8R771PrkF3ratnqnZ3akH/gnScAAAgAElEQVTr\n4NAzeQLE92lv6K5dWWpm1MQZH6DELd1FEVTVxscoAqySTUlBtHXeB7k1Z/efibg7/cgsjlDjmmIs\nph/6aiPStzgHS1Pg2o8AX0/3vT/Pn+wfswZ8cbYofC1RaItnG9ZaZ94N6+GOKzOg3lvqz6G6u0dG\nRePKwhagbyH0epmQKxp9zvx37UfNpyxFLXfijYArMGLdzPq5HuPs/cb+i+H137dRmJp4zVDEmfje\nqAiLdD/zunGvnAll/aSMiPifnakn6XtoRBwXXDhPkvLwFCYTOHIQnrzaXzfI3X2HhDRntDJXVs2b\n8F/gXj/e12wvRE8Hr+NKZX/m+ysTTCM+eH+ydfPv/v5M+HHw8/iW1SKgap5aCgZYtPpkfFXcj/55\nycqcBK6iKJHF99xB30AR2x6C9cprnwgirVaZKHwK1Hd5FbXOJ1/jo8CvA09ehmfsg99fKfzMQxTL\n9ldSvOG8/0NjyEDeDE8APk/Fudhe5MGy+ZKxIv6u9bh1ns3+ZXMFx2RchFXlbXD8iN4xvv767h5v\nccxyBXdvrQyX9dvqQbj8APz4SvntGMVb4Kbr6tha+Ot4OkRXIojXcJkgo3PxWfx+lOKCC/WMypQi\nsd9bKPtHrspK6HaCwpvrKpz4vpPALfR5Fn0WP6N7a51Hz+SY1YPw8gPwnpXKQ7z66qL4gnr2Onz6\nIDz7AI8qnDWBVQTz9q74YOvwykzfvhHOm9c9Sl04JYBZj8kRw5bdOajDWxsoEjfviz9Tv8+jf5ef\nE87ILAhZT1IYaW8vIjHAN8yo13SM4MKHPwyTb2Q6q32S9kVauHMx7RNlrmTpkeVsjdwlyefFXbAz\n0PzI7TQ+c5hS0377b0rash7zrAPwNooW6E/puw6PKZv3bVS30WwdW7FWrXUWnCa/QzcSL2lAd1KJ\nqtob079jNcISxcISFQl6T2RAhxhS/z26P4rJi26A2G/K2BiZvtZ7HJwAxnYjDK272t09/7sI+K/U\nBDFH6F9Nsosy78fmv4/nn09R1u5BqmDusYAes+JZd50Jjt+xfse9s4XqbhXHneHWhKrA2klJHnUn\nVZj+0gT+7uiFvAx4HEUYnwLTcX/uRVvuoM/UaI7XY0TjuPRZCWKeTtl397A49qj1d9qq+w6lJHOm\nIjLlGTMQ6fBJqpUVhpWFse3IZEdmW8nh3A00zofe6e37fGSMh9p/LPCq+ed3UJVCJyl07XCjHViM\n18S++/ml92WMuc+lvCE2A0+hCMtHKYrKzGrs8xgFL+grJmbAZcvwLfvgR64Y8cvf0/FvgJcdgI8C\n71jt9ymz/nj/I0Mbz5whPPZycQ7jPDstdAWy4BT1XFQb8r5pZR8eAu9PS6CJfWidX2798ra2AE+m\nhNP8BUVhJ3xx3imLgR5iziHnvZYoyqRrKfd7K8xJwpL27h7KWitBYKaUiWsVxyz6tHP+rscB72bx\nfvRo7BDuKtmUFJ+O99l5n/XjAeBb98Ll18Db3j6CvzOl2z/mFSvw9fvhOhNYPRdCi5+I75Nn0QP0\nE3ptYdG4IgPA5cA7z4fvvqesg5TJ7rnh9M95QSUWdJzQnnflpydh9DL+2c8B6M/dmDL/F83n4yby\nDM1qS1mtX7ofunlHPjUXppeoNEF7aRflzPoqynl6A4sKW8ch6NMVjVdzrHC1iOsZbxNpb/Qg8T44\nSCA8TU3g6meRK8izhIu+BgpPczronkme5LFl7Z1SEyt953zeJ2P45HU1bpgwtglVwfGFL/yTpNW/\nHJw1gfUY8LsU5lPCGywyhAJfAKxOxjy2iEtk2ASKR9nBIpMO/QOlxbhIyNXCP4biihg3X1Y36zNU\nxLp2DOdNxjxx+iK67uuYTf4FRyhIAzUr8u2UzeT+6hOqK5+YOmkOo+DtsB4T68zDZhatZ95mPIzj\nOk1Z7IMTKX3X/B+mf71RjBERMxHHN6Vs0MxtXMwkVG3getcmDDERaxTCksW17aafSt6J1hptKy4s\n4okzhw5xLp2REWMofFXs6bH5u7WWUp64xdTdfcfUhAlOxCdWZ8nKRIGm1dfIYEszP6a4lcU9r3Fc\nALyMcji9i+olcIKaPj8yc1P6eJaNk/kYlETlMIs47KDDKVrB4ztj/eOU+XfrlnD+xoNw2QH40ZXy\n/TjwmrlmWUqQeDVUPJBp/Ob9isKQw3nAG4CfDWOK8yehxZ+dph600uqKbjp+ZXvCmSp5VMhNPWP4\n4pr4YZxZ1vRZezPG6cY9HvEnlvF+t4SjNeDHHwO/8sV+vSEaq3qKIZfSMaOtioXN+uaKF833KQpe\na49sxK1feOQMYmTAlvfCl64B3vFWlr/nzcyA967AlXPvoJY1JL7L+64wgIh3XsYtxxktXWr8LkFK\n4/B72L1v8Qo+b3dIMed7YhJ+V31oJ3DLzuy4TmP7P6PgztcAPw1c8gp46+9VgdWVAqLb2bxkNMSf\nEZ5NqdlLnUEW/m6jnDuvBa4hd5kVxD0UBXHVPU5RZrdyTLRAd0r7OrTG2OojFA+CT3Vw1YeBH+j4\n0H8q/XnqrO6THRQX6VspZ1P2PvVDOOpr4gaVNRaFcqg5HDrgQ/fU69Cy/dmih44bkbdQP7ayKDC3\n5mZGvY82vusEZZ7cc8ch9vnQarleR+NR/6KybiuwF/gJ4PwfgL//Hwr/kHk2xb5HDxqtSZZ7Zj25\nw8HXOPNSEi2V8J2dB/rc8tLKaIOXyc5/d4WPoSgC3dmqNdeeaXmHANy0Ck9+8k8C/6LR6iODsyaw\neqyNE/ihhErQd6HK7up0aLWRMZlQFuxIKOsMbevwcyukLjv+MeBf0dc+RfBD0cER4DTwsYNw4vWw\nfXwtB7mWY8Arr4abryvveiklm+/3sJh4RwfgcaqWMx4OQxsr/hY38ZjiqvJAo44TOzGbGZFozW/c\nWI4ruus063+LEIkhy5jyGZWZazHt3mYkpN5fF6Sc4XwShXn4f1lM8uNCq757vCBULbXcTFuxKq0+\na5w6HC4Cngk8bjTiY113Blcz60q05EDRkB+ivUcyhrTV39YYJMQrxfoaxYNAGl7FRj0ReNP58Il7\n+omiHiDXbJ609l3wb639EjWj8FC/NRdaG82XC2RZ3SlFULqC6kUiHDm0WlzLXjJ30xqPi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0Ce0VZQyKHbg4ouWF71BGdYHWDYQGkAzhE5q/bUWh0J/QvG9P8xobVJmrru+ErAC369Hs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\nQgghhBBCiJ5EBqsQQgghhBBCiJ7k/wdkhBHYuXGNRQAAAABJRU5ErkJggg==\n", | |
| "text": [ | |
