{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Image Subtraction Module\n", "\n", "**Lecturer:** Christoffer Fremling
\n", "**Jupyter Notebook Authors:** Igor Andreoni & Cameron Hummels\n", "\n", "This is a Jupyter notebook lesson taken from the GROWTH Winter School 2018. For other lessons and their accompanying lectures, please see: http://growth.caltech.edu/growth-astro-school-2018-resources.html\n", "\n", "## Objective\n", "Learn how to perform image subtraction to discover astronomical transients from multiple consecutive images.\n", "\n", "## Key steps\n", "- Register science and reference images (make them aligned and of the same size)\n", "- PSF extraction, using PSFex\n", "- PSF matching by convolution\n", "- [Zero-point calibration]\n", "- Image subtraction\n", "\n", "## Required dependencies\n", "\n", "See GROWTH school webpage for detailed instructions on how to install these modules and packages. Nominally, you should be able to install the python modules with `pip install `. The external astromatic packages are easiest installed using package managers (e.g., `rpm`, `apt-get`).\n", "\n", "### Python modules\n", "* python 3\n", "* astropy\n", "* numpy\n", "* scipy\n", "* matplotlib\n", "* pytest\n", "\n", "### External packages\n", "* SWarp https://www.astromatic.net/software\n", "* SExtractor https://www.astromatic.net/software\n", "* PSFex https://www.astromatic.net/software\n", "* ds9 http://ds9.si.edu/site/Home.html " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Import the relevant packages\n", "\n", "import numpy as np\n", "from astropy.io import fits #FITS files handling\n", "import os #Call commands from outside Python\n", "from astropy.io import ascii #Read/write ascii files\n", "\n", "# Useful to smooth the images with a Gaussian kernel before the subtraction\n", "from scipy.signal import convolve as scipy_convolve\n", "from astropy.convolution import convolve \n", "from astropy.convolution import Gaussian2DKernel\n", "from astropy.stats import sigma_clipped_stats\n", "\n", "from astropy.coordinates import SkyCoord\n", "from astropy import units as u\n", "\n", "# Plot\n", "import matplotlib.pyplot as plt\n", "\n", "# Running external programs\n", "import subprocess\n", "import shutil" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Test dependencies\n", "\n", "In order for this jupyter notebook to function correctly, we must have some external software installed, as described above. The following step assures that these are installed properly before getting to the rest of the content of this lesson." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SWarp is installed properly. OK\n", "sextractor is installed properly. OK\n", "psfex is installed properly. OK\n", "ds9 is installed properly. OK\n", "\n", "4 out of 4 dependencies installed properly.\n", "You are ready to continue.\n" ] } ], "source": [ "dependencies = ['SWarp', 'sextractor', 'psfex', 'ds9']\n", "\n", "def test_dependency(dep):\n", " try:\n", " subprocess.Popen(dep, stderr=subprocess.PIPE, shell=True).stderr.read()\n", " print(\"%s is installed properly. OK\" % dep)\n", " return 1\n", " except ImportError:\n", " print(\"===%s IS NOT YET INSTALLED PROPERLY===\" % dep)\n", " return 0\n", " \n", "i = 0\n", "for dep in dependencies:\n", " i += test_dependency(dep)\n", "print(\"\\n%i out of %i dependencies installed properly.\" % (i, len(dependencies)))\n", "if i != len(dependencies):\n", " print(\"Please correctly install these programs before continuing.\")\n", "else:\n", " print(\"You are ready to continue.\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set up paths and clear old temp files" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# remove temporary fits files in current working directory\n", "[os.remove(f) for f in os.listdir() if f.endswith('.fits')]\n", "\n", "# Set directory structure\n", "cwd = os.getcwd()\n", "proc_dir = os.path.join(cwd, 'processed')\n", "data_dir = os.path.join(cwd, 'data')\n", "out_dir = os.path.join(proc_dir, 'out')\n", "if os.path.isdir(proc_dir): \n", " shutil.rmtree(proc_dir)\n", "os.mkdir(proc_dir)\n", "\n", "for f in os.listdir(data_dir):\n", " shutil.copy2(os.path.join(data_dir, f), os.path.join(proc_dir, f))\n", "os.chdir(proc_dir)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reference and science images\n", "\n", "Define the reference and science images. Open them with ds9 to give them a look.
\n", "Also, what is the size of the images in pixel? This information will be useful when we want to align the images using Swarp." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "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": [ "The dimension of the X axis of the reference image is \n", "1024\n", "The dimension of the Y axis of the reference image is \n", "2048\n" ] } ], "source": [ "# Reference image\n", "ref_image_name = os.path.join(data_dir, 'refimg_i.fits')\n", "ref_image = fits.open(ref_image_name)\n", "\n", "#Plot up the reference image\n", "mean, median, std = sigma_clipped_stats(ref_image[0].data)\n", "plt.figure(figsize=(8,8))\n", "#set the scale of the image based on its statistics\n", "plt.imshow(ref_image[0].data, vmin = median - 2*std, vmax = median + 2*std)\n", "plt.colorbar()\n", "plt.title('Reference image')\n", "plt.show()\n", "\n", "#Image size?\n", "print(\"The dimension of the X axis of the reference image is \")\n", "print(ref_image[0].header[\"NAXIS1\"])\n", "print(\"The dimension of the Y axis of the reference image is \")\n", "print(ref_image[0].header[\"NAXIS2\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's do the same for the science image. Can you already spot the Supernova? " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "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": [ "The dimension of the X axis of the science image is \n", "1024\n", "The dimension of the Y axis of the science image is \n", "2048\n" ] } ], "source": [ "#Science image\n", "sci_image_name=os.path.join(data_dir, '20120419094409p.fits')\n", "sci_image = fits.open(sci_image_name)\n", "\n", "#Open the images \n", "##os.system('ds9 -zscale '+sci_image_name +' ' + ref_image_name +'&')\n", "\n", "#Plot up the science image\n", "mean, median, std = sigma_clipped_stats(sci_image[0].data)\n", "plt.figure(figsize=(8,8))\n", "#set the scale of the image based on its statistics\n", "plt.imshow(sci_image[0].data, vmin = median - 2*std, vmax = median + 2*std)\n", "plt.colorbar()\n", "plt.title('Science image')\n", "plt.show()\n", "\n", "#Image size?\n", "print(\"The dimension of the X axis of the science image is \")\n", "print(sci_image[0].header[\"NAXIS1\"])\n", "print(\"The dimension of the Y axis of the science image is \")\n", "print(sci_image[0].header[\"NAXIS2\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Align the images\n", "\n", "Use the AstrOmatic Swarp package to align the images. Swarp relies on the astrometric information of the image (in other words, on the sky coordinates), therefore both the science and reference images must be astrometrically calibrated (for example, using the AstrOmatic SCAMP package). In this module we assume that the input images are already calibrated." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Executing command: SWarp /home/chummels/new_version/image_subtraction/data/20120419094409p.fits /home/chummels/new_version/image_subtraction/data/refimg_i.fits -c /home/chummels/new_version/image_subtraction/data/config.swarp -SUBTRACT_BACK N -RESAMPLE Y -RESAMPLE_DIR . -COMBINE N -IMAGE_SIZE 1800,900\n", "Success!\n" ] } ], "source": [ "#Swarp command\n", "try:\n", " command = \"SWarp %s %s -c %s -SUBTRACT_BACK N -RESAMPLE Y -RESAMPLE_DIR . -COMBINE N -IMAGE_SIZE 1800,900\" % (sci_image_name, ref_image_name, os.path.join(data_dir, 'config.swarp'))\n", " print('Executing command: %s' % command)\n", " rval = subprocess.run(command.split(), check=True)\n", " print('Success!')