{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Source Injector (Extended Source Example)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "The source injector can produce mock simulated data independent of the MEGAlib software.\n", "\n", "Standard data simulation requires the users to install and use MEGAlib to convolve the source model with the detector effects to generate data. The source injector utilizes the response generated by intensive simulation, which contains the statistical detector effects. With the source injector, you can convolve response, source model, and orientation to gain the mock data quickly. \n", "\n", "The advantages of using the source injector include:\n", "\n", "- No need to install and use MEGAlib\n", "- Get the data much faster than the standard simulation pipeline\n", "- The generated data are in the format that can be used for spectral fitting, localization, imaging, etc.\n", "\n", "The disadvantages are:\n", "\n", "- The data are binned based on the binning of the response, which means that you lost the unbinned event distribution as you will get from the MEGAlib pipeline.\n", "- If the response is coarse, the data you generated might not be precise." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%%capture\n", "\n", "import os\n", "from pathlib import Path\n", "\n", "import numpy as np\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "from mhealpy import HealpixMap\n", "\n", "import astropy.units as u\n", "from astropy.coordinates import SkyCoord\n", "\n", "from threeML import PointSource, Model, ExtendedSource\n", "\n", "from astromodels import Gaussian, Gaussian_on_sphere, Asymm_Gaussian_on_sphere, Parameter\n", "\n", "from histpy import Histogram\n", "\n", "from cosipy import SourceInjector\n", "from cosipy.util import fetch_wasabi_file\n", "from cosipy.threeml.custom_functions import SpecFromDat\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# To specify a different directory, use Path(\"your/directory/path\").\n", "data_dir = Path(\".\") # Current directory by default. Modify if you want a different path" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Get the data\n", "The following cells allow you to download the required data. Each respective cell provides the Wasabi file path and file size. The data will only be downloaded if it is not already present in the specified directory." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wasabi path: COSI-SMEX/develop/Data/Responses/PointSourceResponse/psr_gal_511_DC2_earthocc.h5
\n", "File size: 4.53 GB" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "%%capture\n", "response_path = data_dir / \"psr_gal_511_DC2_earthocc.h5\"\n", "\n", "fetch_wasabi_file(\"COSI-SMEX/develop/Data/Responses/PointSourceResponse/psr_gal_511_DC2_earthocc.h5\", \n", " response_path,\n", " checksum = '99f8a49b21373110ee371acfa1d52a36')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wasabi path: COSI-SMEX/DC2/Data/Sources/511_thin_disk_3months_binned_data.hdf5
\n", "File size: 140.3 MB" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "%%capture\n", "file_path = data_dir / \"511_thin_disk_3months_binned_data.hdf5\"\n", "\n", "fetch_wasabi_file(\"COSI-SMEX/DC2/Data/Sources/511_thin_disk_3months_binned_data.hdf5\", \n", " file_path,\n", " checksum = '57aa483c4fd42d8964ad71d57ef646b3')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example 1: Simple Extended Source" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1 : Define the extended source\n", "This defines a simple extended source using `astromodels.ExtendedSource`, combining a Gaussian spectral shape centered at 511 keV with a Gaussian spatial model centered near the Galactic Center." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n" ], "text/plain": [ " * gaussian (extended source):\n", " * shape:\n", " * lon0:\n", " * value: 359.75\n", " * desc: Longitude of the center of the source\n", " * min_value: 0.0\n", " * max_value: 360.0\n", " * unit: deg\n", " * is_normalization: false\n", " * lat0:\n", " * value: -1.25\n", " * desc: Latitude of the center of the source\n", " * min_value: -90.0\n", " * max_value: 90.0\n", " * unit: deg\n", " * is_normalization: false\n", " * sigma:\n", " * value: 5.0\n", " * desc: Standard deviation of the Gaussian distribution\n", " * min_value: 0.0\n", " * max_value: 20.0\n", " * unit: deg\n", " * is_normalization: false\n", " * spectrum:\n", " * main:\n", " * Gaussian:\n", " * F:\n", " * value: 0.04\n", " * desc: Integral between -inf and +inf. Fix this to 1 to obtain a Normal distribution\n", " * min_value: null\n", " * max_value: null\n", " * unit: s-1 cm-2\n", " * is_normalization: false\n", " * mu:\n", " * value: 511.0\n", " * desc: Central value\n", " * min_value: null\n", " * max_value: null\n", " * unit: keV\n", " * is_normalization: false\n", " * sigma:\n", " * value: 0.85\n", " * desc: standard deviation\n", " * min_value: 1.0e-12\n", " * max_value: null\n", " * unit: keV\n", " * is_normalization: false\n", " * polarization: {}" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Define spectrum:\n", "# Note that the units of the Gaussian function below are [F/sigma]=[ph/cm2/s/keV]\n", "F = 4e-2 / u.cm / u.cm / u.s\n", "mu = 511 * u.keV\n", "sigma = 0.85 * u.keV\n", "spectrum = Gaussian()\n", "spectrum.F.value = F.value\n", "spectrum.F.unit = F.unit\n", "spectrum.mu.value = mu.value\n", "spectrum.mu.unit = mu.unit\n", "spectrum.sigma.value = sigma.value\n", "spectrum.sigma.unit = sigma.unit\n", "\n", "# Set spectral parameters for fitting:\n", "spectrum.F.free = True\n", "spectrum.mu.free = False\n", "spectrum.sigma.free = False\n", "\n", "# Define morphology:\n", "morphology = Gaussian_on_sphere(lon0=359.75, lat0=-1.25, sigma=5)\n", "\n", "# Set morphological parameters for fitting:\n", "morphology.lon0.free = False\n", "morphology.lat0.free = False\n", "morphology.sigma.free = False\n", "\n", "# Define source:\n", "gaussian_extended_source = ExtendedSource(\n", " \"gaussian\", spectral_shape=spectrum, spatial_shape=morphology\n", ")\n", "\n", "model = Model(gaussian_extended_source)\n", "\n", "# Print a summary of the source info:\n", "gaussian_extended_source.display()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot spectrum:\n", "energy = np.linspace(500.,520.,201)*u.keV\n", "dnde = gaussian_extended_source.spectrum.main.Gaussian(energy)\n", "plt.plot(energy, dnde)\n", "plt.ylabel(r\"dN/dE [$\\mathrm{ph \\ cm^{-2} \\ s^{-1} \\ keV^{-1}}$]\", fontsize=14)\n", "plt.xlabel(\"Energy [keV]\", fontsize=14);" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Define healpix map matching the detector response:\n", "skymap = HealpixMap(nside = 16, scheme = \"ring\", dtype = float, coordsys='G')\n", "coords1 = skymap.pix2skycoord(range(skymap.npix))\n", "pix_area = skymap.pixarea().value\n", "\n", "# Fill skymap with values from extended source: \n", "skymap[:] = gaussian_extended_source.Gaussian_on_sphere(coords1.l.deg, coords1.b.deg) " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot healpix map:\n", "plot, ax = skymap.plot(ax_kw = {'coord':'G'})\n", "ax.grid()\n", "lon = ax.coords['glon']\n", "lat = ax.coords['glat']\n", "lon.set_axislabel('Galactic Longitude',color='white',fontsize=5)\n", "lat.set_axislabel('Galactic Latitude',fontsize=5)\n", "lon.display_minor_ticks(True)\n", "lat.display_minor_ticks(True)\n", "lon.set_ticks_visible(True)\n", "lon.set_ticklabel_visible(True)\n", "lon.set_ticks(color='white',alpha=0.6)\n", "lat.set_ticks(color='white',alpha=0.6)\n", "lon.set_ticklabel(color='white',fontsize=4)\n", "lat.set_ticklabel(fontsize=4)\n", "lat.set_ticks_visible(True)\n", "lat.set_ticklabel_visible(True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2. Initialize the Source Injector" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# Initialize the SourceInjector (using galactic frame for extended sources)\n", "injector = SourceInjector(response_path=response_path, response_frame = \"galactic\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3. Get the expected counts for the extended source and save to a data file" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Define the file path\n", "file_path = \"gaussian_extended_source.h5\"\n", "# Check if the file exists and remove it if it does\n", "if os.path.exists(file_path):\n", " os.remove(file_path)\n", "\n", "# Inject the extended source\n", "model_injected = injector.inject_model(model = model, make_spectrum_plot = True, data_save_path = file_path)\n", "plt.gca().set_xscale(\"linear\") # Set x-axis to linear\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example 2: Working With a Realistic Model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1 : Define the extended source\n", "\n", "This defines a multi-component source consisting of a central point source, a bulge (split into a narrow and broad component), and a disk. Each component has distinct spectral and spatial characteristics. Spatially, the bulge component is the sum of three different spatial models, with the majority of the flux concentrated in the **narrow bulge**, which has the smallest spatial extent. The **broad bulge** contributes additional emission over a wider region, while the **disk** extends along the Galactic plane. The **central point source** is located at the Galactic center and modeled as a single point source." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Spectral Definitions...\n", "\n", "models = [\"centralPoint\",\"narrowBulge\",\"broadBulge\",\"disk\"]\n", "\n", "# several lists of parameters for, in order, CentralPoint, NarrowBulge, BroadBulge, and Disk sources\n", "mu = [511.,511.,511., 511.]*u.keV\n", "sigma = [0.85,0.85,0.85, 1.27]*u.keV\n", "F = [0.00012, 0.00028, 0.00073, 1.7e-3]/u.cm/u.cm/u.s\n", "K = [0.00046, 0.0011, 0.0027, 4.5e-3]/u.cm/u.cm/u.s/u.keV\n", "\n", "SpecLine = [Gaussian(),Gaussian(),Gaussian(),Gaussian()]\n", "SpecOPs = [SpecFromDat(dat=\"OPsSpectrum.dat\"),SpecFromDat(dat=\"OPsSpectrum.dat\"),SpecFromDat(dat=\"OPsSpectrum.dat\"),SpecFromDat(dat=\"OPsSpectrum.dat\")]\n", "\n", "# Set units and fitting parameters; different definition for each spectral model with different norms\n", "for i in range(4):\n", " SpecLine[i].F.unit = F[i].unit\n", " SpecLine[i].F.value = F[i].value\n", " SpecLine[i].F.min_value =0\n", " SpecLine[i].F.max_value=1\n", " SpecLine[i].mu.value = mu[i].value\n", " SpecLine[i].mu.unit = mu[i].unit\n", " SpecLine[i].sigma.unit = sigma[i].unit\n", " SpecLine[i].sigma.value = sigma[i].value\n", "\n", " SpecOPs[i].K.value = K[i].value\n", " SpecOPs[i].K.unit = K[i].unit\n", "\n", " SpecLine[i].sigma.free = False\n", " SpecLine[i].mu.free = False\n", " SpecLine[i].F.free = False#True\n", " SpecOPs[i].K.free = False # not fitting the amplitude of the OPs component for now, since we are only using the 511 response!\n", "\n", "SpecLine[-1].F.free = True# actually do fit the flux of the disk component\n", "\n", "# Generate Composite Spectra\n", "SpecCentralPoint= SpecLine[0] + SpecOPs[0]\n", "SpecNarrowBulge = SpecLine[1] + SpecOPs[1]\n", "SpecBroadBulge = SpecLine[2] + SpecOPs[2]\n", "SpecDisk = SpecLine[3] + SpecOPs[3]\n", "\n", "# Define Spatial Model Components\n", "MapNarrowBulge = Gaussian_on_sphere(lon0=359.75,lat0=-1.25, sigma = 2.5)\n", "MapBroadBulge = Gaussian_on_sphere(lon0 = 0, lat0 = 0, sigma = 8.7)\n", "MapDisk = Asymm_Gaussian_on_sphere(lon0 = 0, lat0 = 0, e = 0.99944429,theta=0)\n", "MapDisk.a.max_value = 90\n", "MapDisk.a.value = 90\n", "\n", "# Fix fitting parameters (same for all models)\n", "for map in [MapNarrowBulge,MapBroadBulge]:\n", " map.lon0.free=False\n", " map.lat0.free=False\n", " map.sigma.free=False\n", "\n", "MapDisk.lon0.free=False\n", "MapDisk.lat0.free=False\n", "MapDisk.a.free=False\n", "MapDisk.e.free=True#False\n", "MapDisk.theta.free=False\n", "\n", "# Define Spatio-spectral models\n", "\n", "# Bulge\n", "c = SkyCoord(l=0*u.deg, b=0*u.deg, frame='galactic')\n", "c_icrs = c.transform_to('icrs')\n", "ModelCentralPoint = PointSource('centralPoint', ra = c_icrs.ra.deg, dec = c_icrs.dec.deg, spectral_shape=SpecCentralPoint)\n", "ModelNarrowBulge = ExtendedSource('narrowBulge',spectral_shape=SpecNarrowBulge,spatial_shape=MapNarrowBulge)\n", "ModelBroadBulge = ExtendedSource('broadBulge',spectral_shape=SpecBroadBulge,spatial_shape=MapBroadBulge)\n", "\n", "# Disk\n", "ModelDisk = ExtendedSource('disk',spectral_shape=SpecDisk,spatial_shape=MapDisk)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "model = Model(ModelCentralPoint, ModelNarrowBulge, ModelBroadBulge, ModelDisk)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Make some plots to look at these extended