| "<matplotlib.figure.Figure at 0xb6e9d0c>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 6 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Now we're ready to estimate the PRF from the data." | |
| ] | |
| }, | |
| { | |
| "cell_type": "heading", | |
| "level": 3, | |
| "metadata": {}, | |
| "source": [ | |
| "Creating PRFs from image data" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "To estimate the PRF we work on the complete dataset. We choose a size of 7 pixels and a subsampling of 5 / pixel for the PRF." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "from photutils.psf import create_prf\n", | |
| "\n", | |
| "prf_discrete = create_prf(data, coords, 7, fluxes=fluxes_catalog, mask=np.logical_not(mask), subsampling=5)" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 7 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Furthermore we measure the runtime:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "#%timeit -n 3 create_prf(data, coords, 7, fluxes=fluxes_catalog, mask=np.logical_not(mask), subsampling=5)" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 8 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "The object returned by `create_prf` is a `DiscretePRF` object, which is basically a look-up table of the different PRFs at different subpixel positions. But it behaves and can be handled like a usual `astropy.modeling.ParametricModel`. The PRFs are stored in the `DiscretePRF._prf_array` attribute. We make a plot to illustrate this:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "fig, axes = subplots(nrows=5, ncols=5)\n", | |
| "fig.set_size_inches(12, 9)\n", | |
| "# Plot kernels\n", | |
| "for i in range(5):\n", | |
| " for j in range(5):\n", | |
| " prf_image = prf_discrete._prf_array[i, j]\n", | |
| " im = axes[i, j].imshow(prf_image, interpolation='None')\n", | |
| "\t\t\t\n", | |
| "cax = fig.add_axes([0.9, 0.1, 0.03, 0.8])\n", | |
| "colorbar(im, cax=cax)\n", | |
| "subplots_adjust(left=0.05, right=0.85, top=0.95, bottom=0.05)\n", | |
| "show()" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", | |
| "png": 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Tvp1BNdKL+/zM8q0n9EV2YBVT7zddu4Jpow+yEwYxkR3YZOdr1qDL57td1dTU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\n06dPVzQaVXFxsdasWaP33nvPV+3ChQt1yy23pDxmaWmp6urqJEnjxo1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| |
| "text": [ | |
| "<matplotlib.figure.Figure at 0xba1824c>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 9 | |
| }, | |
| { | |
| "cell_type": "heading", | |
| "level": 3, | |
| "metadata": {}, | |
| "source": [ | |
| "Photometry with DiscretePRF" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "We perform photometry on the first 500 sources of the dataset:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "from photutils.psf import psf_photometry\n", | |
| "fluxes_photutils = psf_photometry(data_slice, coords_slice, prf_discrete)" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 10 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "To compare with the catalog results, we make a scatter plot:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "scatter(fluxes_catalog_slice, fluxes_photutils)\n", | |
| "loglog()\n", | |
| "xlim(40, 500)\n", | |
| "ylim(40, 500)\n", | |
| "xlabel(\"Fluxes catalog [mJy]\")\n", | |
| "ylabel(\"Fluxes Photutils [mJy]\")\n" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 11, | |
| "text": [ | |
| "<matplotlib.text.Text at 0xd2bd7cc>" | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", | |