\n", "except subprocess.CalledProcessError as err:\n", " print('Could not run SWarp with exit error %s'%err)\n", "\n", "#Names of the aligned images\n", "sci_image_aligned_name=sci_image_name.replace(\".fits\", \".resamp.fits\").replace('data','processed')\n", "ref_image_aligned_name=ref_image_name.replace(\".fits\", \".resamp.fits\").replace('data','processed')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we attempt an image subtraction now, what does the result look like?" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Test image subtraction:\n", "ref_image_aligned=fits.open(ref_image_aligned_name)\n", "hdr_ref=ref_image_aligned[0].header #save fits header\n", "sci_image_aligned=fits.open(sci_image_aligned_name)\n", "hdr_sci=sci_image_aligned[0].header #save fits header\n", "image_sub = sci_image_aligned[0].data-ref_image_aligned[0].data\n", "hdu_image_sub=fits.PrimaryHDU(image_sub)\n", "hdu_image_sub.writeto(\"sub_test_0.fits\")\n", "\n", "#Plot up the result of the image subtraction\n", "mean, median, std = sigma_clipped_stats(hdu_image_sub.data)\n", "plt.figure(figsize=(8,8))\n", "#set the scale of the image based on its statistics\n", "plt.imshow(hdu_image_sub.data, vmin = median - 2*std, vmax = median + 2*std, cmap='gray')\n", "plt.colorbar()\n", "plt.title('Test image subtraction')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Background Subtraction\n", "- Mask sources in images\n", "- Use 3 sigma clipping, 15 iterations to filter data and accurately measure the backgorund\n", "- Then split image into 300x300 pixel boxes and apply 2x2 median filter" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [warnings]\n" ] } ], "source": [ "# Background subtraction. Import the relevant packages\n", "from astropy.stats import SigmaClip\n", "from photutils import Background2D, MedianBackground\n", "from photutils import make_source_mask\n", "mask_sci = make_source_mask(sci_image_aligned[0].data, snr=2, npixels=3, dilate_size=11)\n", "mask_ref = make_source_mask(ref_image_aligned[0].data, snr=2, npixels=3, dilate_size=11)\n", "\n", "sci_image_aligned_name=os.path.join(proc_dir, \"bg_sub_sci.fits\")\n", "ref_image_aligned_name=os.path.join(proc_dir, \"bg_sub_ref.fits\")\n", "\n", "# remove temporary fits files\n", "if os.path.exists(sci_image_aligned_name): os.remove(sci_image_aligned_name)\n", "if os.path.exists(ref_image_aligned_name): os.remove(ref_image_aligned_name)\n", "\n", "sigma_clip = SigmaClip(sigma=3, iters=15) # Sigma clipping\n", "bkg_estimator = MedianBackground()\n", "bkg_sci = Background2D(sci_image_aligned[0].data, (200, 150), filter_size=(3, 3), sigma_clip=sigma_clip, bkg_estimator=bkg_estimator, mask=mask_sci)\n", "bkg_ref = Background2D(ref_image_aligned[0].data, (200, 150), filter_size=(3, 3), sigma_clip=sigma_clip, bkg_estimator=bkg_estimator, mask=mask_ref)\n", "\n", "#Remove the background from the science image\n", "sci_image_aligned[0].data = sci_image_aligned[0].data-bkg_sci.background\n", "hdu_image_sub=fits.PrimaryHDU(sci_image_aligned[0].data-bkg_sci.background)\n", "hdu_image_sub.writeto(sci_image_aligned_name)\n", "\n", "#Remove the background from the reference image\n", "ref_image_aligned[0].data = ref_image_aligned[0].data-bkg_ref.background\n", "hdu_image_sub=fits.PrimaryHDU(ref_image_aligned[0].data-bkg_ref.background)\n", "hdu_image_sub.writeto(ref_image_aligned_name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What do the background-subtracted images look like?" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Executing command: ds9 -zscale /home/chummels/new_version/image_subtraction/processed/bg_sub_sci.fits /home/chummels/new_version/image_subtraction/processed/bg_sub_ref.fits\n", "Success!\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYMAAADKCAYAAABHRCwCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJztfX3sbllV3rPvHQFByzBQKcwMYaxoQ2oUnFII1lqwCpSITVAhRkdLM4lFq9RWQZOaJv5RP6Ji0oAT0YBFAZEKobRUR2nSpI4dPuVDyoggMwVh5MNGY/Xeu/vHe/bMuus+62Ofs8/7nt/MWcmbc87+XHufvZ9nr7XPOW+ptWKXXXbZZZf7t5w7tQK77LLLLrucXnYy2GWXXXbZZSeDXXbZZZdddjLYZZdddtkFOxnssssuu+yCnQx22WWXXXbBTga77LLLLrtgJ4Nddtlll12wk8Euu+yyyy4Arjq1AgDw8Ic/vD7mMY8BAIx6I3rkm9UjyvLKYHEyTMfPiWvnc8vtCcvEnVJKKcPTW2lYuA7zrkec62NPnmwbovC1ZKtjrMna+r3zne+8u9b6N0eUtQkyuP7663HrrbfSuAjcvLhesIvyZPKx9DquhbXrS5cuXXFea8WlS5dw6dKly8J1mAzX+WqtuHjx4mVHXY4O02UxvWQbmi6sjUv6PRIPdCKw1WHW+blz564It47nzp27LMwLL6XcE25dnz9//orzlkamPXfu3D0/fZ356fJZeVIv/dPt6iEeLZmxMXdhlAmP4nrlGET14Ac/+KOjytqkm0gDkXUu0+t8xyQCrx3WuQearP0sn9VPEqh1GCMO3V+6nRYRML29Psj0U1Z6JnRUvtX2RnRzdNrCinWEDqPbsWQOLS1rjfKOUdaxZDNk4AGbvGb52NFKswYR9IBhlMYiiQj4s4BvncswWb5HBNKiyfTHXLKwZAkhzK33WJNcEpEmpVE6rNGWueS/VJdR9/f+LJtwEwF9q6rsqrQn3qt7DhF4OmZW+tYPAHXjeKSgXUb63CKHLBFYBDa3T3uklcPcD7XWy8K9a+s8ytuT1tI/62efU86aoLikXXNIowcjeusc2U/HIKI16tisZeClYedRWqs8lt4Ls/Jn43tIQ4dZ+kagrn/3FSLIlOn1t75mZWRdRb0upVEyesz2pjsrciwiWEvYonC0bMYyYNIzkVn4XIDw8rL4OSsYBu4ynP2ieA308twjCI8IZL0jNoszA9kCVrmhy6SVvWSl3pMmI5cuXTL1lnVcunQJ58+fn6VDSzdX51FttcqZU352rvemPWtyzLZshgyywJEB+OzAmQtWGSKwVvJWnSw+IoAWx8CcPTWUAX5GGgBCIphL3E0yK2udJgOyVpi8ts5lvefOnVsMupYck5xaWV55c8jzmNILkD1EslRGlndsUtsEGVgg2eKivJn0S8GKpVtSlwXsMt46j1b4DPw1KfQSgQf+GXK0ZIl7peVlpNDqnbNnYKVndcxdiXsWQ5TX03mueHNwdF0ZXbzruWnPkpyiHZsgA2A5269NAjqttcL36okGtQf8mTQ9RCGPwJWb0hki6OkPLSN97BEpHNNFdAqrIcon79cxAL3VM4e4jrlS3ypxnEqvzZBBJL1gsxYJRLpo0LeuI4DX55lNYcs9xF44s6yFVu9cEjgWAXjla1LIWgSedaBdRV75c2UNIuklAi+dvLdz+mBE+0aB+1aJ4JSyOTJYerN7gHuOPhERZMth+bwVvwzXaTz3kGchZK2BJSQwlwC8vowAhZFClhCs9HNkThnHWr0vrXMNPZcu+Hrjd7lcNkMGxwTtkfp49WatAB0u46zzzM/aPLaIQL9wJttjER7rkzkEsOTeWKCk/fIZQhixgj6GWG3R48jLz8qJ4jK6RHoCV+7lZGQH93Vl02QwJ312xbqkTCuNt3K2ysxYBRqsLYBvR+kWYi+cWUTgWQNe25Z8tmGEyPLYk0DAvVaCBiPPKsgQRC8pZNJHaTSJraHDHF16yu4hrExcz7zfSYXLZsggkt6bO4IEsnEeifRaBexaHyPCiNJ4eZjerC8yBHCKScdWnoD/vL/M6wHZ3CeATi3WOPWIcESdS556OquA3RYPpy5jjqRGdinlRaWU95VS3ltK+dVSyoNKKTeUUm4rpdxRSnltKeUBU9oHTtd3TPGPzdQRAZaXloX31OnpEuWzQLOHRCKgt1by8qfj2ctnFy9evOLt4x7ykPVZ96L3HmRkTtksndabnWf1YbL2BnmPnmzOWGVEYT3zaS3JzKel5YySLb2T0SMhGZRSrgXwLwHcWGv9uwDOA3gegB8H8DO11i8B8BkAL5iyvADAZ6bwn5nSzZJeYugtNxvulSOPXry38rbSWWVIEPdcRhHYe3GybkkAawE+K9urozddk4gQouMpZEndUV4P9OcSJuuzkYC9NP4syCkIJWvzXgXg80spVwF4MICPA3gagNdP8a8E8E3T+XOma0zxTy9By5aAQFa8PHNWmxZIZPRn6Tww1pNqzi/zghnLwx49XaKH91sq0T1uYhHC/UWi/vHysfHZk38t3bYmI8C8iP+HOIaEZFBrvQvATwH4YxxI4HMA3g7gs7XWC1OyOwFcO51fC+BjU94LU/qHJ+pZBTAyxJIth51baXQdLD8jA5ZPAzh7f0C/Z9DiM28eRyTA9Nm6MD0jQvBI2MvXI2tNbmscyTgrjw7L3OMsEWR1ieLmlDen/JEy6l4fixQybqKH4bDavwHAowE8BMAzllZcSrm5lHJ7KeX2T3/600uLu0yiAd0LaNbA9yYTu7YA1SMKBlARSVhhERF4JGDVPYq0LVlap9fXWR//lsgvC6YWaPaCcW/bs/X03L859W9FRgJ5K0v+RkrGTfR1AP6o1vqpWutfA3gDgKcCuHpyGwHAdQDums7vAnD9pPxVAB4K4E91obXWW2qtN9Zab7zmmmsWNiNPAEsGVzTZMquWpSCbAfU5eaw9gSX91pt/ZJ0sjp3rsK2BSRNNXGwcaekB2RHtHgXoS/NtUc7CpnKGDP4YwJNLKQ+efP9PB/B+AL8D4LlTmpsAvHE6f9N0jSn+t+sKdzULGnNXqt6K0ptIDOB1eR4heHkZoEfvGbR0+j0Db5PZ0yfzi/p0BNlEwspk98myDu5LQGSJRYDeWLDKiMpdg2zO2j069h5Ar4TvGdRabyulvB7AOwBcAPBOALcA+M8AXlNK+bEp7BVTllcA+OVSyh0APo3Dk0ezZS6Qj6wzQwQZQLPArxds5zwhxHTU6XV7on4B7H8Y8+LnSPaeWm/Tet8i8j5RbZ3P0SUKz0qkhzdGrbI8sNcfvJPS0zc9/XfWgL5HvP48paReOqu1/iiAH1XBHwbwJJL2LwF8c68ia6wcRuTPrG56VlbsaJGDjo+sAitt9J0ijyx6+swjhmO9dGTpswTU15BjvLxmAXm7zxGRz+knnSe6tsrIhJ112RopnJk3kD1Zi0giYGQgb5VtEYIF/HN+cz5YF1kFUd9a35ixVujHlIxVYFkHVnpZ9qkJResXEZ4VpvtilD7eJzyA44+RU73ZG8kW5gpwxsngGCSQScNWXRawWitxi1QY0EsZtZHstckTbyWuw5ZKVicPBNcEcbba9yyAY5FJz0pbEoNOm7X8NLlkrJBR+t8XZElfLZEzSwZrEUEmjQfcLG129e2Bs473VvbtnD0hFBHBXKugpR/5rZu595gRlGcVaOtgqd5aonJG7yFkFi8MpKP7x8rt2QM4tSUFbNc6iGQT7xlsUdYkgggMsyt5VpZlJSxZ0TPLYY5FwH5Rf7G0Vl4WbqWJ0mZ11vpYBMzyeNcjRU7yOb50K411b7z0MkyX01OvV26vrNH3W3+q51RyJi2Dtdi9t0wL3PW1NUE9IPVAnLmMdD5mFXh6s/Cof6KNQp3GKjcj2Xwynee6YPmyAOF9vdR7gsgrv5W3ZKXttc26x9pCknHZsiO9Zd5MekuH0RJZU/c3OZNkAIzfic+uhLNpZVx2JZ6JZ7/IKgBgPjnkreT0deaxTZ2uB2SteucK04+5h6SO0R/iZMRLnylrbn/1WBaMvCUhsAUXuyfZvYLsYsGrKxM3V9a0FM4K0ZxZMmgyx0qI0meIgE0UC2iz+Vm4ZQX0vk2srz0isPonWnV71zpPVP6SNJ5+kYWg65oLEmuBS1YneY+9vtBprL4C8qt/K5ylOStAuUS2YAVlZDNkMGeFoPPO7dAlZJIhlgj4eywD62kippe2Cjz9IyJg7QLsl45GTvw5+Tz9MueRZNJZrqRz584NIYvMClymZXmjMC9cljuirBGybxDPl82QgSU9j1mNGAgZq4DFW0DOwnp+rB6WxrMGrHCWTpZlieVGiQiiR7z7OGeBED09I8+bq8jSveeFMW+vYEnfZIGWLRA864CNi+zTRNb9zywUetq+yzpyJp8mahOMDajRPllv5cwAW8dlrAIrL/vukDwyYNeWAvtvY29CZb7kaX00jV1H9bF2e33SW5bWybqPa8uabiN5bOdsfLB8Vpi3uPH08MqJ6h8l+9NC82TzlkEkbNUyenOZSTRxZJy1SvfS6DiWXu8neABnlSvjGBFYq7jejdY592euddCzX7Bk1drS6WNGLxk28tMUnv7MCmD