sources:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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c7q971y5KgHb+4kWC5WeTuEIVFhYyZcoUzGYzVVVV3Hrrrdx5551tPg6PCtBSUlLYtGkTjzzyCHfddRcAkyZNYs6cOSxdurTBjYJgO3mRkZHB22+/Tf/+/QEYPXo0c+bMYfny5cqGP6PRyHvvvcfYsWN54YUXALjllluwWCx8/PHHTJs2TTlx0tw+7bp3766spwshRGtV19SQk2/bAxMcFNSs2ptN6d6lCz8cOgxAZlY2AyVAE1eoqKgo9u3b197D8KxDAlu3bkWn0ynryWDLxTJ16lSOHj1KdnZ2g/du2bKFfv36KYEUQFxcHMOGDWPz5s3Ktf3791NcXHzZ2vmMGTOorKxk9+7dLe7TkdFoxGg0NvtrFkKIS2Xn5WGxWADoFhWlSp8RoaFKeo0Lubl42O4XITodjwrQ0tLSiI2NJSAgwOm6PUCy5ym5lMVi4fTp0/Tr1++yz/r3709mZiYVFRXKM4DL2iYmJqLVajlx4kSL+7Rbt24dN910EzfeeCO/+MUv2LBhQ3O+bCGEcJKZnaO8jolWJ0DTarV0iYgAoLKqiuLSMlX6FUK0jkctcebn5xMeHn7Zdfu1vLy8eu8rKSnBZDI1eW+PHj3Iz89Hp9MReklGbm9vbwwGA/n5+S3uE2DgwIFMnDiRrl27kp+fzxdffMELL7xAeXl5oydd8vLylGcCnHUo6yKEuDLZ94oBxKg0gwbQNSpSSd1xMTeHEIPn1S8UorPwqADNaDQqNbUc+fj4KJ83dB/QrHuNRmODBVt9fHyc2jW3T8DpqDDAzTffzIMPPsg777zDlClTlDIVl1q9erVS/0sIIaprasiu/UtbcGCgKvvP7Lo65FK7kJNL/169VOtbCNEyHrXEqdfrqa6uvuy6qTYXUENBjv16c+7V6/XU1NTU24/JZHJq19w+6+Pt7c1tt91GWVkZx48fb7DdtGnTePfdd5V//vSnPzXYVgjR+eXk5yv7z2Kio1XtOyo8XMmnZq/xKcSlNBoNRUVFbfrMiIgI0tPTAVvR8/j4eJKTkxkwYAA333xzo3vQ7dLT05V8Zp7AowK08PBwp+U+O/u1iNr9E5cyGAz4+Pg0697w8HDMZjOFhYVO7aqrqykpKVGWL1vSZ0Oiapcm7FmT6xMREUFiYqLyT1xcXKN9CiE6t4u5dVs5urpQPaA+XjodUbU/40rKyii/ZB+tEC3R0GSHGhYtWsTBgwc5evQocXFxSoH2zsSjljh79+7NgQMHKC8vdzookJKSonxeH61WS0JCAqmpqZd9lpKSQkxMDP61ywT2vGSpqamMHTtWaZeamorFYlE+b0mfDblQW0fPkyJ6IUT7ynH4S2GXJv4S2BpdIyOV2bOs/Hx6qbiEKlxz76//TH5hsVufER4azMev/6XJdq+++ipff/015eXl/PnPf1ZyhGo0Gp599lnWrl3LhAkT+P3vf8+vfvUr0tLSsFqtzJ8/n4cffhiA3/3ud2zdupXq6moMBoNTAvbVq1ezYMECvL29L8sf6qimpoaysjK6d+8O2LIrPPHEE0rB9CNHjvCzn/1MmX1ztGrVKhYuXIiPjw+TJ0/m/fff58cff6Rnz56kpaXxxBNPkJOTg9Fo5KGHHmLevHkt+Va6zKMCtAkTJrBs2TJWr16t5EEzmUysXbuWpKQkomun+7Ozs6mqqnKabbr22mt5++23SU1NVU5enjt3jgMHDjhlBx42bBgGg4FVq1Y5BWirVq3C19fX6Vpz+ywqKrosCKuoqOCzzz4jODhYKgIIIZrFarWSXXsYSu/jQ3CQ+tn+oyPqDj7l5OfTq/YXn2h/+YXF5OQXNt2wDWg0Gg4cOMDp06cZMWIEV111FT179gRsxdP37t0LwKxZs0hMTOSLL74gJyeH4cOHM2TIEMaMGcOCBQuUma9ly5bx+OOPs27dOnJycrjvvvvYvn07SUlJvPPOO5etVv3mN7/hueeeIzMzk65du7a47mdOTg73338/O3fupF+/fnz44YfKM8xmM3fddReffvop/fr1o6KigjFjxjB69OhmVS1Si0cFaElJSUycOJF33nmHoqIiunXrxrp168jKymLBggVKu5deeomDBw+ybds25dqMGTNYs2YNCxYsYPbs2eh0OlasWEFoaCizZ89W2un1eh544AEWLVrEs88+y6hRozh06BDr169n7ty5GAyGFvf5xRdfsGPHDsaNG0d0dDT5+fmsXbuW7Oxs/vjHP9Z70EAIIS5VUl5OZe3ho+jwcDQajerPiAp3DNAKVO9ftF54aHDTjdroGQ8++CAACQkJXHPNNWzbtk0J0O6//36l3caNG5Wkr1FRUdx2221s3LiRMWPGsGHDBt544w1KS0uxWCxKAfLvv/+ewYMHk5SUBMADDzzA/PnznZ6/aNEipk+fjtVq5bnnnuP+++/n888/b/bXaX+GfXLll7/8Jb/61a8AW0nFo0ePOv0eLy0tJSUlRQK0xjz99NNER0fz7bffUlZWRkJCAq+88opSHLUh/v7+LF68mCVLlvDxxx8rdTPnzZt32ezWjBkz8PLyYvny5ezcuZOoqCjmzZvHzJkzW9XnoEGDOHLkCGvWrKGkpARfX1/69+/PggULGD58uErfGSFEZ5ftkEoo2g3LmwABfn4E+PtTXlFBTn4+VqvVLYGgaLnmLD22F8c/I4GN1HG1tzt37hzz5s1j79699OrVi8OHDzdYs7qxP38ajYZZs2YpM3FeXl6YzWbl86qqqhZ9HWCbqQ4LC1OWSduLxwVoer2eRx99lEcffbTBNq+//nq916Oionj++eeb9ZxbbrmFW265pcl2zelz5MiRbRp1CyE6p+y8umWe6HpyMKolOjyM0xUVVNfUUFhSQliw+2duhGf58MMPee6550hPT2f79u3885//rLfdDTfcwLvvvstLL71Ebm4uX3zxBf/73/8oLi7G29ubrl27YrVanZYox44dy3333adsH/rggw+U7Aj12bRpk7JVKCEhgbNnz5Kbm0tkZCSffPJJvfeMGTOGw4cPc/z4cRITE/n000+VZyQmJmIwGPjwww+57777AFsi/LCwMMLCwlrz7WoVjwvQhBDiSpXtsA8nKsJ9AVpUeDinz2cAtn1oEqCJS5nNZoYOHUp5eTmvv/66srx5qddff51HHnmEQYMGYbVa+eMf/8jo0aMBmD17NgMGDCA8PNwpYXtkZCQffPABM2bMUDbwX5oU3r4HzWKxEBoayr/+9S8AYmJieOqppxg1ahTR0dFMmTKl3nFFRUXx3nvvMX36dPR6PTfeeCOBgYGEhITg5eXFmjVreOKJJ1i0aBFms5mIiAj+85//uP6NawGNVQqueZTjx48zd+5cp9MuQojOr8Zs5r3/fYbFYiHEYODun01127Mys7NZtek7AAb26cM1I0e47VmiYVVVVZw5c4b4+Hh8fX3bezidTmlpKUFBtmoZK1eu5A9/+APHjh1zuV+1/r3JDJoQQniAvMJCJUGtO5c3ASIdlnGy68n1KERn8MYbb7B8+XLMZjMGg4F///vf7T0kJxKgCSGEB8gtqDtRGRXu3n0wPt7ehBoMFJaUkF9UhNlsRqfTufWZQrS1p59+mqeffrq9h9Egj6okIIQQV6o8h+omkaHu36gcERYKgMViobCRaidCCPeQAE0IITxAbkFdgBYeGuL250WGhiqv8wo7RnJUIa4kEqAJIUQHZzabKSi2lfgJNRjw9nL/7pQICdCEaFcSoAkhRAdXUFysHBBwDJzcKTzEMUArapNnCiHqtOqvYY51Jltr5syZ3HHHHS73I4QQnZ3T/rOwtgnQ/Hz1SkWBvMJCqSggRBtr1QxaVlYWpaWlWK3WVv2TnZ1NWVmZ2l+LEEJ0So77z9pqBg0gorZknam6mtLy8jZ7rvAsERERpKenc/PNN3P8+PFG22o0GoqKitpmYB6u1RsZ7rzzTubMmdOqe6+99trWPlYIIa44jjNoEW1YaiYiNJSzFy4oYzA0UmNRiLVr17b3EDoVyYMmhBAdmMViIa92xiEoIABfH582e3ZEmPM+tITu3dvs2eJy/1v3LRWVlW59hr+fHzMnT2q0zerVq1mwYAHe3t5MnjxZud6zZ09WrlxJcnIyL774Iv/+97/R6/UArFq1iri4OKWt1Wpl4cKFHDt2jGXLluHv7++eL8iDtSpA++STTwh2oTabq/cLIcSVori0jJqaGqBtlzcvfZ6c5Gx/FZWVlLs5QGtKTk4O9913H9u3bycpKYl33nmH/EuqTRQWFvLqq69y8eJF/Pz8qKioQKut21FlNBq56667CA8P58svv5QkyA1oVYDWo0cPlx7q6v1CCHGlyCusqyDQVgcE7AwBAfh4e2OqrpYArQPw9/Nr92d8//33DB48mKSkJAAeeOAB5s+f79TGYDDQp08f7rnnHm666SamTp1KbGys8vnUqVO59dZbeeaZZ9T/AjoRWeIUQogOzDHFRVvPoGk0GsJDQriYm0tZRQVGkwl9Gy6xCmdNLT22h/pO9up0Or7//nt27drFli1bGDNmDP/9738ZP348ANdddx0bNmzg8ccfx2AwtPWQPYaqedBKS0tZt26dml0KIcQVLb82QS1AeO2pyrYU6rAdpcBhLOLKNHbsWA4fPkxqaioAH3zwASaTyalNaWkp2dnZjB8/nmeeeYarr76aAwcOKJ8//fTT3Hbbbdxwww2XLY+KOqoGaNnZ2bz88stqdimEEFe0gtoDAj7e3gS2w0bqcAnQhIPIyEg++OADZsyYwZAhQ0hLSyM8PNypTXFxMbfddhuDBg1i8ODBVFdX88tf/tKpzRNPPMHcuXO57rrryMrKassvwWO0aIkzOzu70c/z8vJcGowQQog6RpOJsooKAMKCg9slUWxYiEOAViQBmoBbb72VW2+9VXn/yiuvAJCenq5c+/777+u912q1Kq/nzp3L3Llz3TPITqBFAdqdd97Z6A8IyTQthBDqcZyxCmuH5U2wBYZ2MoMmRNtpUYAWFBTEAw88QHJycr2fnz17lueee06FYQkhhMh3yLgeHtI+qYn8fH3x0+upNBolQBOiDbUoQOvbty+lpaXEx8fX+7nZbHaavhRCCNF6jkuKYcEh7TaOsJBgMrNzqKyqorLKiJ+vvt3GciWS36ueRa1/Xy0K0KZPn05VVVWDn0dHR7Nw4UKXByWEEAIKiouU1+01gwa2Zc7M7BzAtszZzTeq3cZyJfH29kaj0ZCbm0tkZKRsIfIAVquV3NxcNBoN3t7eLvXVogDtmmuuafTzoKAgpkyZ4tKAhBBC2H7Q59fOoPn7+eGrb79ZK8dUG4XFxXSLlgCtLeh0OmJjY8nIyHDagC86No1GQ2xsrMsVEiRRrRBCdEAVlZUYa/NLhbdzabxwh+XVfIdZPeF+gYGB9OnTh+rq6vYeimgmb29vVcpXuRygTZgwgU8++YTuUkRXCCFUk+90grN9A7TQEOcZNNG2dDqd1Ku8ArmcqFY2LwohhPoKnE5whrTbOAB8fXwIqK3RmF9ULD/3hWgDqlYSEEIIoY78ovbPgebIvg/NaDJR0chhMSGEOiRAE0KIDsgx51hoBygo7ZiwtqikpB1HIsSVQQI0IYToYCwWi7LXKzgoCG+v9j/P5RgkFkqAJoTbSYAmhBAdTGl5OTVmM+A8c9WeQhwDtGIJ0IRwNwnQhBCig3GcoeoIy5sAoYYg5bUscQrhfhKgCSFEB+M4QxUa3DECND9fX3xqM6MXlZa282iE6PxcDtDuvvtuDB3kb3hCCNEZdMQZNI1Go4yltLyc6pqadh6REJ2bywHaww8/THAH2SMhhBCdQUcM0MB5H1qxzKIJ4VatDtBMtSVIhBBCqMdqtVJUe4Iz0N/f5YLLagqVgwJCtJlWB2gzZsxg0aJFHD9+XM3xCCHEFa2yqgpjbd3FjjR7BhDicFBAUm0I4V6tTq5jMplYuXIlq1atolevXkydOpUbb7yRoKCgpm8WQghRL6flzQ5yQMDOcYlTTnIK4V6tnkFbtWoVTz75JImJiZw8eZLXX3+d2267jeeff559+/apOUYhhLhiOAZoIR1sBi04MBCNRgPIDJoQ7tbqGTR/f39uvfVWbr31VtLT0/n666/ZsGEDmzZt4rvvviMqKoqpU6cyefJkoqOj1RyzEEJ0Wk4pNgwd6wCWTqcjODCQotJSiktLsVqtSsAmhFCXKnnQevbsyWOPPcbnn3/Oiy++yJgxY8jLy+ODDz5g9uzZ/P73v2fLli3UyLFsIYRoVGGJQw3ODrbECXWzejVmM2UVFe08GiE6L1ULvOl0OsaPH8/48eMpKCjg22+/Ze3atezZs4e9e/diMBhYvXq1mo8UQohOxT6DpvfxwU+vb+fRXC7UYCA9MxOwjTUoIKCdRyRE5+S2SgJhYWHcddddPPfccwwaNAir1UqJ7FkQQogGmaqrKa+sBGyzZx1x+VBOcgrRNlSdQbOrqKhgw4YNfP3115w4cQKr1Yqvry8TJ050x+OEEKJTcE5Q27H2n9nJSU4h2oaqAdr+/ftZu3Yt27dvx2g0YrVaSUpKYurUqVx33XX4+/ur+TghhOhUnA8IdMyURU7JaiVAE8JtXA7QcnJy+Oabb/jmm2/IysrCarUSEhLCtGnTmDp1Kj179lRhmEII0fk5HRDooDNovno9eh8fjCaTlHsSwo1aHaBt2rSJtWvXsn//fiwWC1qtlpEjRzJ16lSuvvpqvLzcsnoqhBCdVlEHTlLrKCQoiOz8fMorK6muqcFbft4LobpW/1f1/PPPA9C1a1emTJnClClTiIqKUm1gQghxpbEvcXrpdB36dGRwbYAGtqLpEaGh7TwiITqfVgdo119/PVOnTmX48OFqjkcIIa5IZrOZ4rIywHZSsiOe4LQLdijpV1xaJgGaEG7Q6gDt2WefVXMcQghxRSsuK8NqtQIdd/+ZXUhQoPJa9qEJ4R6qbRyoqanhiy++YOPGjZw7dw6j0cjmzZsBSEtL46uvvmLmzJl0795drUcKIUSnUVRSF+iEdNATnHaOM2hFEqAJ4RaqBGhGo5Hf/va3HDlyhODgYAICAqiqqlI+79q1K2vXriUoKIi5c+eq8UghhOhUSsrqAp3gQM8J0GQGTQj3UKWSwCeffMJPP/3EQw89xMqVK5k6darT54GBgSQnJ7N37141HieEEJ2Off8ZgMFhCbEjcixDJQGaEO6hygzad999x9ChQ7n77rsB6t3cGhMTQ1pamsvPMplMvP/++6xfv57S0lJ69erFgw8+yMiRI5u8Nzc3lyVLlrB3714sFgtDhw5l/vz5xMTEXNZ2zZo1LFu2jKysLCIjI7njjju4/fbbXerT7vDhw8ybNw+A1atXExIS0vxvgBCiUyopdQjQAjt2gAa2WbRKo5GKqipM1dX4eHu395CE6FRUmUHLyckhMTGx0TZ+fn6Ul5e7/Ky//vWvrFixghtvvJFf//rXaLVannrqKQ4fPtzofRUVFTz++OMcPHiQe+65h/vvv5+0tDTmz59PcXGxU9tVq1bxt7/9jfj4eB5//HEGDhzI4sWL+fe//93qPu0sFguLFy/Gz8/PtW+EEKJTsc+geXt5dcgi6ZeSZU4h3EuVGTQ/Pz+KiooabXPhwgWCg107mZSSksKmTZt45JFHuOuuuwCYNGkSc+bMYenSpSxdurTBe1euXElGRgZvv/02/fv3B2D06NHMmTOH5cuX89BDDwG2/XTvvfceY8eO5YUXXgDglltuwWKx8PHHHzNt2jSCan8wNbdPR1999RU5OTlMnTqVzz77zKXvhxCic7BYLJTV/gXWEBjYoVNs2F2aaiMyLKwdRyNE56PKDNqAAQPYtWsXpQ38LSo7O5vvv/+eIUOGuPScrVu3otPpmDZtmnJNr9czdepUjh49SnZ2doP3btmyhX79+imBFEBcXBzDhg1TTpuCrZ5ocXEx06dPd7p/xowZVFZWsnv37hb3aVdSUsJ7773H/fffT6AHLGEIIdpGaUUFltoUG8EdfP+ZXYic5BTCrVQJ0GbPnk1paSm/+c1v+OmnnzCbzQBUVVWxb98+fve732E2m5k1a5ZLz0lLSyM2NpaASzJs2wOkkydP1nufxWLh9OnT9OvX77LP+vfvT2ZmJhUVFcozgMvaJiYmotVqOXHiRIv7tHvvvfcICwtzCjCbkpeXx/Hjx5V/zp492+x7hRCeocQhwPGE/WfgHEjKEqcQ6lNliTM5OZknnniC119/nfnz5yvXJ0+eDIBWq+XJJ59scp9aU/Lz8wkPD7/suv1aXl5evfeVlJRgMpmavLdHjx7k5+ej0+kIvSQztre3NwaDgfza8iYt6RPg1KlTfPXVV7zyyivodLrmfsmsXr2ajz76qNnthRCex/EEZ0dPsWEne9CEcC/VEtVOnz6d5ORkVq1axbFjxygpKSEgIID+/fszY8YM4uPjXX6G0WjEu56TQj4+PsrnDd0HNOteo9HYYKF3Hx8fp3bN7RNg8eLFjB49mlGjRtXbd0OmTZvGVVddpbw/e/YsL774Yov6EEJ0bCUelGLDzsfbG39fXyqqqiRAE8INVAvQAHr27Mnjjz/e4Odms7lFs0eX0uv1VFdXX3bdZDIpnzd0H9Cse/V6PTU1NfX2YzKZnNo1t89NmzZx5MgR/vWvfzXwlTUsIiKCiIiIFt8nhPAcxaWOM2ieEaCBbRatoqqKSqMRo8mEvvYvp0II16myB+2LL75oso3ZbOYvf/mLS88JDw9Xlhgd2a81FMgYDAZ8fHyadW94eDhms5nCwkKndtXV1ZSUlCjLly3pc+nSpUyYMAEvLy8uXrzIxYsXKav9G3NOTk6DS7NCiCuDfQZNq9EQ6O/fzqNpPlnmFMJ9VJlBe/311wkLC2PChAn1fm6xWPjLX/7Ctm3bXHpO7969OXDgAOXl5U4HBVJSUpTP66PVaklISCA1NfWyz1JSUoiJicG/9odinz59AEhNTWXs2LFKu9TUVCwWi/J5S/rMyclh48aNbNy48bK2Dz74IL179+aDDz5o1vdACNG5WK1WZQ9aUEAAWq0qf29uEyGXBGhR9ezJFUK0jioB2qBBg3jxxRcxGAwMGzbM6TN7cLZ161Zuu+02l54zYcIEli1bxurVq5U8aCaTibVr15KUlER0dDRgS+tRVVVFXFyccu+1117L22+/TWpqqnLy8ty5cxw4cMDpdOmwYcMwGAysWrXKKUBbtWoVvr6+Ttea2+dLL7102deyadMmvvvuO/74xz8SGRnp0vdFCOG5Ko1GZVuFp+w/s3Muml7WSEshREupEqC9/PLLzJs3jz/96U8sXrxYmWWyWCy88MILbNmyhenTpze6P605kpKSmDhxIu+88w5FRUV069aNdevWkZWVxYIFC5R2L730EgcPHnSasZsxYwZr1qxhwYIFzJ49G51Ox4oVKwgNDWX27NlKO71ezwMPPMCiRYt49tlnGTVqFIcOHWL9+vXMnTsXg8HQ4j7Hjx9/2ddiT+cxevRoKfUkxBWspNTzTnDaSaoNIdxHlQAtICCAV199lUceeYTf//73vPnmm3Tt2pXnn3+ezZs3c+utt/Kb3/xGjUfx9NNPEx0dzbfffktZWRkJCQm88sorJCcnN3qfv78/ixcvZsmSJXz88cdK3cx58+ZdFiDNmDEDLy8vli9fzs6dO4mKimLevHnMnDmz1X0KIUR9iss8LweanexBE8J9NFZrbfpqFZw/f57HHnuMgIAA+vTpw9atW/nZz37G73//e7UeccU7fvw4c+fO5d1333U5r5wQov3t/ekn9v50BIAp14wnPja2nUfUMv/6ciXllZX46vXcf7tr21iEEHVU3Y3avXt3/va3v1FYWMi2bdskOBNCiCY4ptjwtBk0qFvmrDIaMdWTdkgI0TqtWuJsKrN9//79OXnyJOHh4U5tNRoNv/zlL1vzSCGE6JScktR6YIBmCAzkQk4uYFvmlKLpQqijVQHahx9+2Kx2lyZmlQBNCCGc2VNs+Pv54d1AFZOOzOBwsKGkrEwCNCFU0qqfBosXL1Z7HEIIccWprq6msqoK8KwKAo4cx+1YU1QI4ZpWBWhNnZgUQgjRtGIPX94E59xtJZILTQjVeE7KaiGE6GQc95/JDJoQwpEEaEII0U6cZtA8rIqAna9ej97bG3AOOIUQrpEATQgh2olzFQHPDNAADLUJa0vLyzGbze08GiE6BwnQhBCinTjvQfOsMk+OHPfPlZSXt+NIhOg8JEATQoh2Yl8S9PH2xlfv086jaT3H2T85KCCEOiRAE0KIdmC2WCitnW0yBAag0WjaeUSt57h/Tg4KCKEOCdCEEKIdlJWXYy+F7MnLm3DJDFqZFE0XQg0SoAkhRDso7gQpNuwc96AVyxKnEKpQNUArLS1l3bp1anYphBCdUkknSLFhF+jvj05r+3UiqTaEUIeqAVp2djYvv/yyml0KIUSnVNxJUmyArc5yUO3XUFJWpizdCiFar0WlnrKzsxv9PC8vz6XBCCHElaKkE5R5chQcGEhRSQlmi4XyykoC/f3be0hCeLQWBWh33nlnoyeNrFarR59EEkKItlJcu5leq9V2imDm0n1oneFrEqI9tShACwoK4oEHHmiwWPrZs2d57rnnVBiWEEJ0XlarlZIyW4qNoIAAtFrPP68VHOR8krNbdFQ7jkYIz9eiAK1v376UlpYSHx9f7+dms1n2HgghRBMqq6qoqakBPH//mZ1BiqYLoaoWBWjTp0+nqqqqwc+jo6NZuHChy4MSQojOrLiT7T8DCHbI5SbVBIRwXYsCtGuuuabRz4OCgpgyZYpLAxJCiM7O6QSnh6fYsDMEBiivZQZNCNd5/sYHIYTwMJ3tBCeATqdTDgZILjQhXOdygDZhwgTOnz+vxliEEOKKUOxQDinYw8s8ObLPBhpNJqpMpnYejRCezeUATQ4FCCFEyzju0XJcGvR0Bqd9aFKTUwhXyBKnEEK0MfsSYICfH15eLdoK3KEFy0lOIVQjAZoQQrQhU3U1lUYj0Hn2n9kZnHKhSYAmhCskQBNCiDbkGLh0lhOcdsGXVBMQQrRe55lbF0IID9DWOdCMJhMHj5ygxmwmeUBfAvz93PYsx69HZtCEcI0EaEII0YacDwi4N0A7dPQET7+ylJy8AgD8fPXcOulafn3/LLy91f/xr/fxwVfvQ5XRJHvQhHCRLHEKIUQbcgxc3Fnm6WR6Bo8/+5oSnAFUVhlZtmo9z776tttO4NtPcpZXVFBjNrvlGUJcCVwO0O6++24MBoMaYxFCiE7POUmte3Kgmc0Wnv/Hu5RX2krzDe7fm1snXYtOpwNg4/Y9fLVhu1ueHSzLnEKowuUA7eGHHyY4OFiNsQghRKdnD1q8vbzw1fu45RlrNm7n2Ml0AOJ7xPD/XnqKPz1+Py//4TGlzZv/+ozKKqPqz5Z9aEKow61LnFarlfPnz5Odne3OxwghhEcwWyyUlpcDthOcGo1G/WeYLXz8v6+V93+YNwdfXz0AE8YNZ+K4EQDkFxbz+drvVH++48lUOckpROupEqBt3bqVl156iVKHzNEXL15kzpw5/OIXv2DWrFk899xzmGU/ghDiClZWUaHs/XLX8ua2H/Zz7oLtL8UjBvdn6MBEp89/de9tyuvP1mzCYrGo+nyZQRNCHaoEaKtWrSItLY2goLofOEuWLCE9PZ2hQ4fSq1cvtmzZwtq1a9V4nBBCeCTH8kfuKvHkuLfsntunXPZ5Qo9ujB46AIDMrFy+339E1edLNQEh1KFKgJaenk7//v2V9xUVFezevZvrrruORYsW8fbbbxMXFycBmhDiiuZ8glP9GbTC4hJ2/fgTAFHhoYwZNqjedrdPvU55/c3mXaqOwd/PTzmMUFIm9TiFaC1VArSSkhLCwsKU94cPH8ZsNnP99dcD4OXlxYgRI8jMzFTjcUII4ZGcTnC6oYrAhm0/KFtJJl83Dp2u/h/xV49MJjDAH4Dt3x/AaDKpNgaNRqPMDpaUlbstnYcQnZ0qAVpAQAAlJSXK+wMHDqDVahkyZIhyzcvLi6qqKjUeJ4QQHqnEzTnQtuzer7yeMmFsg+28vb24duwwAMorq/h+n9rLnLbZQYvFQllFhap9C3GlUCVA69GjB7t27aK4uJjS0lI2btxI3759nfakZWVlERoaqsbjhBDCI9lPNWo1GgL9/VXtu6yikv0/HQegW5dIevWMbbT9DVePVF5v2b1P1bHIQQEhXKdKgHb77beTl5fH7bffzsyZM8nPz2f69OlObVJSUujdu7cajxNCCI9jtVqVYCUwIACtVt0sRz/sP6Isb149KrnJFB4jk5PQ1+Zh++HAEVWXIuWggBCuU+UnxIQJE/jNb35DfHw83bt35+GHH2bKlLrTQwcPHqS8vJxRo0ap8TghhPA4VUYj1TU1gHuWN3fsOai8vnrUkIYb1tL7+DB8UD8AcvOLOJWeodpYHPfXlUguNCFaRbVqudOnT79s1swuOTlZTnAKIa5oxWXuK5JutVqVdBl+vnqG1QZeTRkzbBC7fjwMwO79P9E7vrsq45EZNCFcJ8XShRCiDbjzBOe5zGzyCooASB7QFx9v72bdN3b4QOX1DyrmQwsKCFCWWGUPmhCtIwGaEEK0AcelPrWXOPcfSVVeN3f2DCAutitR4bbDW4ePnaRGpWovOp1OOQThmJxXCNF8EqAJIUQbcOcS5/6fWhegaTQakgf2BaCyykja6XOqjcn+NRqrq6kyql+UXYjOTgI0IYRoAyVuCtCsVquSXsNX70NSn54tun9IUl/l9YGjJ1Qbl+xDE8I1EqAJIUQbsAdofr76Zu8Ra47MrFxy8goAGNy/D15eLTv7lTygLkA7pGKAJrnQhHCNBGhCCOFmNTU1lFdWAmAIUHd586BDUDV0YGKL7+8VF0uAv5+tr5Q01fKhOaXakABNiBaTAE0IIdyspLxcea32Cc6jx08rrwcntTwZuE6nZXB/230FhcVkZuWoMi6nJU7JhSZEi0mAJoQQbuZ8gjOokZYtl5JWF6Al9YlvVR+D+vWq6+9EuqtDAmSJUwhXtThAs1gsnD59mry8vMs+q6mp4eDBg2qMSwghOo3isrpUE4bAANX6NVVXc6L25GXP7l0JDGhdfc/+DoHdsZNnVBmb3scH39pSUnJIQIiWa1GAlpWVxZw5c7jvvvu44447WLhwIcXFxcrnJSUlPPHEE2qPUQghPFpJWd0Sp5ozaGlnzlNTY8td1trZM4B+vXsqr4+lqROgARhqv9byigrVcqwJcaVo0XGfpUuXEhERwSuvvEJZWRlvvvkmjz32GP/85z+JiIgAULXgbn1MJhPvv/8+69evp7S0lF69evHggw8ycuTIJu/Nzc1lyZIl7N27F4vFwtChQ5k/fz4xMTGXtV2zZg3Lli0jKyuLyMhI7rjjDm6//fZW9Wk0Glm0aBHHjh0jJycHi8VCTEwMN998MzNmzGjxqSshhGcpdlMVAcf9ZwMSE1rdT0RYCFERYeTkFZCalo7FYlGlmHtwYCA5+fmAbZkzLDjY5T6FuFK06L/AQ4cO8eijj9K1a1f69OnDa6+9xuDBg5k3bx7Z2dkASnkPd/nrX//KihUruPHGG/n1r3+NVqvlqaee4vDhw43eV1FRweOPP87Bgwe55557uP/++0lLS2P+/PlOs4AAq1at4m9/+xvx8fE8/vjjDBw4kMWLF/Pvf/+7VX0ajUbS09MZM2YMDz30EI8++ii9e/dmyZIl/N///Z963xwhRIdUUrvE6aXT4e/rq1q/KSccArS+rQ/QACV/WnllFecuZLvUl53sQxOi9Vo0dVNVVYW3Q/4ee3D02muvMX/+fJ555hnVB+goJSWFTZs28cgjj3DXXXcBMGnSJObMmcPSpUtZunRpg/euXLmSjIwM3n77bfr37w