| "png": 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vCsVmihadzpUrfz7RZu93796lSpW63LnTCYulGjAF6A50xtm5O6AlOfkSjo3k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\nchIIhBDCyUkgEEIIJ/f/NEWEjdUfQNEAAAAASUVORK5CYII=\n", | |
| "text": [ | |
| "<matplotlib.figure.Figure at 0xd2b332c>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 11 | |
| }, | |
| { | |
| "cell_type": "heading", | |
| "level": 3, | |
| "metadata": {}, | |
| "source": [ | |
| "Photometry with GaussianPSF" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "We can also perform photometry using a `GaussianPSF`:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "from photutils.psf import GaussianPSF\n", | |
| "psf_gaussian = GaussianPSF(1)\n", | |
| "fluxes_gaussian = psf_photometry(data_slice, coords_slice, psf_gaussian)" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 12 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "# Measure runtime\n", | |
| "%timeit -n 3 psf_photometry(data_slice, coords_slice, psf_gaussian)" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "stream": "stdout", | |
| "text": [ | |
| "3 loops, best of 3: 1.18 s per loop\n" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 13 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Again we compare with the catalog:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "scatter(fluxes_catalog_slice, fluxes_gaussian)\n", | |
| "loglog()\n", | |
| "xlim(40, 500)\n", | |
| "ylim(40, 500)\n", | |
| "xlabel(\"Fluxes catalog [mJy]\")\n", | |
| "ylabel(\"Fluxes Gaussian Photutils [mJy]\")" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 14, | |
| "text": [ | |
| "<matplotlib.text.Text at 0xd4a3ecc>" | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", | |
| "png": 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Pnwto6NDhZVas+EV2FhV5VqYGiydMmJDmAfe7hT799NMsDvPJSSJ4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\nAU6V6QAAAABJRU5ErkJggg==\n", | |
| "text": [ | |
| "<matplotlib.figure.Figure at 0xd4afccc>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 14 | |
| }, | |
| { | |
| "cell_type": "heading", | |
| "level": 3, | |
| "metadata": {}, | |
| "source": [ | |
| "Making residual images" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "It is also possible to remove PRFs from the data and make residual images:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "from photutils.psf import remove_prf\n", | |
| "residuals = remove_prf(data_slice.copy(), prf_discrete, coords_slice, fluxes_photutils)" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 15 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "# Measure runtime\n", | |
| "%timeit -n 3 remove_prf(data_slice.copy(), prf_discrete, coords_slice, fluxes_photutils)" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "stream": "stdout", | |
| "text": [ | |
| "3 loops, best of 3: 54.1 ms per loop\n" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 16 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "We make a plot of the residual image:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "figure(figsize=(16, 12))\n", | |
| "imshow(residuals, cmap='hot', vmin=-1, vmax=10, interpolation='None')\n", | |
| "plot(coords_slice.T[0], coords_slice.T[1], marker=\"o\", markerfacecolor='None', markeredgecolor='y', linestyle='None')\n", | |
| "xlim(0, x_max - x_min)\n", | |
| "ylim(0, y_max - y_min)\n", | |
| "colorbar(orientation='horizontal')" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 18, | |
| "text": [ | |
| "<matplotlib.colorbar.Colorbar instance at 0xdc7366c>" | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", |
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