5LAvD22DOWIOsr2Xe0TIaB+7rBLMZMljqX7ZIoaccb5XP4ntWsWyFpcPYz3o3wNLNKt/TC/D/tIVN+pYn6zKyymMS3YdIrDHgEcFcYGrp5aOhHsD3PpK6RDT4s3hGCvrcGuMZF5F3zurMLih65L4O4qNkM2SgZQ6ItHyjVgI9oDTHKvDAWm/6tnjvc9NZQNfXPf/epSd9ZCFkV9pzCMByaWUslgigRoi3VzDXxdkkWr1bbbYWFNaqX5bHCNMKi4g32pDe5fiyCTLwfHzWqsEbNJ452ys9VoG1gmdlRKsuZiHovAD338vVPtOTlWPpkpEMIQB91h+Ly/4zWUunPy0RgdQasqb/OtMOOc7YPYkA2wprYt3nDCHo/PdlOQvt3AQZAPmvX7b4iBgiQohIYo5VoK/Zij+yECKC0UDP6ov0ZGQS5QX8FWFmDyFDNj0kEOkpSaGHCCwAXSLMdbTUOgB8S4yRoPzpMA3U1liVerK5Gq385+7RbFHOsu5aNkMGUiIXEVtdRISwRDyrwDrXeaP02grQ1gDAHx+1iMiqk7UpQwQtzhv8c9/eteqMnlqKytNEpVe23gJE5pHhS0WXscb/Gmiwb2ES/K08bHWv82ddRoyAZbh1vUXZgn5r67BJMmDSs1ml8+kBPFcioJTn3qpKhjMg1kBvvVgmRe8xsBU/y5Ntn0zjTWRGCEDfHlBWL2sBwHTzvic0CoykS6inPJ12rnXgWTrMSrNIwbLoLOtA52OEkiEEXeYp5Jj1n7qtWjZDBj0bShmzWKefQwjWitoC7Qy4s3ItwrDq0+8bRDrruKwlYEkvIWTqsR5r7SlDp9ErWP0y2SgA0i+o6SeLGNhHdc61GDzwZeNRWw8sbdPZsg5avKyf6ZKxCNayEk4FvFsDfE82SwaeGcryeQM1I0sBUua1CEHGW5PTAnpPJwbyvW2a01+9hMBkCQlY4R4wyXzHnKhRX4zURbc1Alg2d6z5ZFkH7NoikDUJ4ZTgO7ruY7dlM2SgJeqIaPXPVi5Wnox4AG6tuD3g98rwyMGrU/YLq09K9GQO6yuWJiIEKefOnXPrjUig5141nTVIeVaL52oZIdF+QbZe695Y94NZAmxcamDvsQ48FxHTZzQhHBs4R9W3JcthM5+jyJjO2idr+Vo9v+3cCZfNY4G+F7ZUrI3mucJ0yq7OvfZ4TwUxIrWuZVhEyJZuXvqee9I7mZdO/ki3qA3RIiUzfqNFjq4/M556xpyWYwCqdPktqW9UOWvI5iwDawXK0ujVSYtj4XPEmlhZEGITRobr8nr+rcx7v0Dr0ds+L31mAOvVYpRu7nWmfraSzbiwMnV57cvGjQAEtjrXK/A2Pix3rLz23EOR6yfSxRtDcyyEs+CaWUoex5JNkIHHknowZIDfG6BzCYKBrY7rWVWxsAj4PVLKtmFpGgb0FvjP1WspKcwBIiaXLl3C+fPn0+lLKZdtJrdxzYhHhlnkoHXN7sMAVy6U2F6ABfgRAbA0WucMecwB/1Gydh3HthhHyObcRN6vpbPy6fC1xLIIWpxOw8K9NFadLI+XLhM+UnrL1u3ovc6Uy9otibaXUOfKsSa7NZ5YP3pjVB970+p6o6Nug3c9V9Z2z/SWvzV30SYsA0/0Kk8KW5WwgdNjEXird1anlV6mzRBBW/17f13JdJ3zxdIRYq3g5IrQy+uFRfpH7YncJZ4VGumu6+iRNSZ9tJKWfdB+2nWUAfnIOois8YyOvdIDumvKMayAYxDGZsgg2ivwTP8Wz8K8cuaKBdIegXirXAb+bE/A2i/Q9UdhvZ93sMQDzx7yjc698rx7642JSKe1JnjWJZTRSbdNlmOBsUcIkUuHlQtw9xWbr1ofj6TnEgTTYbTMLbcn3ymshc2SAVtlsHQyfsmeQEYsArBAXepmrfY9kJdxTBd2fgrpAVqZPnPdYxXoceKtWIHLQcyzFjJWxbElsnCYztpKAK4kD89KYOQgw9m1Bfrs3sxtL5PR92lJeVuxYCLZ5J6Bvo72BPS5ta8wRzwCYKDlkQBLa1kMEZlYup1SWHuiONZ2fc6udZlWudm+WtKPx57EGV3ZGGJ5PfDvGYOZ+li8166592SEReFhzxq6nJoIgCQZlFKuLqW8vpTyB6WUD5RSnlJKuaaU8pullA9Nx4dNaUsp5edKKXeUUt5TSnlir1IRMbB0FlnM6WRr0HoAFQG4vm4/9vE5vQ8QWQbyuue/CXqkt6wIqL2+y/afV6fUOQsyEYj1iB6/UqwnieYIG1M63kpn5fXyyHg2Ti1dPKLI9u/I8dxkJPCzsrP195S5hq5A3jJ4KYD/Wmv9OwC+AsAHALwYwK211scBuHW6BoBnAnjc9LsZwMuiwr2GsUllWQVeWEa81aO3SvXAS6e3wtjnJ2SY5S7SZTJ9l0oWjDPlZPqRnbPrOeCj2+J9FG9EH47+Kmn2hUKvHVF/yjweQVjXLL2l01zitqRnJb7majxLBD3lrW09hCO1lPJQAF8D4BUAUGv9q1rrZwE8B8Arp2SvBPBN0/lzALyqHuR3AVxdSnlURpmelf5IV5AnEZjI88zqyitHp2c6aIJYW7zJ6IGyB9S63EzfZEkoIt4oT9TmnjSeZP3kS+MzIC2vrXGbIQFrDljnlv4jSNiSY4DqaOviWC6kzLLlBgCfAvBLpZR3llJ+oZTyEACPrLV+fErzCQCPnM6vBfAxkf/OKcwVRgSeW6hdyyMrz4qXwgafBxDZFU60AmNvHLM/rfH0sXT35Jj/wyslS4pZsvQIx+ofj6Ai3Vl5TEZaq1adPe2yQDpL4Pqo/0FPp7fe4YiIYk0SALbhl28y2nIYIRkyuArAEwG8rNb6BAB/jntdQgCAeriLXXeylHJzKeX2Usrtd999N4sPwd7Lk5WeVWB2gGdWVN45cPmqP7MPsPZEmiMeUM8hBN3GS5cuuZ/lsOrU6dn5GjJif6A33AJda1x6YZk4i0Csfs4QwYgxfyxg3RLh9EqGDO4EcGet9bbp+vU4kMOfNPfPdPzkFH8XgOtF/uumsMuk1npLrfXGWuuNj3jEI0wgtzaOZZwMsyRrlvcM2uxEYWGeVWDlz2wsj5QsUXqgwNLJ6+x5A375a8LCLZJl7WJkK+vdmkSLA6vvZVxEulH6THx0LzyimEMA3r7jLrGEZFBr/QSAj5VSvmwKejqA9wN4E4CbprCbALxxOn8TgO+Ynip6MoDP1XvdSaFEm8nsfIQwkGfn1jGbXoM+q9sDfQZSc1dISzfao3pZurkkwMq0yMd6K9uqg6XtkbVJOVNvBNL6nOXRYVFfM9D3ytNhln4ZgtuqnBU9mWRfOvteAK8upTwAwIcBfBcORPK6UsoLAHwUwLdMad8C4FkA7gDwF1PabmlA1Tq3FPtrpDJO5omk58ZlCKEdrUljTVZrwgBX/u9x1IY5g5H1qSUZAsiER2A1h+zkWNH/YTz3EWM9tppu58+fvyJc58uGL9ElU66eQ1JaGANrOZ90Xut+svL03NXlWm1Y0l+y7mNLRu9RaUZKigxqre8CcCOJejpJWwG8sFcRC5BkuE5jgb9HHFlhK8gMwEdhlltIu4h0XqablrVdGlmgt8ItMMmQQOY+amCRbxizMcLqiEB11OTMlmWlk2Qn4zNzQbZdg7Qeq6z/GLjLxYskYdmGDBFsESTnyFkkhM28gQzYLiL2RNEoYYDjrd6jcC+NDLNcRTq8SeaDdGsKq8siKmul6Z1rfz9Lw+rw6unRPdqPifp6abyWOcTu1TFnUSPLzC54omt2z7zzU433EZLRN5uGzYPRsikyaLIGE2bAgcVZgzIDRBkCaOHZ9AB/AS0zUNYi0XbthS0hAQtIrLp1Hy5pW9TPVr/LexuBNDtm0npWlNVfPePWAnE9DrMkYLXHO49k62SRAfEeoI/6dIlskgwA/lJZNm1WsgRgAZQM837aBeS5ili90dvHc4ig55++PAC0wCVLApn+0+VGabSO3n8XWHnYdTYukixBWX9q5OkSjRPvvkRhliuT6ZqZJ5H+WwT3uTKaFNaQzZIBkCOAzMZZRjKDWKbtmUyA/z8FFoHoNpx6sDQd2DmL80hAps+AlFWPVZ8O89LrPFq8T1ZkwnslQ0IahFk+r/+sPs0QLkvXm5fpsUa/nnq+aLHuiZXmmPpv5hPWPTJqY9iKk9eZwc/irQnhuX60ftZEOeZA8XToOfee5c+eW3oBV24et6OsP/pctS4/erqlXcu/x4z+KlOWoXVldVobxVG5rJ2yz9gc0vkyY5E91MHapfW0+lLrYaWL+mMt6Zlzmc3hTNpjEcImyGDtmxoBigW0UbyXXv4aAVy8eJGGs/RN9OcptvASFAOGpSTgEUA0GdgTZ9aTZ7I8nU8/MtruhwfYLNwiEq2HJx4Z6aN+6sd6usgLt8Z7u251eE9pRU8VWcQhdbNA/iyAfyav1YaetGvJZtxEa25usrDs6tQD+R4i0PHRXgHLM1dG7LdkgFzqyTaGsySq45keOozpkm1TlJ7FRaRskbvOn9Gb5Y/uhzVmWFzvPfHyZOcFa2vmXkfpMnM/I0vnXFRupvxMv46UTVgGvaJvfk/HWADTQwQ6X2YCZEhBA4f3L2c9oKdlrpstIoKms5XGy6fP2bUV7rmIZNqefzaTZVhx8ijjI4nSMR0id1EUb7UHsPtPHqP7ZeWLymPWgda3p02W9NybHsmkn+MCWkPXSDZBBnOYLgMUGeDJgLsX54G/5wbKhLMyrTZEjzD2iNdvXnxmtTuCDKRELqIM6OtyGBBZbx2zeLZvwIhIA7hHQJbulrtI95/lPpPpdB+wNCytDNfuIaZT5HaTfZQhhWy6pfNjbv4o3xq6zpFNkMEoicCexUWDX6ZjYTqeAXvmUVJd9khwHyEWiMtJnwH9iAS8+yXF22yMAEaGR35+D6Q90fGWPhYhWISkHwm20lt1Wv3Qwhnoy2t2/yxi8KwAq17LOtDi3ZvR0jMPvbG6tPy127lpMohAooVnJ2amDA3qLEyDvpdGgr/cQM6+e+CFRX02QiKAzzxf7h2986xenuumxUt920ZoC5OTzLMAdB1swzmjdwTyGUKwQNDb3LX6j/WhNWdkuE7LyvHuSQ95Z0A/Ivce6SX7UWml9C5AlspmySAL3Do8A0JRnPez6oqA26uDuYeyfdQ7QDzQygB0RATHIoPWlpbHAxerrVlfOQMlD+iAK90jOswDfEtPXY7XbgtgZd9J0GVALfMxkrD6i9VnATzTIes28vrIqjMSb/yNJAgtW3AVbZIMvNVIlNZK7wG/TGOFsTTRr+ejdK3syCqY039zxQPsnhfHvCPTN6O/t1egXRte+xghWOksS0DGRxvU0jKR9Xv7Bx7JsThmHXiAaIEwayO7x0yPiDQ9ItNlZq97wlj7e+JGA/WxgZ/JZsgg6nQLzGW6CPCjNFlgZ2W2X3MFMfcQ21TOuId0f+i+WvLuQQTEVh+z/jwWGUREEAGg3OBlQHHp0iWUUlLgJglCt4FZB5I0tK6MEKw2srJ1exh4Wv2o47043T6tT0urN5N1e6yypQ5Ruzzy1Pr2CEt/LGI4lWyGDLR4NyML8lF+HZclkx7C8OKz7iGWphdAe8TrGyD/gTJZ1ggy0Ct+D6RZmyJwsdJocPbIR4M0IwsP1Lw9AYsQmD691oHud4uMWjpZl0eY1r3S9Vi6ad2jtJl0mfZH4SPIZY70tqlHNkUGEYC3owc8EXBbZfUCv5fGswSyxCDDrD5qadYQ616wp4ay94MdvbqaMLdPRAS6TGYxeIRgHb1NYw9MtF561ZwBeaanRx56szzbL7oefc+scHnO+k+XodOz8B7rgPW7LsNKkwmPAL0H8OeSwyhSYbIZMrBALwM8FsizciJQj9xBFmi3cO32YeGZz1Loz1BYIOv1YaafvXxMJysuo+tcIvAAzArPAoAFtPrac0fpvQJmHch4ixBkO+YQAovTbe4FRgbkul2aJHSbdbxnHVgkIMMY+FvtttqV7QMv79qEcWzZPBnI6yVE4OXPxlk/zwKwwD4iAt1uq196wjyxCMZKl+k3XW6WDLx2eL70FublbWLtG0iA1RaAdMG09DJMuoMiQmh1efsEmZfSdF/pdL3WAesrfd90HLuvHnky8pDlzLEOdD/ofJ70zJ8MWfQSyFZkE2TgAZEFKr3gzdJl8lr1MRCXK362kayvPSLIgCpzEWUGZzRY2c8jNCufpXcPGUjxiMByJbF2R64GBmLe6lzrZtWtCUISSS8h6KP3QprVfk9YW9j90+ERUWRccRYJaF2se5JpbxbsWXhmPvWWvwXZBBloicAjC+YsXpanV/QyPXPvMIDUoG9ZCTq8lwh031gvex1LlhJCRGRsAlt/yJN1D8l62OqThVtAxfJq1wizBqyngCxCsOIyJGVZB2ysWK43Fqfbze6zp7PWwSqbXVtttPJb7WV5ovBI597yeuPXls2QgRxI7dqKz4APYP8zU+/P8t9H7wRk3zOw6mBtbe25ZegPAAAgAElEQVRaKl4ZXpus++T1n74n8lqXY0lb/QK4YsNUg4IHajINcxVJMNGuHwbQLNxzF+lVvPazt/ZZgO4RAdtMZn1j9ZVl3XiAbrl6ZNn66K3o2X3Q5Vn7BTqMpWXtjuIyJBCN5576TiWbIQMLnCJg1KCjV9c6DVt9ewAWgWKtfENYWgLMfZQlAgtMdX94R0u8tvekzfQlewpJl58R7TppYQzEWBui+KwbQpKJLle3pYcQZFzPHkI7Z5vJUgePGKz+knpbfd7SM8D3yMQr19srsOqI2uBJhgRGksHcObCWbIYMrI7xbkgGeJh1kH3c00pjuYfYI6VZIvAIQBOBNwiz/ZtJbxFV1Gde/rn6a2GE0NM2yw3BQMkjHdYW5gqKwuYSgm6P1UZGVFaYdU8sN490F1n32urLyAXF6o4slp6xoNvSc95LDBmysa6PIZsgAzmI2rWO10cPQL3zCPgjcJNpLl68mNpbsH4WEVgAo/vGG6BzgZfVH4VZbbPS9ugD2KtMy1XjlWPVrQG1XVt1RDpkwX8JIWi9LZ2t/YoMeLLy2Xhg+we91oEszwJ+ViezkjLtylxnSaA3jI3XDCGsSRKbIAMgz8h6IFqg44G9B+CtLJYu4yayCCLzboFsb5YEWJ6on7WryQL8jEst2jfRhGG1genpTWYNppnVIAMJvW+gy2f59bm2UnT4nLCmA9v8jXztmbS6H6y2s36wVvPynI1py71n7UNY1gDLy1xF2fmQPfcAnY3vOaSQIYS1ZDNk4O0ZtKPX2YwIdFwG+CPQa2Cf2TxmrqKICDQJyD7wzlmfeel0f1rhmT6P2hZNgB6JfMosjrUx2piUYcznz4Cf1dlLCNb+hwbByE22xDrQfal1YfpoPdt9t0C6d++AkYJncbA+0bqz6yUkoMc7i7fKzuhjpR8lmyEDr1OszgXywO8BlZVOlylX/Hr1b1kEus4ILOeQQIYUMoOI9WvPz8vD7p2sU0/crM+46cr86DKv1VZvdazrYBaEpa8UD/x1n7NHQDPA7oGzB4rZ/rLSsDnas4dgWQFWe6TeVjjTN2pPhgR0mEUCmXZb6Sz9Mu1ZKpsgAw2CLD7qxOxGp7V6l3roeM89pOP0JrLnKtJtkbrIts259gYy69toIGeIICK6TNsyINbEcvewNrI8Lc560kbX5U3GNn6tdyEsQtB5rD0Ea/+g6crOLbKIysq2WQorv93zjBtI529PabH6PUsguteW3vLcC/P2wiKcyhBEJnwt2QQZAHlmtDpcA7qMW7Ji18DPQM96tDQqn+mr253plyiPvGb+fJ1OE6TuZ0YEEVlY7Ysk8l+zdO2aiQY/FsfiJWlYEqXx4vQ98j5dwcKyYhGHd20BMksjr/X9l+GyzZ7/Xx91HXP3DKz54gG2hzFWOguv2HWWFKK2zZU0GZRSzgO4HcBdtdZnl1JuAPAaAA8H8HYA315r/atSygMBvArAVwH4UwDfWmv9SFS+12ALJL2O10CVASxv01mDvPfmcXbjGbCBN+obK84a5J5YgG0BeqbPvLwZiUAo0yYvvQf8Ol4KA1/PrRPl13sSVhk9exztOmtlsby6fC+PHnOynPaLgD5Tpo6P9gxYm1gb5HlEApmx3RPH4iMd15Iey+D7AHwAwN+Yrn8cwM/UWl9TSnk5gBcAeNl0/Eyt9UtKKc+b0n2rV3ADFR3G0nmgpa8tsNIrd2slf+nSJeoKsvYJmOURbTbrtnhtj/qQXcsjW81EE8L7Zf/TWd87rW/GH5yRyN3jEUPPClunbZvH8tf0b/q0cwC4ePHiZfsP586du8J1o0nCqpvpLvuO7TfIPBq8ZT9Z4OyJBXTRWO9x/URE4FkH0TyxdI5IwCMAz9K2wjz91pLU6C+lXAfgnwD4hem6AHgagNdPSV4J4Jum8+dM15jin14Ss9oDHcs9w3z+XnoPpDLAZ630rRfLMjpkB1nUXzqOHfU5K4u5kaK+yhBrz3V20lkTJNtncydYz9iJrE1ZDgMNJnoMM928c1mOlXbJmPPGsHfMzIHoyPIxnTPju4X1eAwk9rTFpJ4bOl4e2/nFixdx4cKFy47tXP5GStYy+FkAPwjgC6frhwP4bK21aXMngGun82sBfAwAaq0XSimfm9LfLQsspdwM4GYAePSjH522DNoxe/MtwAKu/FAdu7E6r/U1UlZHBhx0u6I+8MSb/Lp/WT8yXXpAzgN1r51MevcAWJpaY+tC5s9aB3qTNLO5zDZUMyt/zy3F8mXa6/WTPvfq1PGybfo8A+jRqt+rz7IMLH1Z/QDfINb6yzRRet1u67pnrvTiQlZCMiilPBvAJ2utby+lfO2oimuttwC4BQC+/Mu/vEaAyMKjjgXgAnQE+tpNxNi/kYNMZxGGXCVInXVbreuOvr3s3HMP6f6w+tL6ZUiPtZXp7G1mWqLzaFCMAM3SJSMXL168p8yo7Na30n3TAEw/BZUhhJ49BZa/9a/lRmr5GQAzsTaH23n7Zdw8lttL120RQTTOrHONGS2czYueudJLGFofjxhGSsYyeCqAbyylPAvAg3DYM3gpgKtLKVfVg3VwHYC7pvR3AbgewJ2llKsAPBSHjWRTdIdZaaxjBHISnHScvlHatNPkkAHCDGjKOnUbrbZnVzwsjNVlTVivb612R1aR1z4m0aSOwL6BhNcnTCzg9HTMWhTWKt8Ce+tRWU90u+W1Bl+Wj6Vndeg2aFDW5XigJ4/W/hGrT9fNdLP6SJ5H412miea8ZTVY+VqZUT9ZfT9SQjKotb4EwEsAYLIM/nWt9dtKKb8G4Lk4PFF0E4A3TlneNF3/zyn+t2uiBcyNMdUfHntuqL4xrW7PXSR/3rsF8py5lixddVudexF14xVpJAladbJrS9fMZPDK0Dr2bBJ7q98WNse60MJW3VHfzyEEbzWs67QsAQmY1ora0q/Fa5eXzhvdL9Y33rjKWAf6WvaJjsu4iLSeHo70/HrmA7M42DzR+li6j5Yl7xn8EIDXlFJ+DMA7AbxiCn8FgF8updwB4NMAnhcV1DpGh3nnGRDzwEzuG8g4zxXE3EjWJpJHBMe4ydrSinSw3Dps0GqiZO226mKk74Go92SIBRZyVR0BmVUuyxvdn15CaK6ilke6uBi4a50ZiMt4C7gZCK/hLtL5rbEfzQVNArqfMnrJcj3QlYDNMEKOeS+OYQ0jB61DDz6MJoUuMqi1vg3A26bzDwN4EknzlwC+uVcRCRJeoz1i8K69myCBX7uJ5D6AtXfAADILjrI9lnU0V1gdOj4iAqsPox+zviw9WruZCyUCHQ/gs24iRjgSaDP6yLZoUPX+2YyVqcdEIzZtVVii2+71k5VX5tHnrX7dNzo/A3sJ6taR1eNZArr/rPvukUB2XLN5EC2MLOsgsqKtPlxLNvEGcgPbTDp9tM5lmAdOFpg3UmAuIc9NJPP3rJR7b3LPExMRyLM4b/CzNlrWgTaNLZ1LKfdsyGYshQggZJpINKjJe8O+Rqr11mEtXK74WbsYCXruIo+0rPxSR21J6COL93SQ5bM+ZPVEIMfGryetbO1i8tLL+lu/WJjR4mU6D+gtYrA8ERli0AuptQhhE2QA2H5H75wRgbyOOleu+nvB3nL/SAuDxTX9mBsnI9mNsizYR1ZBNFi9H7PGpE4SWDLukWjjkPWNBinWR96GqyaEaFUqhQEzS9Pqs9xc7VrqkyW5XmLMlNPEc6dZ/n05Prw9A1aWFKvvoz0Na6wDVz4y6o1piwS8xaVVbuRRmIsVvbIZMtAuEt1gNsGtMAZiOk4TQebmsb2DOa4htlrO3OCMm4L1mayb9RHrHyss+7NWQK39gL8iZi4RDcIeOUhA1f0h+1PHsTItN1ZGZDsYyVkrWgsUmb5z9LHA2IvX+rJrnU6Opax1oO8308XSh4nVv97czIB15C6OXMgMWywMabrpNo2UTZBB6wwv3gr3AE2Gsw62vjDaztm7AzpM5onIgq3CozYuEatv2nlEXIwwvXS6/5gZLEU+p982VNt5yyP/YxjgLxu19njWgtc/slx9LuMti0WWx+rzCEG2WdYpLYDWp4zoWpy0FnqsB6Z/hhBaenktwxhwsznqEVIrW/dFC9MWlazDa6PWKRr/1hi3iIBdt/tipY3+80RbB2vIJsgA8AHfurZATqdhN9m7KXNcItFPl2m1xRJvBeS5jqyBb/VNpHcmPVsdRW3UgOn9+5hFCLLNGcBi7iFNCLrf51oJsn2sTR64Wa6wjNvLSqvbrOMtQrDq8e4Tu2fWXLDurx47VhiTCCck2MqjngMZ0JfprI9ZysUmi/fwQloHo2UzZGA1Ut9wBqAWuGYALlrtspvKzj3QtMw+1hYmkX8020dLQD6Tz1o9NR3YPbZcQzKPXhVGx6hPPPeQRwjW6jUrEmCj+vUKXab3QFmLTm/pzvpQE4JVv9V/8lrnk7/sPZT16HNP5BjU1xJgRxGBdS2/atDimJvamj/ePBohmyCDBrhRGu+6hTHwk9fsRknAt25M5gulDBytONmGaEDLCZIN1+dziKCH/KQbjaW32qlX2g2AJAnItjKgscBEWhhRv7JyIpG6s3vRwiy3kL4/0jpgBNDak5kLun2WeHo3fbMb6F4cA39rPkiy8qwMXY9uC+snNh+yY18CugX87GEU9mkbRgwMh7w+Gi2bIAOgv3EW4LUjI4EMIFp7AtlfhiSYvp54lgELt/om0qn3Z5Ed6wPAtgz0alUSggZBy7XDwnVfMPBi5bCjJxrgvfvB7ovWQV7rtutwqUOG+GR+yzrQ51Y5QPxMP7MGrDB5ZP0SEVFPX2fmsGUVyHP9k3HtS6M9hJC1Dqy2LpFNkIFsbJTOutY3up3LVakFYhFA9qyQsz9L/xFi9UuPrnPSWv1qWQYWCei2ZPYKGNBEvnMNLL0+aq8tMo/OJ60eDYAS1C2dGDDq/mV9aYnVb+1cWgeRK8cjWD3+dbiun5Wv64rmjZ4Lui5vLFthHhHoT1FfunQJFy5coIQQuYss/daSTZABkN8zYOHsXK5IPYDT7g0dbq0GWBzLnyGDzIDOuol0Wbo/vEE2h9gsE1n3i9dOBlwyrJVTSqEAk7EKWJ9YLqgmPaRgASdLLye1dMHo8arDPFeRJ9b40X3cSwitP6SemrRkGXLc6HQyzCNW1q6IFFi/ygVKO49A3wJuDeoeCbRfrRUXLlygZVoYotsyWs4sGeg4vfqUR0YMFmAvWe1rIMySQYbte1Z5Uqy2WySW1T/Tfm3i6nayzWMNAnIV3drAVqfevoH1fwAawCxyyJCCvJbAye6JvNbjoQGhBDlpLch01nUkVvq5hNDaz/LJMDYHvH7Q+TKWAFsI6LIZNrCxy8jBIgIG+IwQ9HWtl5MCwyXt3ZDtGimbIAPZYCZeHOscDT4R2HluoEyeOUCq9YvE6wPpZmF9w8ggA+Y9oM8mDhvMTTS4NP0bIZw/f/4Kl0kPEUQAmQX/XlLQ94t9zkK3NwJh3X5ZB3sEN2qn1tP6fAU7t3S2+iTTlh4SiNxU3rWee5l5YY1xy/evf5oA2rksQ5fj4Y93r5fKZshg7l+4yY6RYMhudEsjw6zPT3suoFErZ9aGqJ0M4NiTWGwSZMCf9QGbEDIve17aaqtFABqo5P3ToOdZCV647sc54N8rbZWvdZCrfr23oEGQjRXWRm1BMKtI68DSMbBlLhxrTDLgl2XocCvM6n9mPXnC+tabAxrs9VzQAM6AX/5VpU6jyYPNr+hrx2vIJsgA4ICWFQtYGQm0cxnmDYw5IJ8lAn0cKdZE8/T19J9jGclBLkWvmiW4WAAmSUGCpU7DwmSZnjvDI4I5JMFWrxrg2WpZkoQE7HatQV+3V9dv9Y0UjxDktUUIrO3WOPesOosEvPuh26r7opcINFboH3MNNQKQVoD1a+VIKyFjHcg2rCGbIAMGGHPK0OfSPSE7kwGZxcTeqncuEWh95rbTWvXqaz2Q2GDreYxWDmjLatBEwNrpkUC7jlatDFCYm0L3Sw/YL7UQZBuse6LbI691mOVeyYhVltZTlm+BN2tXS28BPLOCrP6QZUX3jPWLbAfDgNZmTQTeTxOBJABpDbA4bQ3IMpnVwcjpPk8GgO8Tj0CPlWMNNgZ4FhPPtRD0jYuIYO7N9fLJuB699WD00llt08Sp741+Sog9ScRWvrpNFqgxYNDWQSaPt7LX5+yatUmDV+sDvTdiARrz4bN3MOYKux+sXk0IzMVnWRasHD1noj0DKdH+AZuTra2MCKyxrM/1yt6yEhpJWHnkBrK2EixsYe1dKmeCDDJidZK+8S0sC/6sDB3PCEieR+WOvqms/R6gW09VeUDPzmUfaVNbiiYFC4DkUQOmt+LP9E/kItL92ONS8uqV6bUeTH8W3jteIuLTder7Y+Vh/djEAnq2l8D6XedlZWfarY+WRaDHePuxtBL0JcgzwGfh3oto0vqwFmWsv0fIJsigAdLSlY3uIAukNbh7K4Klv8wNZeDtiecf1dceGUgiiFZFVlqdT9ev74Fsg15ValJoBCCJgK2is24iWZ8Geg/Ye9xE0aanfpuY9Zvsf/YZbs8i0iL7tJdEmSXHCMEjc8s9ZOlvgV2v687qU33NCECvztlKXu4ByGvLbcQ2kT130f2WDIC8ZWD9W5QWNhjauQQoa2Vggboufy5pyDJ6ySBK47Vdk4BuLyMFb2DqfpX9q/tM69hL/hYQMlCJVveMQLz0Uhh5eJaFt0qW/VtKuaJPdP9a7jNJqN5nKSzx7ocmFN0mnaZJ1jpg49+6p5n7o9sl6/CsAGvMM6KwHidlriFr41hbBloXjwyWelKYbIIMJIA0sQZm5qkja3AB3F0kzz2Q6wF21iYPpFmaXvHabQG7tcL3rAR2rvvKazsDPMsqYCBgAZdHELJc5v7IkoAMj1arOr0GdKajNbaYK8d7oojti7A0OkzqreuznvKy8ljEwQiBETWbC96eAaubzfF2ri1aC/jlHGCPiForfW0dWESQIQM9H9eQTZABYLs5mGTcJDpcWwPeSsGakFHeKA8LlzpGbciIRQhW26yVUkQQXj5ZP9NdTniLBKx2s/Izq/wm0j3VrjWgRSTA8kX3iLlLtKvIA2/dB4xoLOtIXlugrMvXbQf4i3SyrIx1wMa6Hic6zVwXkTXfGOBa4M9IQFsE7C1j7T6yrAVGBK1ea++A3acRsgkyaA3X0vMVSCZydaoHRotnwCjTsdVDNHhbPpbeIgerXZm26jS6PKaLNehZvOdS0v0m+3WuMCDrTR+tiBtwWeTh1e+5iVg+5i6J9Gwi9czm6ZGoPA36UqdMGbp/PQJi1gG7bvpY44IRDZvzjAhaHssS1oSgXT+aGHQ8IwK2d2DNS9m++yQZALxhjSDmDn4LsC2glmE6jy4vukEa9NnPqo/p3xsu2+jpw1ZIVjxbvcg+1cSgyaiJ9f3/HmH5GbBbIKIJQcbrvrTietxEut62P6D7UFsLFpFYfbCWaFLQZCrvNfvAnCZJmY+1k/Ux6395zXRmc837MVcNcw9Z54wQvBfRmFtJk5CFHaNlM2QgAcPyZbI4TxgZsNU/A7EI3HWYvNZAzPJHdVntkKJBlrU3mgzRSslarei2Wn1vxc+R5kLSrqRoE9dzl0jXh+5DWY6Os9xElk9b18t0OZawPpG6ZvMy66qFZz7DzcA/IkAmrC3syFb71rU8WtaA93SQRQTe5nFLo3WysGm0bIIMGKhkvqmSKbeJt1JmPjkdrstkgO0BMNOL1WnpzdrEwrzJ0EsGrG/kvbKsCkv30eKNBQucLWCWurK3cGV+Vr7nh2cAd0wC0Kt1T9j48iwwy7ryiJL1ldVHrH5LTxmu54QFrNa1ngcSpC1y6IljhGFZJXr+ee1fIpsgA+DKxnnvHfT896yc5Bl2tTpchjNi0fUxQrDCrPKZDuyc6ZIlg8wEsN5FaLpauowUudrUIgEE8L/Jw0CnCSMGgJOD5d/O+M51uDzqc6ssPeYybyFHpOXlA/q+deTVKclQt9uyIqR47iE2Fj13izcP2tjX84CdM7DPkoT3k/q09qwxv4ANk0ELYwOuZ8XJJpm1EtDh7TwqQ6fzAJz9WJ3sGLUno1eWDKwVkc7ThJHEMcUDOg34FoBboMPIQebVdWuxQJSBn45fOvE90O4hhJYeuJIImXUgrRGLTFh5rF8zfcp0jYCfgb/86UWQBnK2otcuH/lUkXYPWZvNlmXOPBUjZdNk4Plf55bPiKBdW8Av462yWD0W6LNwyy84B/yZHlbd1uC3niCS1/LYKx4IZVe37FqG6/I00OhzXbcVroEusgw06GfEIjRtIXnEN6eebB6Ab8Zn6mL9YcVF7bH2F60x7sUx94y0CtjnIyzfP3P3zPlZhLCGhGRQSrkewKsAPBJABXBLrfWlpZRrALwWwGMBfATAt9RaP1MOd+elAJ4F4C8AfGet9R1eHaPYLms+agDT6S1gZuVpcvHqZ2VqC8QjhCVHq04G+nLwyYHvEQErn0kEGFa89/E0GdaEAaS1fyDT63vHwvXGswXInkXgub209AK25zaK+s2TaC9EE4LUo+VnYB+RhMwbSQT4Fgm0+8kAnIG/XuVbYG79mY2Vhy3I9MMbPfesRzLO9wsAfqDW+ngATwbwwlLK4wG8GMCttdbHAbh1ugaAZwJ43PS7GcDLMoroTgGuvKFWWJNMmD63AFOLB3Qe+FsAL/OxwWmFZY6WWcsGpCzfejrC0sFrf0ZKKfd8K0h/+bLFZ8S771Z/63zRmMq21xpfI2RJWXOsN1Y/658oj5XW6+s58zZDBNrV4pGDHvvWHJN52fzSeTN7BtbLafrR1JESWga11o8D+Ph0/n9LKR8AcC2A5wD42inZKwG8DcAPTeGvqofe/t1SytWllEdN5Xj1AOB+Wuub6TosU34rO5rcesB4R6seK9wDfYs8vHN99M716sIzRa0w1o/tmLEKMiCfeUig1vwmZqu35ZF59dhj40zX187baliXsVTnXtHlevUs1YHlZ30j4wDfMmjxVnlSIishmk9WfLTAiojCcvH0EIEkFJ1Wzr8s7vVI155BKeWxAJ4A4DYAjxQA/wkc3EjAgSg+JrLdOYW5ZNCE3XgNMOwflryBL0WWJQeClSfq9CxA6zQeEXgDmNUVEUJEAFa4TmOdZwam9af0Gel96oXltwCJpZF1Wml69wDua2L1pybHS5f8dw4ybqHevcNoHllALY/SRSPDso+S9jwxJH/tpTO5+mdzcg1Jk0Ep5QsA/DqA76+1/pli8VpK6aKqUsrNOLiRcM0115jgziZo6wzveXAtmgSk6IHiSRYAM4Sg6x5JCgzodZwX3vqMpbH6ITNI5bjRLqJ2lGlGgK0GG2+vwLrW5UhpAHiWJEtk1rzsKY/1v45jR6s+hgkyPJpjLEzOB00I0uUj02g3qleWdhvpNDJeEwHbM1iDEFJkUEr5PByI4NW11jdMwX/S3D+llEcB+OQUfheA60X266awy6TWeguAWwDgMY95zBXIym64HiDMlcSEEUEE5jqNlz5Kp+vUoJshhAwxZAiAXWdIQIaztva4hxrwz5HMpjEDMDl2rHOZ17u2VrUs/Rak6ahJywLwzFi3wB248l/ldD6v73osBWYdsPHZM780WFvvFuj0zCpggG+5m9ieACOCNQkh8zRRAfAKAB+otf60iHoTgJsA/Pvp+EYR/j2llNcA+PsAPleD/QKAD8CeVVumYzQoSwD09NGdHxGKV37vANUgHsUzIPdAngE9G3BWm6N+Z0TQxLIKZBgryxILiBlweG4IiyQsQmj9IDfBWfotigf8Ub7I2mpx0lXEyrHyNfH2H6z2WHNGh8lr7RJi84358yW467npkQBzUWki8MhgtGQsg6cC+HYAv19KedcU9sM4kMDrSikvAPBRAN8yxb0Fh8dK78Dh0dLvmqucnkQZUvDKysb3dHaWpfXg0/m91YlHAhrcM6v8XgLQ59kVibVPwJ4cWkM0cFhuiAj4dRmnkq0RSk9/sP73SDsz75toYvAWT9GPzTv2ZJ2O12RhkQCbu9oa0ESg6wZO5Caqtf4PANYdfzpJXwG8sFeRzEpAhvWY5tZA0WGMdecQg3cuw6wVijXo9OrDAnovvF0zF5DVP3MGnv5yJQvXFgBLJy2FrFjgzsDGA/45ZTBZCuIjSWD0/obVH5aryHMP6TRNImvLmtPeHPMII7IORhAMsyQ0CTAiOLVlcHTJEoDnP96aMMLxBiQbSGxjixGALNdb/UfA39ufDLTYPgEDeGY1zCEAmU+DO3MtZF1C8ryHCLRk044igF79pGT2gTL1aZCOLDVWJouzxuccwLbeuPc2jvU5swhkPhan3xuQc3zTj5YeWyIC6B3ougOXdGgmr1yB6DwZImArCYsQrNVD5CZius11A+lwa59Ap9V7Bb1iAVAGxDVhWOfHcNHoOrx+WyIZ6yAaA7IM1r8sffSIqRRN7ozsmeg55s15Ob+ajt4iLDNH9XW06czq8vYU2AJulGyGDDz2X+Ii0un0+WjJDkDrnA0u7xE373MSnpsIWG4FtPwesLAVv/fWsYyfSxAW0HsgH517hNIr0kpq1/I8Is85ktW1xyXY63LydGD3x8pnlcPmlby25loW7Ef8GGFoEmBPMLE9wtGyGTJowm50ZjDMnZgjiCFbhgbfzKDRm0gZ6yCyErTO0eDy/tfWkuw+QUtrPUGk82mxxoYGbaa/FTYC9DPp11r5Z2QUoDRCYP3d4qL7o+PkNeC/YKaFzSUrXP4i16vlspFzkYVroNd1WJvE+kmidr/0fB4pmyMDYBmweyuGU4q1apFxMl4Tgrdy0IOsfbNEDzyAPynUxFrpXbx4739L6L86bBYCy6fBju0TROE9YhHBHHcRA6wlBKFX/DL8rEimzRbIszTR/WJlevdGHy1CiOKzLiIW15OXLeoiIgH8ObxENkkGwPz9AmuQHFuieqOVirVBpZ9vZuGK75kAABDJSURBVM9Ge5YB002TkRRJArIMz8WjrzXgazeQTstIROvD+tMCEQvoZRiLH+0eGiXZukfoaY0VWS6zDpjIfQOto3U/WL06j07D5p4F/hkXEZtP1oazBfgsjs1Xlvd+t2cwUryOOjY5ZOuLBpMePOwNRW//QOqSMS81qDMSYJO2XVug4AG+di3NcaMwEG/5vTAr71IiYH1jSYb0svFMenWP5tESosnmt8aYteizQF8veBghRKt6D9gjQskAfUQec+Zxj9wnyeAYYq1gpOib1zNY5LX3MoplYrINp8wgaoDUXEMaoNoqMLN5aH17iMXLOrS10CseiGfJYSnYSbHIsoUzF5kMP4UVklnEyD6S40Hm1dZARKzenNJxWkcN+O3IVtMWYWTdPLqMXoJgelhkodt4v9lAvq+KNbkyqwcJ/BYZtGtJCq38HvOSTTgJ0L3AxN4bsAjCqkfnt/7oJgv+mTxeOZH0gHiUVvYHS7MGUWSIQKaN3LfWmJLnFtBHcVpfBrYyXM8xK653wTb3J+erLrPpZrl9R8tOBicQtkJo4XpAWKYj+5iVdhmxuryBxFbEzBKQYdY3Z5gV0OqILAIJ+r1gx4BGnjNyiAhjhHius7Ul26a1QGZk+botOs4jAutcE4OM857iGQX+uj5ZZ7T/N1Lud2TANp5Gpu8VRgzWkwaZb5h4q5ZWn9dOBhqaEDxQ8/YDGBGw9ID/XSOrHz0SsM4tcJxLCtFK/5SunyZzSS7Kl3EdsrIYwHv3hOnBSKCdszEvQVXPDWuVLtN4xKBX79Y8ZHPSimduo9G4tFkyWDJZ2MbSCDl37tyiv5qzBpaMY4OKfShLv8LuPZ2QeRStAXSbaLr/pRXQyrT+Z1eWJ4UBvGURyOulwKVX/vJck33GOuglB52WtU/+ZBwrb4R4K2yWVp9HriGWF+BvIkf59L2yFmgW2MprPbesMFZu5uel13F681iDv+XeHU0CTTZJBhnf6EjzPepcCzCy+ZmwQcs2f/XgYd8yaeHapGRmqNe+NtG81XfkGmJhGuTYo6XMbSSPVvlaP7YQ6LEMlhDBnDHpjfW1rYjMuLXSRITISIPljfo7K56ejBR0ngjII4BnerC6gXstj3ZuzdmWh7mq1iCEs/X3TAlZizQydWXFWtUAuGK1wH6MILxH1PTTCd6TRxYZNd2krtaAtDabNRGwfrRWxz3uB2tlx86to1eGTOuJ1a4eiVxymXRzJWqjB4JSRvm3rXFngbKVTudhlrOcB7K8JRvH3mqf6cV0tPKNkE1ZBtkVV+/KrGf1bqWNTNRI2IRgKwxrheI9WSRBnb1rIOvXukvXjHRV1FrpI4HZlYneE/CsBs8tZJFABH5Nv2jVbx11WdEKN6ubdgfJ9FG+nie6evz3TEYDDrsfc9Jl5iAjBTavNMBaYG8tgrKuJmsBYuXRloNXzkjZjGWw1PQeserSALbmaitavVoreetPNvSegSYI66kkzzVluZk0scm2MCDXj5HK8zWIwOpX1s9afy9vj+j9ACuNJGOdb6SstZrU5WatAH1PWLwG8h49WD6vHgn4bHxnxkykA8vrzSVNOl47RsimLIOM9K7EZBq56ljaobqM9rQNk2hQ6sHB/IkW+FsuIfY0BGuz3kSUANzKk2m8PQNdJjuXRKDTaGC0ypwj1opTrzT1+UjpXdhkV/Yj/6wGWA9sojqz/aPTWmSv49q1t1Gsy2EreeuXSSfntiag6EGPtS2DTZNBxj00asKOIIhWjiXeyiGzctd/mi3TWX+3563o9dNDLY982qMd2eTziEGDfWZz2XqcNCPevWOuoogcMsKsmMjCnfvynpbRBNBkyRzI9J0G3NEbxl5dkQVipfPqYvkiQsr4/+Xc99o1UjbjJtKyhotmjisqs0m31LS3bnj0dJEkCc8q0HsJmkAsApKg32NlyGvvU9UWEfS66KLJkVktriHZ8eKNH2t/4b4i2b7vvUdzVtfyOrtRrPNZBOQ93afnnuemWlM2Zxn0APaSibFkU3mEFWFZCcxkZFaCTMeIQJMCq7P1X/sOkX6PQG+sMtHWwblz5+75yTBGBDJe6rOWyJWobJdlKVj91SMRsWUIYYn0rL4zpArkrSkrvWdR6jxWGVZeRvwsnLliZfqsMECPyugp39pA7i0nI5shg+zqPJP+WNIm+pKb4pmBbFWRWbFYLierfj3x2ACX13oyW4Anw61471tE2f7qEUYIVh29Y8zbNO6xdqz8S6WHGFjeEeX01slcfD35e+Ktp4vatd6bsxZZuny2IJNze4TuI2SzbqImPUTQJpH8RXnX2tTLCANZtqlkrT7Y4PTOvfz6GsAVuswVbQVYro8MYGbvl94/8fy0S1dbPQDVYwGsQQiWjFrJsjxL889J71mylpWgz3t1ifJa5MOseK/eNYgA2DgZ9BJBT7gl+nn7OdKziRbFs5WEBnXvqSIZz95c9gjC0qXp0dsHOox90XSpMJ+rjGsStY9J7yTM7hksWWAcw7XWEw7wseGNl7XATZafWb0zfay5yH46jpUBxHOHEdvafQRsmAxGEEE2vjfdkjqjFZgG/RZugTezLrzVf2QdeAM90l+3Xe4deC+haSshsvCWAOBcszwrI11LVnlL2s/aeQygieocQcRsvPbUqce5nltZPazylsra92mTZDASlNfKu1Q00FvCnj+WeRiB9AJ99HyzjrPSRYBmfahOp7PKjvTKSqa9o6TXwtzq/tgIWQsQe62XXiLKSkY36RoaWfcI2RQZeBNn6SSJQGeUm2muaL+ltSKPLIGlK36dd5R5P8p688R6JC8ysy1wGDlRtTUUSSbtqE3lOXE6/iysfGUd3jEiEZ2WWRGsDDY+LbHIYnSfS9kEGWQfv1uz/qXp5ujIbrQHaNZjcJ5Jmx381gsuLE9GPBcP+5Ipy7fmfY/cRb2rzaxk9kiOtQ+wpVVpj2T0ngOabD5G82e0LHlQY6lsggzmyDFN5y2a6ZZJyoCdEQYL12GjViHeewRZN1EmXkrWnbDGpF5zcTNqLG6BCOaCdE8Zc9s5cgUeWQSR5XosWYUMSinPKKV8sJRyRynlxQvLSoXNLWtEOaPJogG6NYisF9JYOZGloNOyMrzrUXIsN10vsGTbO0fP0U9S3RfFs9B6AJuN77VX4b1zRetz7CewhpNBKeU8gP8A4JkAHg/g+aWUx4+u5/4imhg8MzUCe33OJsgWViinkC22ewsPOGxJtqhTVk7p/snKGpbBkwDcUWv9cK31rwC8BsBz5hS05mQ4xkQ75mS2VkkZ33e0d9E7Ca2P0jUZ8YTNFmWJdRDlX+vDdLusK2eJwNYYYdcC+Ji4vnMKO5rc3ybOqI3fnqcd5soan6fWMre9Z0nOCkHe12XNp3uOLSf7NlEp5WYAN0+X/++FL3zhe0+liyGPAHD3qZUgMkwv6Sa6ePHiJnQaKLtOOdmiTsA29dqiTl82qqA1yOAuANeL6+umsMuk1noLgFsAoJRye631xhV0mS1b1AnYpl67TjnZdcrLFvXaqk6jylrDn/K/ADyulHJDKeUBAJ4H4E0r1LPLLrvssssgGW4Z1FovlFK+B8BbAZwH8Iu11veNrmeXXXbZZZdxssqeQa31LQDe0pHlljX0WChb1AnYpl67TjnZdcrLFvW6T+tUzvoO+C677LLLLsvl/vUM5i677LLLLlROTgYjP13RWe/1pZTfKaW8v5TyvlLK903h15RSfrOU8qHp+LApvJRSfm7S8z2llCeuqNv5Uso7Sylvnq5vKKXcNtX92mljHqWUB07Xd0zxj11Jn6tLKa8vpfxBKeUDpZSnnLqfSikvmu7be0spv1pKedAp+qmU8oullE+WUt4rwrr7ppRy05T+Q6WUm1bQ6Sen+/eeUsp/KqVcLeJeMun0wVLKN4jwkZ+VuUInEfcDpZRaSnnEdH2yfprCv3fqq/eVUn5ChK/eT5ZepZSvLKX8binlXaWU20spT5rCx/WV/jDZMX84bDD/IYAvBvAAAO8G8Pgj1f0oAE+czr8QwP/G4fMZPwHgxVP4iwH8+HT+LAD/BUAB8GQAt62o278C8CsA3jxdvw7A86bzlwP47un8XwB4+XT+PACvXUmfVwL459P5AwBcfcp+wuElxj8C8Pmif77zFP0E4GsAPBHAe0VYV98AuAbAh6fjw6bzhw3W6esBXDWd/7jQ6fHTvHsggBum+Xh+9NxkOk3h1+PwsMlHATxiA/30jwD8FoAHTtdfdMx+cvT6bwCeKfrnbaP7ajhwdDb6KQDeKq5fAuAlJ9LljQD+MYAPAnjUFPYoAB+czn8ewPNF+nvSDdbjOgC3AngagDdPN/luMZHv6bNpEj1lOr9qSlcG6/NQHIC3qPCT9RPufcv9mqndbwbwDafqJwCPVRO3q28APB/Az4vwy9KN0EnF/VMAr57OL5tzra/WmJtMJwCvB/AVAD6Ce8ngZP2Ew4Li60i6o/WToddbAXzrdP58AL8yuq9O7SY6+acrAGByGzwBwG0AHllr/fgU9QkAj5zOj6XrzwL4QQDtWwkPB/DZWusFUu89Ok3xn5vSj5QbAHwKwC+Vg+vqF0opD8EJ+6nWeheAnwLwxwA+jkO7347T9pOU3r459jz4ZzisJk+qUynlOQDuqrW+W0Wdsp++FMA/mNyJ/72U8vc2oBMAfD+AnyylfAyHsf+S0XqdmgxOLqWULwDw6wC+v9b6ZzKuHij1aI9blVKeDeCTtda3H6vOhFyFg8n6slrrEwD8OQ6uj3vkBP30MBw+fngDgEcDeAiAZxyr/h45dt9EUkr5EQAXALz6xHo8GMAPA/i3p9SDyFU4WJxPBvBvALyulE18COq7Abyo1no9gBcBeMXoCk5NBqlPV6wlpZTPw4EIXl1rfcMU/CellEdN8Y8C8Mkj6vpUAN9YSvkIDl97fRqAlwK4upTS3gmR9d6j0xT/UAB/OlinOwHcWWu9bbp+PQ7kcMp++joAf1Rr/VSt9a8BvAGHvjtlP0np7ZujzINSyncCeDaAb5tI6pQ6/W0cyPzd03i/DsA7Sil/64Q6AYfx/oZ6kN/DwUJ/xIl1AoCbcBjnAPBrOHwdGiP1OjUZnOzTFRPbvwLAB2qtPy2i3oRDx2M6vlGEf8e0e/9kAJ8TroAhUmt9Sa31ulrrY3Hoi9+utX4bgN8B8FxDp6brc6f0Q1ehtdZPAPhYKaV9EOvpAN6PE/YTDu6hJ5dSHjzdx6bTyfpJSW/fvBXA15dSHjZZPV8/hQ2TUsozcHA/fmOt9S+Urs8rhyeubgDwOAC/h5XnZq3192utX1Rrfew03u/E4YGOT+CE/QTgN3DYREYp5Utx2BS+GyfqJyH/B8A/nM6fBuBD0/m4vlq60TFgo+RZODzJ84cAfuSI9X41Dub7ewC8a/o9Cwdf8q1TZ/8WgGum9AWHP+35QwC/D+DGlfX7Wtz7NNEX4zDw7sBhVdCedHjQdH3HFP/FK+nylQBun/rqN3B4OuGk/QTg3wH4AwDvBfDLODzlcfR+AvCrOOxb/DUOgPaCOX2Dgx//jun3XSvodAcOPuQ21l8u0v/IpNMHMT2xMoUPm5tMJxX/Edy7gXzKfnoAgP84jat3AHjaMfvJ0eurcdgXezcOe5tfNbqv9jeQd9lll112ObmbaJdddtlllw3ITga77LLLLrvsZLDLLrvssstOBrvssssuu2Ang1122WWXXbCTwS677LLLLtjJYJdddtllF+xksMsuu+yyC4D/D6VhZ63nggTbAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Display with ds9\n", "try:\n", " command = \"ds9 -zscale %s %s\" % (sci_image_aligned_name, ref_image_aligned_name)\n", " print('Executing command: %s' % command)\n", " rval = subprocess.run(command.split(), check=True)\n", " print('Success!')\n", "except subprocess.CalledProcessError as err:\n", " print('Could not run SWarp with exit error %s'%err)\n", "\n", "#Plot here the background image\n", "plt.imshow(bkg_sci.background, origin='lower', cmap='Greys_r')\n", "#plt.imshow(sci_image_aligned[0].data-bkg_sci.background, origin='lower', cmap='Greys_r')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## PSF matching\n", "\n", "The atmosphere heavily affects the PSF of the images by determining the \"seeing\" conditions. The seeing for ground-based optical telescopes is usually measured as the FWHM of the imaging PSF. Properties of the atmosphere can change very rapidly, so it is rare that science and reference images are characterized by the same seeing. Therefore their PSFs are usually different, which is a problem for image subtraction. \n", "\n", "\n", "### Generate the kernel for the convolution\n", "\n", "The PSF of the science and reference images can be matched in several different ways. Here we start by performing a first source extraction on both the science image. We can use the catalogs of sources that we obtain for two main purposes:
\n", "1. Measure the PSF of the science frame, using PSFex or photutils\n", "2. Obtain instruments magnitudes that will be the basis for the zero-point calibration (see Photometry module). " ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Executing command: sextractor /home/chummels/new_version/image_subtraction/processed/bg_sub_sci.fits -c /home/chummels/new_version/image_subtraction/data/prepsfex.sex -CATALOG_NAME /home/chummels/new_version/image_subtraction/data/prepsfex.cat -MAG_ZEROPOINT 25.0\n", "\n", "Success!\n" ] } ], "source": [ "if os.path.exists('prepsfex.cat'): #Remove possible temporary files\n", " os.remove(\"prepsfex.cat\") \n", "try:\n", " command = \"sextractor %s -c %s -CATALOG_NAME %s -MAG_ZEROPOINT 25.0\" % (sci_image_aligned_name, os.path.join(data_dir, 'prepsfex.sex'), os.path.join(data_dir, 'prepsfex.cat'))\n", " print('Executing command: %s\\n' % command)\n", " rval = subprocess.run(command.split(), check=True)\n", " print('Success!')\n", "except subprocess.CalledProcessError as err:\n", " print('Could not run SExtractor with exit error %s'%err)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we use another software part of the AstrOmatic suite, PSFex, to measure the PSF of the science image. PSFex estimates the PSF based on the information present in the catalog generated with SExtractor. Then, let's plot the PSF model obtained with PSFex" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/home/chummels/new_version/image_subtraction/processed/out/proto_prepsfex.fits\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Run PSFex to compute PSF, read and display the final model; needs to output to \"out\" dir.\n", "if not os.path.isdir('out'): os.mkdir('out')\n", "shutil.copy2(os.path.join(data_dir, 'prepsfex.cat'), os.path.join(proc_dir, 'prepsfex.cat'))\n", "os.system(\"rm proto_prepsfex.fits\")\n", "os.system(\"psfex prepsfex.cat -c psfex_conf.psfex\")\n", "\n", "psf_sci_image_name=os.path.join(out_dir,'proto_prepsfex.fits')\n", "print(psf_sci_image_name)\n", "psf_sci_image = fits.open(psf_sci_image_name)\n", "\n", "plt.imshow(psf_sci_image[0].data[0], cmap='gray')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Convolve the reference image with the PSF of the science image\n", "Now that the kernel is generated, let's convolve the reference image with the PSF of the science frame. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Convolve the reference image with the PSF of the science frame\n", "if os.path.exists(os.path.join(proc_dir, 'ref_convolved.fits')): \n", " os.remove(os.path.join(proc_dir, 'ref_convolved.fits'))\n", "\n", "kernel_sci = psf_sci_image[0].data[0]\n", "ref_image_aligned=fits.open(ref_image_aligned_name)\n", "ref_conv = scipy_convolve(ref_image_aligned[0].data, kernel_sci, mode='same', method='fft')\n", "\n", "#Create a new fits file for the convolved image\n", "hdu_ref_conv = fits.PrimaryHDU(ref_conv,hdr_ref)\n", "hdu_ref_conv.writeto(os.path.join(proc_dir, \"ref_convolved.fits\"))\n", "\n", "#Plot up the convolved reference image\n", "mean, median, std = sigma_clipped_stats(hdu_ref_conv.data)\n", "plt.figure(figsize=(8,8))\n", "#set the scale of the image based on its statistics\n", "plt.imshow(hdu_ref_conv.data, vmin = median - 2*std, vmax = median + 2*std)\n", "plt.colorbar()\n", "plt.title('Convolved science image')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Convolve the science image with the PSF of the reference image\n", "\n", "Same as above, but this time we generate a kernel with the properties of the PSF of the reference image. Then, we convolve the science image with this kernel." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Executing command: sextractor /home/chummels/new_version/image_subtraction/processed/bg_sub_ref.fits -c prepsfex.sex -CATALOG_NAME prepsfex.cat -MAG_ZEROPOINT 25.0\n", "\n", "Success!\n" ] } ], "source": [ "#SExtractor command for the ref image\n", "if os.path.exists('prepsfex.cat'): \n", " os.remove(\"prepsfex.cat\")\n", "\n", "try:\n", " command = command=\"sextractor %s -c prepsfex.sex -CATALOG_NAME prepsfex.cat -MAG_ZEROPOINT 25.0\" % ref_image_aligned_name\n", " print('Executing command: %s\\n' % command)\n", " rval = subprocess.run(command.split(), check=True)\n", " print('Success!')\n", "except subprocess.CalledProcessError as err:\n", " print('Could not run SExtractor with exit error %s'%err)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Executing command: psfex prepsfex.cat -c psfex_conf.psfex\n", "\n", "Success!\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Run PSFex to compute PSF, read and display the final model \n", "if os.path.exists(os.path.join(out_dir,'proto_prepsfex.fits')): \n", " os.remove(os.path.join(out_dir, 'proto_prepsfex.fits'))\n", "\n", "try:\n", " command = \"psfex prepsfex.cat -c psfex_conf.psfex\"\n", " print('Executing command: %s\\n' % command)\n", " rval = subprocess.run(command.split(), check=True)\n", " print('Success!')\n", "except subprocess.CalledProcessError as err:\n", " print('Could not run SExtractor with exit error %s'%err)\n", "\n", "\n", "psf_ref_image_name = os.path.join(out_dir, 'proto_prepsfex.fits')\n", "psf_ref_image = fits.open(psf_ref_image_name)\n", "\n", "plt.imshow(psf_ref_image[0].data[0], cmap='gray')\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "os.system(\"rm sci_convolved.fits\") #Remove possible existing files\n", "kernel_ref = psf_ref_image[0].data[0]\n", "\n", "# Read the SCIENCE image and convolve it with the PSF of the reference frame\n", "sci_image_aligned=fits.open(sci_image_aligned_name)\n", "sci_conv = scipy_convolve(sci_image_aligned[0].data, kernel_ref, mode='same', method='fft')\n", "\n", "#Create a new fits file for the convolved image\n", "hdu_sci_conv = fits.PrimaryHDU(sci_conv,hdr_sci)\n", "hdu_sci_conv.writeto(\"sci_convolved.fits\")\n", "\n", "#Plot up the convolved science image\n", "mean, median, std = sigma_clipped_stats(hdu_sci_conv.data)\n", "plt.figure(figsize=(8,8))\n", "#set the scale of the image based on its statistics\n", "plt.imshow(hdu_sci_conv.data, vmin = median - 2*std, vmax = median + 2*std)\n", "plt.colorbar()\n", "plt.title('Convolved science image')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Improving the alignment\n", "Now that the science image is convolved with (an approximation of) the PSF of the reference image, \n", "and the reference image is convolved with the PSF of the science image, we can perform the image subtraction.\n", "\n", "- Before the subtraction we use an fft method (chi_2_shift) to fine-tune the image alignment of the reference and science image" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/chummels/miniconda3/lib/python3.7/site-packages/image_registration/fft_tools/convolve_nd.py:269: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " bigarray[arrayslices] = array\n", "/home/chummels/miniconda3/lib/python3.7/site-packages/image_registration/fft_tools/convolve_nd.py:270: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " bigkernel[kernslices] = kernel\n", "/home/chummels/miniconda3/lib/python3.7/site-packages/image_registration/fft_tools/convolve_nd.py:325: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " result = rifft[arrayslices].real\n", "/home/chummels/miniconda3/lib/python3.7/site-packages/image_registration/fft_tools/zoom.py:101: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " outarr[ii] = outarr_d[dims]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "0.572265625 0.076171875\n" ] } ], "source": [ "#Test image subtraction:\n", "os.system(\"rm sub_test.fits\")\n", "\n", "from image_registration import chi2_shift\n", "from image_registration.fft_tools import shift\n", "import scipy\n", "from scipy import ndimage, misc\n", "import matplotlib.pyplot as plt\n", "import numpy.fft\n", "\n", "# Fine tuning of image alignment\n", "xoff, yoff, exoff, eyoff = chi2_shift(ref_image_aligned[0].data, sci_conv, 10, return_error=True, upsample_factor='auto')\n", "print(xoff,yoff)\n", "\n", "sci_conv_shift=scipy.ndimage.shift(sci_conv, [-yoff, -xoff], order=3, mode='reflect', cval=0.0, prefilter=True)\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Normalization of the images\n", "\n", "The science and reference images are usually obtained with different exposure times. In addition, the reference image can be the stack of several images to increase the depth. Finally, different CCDs of the same camera (or even different regions of the same CCD when multiple amplifiers are present) may have slightly different gain.
\n", "\n", "The background subtraction should have removed the non-linear offsets between science and reference images. We can therefore normalize the two images by computing the ratio of bright star fluxes in the two images. Once again, we use SExtractor to extract the flux and other quantities." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# Normalize images using the stars in the image\n", "\n", "os.system(\"rm prepsfex.cat\")\n", "sextractor_command=\"sextractor sci_convolved.fits -c prepsfex.sex -CATALOG_NAME sci_match.cat -MAG_ZEROPOINT 25.0 -CATALOG_TYPE=ASCII_HEAD\"\n", "\n", "#Run SExtractor on the science image\n", "os.system(sextractor_command)\n", "cat_sci=ascii.read('sci_match.cat')\n", "os.system(\"rm prepsfex.cat\") #rm temporary file\n", "sextractor_command=\"sextractor ref_convolved.fits -c prepsfex.sex -CATALOG_NAME ref_match.cat -MAG_ZEROPOINT 25.0 -CATALOG_TYPE=ASCII_HEAD\"\n", "\n", "#Run SExtractor on the reference image\n", "os.system(sextractor_command)\n", "cat_ref=ascii.read('ref_match.cat')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Match the catalog of sources of the reference and science images. Calculate the ratio between the flux of source in the science image over the flux of sources in the reference image." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1307.4404 336.0891 1308.3041 334.046\n", "651472.8 2253524.0\n", "1715.7888 50.3508 1716.6487 50.7292\n", "2919.975 9292.723\n", "989.4865 36.1106 989.7034 36.4439\n", "496.8632 1760.206\n", "824.3469 6.8587 825.5301 6.638\n", "111479.9 320043.0\n", "1326.342 20.3914 1327.2452 20.7808\n", "4020.154 12751.94\n", "486.3967 21.6124 487.562 20.3622\n", "587.6872 2021.381\n", "1004.6854 868.2502 1004.7606 869.0113\n", "627.3826 2062.861\n", "1369.2184 895.2587 1369.7913 893.0807\n", "26483.88 31209.88\n", "1139.5363 818.4732 1153.4922 873.0015\n", "13604.51 627.0291\n", "1534.5369 857.9026 1535.7301 859.6194\n", "728.8522 3655.551\n", "101.7102 857.9676 100.7837 858.4355\n", "1282.349 4143.87\n", "590.6655 814.0704 590.8465 813.879\n", "156837.7 528038.0\n", "704.8513 855.9346 704.2143 855.5515\n", "1331.656 4858.137\n", "942.095 838.1228 941.8206 837.4998\n", "569.4036 1835.311\n", "1094.1759 852.9767 1094.6216 853.0528\n", "3291.538 11230.72\n", "1139.5363 818.4732 1139.7107 818.1718\n", "13604.51 47744.27\n", "26.1865 823.9939 26.0088 824.3149\n", "963.9858 3500.531\n", "1096.5757 820.5004 1095.8405 819.9836\n", "549.3563 3515.232\n", "865.2557 801.5339 865.4846 802.5891\n", "2189.82 7305.347\n", "348.6858 800.5801 348.6887 800.9792\n", "1743.578 6068.929\n", "967.2813 788.6882 966.2339 788.3749\n", "1957.195 6165.656\n", "1526.4729 789.1428 1527.2566 788.9078\n", "1978.886 6543.973\n", "58.4631 792.6835 57.9063 793.7729\n", "339.4756 1844.107\n", "426.8611 785.0707 428.2927 786.1447\n", "958.0468 3790.296\n", "493.6175 761.9312 471.8565 791.9683\n", "580.2625 986.5802\n", "843.3252 771.2743 843.5197 770.931\n", "3493.601 11418.51\n", "70.2446 759.2386 69.329 758.8787\n", "1542.78 6586.326\n", "493.6175 761.9312 493.6544 761.6369\n", "580.2625 1749.379\n", "935.9514 752.2814 935.8901 751.705\n", "2032.108 8306.979\n", "1731.924 752.2356 1732.6384 754.4844\n", "403.6363 952.634\n", "1355.9746 748.3876 1357.3074 748.3896\n", "441.4305 1251.326\n", "1162.9747 745.5599 1164.0452 745.1471\n", "706.9064 3135.146\n", "352.8905 742.475 351.8022 742.4783\n", "373.2087 1922.609\n", "230.4661 739.9128 230.9833 739.1942\n", "536.1561 1118.231\n", "1668.2959 726.557 1668.6002 726.5767\n", "5873.38 21015.47\n", "255.4937 730.6091 254.9797 730.6711\n", "1032.282 2525.637\n", "1794.6632 729.9658 1793.9891 731.6024\n", "272.3101 1214.481\n", "931.6357 725.4043 932.2894 725.1449\n", "557.0006 2520.398\n", "449.1419 716.8032 449.5049 717.9985\n", "165.1539 747.1612\n", "437.221 692.4268 438.67 692.7363\n", "305.4562 1503.349\n", "723.5328 626.7635 723.7566 626.8039\n", "79622.31 274897.4\n", "462.6985 651.155 461.6394 651.0398\n", "244.674 545.7125\n", "278.7191 636.4144 278.6997 636.6849\n", "1314.119 3250.896\n", "211.1954 628.006 211.6926 627.8864\n", "1058.741 3919.839\n", "129.7976 624.9365 129.8166 625.4357\n", "2044.77 7068.42\n", "1342.7594 606.9783 1343.1217 607.4101\n", "275.7008 1711.297\n", "1089.3788 602.7543 1089.5057 602.256\n", "3067.968 10063.96\n", "129.7976 624.9365 103.9308 606.9385\n", "2044.77 1093.857\n", "568.5526 580.5348 568.993 580.5886\n", "1752.51 6159.887\n", "411.4061 574.5271 411.7411 573.8314\n", "989.4938 2389.868\n", "1081.5079 560.5482 1082.2012 560.3478\n", "14970.03 51515.83\n", "1429.6876 577.2727 1430.306 577.1677\n", "3327.188 11034.56\n", "707.9882 890.5663 708.514 890.0958\n", "506.3508 1630.051\n", "855.0543 507.9171 856.2205 506.8423\n", "411.5435 1009.149\n", "278.3008 429.6241 195.9658 494.5762\n", "16498.26 1038.307\n", "350.217 456.4214 350.7393 456.2532\n", "2544.63 9481.262\n", "335.6344 454.9604 335.9444 454.575\n", "2422.551 9658.513\n", "1574.235 474.8135 1575.0111 474.7204\n", "1446.555 5143.764\n", "1717.3147 467.6023 1718.5717 467.4328\n", "5636.654 19934.27\n", "374.2676 541.7355 374.2659 541.265\n", "353.256 613.7535\n", "278.3008 429.6241 278.6964 429.3744\n", "16498.26 57589.93\n", "1463.5232 511.6817 1463.9884 511.82\n", "2818.144 10334.56\n", "433.5878 397.8126 434.0927 397.7597\n", "3460.077 12372.07\n", "552.1423 399.7553 552.3612 398.7852\n", "312.2324 1479.695\n", "644.9651 389.4753 646.224 389.5564\n", "791.691 2884.686\n", "22.5811 388.9146 22.7882 388.811\n", "797.3258 2668.008\n", "1767.859 379.3983 1768.2325 379.8269\n", "1217.849 3842.359\n", "22.5811 388.9146 77.4794 384.1741\n", "797.3258 882.8976\n", "708.9019 379.0284 709.8181 378.7561\n", "348.3668 1664.337\n", "609.8321 373.9482 610.4021 372.6742\n", "703.8999 2877.248\n", "494.4212 358.6339 495.2029 358.3848\n", "5629.839 19451.8\n", "865.9969 359.9691 868.3767 361.2997\n", "496.1679 2247.335\n", "438.2054 345.4932 440.0637 346.7479\n", "333.8689 1189.671\n", "49.1226 314.4248 49.0457 314.6785\n", "427.1208 1821.7\n", "1636.6123 309.1001 1637.4702 309.7581\n", "300.389 784.697\n", "214.6552 282.3522 215.2468 281.8102\n", "80881.34 275954.8\n", "534.7634 296.5371 535.7922 295.7406\n", "465.4218 2215.764\n", "1145.457 224.9014 1070.3884 278.3593\n", "267.4777 1003.717\n", "130.6825 275.8024 131.3335 275.666\n", "442.1817 2657.482\n", "86.5915 268.3777 85.6523 269.4825\n", "485.4805 2446.421\n", "156.5927 265.2281 158.6548 262.7082\n", "271.3367 7655.383\n", "628.6154 228.5701 684.1796 263.2155\n", "375.4998 1756.098\n", "348.2822 257.4895 349.3839 256.7439\n", "400.1925 6949.453\n", "348.2822 257.4895 409.4536 252.0032\n", "400.1925 4581.044\n", "861.645 233.2094 904.9395 266.8738\n", "1313.643 1898.477\n", "348.2822 257.4895 431.0288 244.0005\n", "400.1925 2283.784\n", "1639.571 235.3087 1639.4666 235.1931\n", "703.1941 2224.841\n", "841.9728 228.2311 842.8556 227.6655\n", "3862.442 12282.8\n", "861.645 233.2094 863.1032 232.3071\n", "1313.643 2661.551\n", "100.7696 250.7178 101.9812 250.2885\n", "1143.564 8902.272\n", "1145.457 224.9014 1145.8398 225.355\n", "267.4777 1094.462\n", "1183.364 222.9198 1185.0245 222.8451\n", "223.1765 1137.391\n", "528.9729 219.6311 530.4017 215.5882\n", "904.0701 1127.782\n", "788.6674 196.7207 789.3939 196.3792\n", "620.7944 2055.756\n", "788.6674 196.7207 741.4003 197.6038\n", "620.7944 452.1226\n", "853.0955 190.7964 854.1906 192.1039\n", "668.8994 1159.535\n", "631.7028 190.8574 632.0488 191.1087\n", "307.3482 1544.053\n", "788.6674 196.7207 818.1182 192.19\n", "620.7944 551.9327\n", "198.8466 180.0815 199.8305 180.0823\n", "826.8592 2737.341\n", "24.7322 183.3822 23.7821 181.6046\n", "1394.893 1799.682\n", "323.8443 167.8755 325.0917 167.3712\n", "540.4866 1758.589\n", "1053.9828 134.1353 1055.1072 134.462\n", "1384.323 3923.667\n", "120.0396 131.1292 120.2166 130.3288\n", "284.0773 1197.733\n", "1670.4735 117.4928 1671.1627 117.587\n", "436.7834 1038.625\n", "716.8115 116.4918 717.2381 115.7344\n", "323.8334 1075.751\n", "988.972 104.5019 989.9993 105.2725\n", "571.8413 1518.872\n", "105.7238 81.562 106.636 81.4607\n", "810.347 3038.781\n", "1132.5763 74.0582 1134.6237 73.889\n", "270.9677 825.7562\n", "323.8443 167.8755 341.3011 61.7882\n", "540.4866 1441.423\n", "1513.7533 878.9217 1513.5853 879.0612\n", "4269.81 14705.03\n", "105.7238 81.562 45.8848 40.7333\n", "810.347 1109.834\n", "348.6858 800.5801 242.7746 874.41\n", "1743.578 1798.471\n", "1054.734 866.157 1054.8322 866.0277\n", "2044.373 6996.284\n", "716.8115 116.4918 632.5135 36.3446\n", "323.8334 833.5007\n", "1776.1282 854.8127 1776.3606 854.9861\n", "8772.116 28134.03\n", "177.7335 104.5981 206.5004 34.9997\n", "224.7884 278.9173\n" ] } ], "source": [ "c1 = SkyCoord(ra=cat_sci['X_WORLD'], dec=cat_sci['Y_WORLD'])\n", "c2 = SkyCoord(ra=cat_ref['X_WORLD'], dec=cat_ref['Y_WORLD'])\n", "\n", "#print(c1)\n", "idx, d2d, d3d = c1.match_to_catalog_3d(c2)\n", "\n", "index_arr=[]\n", "ratio_arr=[]\n", "for i, i2, d in zip(idx, np.arange(len(d2d)),d2d):\n", " #print(i,d)\n", " index_arr.append(i)\n", " print(cat_ref['X_IMAGE'][i],cat_ref['Y_IMAGE'][i],' ', cat_sci['X_IMAGE'][i2],cat_sci['Y_IMAGE'][i2])\n", " print(cat_ref['FLUX_AUTO'][i], cat_sci['FLUX_AUTO'][i2] )\n", " ratio_arr.append(cat_sci['FLUX_AUTO'][i2] / cat_ref['FLUX_AUTO'][i])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Find the scaling factor " ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The scale is 3.417106350177123\n" ] } ], "source": [ "scale=np.median(ratio_arr)\n", "print(\"The scale is\", scale)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Rescale the science image and perform the image subtraction." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "os.system(\"rm sub_test.fits\")\n", "# Perform subtraction\n", "image_sub = sci_conv_shift-ref_conv*scale\n", "hdu_image_sub=fits.PrimaryHDU(image_sub)\n", "hdu_image_sub.writeto(\"sub_final.fits\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the results..." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Plot up the result of the image subtraction\n", "mean, median, std = sigma_clipped_stats(hdu_image_sub.data)\n", "plt.figure(figsize=(8,8))\n", "#set the scale of the image based on its statistics\n", "plt.imshow(hdu_image_sub.data[200:600,1100:1600], vmin = median - 2*std, vmax = median + 2*std, cmap='gray')\n", "plt.plot([280,310],[115,115], \"r-\" )\n", "plt.plot([258,258],[95,65], \"r-\" )\n", "plt.colorbar()\n", "plt.title('Final image subtraction')\n", "plt.show()\n", "\n", "#...and plot up the same region of sky of science and template images\n", "mean, median, std = sigma_clipped_stats(sci_conv_shift)\n", "plt.figure(figsize=(8,8))\n", "#set the scale of the image based on its statistics\n", "plt.imshow(sci_conv_shift[200:600,1100:1600], vmin = median - 3*std, vmax = median + 3*std, cmap='gray')\n", "plt.plot([280,310],[115,115], \"r-\" )\n", "plt.plot([258,258],[95,65], \"r-\" )\n", "plt.colorbar()\n", "plt.title('Science image')\n", "plt.show()\n", "\n", "mean, median, std = sigma_clipped_stats(ref_conv)\n", "plt.figure(figsize=(8,8))\n", "#set the scale of the image based on its statistics\n", "plt.imshow(ref_conv[200:600,1100:1600], vmin = median - 3*std, vmax = median + 3*std, cmap='gray')\n", "plt.plot([280,310],[115,115], \"r-\" )\n", "plt.plot([258,258],[95,65], \"r-\" )\n", "plt.colorbar()\n", "plt.title('Reference image')\n", "plt.show()\n", "\n", "#ds9 visualization\n", "#os.system('ds9 -zscale '+sci_image_aligned_name +' ' + ref_image_aligned_name + ' sub_final.fits &')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There you go, now you should be able to easily spot the supernova as a white excess on the grey background!
\n", "\n", "Note that the bright center of the host galaxy was not perfectly subtracted and left a spurious signal that could be mistaken for real luminosity variability.
\n", "\n", "\n", "These operations can be made automatic and can be incorporated in pipelines that discover transients. Moreover, using the methods learnt in the Photometry module, you can perform forced PSF photometry on the image subtraction to obtain flux measurement of the transient free from the host galaxy contamination.\n", "\n", "# END OF THE SCHOOL MODULE" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bonus: HOTPANTS\n", "\n", "There are some packages that perform most of the operations above automatically. One of the most popular is called HOTPANTS, which stands for \"High Order Transform of PSF ANd Template Subtraction\".
\n", "\n", "The code can be found on GitHub: https://github.com/acbecker/hotpants
To proceed, install this program and continue." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#hotpants\n", "os.system(\"path/to/hotpants -inim\"+\" \"+sci_image_aligned_name+\" \"+\"-tmplim \"+ref_image_aligned_name+\" -outim out.fits -oci oci.fits -tg 1 -tr 1 -ig 1 -ir 1 -nrx 1 -nry 1 -nsx 2 -nsy 2 -ng 3 6 0.70 4 1.50 2 3.00 -v 0 -bgo 0 -tl 1 -tu 150000 -il 1 -iu 150000 -ko 0\")\n", "\n", "hotpants_image = fits.open('oci.fits')\n", "os.system(\"rm sub_test.fits\")\n", "image_sub = hotpants_image[0].data-ref_image_aligned[0].data*0.975\n", "hdu_image_sub=fits.PrimaryHDU(image_sub)\n", "hdu_image_sub.writeto(\"sub_test_hp.fits\")\n", "os.system('ds9 -zscale sub_test_hp.fits &')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bonus: Convolving one image only\n", "We can also perform image subtraction after degrading (i.e., convolving with a kernel) only one of the two images. In fact, in some cases it is preferred to keep the science image untouched and manipulate only the reference to avoid introducing errors in photometry measurements. On the other hand, convolving both images usually leads to \"cleaner\" image subtraction.\n", "\n", "Below are a list of commands to do a better job with manipulating only one image usinf fft techniques. In this example, we manipulate the science image instead of the reference simply because of what the specific characteristics of the images that we are playing with. Identical methods can be applied to manipulating reference images only. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# alternatively to degrade one image only\n", "Im1_psf=np.fft.fftshift(kernel_ref);\n", "Im2_psf=np.fft.fftshift(kernel_sci);\n", "\n", "psf_fft1=np.fft.fft2(Im1_psf);\n", "psf_fft2=np.fft.fft2(Im2_psf);\n", "\n", "\n", "kern=psf_fft1/psf_fft2;\n", "kern_m=np.real(np.fft.fftshift(np.fft.ifft2(kern)))\n", "kern_mean=np.mean(kern_m)\n", "psf_m=(kern_m/(kern_mean*59*59))\n", "\n", "plt.imshow(psf_m, cmap='gray')\n", "\n", "sci_conv = scipy_convolve(sci_image_aligned[0].data, psf_m, mode='same', method='fft')\n", "\n", "from image_registration import chi2_shift\n", "from image_registration.fft_tools import shift\n", "import scipy\n", "from scipy import ndimage, misc\n", "import matplotlib.pyplot as plt\n", "import numpy.fft\n", "\n", "xoff, yoff, exoff, eyoff = chi2_shift(ref_image_aligned[0].data, sci_conv, 10, return_error=True, upsample_factor='auto')\n", "print(xoff,yoff)\n", "\n", "sci_conv_shift=scipy.ndimage.shift(sci_conv, [-yoff, -xoff], order=3, mode='reflect', cval=0.0, prefilter=True)\n", " \n", "os.system(\"rm sub_test2.fits\")\n", "image_sub = sci_conv_shift*scale-ref_image_aligned[0].data\n", "hdu_image_sub=fits.PrimaryHDU(image_sub)\n", "hdu_image_sub.writeto(\"sub_test2.fits\")\n", "\n", "os.system('ds9 -zscale sub_test2.fits&')" ] } ], "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" } }, "nbformat": 4, "nbformat_minor": 2 }