/A6NGjmTNnDsuXL+ehhx4CbMHUe++9x9ixY3nhhRcAuOWWW7BYLHz88cdMmzaNoKCgFvVpMBh46623nMZz6623EhAQwBdffMFjjz1GeHi4it8pIURHYbValSVOQ2Cgqn+JTTlhW4708tLRJ6GHS30l9U1gy+79gG2Zs2dsV5fHFxwkJzmFaK0WzaD16NGD48ePX3b9t7/9LWPGjGHhwoWqDaw+W7duRafTMW3aNOWaXq9n6tSpHD16VJnFq8+WLVvo16+fEkgBxMXFMWzYMDZv3qxc279/P8XFxUyfPt3p/hkzZlBZWcnu3btb3GdDunTpAkCZ/M1SiE6rrKICi8UCqFtBoLyikvSMiwD0ie/hcvLb/g4VCOyBn6tkBk2I1mtRgHbNNdewYcOGej978sknuf766926By0tLY3Y2FgCApxPQdkDpJMnT9Z7n/3kab9+l9eo69+/P5mZmVRUVCjPAC5rm5iYiFar5cSJEy3u0666upqioiKys7PZtm0by5Yto0uXLnTr1q3BrzkvL4/jx48r/5w9e7bBtkKIjscxMFGzSPrJM+eVn7f9ese53F+/3nWHDE6oVJMzWAI0IVqtRUuc99xzD/fcc0+Dnz/55JM8+eSTLg+qIfn5+fUuBdqv1Zf6A2ynS00mU5P39ujRg/z8fHQ6HaGhoU7tvL29MRgM5Ns3vLagT7tt27bxl7/8RXnfr18/FixY0OghgdWrV/PRRx81+LkQomNzVw3OE2fOK6/7xLu2vAkQYggkKjyUnPxCJfhzdTnW388PnU6H2WyWVBtCtJBHHR80Go1Oe+DsfHx8lM8bug9o1r1Go7HBgMnHx8epXXP7tBs6dCj/+Mc/KCsrY9++fZw8eZKqqqp6n2U3bdo0rrrqKuX92bNnefHFFxu9RwjRcbjrBGfambpZrr7x3VXps3d8d3LyCykpKycnv5DoiDCX+tNoNBgCAygsLqG0rEyVoE+IK4XL56gnTJjA+fPnm26oAr1eT3V19WXXTSaT8nlD9wHNulev11NTU1NvPyaTyaldc/u0CwsLY8SIEUyYMIHf/va3jBs3jieffFKZlatPREQEiYmJyj9xca4vZQgh2o5zFQF1lzjteqkYoNXXvyvsed/MFgtll2z7EEI0zOUAzd15zxyFh4fXG8zYr9lzsV3KYDDg4+PTrHvDw8Mxm80UFhY6tauurqakpERZvmxJnw2ZMGEClZWV7Nixo9F2QgjP5bjEGRSgThUBi8XCyfQMAGK6RBJYW+zcVX161gVoaSoFaHJQQIjW8ahanL179yYjI4Nyh8LDYEu/Yf+8PlqtloSEBFJTUy/7LCUlhZiYGPz9bSVS+vTpA3BZ29TUVCwWi/J5S/psiH0J9NKvRwjRediXOAP9/dHpdKr0mXExh8oq288PtZY3wV0zaA6pNiRAE6LZPCpAmzBhAmazmdWrVyvXTCYTa9euJSkpiejoaACys7MvO+147bXXkpqa6hRQnTt3jgMHDjBhwgTl2rBhwzAYDKxatcrp/lWrVuHr68vYsWNb3GdRUVG9M41r1qwBbCdEhRCdj9Fkwli75SFY1f1n6h4QsOsZ2wUvL1sQmZau0gyaw9ddIrnQhGg2jzokkJSUxMSJE3nnnXcoKiqiW7durFu3jqysLBYsWKC0e+mllzh48CDbtm1Trs2YMYM1a9awYMECZs+ejU6nY8WKFYSGhjJ79mylnV6v54EHHmDRokU8++yzjBo1ikOHDrF+/Xrmzp2LwWBocZ/r169n9erVXH311cTExFBRUcGePXv48ccfGTduHMOHD3fzd04I0R7cdYLTKUBLUG8GzcvLi/juMaSdOc/Z8xcxVVe7nF9NZtCEaB2PCtAAnn76aaKjo/n2228pKysjISGBV155heTk5Ebv8/f3Z/HixSxZsoSPP/5YqZs5b948QkJCnNra62MuX76cnTt3EhUVxbx585g5c2ar+hw8eDBHjx5l06ZNFBYWotPp6N69O/PmzeO2225T6TsjhOhoit0WoNWd4Oyj4hInQO+e3Uk7cx6zxcKZcxdI7OXawaSggAA0Gk1tRQUJ0IRoLo8L0PR6PY8++iiPPvpog21ef/31eq9HRUXx/PPPN+s5t9xyC7fcckuT7ZrTZ79+/ZzynwkhrgzOJziDVOs37bRtBs3fz5eY6EjV+gVbwPdNbSGUtDPnXQ7QdDodgf7+lJaXU1JaqsIIhbgyeNQeNCGE8CTOM2jqnOAsK6/gYo4tKXfvnrFoter+GO/VM1Z5feZcpip92mcPjdXVVNXuyRNCNM7l/7Lvvvtup31ZQgghbIodZoyCg9SZQTtz/oLy2jGYUkt895h6n+UKp5JPMosmRLO4HKA9/PDDBAcHqzEWIYToVOwBmq9ej762woirzpyrC5riuzdcx7e1oiPD8NXbxpp+/qIqfRrkoIAQLSZLnEII4QbVNTWUV1YC6s2egfOsVkKPmEZato5Wq6Vn964AZGblKGlCXOGUakMCNCGaRQI0IYRwA8dARM0ST44zaD3dEKBB3cycxWLlXGaWy/05pdqQXGhCNIuqpzjNZjO5ubnk5eU1WM+yqXQYQgjRGTgGIqrOoNVu3A/w8yUqPFS1fh3FOwR+Z85ddDkZrpR7EqLlVAnQLBYLn3zyCZ999hmlTWwA3bJlixqPFEKIDs35gIA6M2iVVUYuZNtOcMb36IZGo1Gl30vZlzgB0lU4KKD38cFX70OV0SR70IRoJlUCtLfffptly5YRGhrKlClTCA8PV63mnBBCeKLiMvVPcDoGS/FuWt6ES05yqpZqI4gqYz7lFRXUmM14ye8IIRqlSoD27bff0r17d955550mC4QLIcSVwB1LnE4nON0YoMV2jcLLS0dNjZkzKp3kDA4MJCc/H7Atc4bJ6X8hGqXKIYHKykrGjh0rwZkQQtSyL3HqfXzwVSvFhuMMWnf3BWheXl50j4kG4FxmFjVms8t9yj40IVpGlQAtISGB/Nq/GQkhxJWupqaGsooKAEJUPSDgOIOmfg40R/YAsLqmhgtZuS73FyypNoRoEVUCtHvvvZft27dz/PhxNboTQgiPVlJerrw2qHRAAOr2g+n1PnSNClet3/r0VLmigEFSbQjRIqrsQRs7dix/+MMfeOqpp7jqqqvo1asXAQH1152bPHmyGo8UQogOy+kEp0pF0o0mExlZOQDEd++qeg3OSyU4pdq4wLVjhrnUX7AscQrRIqoEaCaTiV27dlFcXMzXX38NcNnxb6vVikajkQBNCNHpOQZoai1xnsvMwmKxAu4p8XQpxxm0sxmuHxTw9/NDp9NhNpsl1YYQzaBKgLZkyRI2bNhAr169uPbaayXNhhDiiuZ8glOdJc62OsFpZz8kAKhSTUCj0WAIDKCwuITSsjLlL+1CiPqpEqBt2bKFxMRE3nzzTby8VC1OIIQQHsc5Sa1KKTba6ASnnb+fL5HhIeTmF3EuM1uVPoMDgygsLsFssVBWUUFQA1thhBAqHRIwmUwMHTpUgjMhhABlCU/v7Y1epRQb6W1Qg/NSPbp1AaCopJSS0vImWjdNUm0I0XyqBGiJiYlkZGSo0ZUQQng0s9lMae0pzuCgINWW8c5esM1i6XQ6YrtEqtJnU+wBGsD5CyoXTZcATYhGqRKgzZ07lz179rBr1y41uhNCCI/lGHiotbxpsVg4X7sPrFuXyDZbrXAM0M6qsA/NMeVIiaTaEKJRqvxX/uOPP5KcnMzTTz/NsGHDGkyzodFo+OUvf6nGI4UQokMqccMBgdyCIqqMJsA5aHI3x2epsQ9NZtCEaD5VArQPP/xQeb1v3z727dtXbzsJ0IQQnZ07iqQ7prlovwDN9Rm0oIAANBoNVqtV9qAJ0QRVArTFixer0Y0QQni8IjckqXUMjuLaMEDrFh2JTqvFbLGoEqDpdDoC/f0pLS+XAE2IJqgSoCUnJ6vRjRBCeDx35EBzDI7acgbN29uLmC6RnL+QzbnMLFVylxkCAyktL8doMlFlMqlWSF6IzkaVQwI//fQTS5YsabBgel5eHkuWLOHo0aNqPE4IITqsktoZNB9vb3z1elX6dNz/FRfbdgEa1AWElVVG8gqKXO7PqeSTw2yjEMKZKgHa8uXL2blzJ+Hh9RfvjYiIYNeuXaxYsUKNxwkhRIdkNpspragA1E2xYZ9B8/PVExEWokqfzaV2RQGDHBQQollUCdBSU1MZPHhwo22GDBlCSkqKGo8TQogOqaS8HKvVVi/TcabIFdXVNVzIygVss1ltXR7Jrak2JEATokGqBGhFRUVEREQ02iYsLIzCwkI1HieEEB1ScYn6Jzgzs3MxWyxA2+4/s3NOVqtyqg1Z4hSiQaoEaIGBgeTk5DTaJjs7Gz8/PzUeJ4QQHVJhaYnyOsTg2Sk27OJUTrXhGLgWS7JaIRqkSoCWlJTEtm3byM6u/29X2dnZbN++nYEDB6rxOCGE6JAcZ9BCggyq9Ol8gjO6kZbuERURit7H+7KxtJaPtzf+vr6Ac0oSIYQzVQK0O++8E6PRyGOPPca6devIy8sDbKc3v/nmGx599FFMJhOzZs1S43FCCNEhFblhBq29cqDZabVa5aBAxsUcasxml/u0z6JVVlVhqq52uT8hOiPV8qA99thjvPnmm7z88ssASrZo++v58+dLvjQhRKdWWDuD5uerR69Sfi/HFBvtscRpf+7J9Axqasxk5eQR29W1mbwQQxAXc20HH4pKS4kKC1NjmEJ0KqpV3J05cybDhg1j1apVpKamUlZWRmBgIP379+fWW28lISFBrUcJIUSHYzSZqKyqAtRb3oS6GbSwEANBgZfXOG4Ljqk2zmZkuRygOe1DKymRAE2IeqgWoAH06tWLJ598Us0uhRDCIzjupwoxqBOglVdUKslh22v27NJnq3GSM8QhQCuSgwJC1EuVPWhCCHGlKypx2H+mUooNx2CoPQM0xxk0VVJtOAVoJY20FOLKJQGaEEKooNhpBq1zpNio79nnVM+FJjNoQtRHAjQhhFBBYYn6S5ztnWLDLizEQICfLTWGGqk2vLy8CPT3B2x70OwHyoQQdSRAE0IIFdiXODUaDYYAdTbzn3Uqkt5VlT5bQ6PR0L02QMzKyaO6usblPu2zjMbqaqqMJpf7E6KzkQBNCCFcZLValSVOQ2AgOp1OlX7ts1UajYbYrlGq9Nla3WNsy5wWi5XMrMYrxzSH7EMTonESoAkhhIvKKiqUBK5qHRCwWq1KgNY1OgIfb29V+m0tx4MCauxDC3Eq+SQVBYS4lARoQgjhoiI3HBAoKCqhvKISaN8DAnaOe+DOZ6p9klMCNCEuJQGaEEK4qNjNBwTao8TTpexLnADnL7h+UMAxma/MoAlxOdUS1VZXV7N9+3alioDFYqm33cKFC9V6pBBCdAiFTjnQ1AnQnFNstN8JTmUMKi9xBgUGKCUBi0okQBPiUqoEaFlZWTz55JNcuHCh0ePSGo1GAjQhRKfjniLpHSNJrV2wIRBDYAAlZeWqLHHqtFoMgYEUl5ZSXFqK1WpFo9GoMFIhOgdVArQ33niDzMxMbrrpJqZOnUpkZKRqp5iEEKKjsy9xent54e/rq0qfzkuc7Zdiw06j0dA9JpqjJ06TnVeA0WRyuSB8cFAQxaWl1JjNlFdWKrnRhBAqBWgHDhxg+PDh/PGPf1SjOyGE8Bg1ZjMl5eWAbf+ZWrNA9gDNx9ub6MiOUUy8ezdbgGa1Wsm4mEOvuFiX+gsJCuJc7evi0lIJ0IRwoMohAYvFQp8+fdToSgghPIpTiSeVUmyYzRbOX7QtI3aPiUar7RjnuZz2oalQUSBETnIK0SBV/qtPSkri7NmzanQlhBAepcgNJzgv5uRRU2PLq9YR9p/ZOZ3kVCPVhkFyoQnREFUCtIcffpj9+/ezZcsWNboTQgiPUVhSrLwO7WQ1OC/VvZv7ktXKSU4hnLVqD9pHH3102bWhQ4fy3HPPMWTIEPr27UtAPbXoNBoNv/zlL1vzSCGE6JAKi+tOcIYGq5ViwzFA6zgzaI5LnOdVCNAC/f3RabWYLRaZQRPiEq0K0D788MMGPzt48CAHDx6s9zMJ0IQQnY19Bk2j0ai2B83pBGc7Fkm/VFBgACGGIIpKSlVJVqvRaAgOCqKguJji2vyZHWW/nRDtrVUB2uLFi9UehxBCeByLxUJh7dJcsBuKpEPHqCLgqEe3aIpKSsnNL6Kyyoifr96l/uwBmsViobSiguDAQJVGKoRna1WAlpycrPIwhBDC85RWVGCuLZIeGhysWr/2AM0QGECwoWMFLN27deHwsZOAbZmzb0IPl/pzTOxbXFIiAZoQtVQr9WRXXFzMyZMnKS8vJyAggN69exOs4g8uk8nE+++/z/r16yktLaVXr148+OCDjBw5ssl7c3NzWbJkCXv37sVisTB06FDmz59PTEzMZW3XrFnDsmXLyMrKIjIykjvuuIPbb7+9VX1mZ2ezdu1adu/eTUZGBjqdjvj4eO69915GjBjh2jdECNFuCovVPyBQZTSRlZsP2PafdbTs+pfuQ3M1QHP8vhWWlNCjnp/HQlyJVAvQLl68yOuvv87333/vVO5Jo9EwduxY5s+fT9euru+l+Otf/8qWLVuYOXMmsbGxfPPNNzz11FMsXryYwYMHN3hfRUUFjz/+OOXl5dxzzz14eXmxYsUK5s+fzwcffOAURK5atYrXXnuNa6+9llmzZnH48GEWL15MVVUVP//5z1vc544dO/jPf/7D+PHjmTx5MmazmW+//ZYnn3yShQsXcvPNN7v8fRFCtD13HBDIuOBY4qnjnOC0665yLrRLAzQhhI0qAVpmZiaPPfYYhYWFxMbGMmjQIEJDQyksLOTIkSPs3LmTlJQU3nzzzXpnq5orJSWFTZs28cgjj3DXXXcBMGnSJObMmcPSpUtZunRpg/euXLmSjIwM3n77bfr37w/A6NGjmTNnDsuXL+ehhx4CwGg08t577zF27FheeOEFAG655RYsFgsff/wx06ZNI6h2I3Bz+xw2bBj/+9//CAkJUcZz6623cv/99/P+++9LgCaEh3JKsaHSSoFzio2Otf8MnMekSrJahwCtSAI0IRSqHJd56623KCoq4re//S2ffvopCxcu5OGHH2bhwoV88sknPPnkkxQVFfHWW2+59JytW7ei0+mYNm2ack2v1zN16lSOHj1KdnbDx763bNlCv379lEAKIC4ujmHDhrF582bl2v79+ykuLmb69OlO98+YMYPKykp2797d4j7j4+OdgjMAHx8fxowZQ25uLhUVFc3+HgghOg6nGTSVljjPdvAALbZrlPJajVQbeh8fpX6p4/dTiCudKgHavn37uOqqq5g2bdpl+yU0Gg233norY8eO5ccff3TpOWlpacTGxl6WY80eIJ08ebLe+ywWC6dPn6Zfv36Xfda/f38yMzOVICktLQ3gsraJiYlotVpOnDjR4j4bUlBQgK+vL3p9w6eg8vLyOH78uPKPVGwQomOwWq0U1O5BCwoIwNtLnR0jZztoig27AH8/wkNts4VqBGhQtzxcaTRSZTSq0qcQnk6VnygWi4WePXs22iYhIYEDBw649Jz8/HzCw8Mvu26/lpeXV+99JSUlmEymJu/t0aMH+fn56HQ6QkNDndp5e3tjMBjIz89vcZ/1ycjIYNu2bUycOLHRo/mrV6+uNzGwEKJ9lVdWUl1TA6g3ewbOy4aO+706kh4x0eQXFlNQVEJZRSWB/n4u9RdiMJCZnQPY9qF1jYxUY5hCeDRVArS+ffuSnp7eaJszZ86QmJjo0nOMRiPe3t6XXffx8VE+b+g+oFn3Go1GvBr4m7CPj49Tu+b2eamqqir+/Oc/o9frefjhh+ttYzdt2jSuuuoq5f3Zs2d58cUXG71HCOF+Tic4VTogAHUBWlREmMs5xtyle7cuHDhqW004n5lF/z7xLvUXaqjbvycBmhA2qixxzp07lx9++IE1a9bU+/nq1avZs2cPDz74oEvP0ev1VFdXX3bdZDIpnzd0H9Cse/V6PTW1fyuur61ju+b26chsNvPcc8+Rnp7O888/T0RERL3PsouIiCAxMVH5Jy4urtH2Qoi24XjiUK0DAkUlZRSXlAEdc/+ZnePY1FjmDDU41uSUfWhCgEozaPv27WPo0KG8+uqrLFu2jEGDBhEWFkZBQQE//fQTGRkZjBw5kn379rFv3z7lvpaWfgoPDyc3N/ey6/Zlx4aCHYPBgI+Pj9KusXvDw8Mxm80UFhY6LXNWV1dTUlKiLF+2pE9Hf//739m9ezfPPPMMw4cPb/TrFUJ0XAUOG9rDDOoEaI7lk+I6YIoNO+dUGyoUTXdMtSEHBYQAVArQHGtznj9/nvPnz1/WZs+ePezZs8fpWksDtN69e3PgwAElCa5dSkqK8nl9tFotCQkJpKamXvZZSkoKMTEx+Pv7A9CnTx8AUlNTGTt2rNIuNTUVi8WifN6SPu3efPNN1q5dy/z587nhhhua/XULIToedyxxdtQi6ZdyTlbreqqNQH9/vLy8qKmpkVxoQtRSJUBrq9qcEyZMYNmyZaxevVrJg2YymVi7di1JSUlER9t+aGRnZ1NVVeW0HHjttdfy9ttvk5qaqpy8PHfuHAcOHGDWrFlKu2HDhmEwGFi1apVTgLZq1Sp8fX2drjW3T4D//ve/LFu2jF/84hfMnDlT5e+MEKKt2QMJfz8/9LX7Tl3VUYukX0rtVBsajYZQg4HcggJKy8upMZvxUqmuqRCeSpUAra1qcyYlJTFx4kTeeecdioqK6NatG+vWrSMrK4sFCxYo7V566SUOHjzItm3blGszZsxgzZo1LFiwgNmzZ6PT6VixYgWhoaHMnj1baafX63nggQdYtGgRzz77LKNGjeLQoUOsX7+euXPnYnCYim9un9u2bWPp0qXExsYSFxfH+vXrnb6uESNGEBYW5o5vmRDCDSqrqpR0EO46wdmRZ9B8ffVERYSRk1fAOZVSbYQYgsgtKMBqtVJcWkr4JbkjhbjSqF6L092efvppoqOj+fbbbykrKyMhIYFXXnmlySDR39+fxYsXs2TJEj7++GOlbua8efMuSyI7Y8YMvLy8WL58OTt37iQqKop58+ZdNvPV3D7t+dkyMjLqPYG5ePFiCdCE8CAFDsubYW4okq7T6ega3fgBovbWIyaanLwCikvKKC4tIzjItSLnl57klABNXOk0VsfCmaLDO378OHPnzuXdd991OW2JEKJ1Dh8/zo59+wGYMGokSQ3sf20Ji8XCNbc/jNFoIi62K5+987LLfbrT/73xIV9+swWAD//xLAP79XKpv1PnzvPtjh0AjBw0iJGDBro6RCE8WqvSbDz//PNs3bq11Q919X4hhGhP+UUOM2gqzfTk5BdiNNpS9HTEIumXcjrJqcJBAceDFpJqQ4hWBmibNm3izJkzrX6oq/cLIUR7KigqUl6rtcTpKfvP7NTOhRYcGKiUCpSTnEK4sActLS2NdevWqTkWIYTo8KxWK/m1e9AMAQH41FNNpDUcU2x05BOcdj1iHAI0FXKh6XQ6DIGBFJeWUlRSgtVqvay2sxBXklYHaDt27GDnzp0tvk+2vAkhPFlJeblSbUSt5U3wvBm0bl0j0Wo1WCxW1U5yhhoMFJeWUmM2U1ZRQZBDvkshrjStCtAWLlzo8oPtCV+FEMKTOC5vqnnS0CkHmgcEaD7e3nSJDOdCdh7nL2SrMuMVajCQnpkJ2E7KSoAmrmStCtCmTJmi9jiEEMIj5DvuPwtRP8WGv58v4aHq9etO3WOiuZCdR1l5BUUlpS5XVHCsaVpQXExcTIyrQxTCY6lSLF0IIa4Ujic41ZpBq66u4UK2rc5wj27RHrP3qrvDPjQ1anI6BryOpbSEuBJJgCaEEC1gX+LUarUEBwWp0mdmVg4Wi21/rifsP7Pr3s2xaLoKqTYcqjI4BsJCXIkkQBNCiGYym80UlZYCtmBCp1XnR+hZDzsgYOdcNN31GTRvLy+CA20VCQqLi+VQmbiiSYAmhBDNVFib/gFUPiCQ4aEBmmMuNBVm0KDuZGyN2UxJWZkqfQrhiSRAE0KIZsp3OsGp3kb+sxkXlddx3Tp+DjS7mOgIZRZRrVQbYZccFBDiSiUBmhBCNJPzCc4Q1fp1WuKM9ZwZNC8vL2K6RAIoqTZcJQGaEDYSoAkhRDPluykHmn0GLSIshEB/P9X6bQv2mpyVVUbyC10PqBxPchbIQQFxBWuzAK26upry8vK2epwQQqjKarWSV1gIgK/ehwA/dQKpktJyCottBw/iPGj2zM6paLoK+9BCgoLQ1qYZkRk0cSVrdYA2a9YsPvvsM6dre/bsYcmSJfW2//TTT5k6dWprHyeEEO2qorKSyiojABGhoarlKjub6Zn7z+x6dFP3JKdOpyPYYEtfUlhSgtlicblPITxRqwO0rKwsyi45YXP06NHLgjYhhOgMcmtnz8AWoKnFuUi6J86gOSSrVe2gQAgAFouF4tq0JkJcaWQPmhBCNEOeQ4AWqWqA5jCDFut5M2iOS5znVagmABAuBwWEkABNCCGaI89pBi1MtX49fQatS1Q4Xl46QJ09aCAHBYQACdCEEKJZ8gpsAZqXTkdwUKBq/aZnXABsWfS7RkWq1m9b8dLpiO0aBUDGxWwsKuwZk1QbQkiAJoQQTTKaTJTUnkIPDw1Fq1KJJ7PZQsaFHABiY6LQ6TzzR7J9mdNoqiYnv7CJ1k0zBAYqCXALiotc7k8IT+SZPw2EEKINuWv/2cWcXKpragDP3H9m53hQQI19aFqtltDaWbTi0jJqzGaX+xTC03i5cvP69es5evSo8j4zMxOA3//+95e1tX8mhBCeJq8NTnD29OAA7dKi6SOTk1zuMzwkmLzCQqxWK4XFxUSGqbfvTwhP4FKAlpmZWW/gtWfPnnrbq5U3SAgh2lJugUOAFiYnOC/V3SEX2rkL6hwUiAgN5fiZdMAWIEuAJq40rQ7Qli9fruY4hBCiw7LPoGk1GqcUEK7y9BOcdj0clzhVyoXmOFOZV1ikSp9CeJJWB2hdunjuDxMhhGiuGrOZwpISAEKDg9HpdKr17elVBOyiIkLR+3hjNFWrlwvNodap4xKzEFcKOSQghBCNyK/dBwUQqeLyJtTNoIUGB2EIClC177ak1WrppqTayMFsdj3Vhq9eT6C/P4CyF02IK0mrZtBefvnlVj9w4cKFrb5XCCHaWnZ+gfI6KixctX7LKyrJKygCPHv/mV2Pbl04fTaT6poasnLz6dbF9ZxuEaGhlFVUUF1TQ0l5OcGB6uWfE6Kja1WA9s0339R7XaPR1Pu3HPt1jUYjAZoQwqPk5Ocrr6PC1duonn7+gvI6rpvnbxlxPsmZpVKAFkJ67UG0vMJCCdDEFaVVAdqlBwQsFguvv/46KSkp3HHHHQwePJiwsDAKCgo4dOgQn3/+OQMGDGD+/PmqDFoIIdpKToEtQNNqtU77olx1+lxdgJYQ1021ftuLY03Oc5nZjBk2yOU+wx0OCuQXFtKre3eX+xTCU7QqQLv0gMCnn37KsWPH+OCDD4iIiFCu9+jRg+TkZG6++WYeeOABtmzZwt133+3aiIUQoo0YTSaKSkoB23KbmgcETp+rS1EU36MTBGjd5CSnEGpS5ZDA119/zcSJE52CM0eRkZFMnDiRr776So3HCSFEm8gpqNt/Fq3i8ibAmU42g3Zpslo1GAIC8PH2BuQkp7jyqBKg5ebm4uPj02gbHx8fcnNz1XicEEK0Ccf9Z5EqHhAAOH3WNoMW4O9HVLi6p0PbQ0RYCH6+egDOZ6qTrFaj0SjLymUVFVQZjar0K4QnUCVAi4yMZPv27Rgb+I+nqqqK7du3Exnp+qZRIYRoKzn5jjNo6gVoFZVVXMzJAyChR0ynqLKi0WiIrZ1Fy8zOU61+ZkRoiPI6v6hIlT6F8ASqBGg/+9nPuHDhAo899hjbt2+nuLgYgOLiYrZv385jjz1GVlYWt9xyixqPE0KINmGfQfPx9ibEEKRav+nn6xLUdob9Z3b2ZU6z2czF7DxV+gx32ocmy5ziyuFSLU67u+66i/Pnz/PNN9/wzDPPAM4pN6xWK1OmTOGuu+5S43FCCOF2ZRUVlFdWAhAZFqbqLJfjAYEENwdolRYT6VU5WK1WYvURGLz83PYs55OcWU7vW8vxoIBjTVQhOjtVAjStVsvChQuZPHky69at49SpU5SVlREYGEivXr2YNGkSQ4cOVeNRQgjRJhyXN9XMfwZwxukEZ4yqfdulV+Ww9MK3bCo6TLW1brmxpz6Ku6PGc3vkGLw06p1KBVuyWju1DgqEBQej1WiwWK3kFhY0fYMQnYQqAZpdcnIyycnJanYphBDtIju/bokuSsX9Z1B3QADcM4P2Zd4P/PXc5xitNZd9lm7M4f/Of87XBft4rdccIr0Nqj3X8SRnesbFRlo2n5dOR3hICLmFhRQWl1BdXY137clOITqzVu9B+/LLL+VUphCi08rKrQvQujaQQqi1TtdWEfD38yU6Ut3ZuX9lb+G5s8uV4CzUK5Bp4SO5LWI0gwPilHaHytP5ZerrZBrVm5Vy3E/nGIS6KtJhBjNX9qGJK0SrZ9D++c9/snjxYvr27cvVV1/NVVddRa9evdQcmxBCtAuz2awcEDAEBuLvp96+rcoqIxeybH+5je+u7gnOVXl7+EfGauX9zIhxPBl7C/46vXLtQNkZnj7zKRdMhWSaCph38l0+7vdrgnSuf42GoAAiwkLIKyji9LlMpcSfq6LCwknhFGBbeo6JinK5TyE6ulbPoL3zzjvcc889VFdX8/777/PAAw8we/ZslixZwsGDB7FYLGqOUwgh2kxOQQHm2p9hXSPVnT1zrMGpZoLaYxUZvHTuM+X9YzFT+FPcHU7BGcDQwHg+SpxPD70t7dHpqmyeOfPfeusot4Z9yba4pIyCohJV+nTcA2gvvSVEZ9fqGbTExEQSExN58MEHuXjxItu3b2fnzp18/vnnfPbZZwQFBTFu3DiuvvpqRo4cia+vr5rjFkIIt3Fc3uyicv7G0244IGC0VLPg9CfKsubMiHE81PXGBttH+4Tw/3o/yC9SX6fIXM7m4iN8mf8Dt0WMcXksCXHd2HPwKGCrlhAeGuxyn6HBweh0OsxmM7n5clBAXBlUOSTQtWtX7rzzTu68805KSkrYtWsX27dvZ8uWLaxbtw4fHx+GDx/O+PHjGTduHKGhnp81WwjReWXl1e2v7RqhboB2Kl39AwLvXNzAWaNtzAP8u/NU9+lN3tPDN5K/9JzF46c+AOBv51dylaEf0T4hLo3FcVbw9LkMRgzp71J/ADqtloiQELLz8ykuK6PKZMK3ieo1Qng6VU9xAhgMBiZPnszkyZMxmUz8+OOP7Nixg127drF79260Wi1JSUn8v//3/9R+tBBCuMxqtSozaHpvb0KD1TvlCJB25pzyuk98d9f7q7zAR1nfAeCl0fFCz7vw0TbvR/uEkIHMCB/Nl/k/UGkx8c/MNfw1/h6XxpPgpoMCUeHhZNfuC8wtKKB7ly5N3CGEZ1M9QHPk4+PDuHHjGDduHFarlSNHjrBjxw527tzpzscKIUSrFZeWUllbti46MlL1MkwnzpwHINgQSKQKNTj/kfEVNdj2yz3Y5Xp6+bUscHki9md8V/QTxeYK1hbsZ2bkOIYFJrR6PAkOy7aqnuQMc9iHlp8vAZro9FQp9dQcGo2GQYMG8cgjj/Dpp5+21WOFEKJFLjqm11D5gEB+YTEFhbZSeH3ie7gc/P1QcoJdJccBiPEJ5YEuN7S4jxCvAOZ1u1l5/3rm1y4dGAgKDFCKv9tPcqrB8aBAboHsQxOdX6tn0F5++eVW3bdw4cLWPlIIIdzOcf9ZF5X3n52snT0D6BMf61JfFquFf2auUd4/FjOl2Uubl7o9Ygz/zdnO6apsDpSd4fvSE4w1JLZ6bAlx3cjJL6S4tJz8wmIiwkJa3ZddqMGAt5cX1TU1TlUehOisWh2gffPNN81ua6/LqdFoJEATQnRoF7JzAFsJO7VLPJ1w2n/Ww6W+NhcdIaUiA4BEvxhuDhvW6r50Gi0Pd72JBWc+AeDNC+sYE9S31TN8CT268f3+I4BtFk2NAE2j0RAZFsaFnBzKKiqoqKxUNT+dEB1NqwO0pUuXNqtdRkYGH374IRcuXGi6sRBCtKPS8nKKy8oAiA4Px9tL3W26jjNofRNaH6BZrVY+qD0YADCv281oNa7tWLkpdAjvXNzAqaosDpefZXfpCca1chbN6STn2UxGJQ9waWx2UeG2AA0gOz+f+FjXZiGF6Mha/dMnKSmp0c+Lior46KOPWLNmDdXV1QwaNIhf/epXrX2cEEK4XWbt7BlAt+joRlq2TlptgKbTal3Kgban9CRHKmyzcYl+MYw3uJ7KQls7i/bUmY8B+CR7izoB2jn1DgrYlpxTAVuuOgnQRGem+inOqqoqli1bxvLly6moqKBnz5489NBDXHXVVWo/SgghVHUhJ1t53S1a3XJC1dU1nKmtIhDXvSs+LhT8/iBrk/L6vi7Xq3bS9IbQwXTLDCPTVMCukuOkVV6kj1/XFvfjrpqcXSLqitZn5eU10lIIz6faKU6z2cyXX37J7Nmz+fDDDwkICGDBggV8+OGHEpwJITo8q9VKRpYtQNPpdESrXCA9PeMCNTVmwLX9Zynl5/m+9AQAsT7h3Bg6WJXxgW0v2s+jrlHef5q9tVX9BPr7KUXg1TzJ6e/nhyEwELCl2jCbzar0K0RHpEqAtnnzZu69914WL15MdXU1Dz/8MP/+97+5+eab0WrbLJOHEEK0Wkl5OWUVFQB0iYjAS6dTtf+00w77z1xIUPvvnO3K6192mYiXRt1xTo8YRZDOVprv64J95FeXtqqfXnG25cfSsgqy89Q7ddmlNnA2WyzkFRaq1q8QHY1LS5wHDhzgrbfe4vjx43h5eTFr1izuuecegoKC1BrfZUwmE++//z7r16+ntLSUXr168eCDDzJy5Mgm783NzWXJkiXs3bsXi8XC0KFDmT9/PjExl+8FWbNmDcuWLSMrK4vIyEjuuOMObr/99lb3uXLlSvbv309KSgo5OTlMnjyZp59+uvXfCCGEqjKzHZc31d9/5niCs3crA7SC6jK+LTwAQLDOn2nhI1QZm6MAnS+3R4zlo+zNVFvNfJn3Aw92bXl+tT7x3dn142HAFpx2iQxv4o7m6RIZwYn0dMC2zKn2TKcQHUWrp7d+//vf85vf/IYTJ04wefJk/vOf//DII4+4NTgD+Otf/8qKFSu48cYb+fWvf41Wq+Wpp57i8OHDjd5XUVHB448/zsGDB7nnnnu4//77SUtLY/78+RQXFzu1XbVqFX/729+Ij4/n8ccfZ+DAgSxevJh///vfre7zP//5D/v37yc+Ph6dyn8zF0K4LjPLffvPAFJPpiuvW3uC88u876m22pb1pkeMwlfrnnqUMyPHocG2r+3zvO8xWy0t7qNvQpzy+sTps6qNrYtDQOaYVFiIzqbVM2h79uxBo9EQHR1Nfn4+f//735u8R6PR8Le//a21jyQlJYVNmzbxyCOPcNdddwEwadIk5syZw9KlSxtN/bFy5UoyMjJ4++236d/fduJp9OjRzJkzh+XLl/PQQw8BYDQaee+99xg7diwvvPACALfccgsWi4WPP/6YadOmKUFoc/sEeP3114mOjkaj0TBp0qRWfw+EEOqzWq3KDJqXlxdR4erM9thZLBZST9qClKiIsFblBTNbLfwvbzcAGjTcGem+vb2x+nDGGRLZWZLKBVMBu0uOc3Vwy06K9k2omyU8cfpcIy1bJiw4WElYm5Wbq+TYFKKzcWmJ02q1cvHiRS5evNis9q7+R7R161Z0Oh3Tpk1Trun1eqZOnco777xDdnY20Q0sTWzZsoV+/fopgRRAXFwcw4YNY/PmzUowtX//foqLi5k+fbrT/TNmzGDDhg3s3r2bm266qUV9AnSRunFCdFj5RUVUVFUB0C0qCp3Ke2fPX8ihvKISgKQ+PVvVx7biFC6abHuurjb0I1avbhB5qTsix7KzxJbS4rPc3S0O0LrHdEGv98FoNCnpRdSg1WqJjoggIyuLiqoqSsvLlYMDQnQmrQ7Qli9fruY4miUtLY3Y2FgCAgKcrtsDpJMnT9YboFksFk6fPs3NN9982Wf9+/dn7969VFRU4O/vT1paGgD9+vVzapeYmIhWq+XEiRPcdNNNLerTFXl5eeTn5yvvz55Vb6lACGFz7kLdXzJ7xLQ8rURTjqWdUV737xPfqj6W5exQXs+OutrlMTXlmuAkIr0N5FaXsK04hWxTEdE+Ic2+X6fT0qdnd44cP8X5C9mUV1QS4K9O5v8utQEa2PahSYAmOqNWB2jtMSOUn59PeD1LD/ZreQ3kxSkpKcFkMjV5b48ePcjPz0en0xEaGurUztvbG4PBoARLLenTFatXr+ajjz5yqQ8hROPOXayrdNKjq3sDtH69e7b4/vSqHCW1Rvfa5Ud389LouC1iDG9fXI8ZC1/m/cCvYlq2PaNPgi1AAziZnsGQpD6qjK2LQxH7izm59O3ZU5V+hehIVE9U605GoxHvepI7+vj4KJ83dB/QrHuNRiNeDZR38fHxcWrX3D5dMW3aNKc8cmfPnuXFF190uV8hhI3RZCKrdrN5cFAQwW446OQ8g9azxfd/mfeD8npmxDiXyzo1120Ro3n34gYsWFmVv5eHut7Yomc7HoY4cfqcagFa14gItBoNFquVzJycpm8QwgO1KkB7+eWXW/1AV4ql6/V6qqurL7tuMpmUzxu6D2jWvXq9npqamnr7MZlMTu2a26crIiIiiJBj5EK4TUZ2NpbaRKrumD0zmy0cr90k3zUqgtBgQ4vur7aaWZ2/F7DNat0S3nRKIbV08QlljKEvu0qOc8FUwL6y04wM6t3s+911ktPb25vI8HCy8/IoKimhvLKSACmcLjqZVgVo33zzTb3XNRpNvRmj7dc1Go1LAVp4eDi5ubmXXbcvOzYUyBgMBnx8fJz2cjV0b3h4OGazmcLCQqdlzurqakpKSpTly5b0KYTouM67ef/ZucwsKiptBxBaM3u2vTiFghpbAfeJwQMJ827b/VbTwkexq+Q4AKvz97YoQOvdM1b5+e+YqFcN3aKiyK7d1nIhO4c+PeOauEMIz9KqAO3SAwIWi4XXX3+dlJQU7rjjDgYPHkxYWBgFBQUcOnSIzz//nAEDBjB//nyXBtu7d28OHDhAeXm500GBlJQU5fP6aLVaEhISSE1NveyzlJQUYmJilM38ffrYpuBTU1MZO3as0i41NRWLxaJ83pI+hRAdk9Vq5WztKXSdTke3KPXzn7l6QOALh+XNGRGjVBlTS0wMGUCQzpdScxUbCg/xh+634a9r3uqAv58v3btGce5CNifTz1NjNqtWoaFbdBT7a3/2Z+ZIgCY6n1ZtZOjSpYvTP9999x3Hjh3jgw8+4N577yU5OZkePXqQnJzML3/5S95//32OHj3Kli1bXBrshAkTMJvNrF69WrlmMplYu3YtSUlJygnO7Ozsy047XnvttaSmpjoFVOfOnePAgQNMmDBBuTZs2DAMBgOrVq1yun/VqlX4+vo6BW3N7VMI0THlFhZSXlveqVtUVIP7T12R4higtfCAQLapiJ3FxwDo4h3CmDY4HHApX60PN4UmA1BpMbGxqPGk4Jey70Mzmqo5l5ml2ri6REairU3ddMGhCoQQnYUqP42+/vprJk6c2OCSXmRkJBMnTuSrr77i7rvvbvVzkpKSmDhxIu+88w5FRUV069aNdevWkZWVxYIFC5R2L730EgcPHmTbtm3KtRkzZrBmzRoWLFjA7Nmz0el0rFixgtDQUGbPnq200+v1PPDAAyxatIhnn32WUaNGcejQIdavX8/cuXMxGAwt7hNg586dnDx5EoCamhpOnTrFv/71LwCuvvpqevXq1ervixCidc6cz1Bex3ePdcszDqfYUvdoNBqS+rZsBm11/l4s2LaN3BoxCl0bHQ641K3ho/g873sAVuXtYVoL9sH17RXHxh22PXSpaekk9Oimypi8axMKZ+XlUVRaSnlFBQGyaiE6EVUCtNzcXOXkYkN8fHzq3T/WUk8//TTR0dF8++23lJWVkZCQwCuvvEJycnKj9/n7+7N48WKWLFnCxx9/rNTNnDdvHiEhIU5tZ8yYgZeXF8uXL2fnzp1ERUUxb948Zs6c2eo+t27dyrp165T3aWlpSs61qKgoCdCEaAdnMhwCtG7qBA6OKquMShb9hB7dCAoMaOKOOharhZV5ewBb5YBbw9t+edNucEAccfpIzhpz+bHsFBnG/GYnyk1yWNZNSTvDzderVwGhW3Q0WbX70DJzciTdhuhUVAnQIiMj2b59Ow888EC9JxerqqrYvn07kZGRLj9Lr9fz6KOP8uijjzbY5vXXX6/3elRUFM8//3yznnPLLbdwyy23NNmuuX0+/fTTUhxdiA6kqKSUgtqauV0iIvB3wynAlBOnMVtsdSwHJzV/cz3A3tJTZJhsB45GB/Whmz5M9fE1l0aj4dbwkbx+YS0Aa/J/bHZONMd9dyknTqs6rpjoKPYdPQpAZrYEaKJzUWW+/Gc/+xkXLlzgscceY/v27Uqh8OLiYrZv385jjz1GVlZWswIeIYRoC2cy6k4Vum1589hJ5fXg/i3LAbYy3/FwwGjVxtRaPwsfoRRQX52/F0szC6gbggLoEWPbH3z81Dmqq+tPY9QaXSIi0NaW5crIyqo3i4AQnkqVGbS77rqL8+fP88033/DMM88Azik3rFYrU6ZMUQqcCyFEezudkam8Toh17/4zgMH9mz+DVlJTwcZC22b8YJ0/14UMUn1sLRXtE8LooD58X3qCTFMBB8rOMDyoeVsz+vdN4NyFbEzV1Zw6m9Gqagr18fbyomtkJJnZ2ZSWl1NcWkqIoWV55oToqFQJ0LRaLQsXLmTy5MmsW7eOU6dOUVZWRmBgIL169WLSpEkMHTpUjUcJIYTLSsvLlRxaYcHBbqkeYLFY+CnVNoMWYgiie8zldYIb8nXBPkxW20zTz8KH46PtGEVfpoWPVEpOrcrf2+wAbUDfBL7dshuAo8dPqxaggS25cGbtKc5zFy9KgCY6DVX/q09OTm5ys74QQrS3kw5peHrHuSd/1rnMLIpLywEY1L8XmtqUEE2xWq1OpZ06wvKm3XWhgwg4p6fcYmRD4SEWdp/RrJxojqdXU9LOcLuKY+oR05XdBw8CcO5iFoMT2z4ViRDu0D5ntoUQoh2dSK8L0NyV4PSQ0/Jm8/efHavI4HilrXj7QP8e9PGLUX1sreWn9WFSWDIAFRYjm4p+atZ9iQk90NXuFTt6XN2DAmHBwUqZpwvZ2dSYzar2L0R7kQBNCHFFKSgqJr+oCIDo8HCCA91TOunHw8eU18kD+jb7vi8dDgfc1oFmz+wca4F+VVsjtCm+vnoSetr2+Z05n0lllVG18Wg0Grp37QJAjdnMRSmeLjoJCdCEEFeUE2fTldd93JSWwWq1sq82QPPV+zCgb0Kz7qu0mFibv992n9aHSWEdb+/u0IB4utfmQNtTepKLpsJm3TegdpnTYrE6lb9SQ4+udbOM5y5ebKSlEJ5DAjQhxBXDarWSVru8qdFo6N2ju1ueczYzi9z8IgCSBybi7d287b4bCw9TZrEVVp8Umkygztct43OFRqNRZtGsWFmT/2Oz7huYWHegwDH9iBpiu0Qre/wkQBOdhQRoQogrRkZtOgaw/VJ3R3JagH2H6pY3Rwzu3+z7vqwtpwQd63DApW4JG6G8Xp3/Y7Pyjw1xWOY9ePSEquPx1euJCrMl8i0sLqG4tFTV/oVoDxKgCSGuGCknTymvk9xYXs1x/9mIwf2adU96VQ77ymwb6Hvqo0gO6OmOoakiRh/GyCBbXrdzxlwOlac3eU9cty6EBtvSmRxKScNiaV6i2+aKd8hld8Yhx50QnkoCNCHEFaGyqkqpvemn19PTDbU3wXn/WYC/H4nNzPllr7sJtsMBzU3L0V5udTgssLoZhwU0Go0yi1ZWXsHps+oGUY7VIBxrrArhqSRAE0JcEY6fOaPM2iQmxKPT6dzynFPpGRQW25bYhg5MxKsZz6mxmpUTkV5o+Vn4iCbuaH/XhwzGT+sDwLcFB6mymJq8JznJYZkzRd1lzlCDQUlSezE3l4qqKlX7F6KtSYAmhOj0rFZrmy1v7t5XlxtsVPKAZt2zvfgYeTW2oO7akAGEe6tf2UBt/jo9N4YOAaDMUsXmoiNN3pM8oC4f3MEj6gZoAPGxdbOi6ZmyzCk8mwRoQohO79yFixTVbhyPiYpyazmgnT8eUl5fNXJws+753EMOB1xqWguXORN7xeGrt826qT2DBs41Vc+cl2VO4dkkQBNCdHqHUlOV10P6ua8UUFl5BQeP2ioIdI+Jpke3Lk3ec9FUyM5i2561rj6hjDM071BBRzA8MIEYH9vpye9LTpBtKmq0vZeXFwP72Q4XZOcWcDE7T9XxRIWHK1UFMrKyMFVXq9q/EG1JAjQhRKeWV1hIRm0x7eDAQLcdDgDYc+Ao5tpSQ+NGNG/2bGXeD1iwpamYHj4KncZzfixrNVpuqd0vZ8HK1wX7mrxnqEO6jX0/pTbSsuU0Go1ymtNsschhAeHRPOcngRBCtILz7Fk/t56O3PnjYeX11aOGNNm+xmrmy9rTm1o0HrW8aXeLw4GGr5qRE21kcpLy+ocDTe9baynH2qppDjVXhfA0EqAJITqt4rIypTC63seHxIR4tz3LbLawc69t/5mv3oehA5teSt1ZnEp2dREA44OTiPYJcdv43KW7PoJhgbZSVqersjlSca7R9oP69cLfz1YhYc/BlGYluW2JLhERBAUEAHA+K0tOcwqP1bz6I0II4YH2HTmiBACD+vbF28t9P/IOH0sjv7AYgNFDB6L38Wnyni8cDgfcHjFGtbFYrVbyzpRw4UgeBedKqSwxYbVY8Q30wT9UT2TvELoNCsfPoFfledPCR7K/Nsnuyrw9DAqIa7Ctl5cXwwYmsmPvIQoKizmVnkHvePVKbmk0GnrH9eBAyjGsViunzp1jUN/mF6sXoqOQAE0I0SkVl5Zy/Ew6AD7e3m49HACwaUfdKcbrx49spKVNlqmQbcUpAER5B3NVsOuHA2pMZk5syeDIN+mUZFc03PDbs2i0GnqOiGbQz+KJ6h3i0nNvCh3C386vpMJi5OuCffwm9pZG64iOHDqAHbWzjXsOHlU1QAPo27MnB1JsBy/S0s9KgCY8kixxCiE6pR8dZs+G9OvXrBmt1rJYLHy30xageXt5MX5UcpP3LMvZqRwOuC1iNF4a1xLnnv0xm/89uY1dH6U0HpzVslqsnNmTxepnd7N5yUEqClu/FBig8+XmsGEAVFpMfJ3f+GGB0UPr8sP9cOBoq5/bkPCQEMKCgwHIysuT2pzCI8kMmhCi08kpKFBmz/Te3gxOdO8Myk/HTpKbXwTA6GEDCQzwb7R9pcWkLG96aXTMjBzX6mebKqrZ8d5RTn9/0el6zIBw4sd0IbpvKIERfmg0UFVqoiSrgoyf8ji5PZPKYlv2/1O7LpL5Ux7jHxpE3PDoVo3jzshxfJa3G4AVuTu5M3JcgwcyEnp0IyIshLyCIvb/lIqpuhofb+9WPbchifE92X3QNkt37NRpxiQ3fWhDiI5EZtCEEJ2K1Wpl5779yvvhA5u3H8wVG7bX1dG8oRnLm2vz91Fsts1yTQpNJsK7dYlzCzNKWfXMbqfgLHZwBNP/bxw3/3EU/a/vQVj3IHz8vPD29SIo0p9ugyIYfXc/Zr8xkXFzktAH2gKjqtJqNry2n73LT2C1tHzjfqJ/N6XA+8mqLA6Un2mwrUajUWbRqowm9qucbgMgMT4ebW2AeOz0acwqF2cXwt0kQBNCdCqnzp3nYm4uACFBQQzq26eJO1xTXV3Dui22mSMfb2+uGT200fZWq5V/52xX3v886ppWPTfzpzxWP7ub4ovltmf7ezHhsSFMWjCCiJ7BTd6v89KSdFMcM1+9hrgRdbNmh1ad4rvXD1JjMrd4TI4zgf/L3dVo2/EO36etuw+0+FlN8ffzo2dtTrTKqirOSukn4WEkQBNCdBpGk4kd++tmz8YNG+q2ouh22/ccpLikDIAJ44YRFBjQaPs9pSc5VZUFQHJATwYEtHyD/Jk9WXz79x+prrIFUWFxQUx/6Sp6XxXT4jxvvgYfbvjNUMb8oj/2W8/syWL9q/uoMbYsSLsxdAghOtvXv6HwEAXVZQ22HTNsoHKqdtsPB1RPtwGQ1Luu5qpjLVYhPIEEaEKITmPn/gNUVFYC0CMmhriYGLc/86sNdbNht9w4vsn2H2V/p7y+uxWzZye2ZvDd4gNYamwBTdzwKKY9NxZDdOP73hqj0WgYOKUnN/5uOF56W0B74Uh+bRBY0+x+9FpvpkeMAqDaaubz2j1p9Qnw92PEkP4A5OQVcOJ04/nTWqN7ly5KTrRzFy9SUtZwwChERyMBmhCiUzh38SKpp225uLy9vLh25Ai3Vg0AyCsoYndt9YCoiDBGDhnQaPuU8vPsKjkOQIxPGNeFDmrR807uvMC2d37CPtnU55puXP/EUCWoclWPoVFM+cNIvP1sM1sXUwpsM2ktWO6cGTkOLbbv+39zdmC0NFwP85oxjsuc+xts11oajcZpFu3w8eOqP0MId5EATQjh8SoqK9m0uy7p67ihQ5WZE3f67OvvlM3nP7v+KnS6xn+kvpe1UXl9X5fr8G5Bao30vdlsXXqY2swcDJgUxzUPDULbxDNbKrpvKDc/PRIf/7ogbfOSQ1jMzdtkH6sP54ZQWx3S/JrSRutzOu5D2/K9+gEawIDevfGqXeZOOXWaKpPJLc8RQm0SoAkhPJrFYmHDrl1U1pb06d61i9OsibsYTSa+WGtbrtRptdw29bpG25+qzGJT0U8ARHobuDW86dOedhmHcvnujQPK6cp+13dnzL390WjdM0MY2SuEKX8YqczMnf0xmx3vH232PrF7oycorz/J3orFWn9wFx0RRlJfW/mttNPnSD9/wbWB18NXr1dKfNXU1JBy8qTqzxDCHSRAE0J4tO8PHSIzOweAAD8/bhg71u1LmwDrt/5AYbEtAep1V48kOiKs0faOs2e/iJ6AXtu8vF9ZqQVsWLRf2XPW++oYrrpvgNu/xsheIdzw5DC0OttzTmzJ4MflJ5p176CAOIY71OfcUdJwGo1J19aVuPp26/cNtnPFkMS6Kg0/HT+B2dzyE6pCtDUJ0IQQHutIWhoHj9l++Ws0Gm68ahx+vg2XGFKLxWLh0y++Ud7PvvWmRtufqLjANwW2VBIhugBmRoxt1nMKzpey/tV9mE22Gaieo6K55uFBbps5u1TsoAgmPDaE2i1lHFp9mpQNZ5t1773RE5XXH2Z912C7G68ZrQSb6zbvdstpzhBDEPGx3QAor6wk9UzDOdqE6CgkQBNCeKTT5zPY/mPd/qbxI4YTExXVJs/euH0vp8/a8moN6t+bQf0aX1J9/cJarLWbx+7vej3+uqaLlJflVbLulb2YKmynKLsNimDivGTV95w1JWFMV8b9Mkl5v+ujFNL3ZjV53zXB/Yn3tf372F92mj2lafW2iwwPZfhg22nOjIs5pJw4rcKoLzcsqe5r2HfkqMyiiQ5PAjQhhMc5df4863fsUGZbkvv3Y2Af9yaktTObLbz3n5XK+4d+Pr3R5cb9pafZXlsUvYt3CLMjr2ryGVWlJr55eS8VBUYAIhKCueE3Q9F5tc+P7KSb4hgyzbZkiRU2LzlEVmpBo/doNVoe6nqj8v7NC+sanB2bMrFuRnHtd40nuG2t6IgIJe1KWUWF5EUTHZ4EaEIIj3Ls1Gk27NiJpfaXfd+ePRmbnNxmz/9m8y7O1G5mH5LUh9FDBzbY1mK18I/M1cr7R2ImN7n3rLqqhvV/30fxBVuFAEMXfyb9fjjevu1bOnnErL70GW9bJjRXW9jw2n4KMxvPKzYpdCgJvrYqBQfKzvB9af172CaOG45ebyvHtfa7XVRWGVUceZ1Rg+vSmuxLSaG6pvk53oRoaxKgCSE8gsViYfeBg2z+4QclOOuXEM91Y0a3yaEAgLLyCt74cIXy/uF7bmv02Svz9/BTuS0Bay/fLtwSPqLR/i01Fr574yA5J4sA8AvRM2XhSPyCm14SdTeNRsP4uQPpNigCAGN5Nd++spfywqoG79FptPyq6yTlfUOzaEGBAdx0zWjA9j3esO0HlUdvExkWRnxt+aeKykoOHjvmlucIoQYJ0IQQHV5peTmrv9vMAYdfqIP69mXi6NFotW33Y+zdf6+koLAYgInjRjAyOanBtkU15SzO+Fp5v7DHDHSahsdqtVrZ/t4Rzh+w1RH19vNi8lMjCIpqfYUAtWm9tFz/xFDCe9qKu5flVfHtKz9iqmg4Ge2NoYPp7dsFgMPlZ9lUdLjedrffXHeo4LOvGz5U4KoxQ4YoRdT3pxyjtLzcbc8SwhUSoAkhOiyLxULKyZOsWPsNF3JsqTQ0Gg3jRwxn/IjhbTZzBnAoJY1lq9cDoPfx5om5sxttvzhzDUVm2y//KaFDGRXU+B65H5efIG2b7eCB1kvDjb8dpgRCHYmPnxeTnhpBYKQfAAXnStm46ADmmvpznWk1WuZ3m6q8fy3jq3qrCyT1TaBf7zgAjqWd4Uiqe/aIhQYbGJTYFwCz2cyu/eoXahdCDRKgCSE6HKvVSmZ2Np+v38CWPXsxVtt+oQf6+3Pr9dcxqG/fNh1PRWUVf371bSy1iWIfuOtWYqIjG2y/o/gYX+TZlukCtHqejJ3WaP8/fX2GQ6trTy9qYOJjQ4hJCldn8G7gH6Jn8oIR6ANt++kuHM1n21uHlUS6l7o2OIkxQbZ/ZxdMBXyavfWyNhqNhjumXq+8/9dnX1/WRi0jBg7Ez9e2bHzq/HnSMzPd9iwhWksCNCFEh2GxWDiTkcGXGzayatN35BbUnRTs0zOOWTdPabNUGnZWq5UXFr1HZpZt6XFw/9784o6bG2xfVFPOn9OXKe+fiL2FKJ/gBtunbcvkh3/XJXIdNyeJ+NFdVRi5e4XEBDLp98PR+dh+jZzadZE9y+qvdanRaPhd91uVGp3vZm0k21R0Wbsp140jMjwEgC279nH6nHsCJ72Pj9PBkq179koJKNHhSIAmhGhXVquV3IICdh88yMerVvPNtu1k5eUpn4eFBHPr9ddz47hx6H182nx87/13FRt37AUgwM+Xv/zuIaW246UsVgvPnV1OXo2twsBVhn6NJqU9tz+Hbe/8pLwfdkdvkm6MU3H07hXVJ5Tr5idjX2n+ac0ZjnyTXm/bPn5duSPS9r2otJh48dxnlx0Y8PH25uczpijv/7VijVvGDZAYH0+PrrZAuLyykp37Gq4ZKkR7kABNCNGmrFYrRSUlHD9zhs0/7OHjlav437pvOZByjIrKSqVdaLCBG8aN5c7Jk+kW3bazZnbLVq3nnU+/BGyzQC8ueITYrtENtv8g6zs2Fx0BwKDz47m4WQ3ukzt/IIeN/9yvLAsm3RTH0Bm9Vf4K3C9ueDTj7h+gvP/+02Oc/v5ivW3nx9xMhFcQANuKU1hbcHmB9BlTJhAcZCt0v27Lbk6mZ7hh1LZ/nxNGj8LH27ZMe/xMOselwoDoQNo3sY4QolOyWq1UVlVRUVVFWUUFRSUlFJWWUlRSSn5REcYGlpO0Gg1x3brRv1cCcTExbXoIwJHVauXjz9ayxCGlxvz77+TqUckN3rO9OIUlF2zlnzRo+L/4nze4tHluvy04s9fX7DWuK2Pv7d9uX6+r+l/fg4qCKg58eQqssOXNQ/gF+9C1v/M+OoOXP3+Km8kTpz4A4JXzXzIyqLfT98nfz5d775jKGx+uwGKx8vr7y3j9hd+5ZdyB/v5cPXw4331vqwG6dc9eIkJDCQ8JccvzhGgJCdCEUJl92Ub5f9sb5Zq1rqHyWrmutLPdeWkfju2bfIYVpbyQ/bXjkpLjvVaLBYvFitlixmKxYrFasDR4zUJ1TQ3V1TWYqqsx1VTXva6uVgKz5tZU1Ol0xEZHE9cthoTu3fFvg1qajamsMvLKmx/z9cYdyrW5d0/nF7c3vO/sUFk6vzv9sfL9fiRmEuOD60/Bkb43i+9eP4jFbGubMKYr1z4yuM3qa7rLsDv6UF5QxYmtmVhqrGx4bT9TnxlNeJzzSdSJIQOZFJrMt4UHKTZX8Iczn/J231/hpalbNp516438b80msnLz2b3vJ3b9eJhxIwa7Zdz9EuK5mJvDsVOnqTGbWbdtO7fddJNyiECI9qKxuqMyrXCb48ePM3fuXN59910SExNV63fP4Z8oLS/Dav+lrvxet9b9olcuW6n7U2N73XgwUt+9dX0ofTcQjNheX96+wWc4BDtNBTTO9zp8XY0FT008QzTOz9eX6PBwosLDiY4Ip0tEBN5eHePvivt/SuXFxR9w/kK2cu2Re2/nvlm3NDi7lVqRydwTb1Jiti3P3hgyhL8l/AJtPTnPjn6bzu6Pjyl/fnuNswVnbV1f010sNRbWv7afjEO2AxU+/raUHNF9Q53aFdaUMSvlH2RXFwHwYJcbmN/NOQBet3k3z/z9LQBiukTy3//3Iv5+7gnea8xmvly/gdzCQgCiw8OZdv11HebPpbgySYDmYdwVoP1v3bdOJ+aEaA2NRoOfry8Bvr74+fkR4OdLgJ8fhsAgQg1BBBsM+LbDRv+mpJ5M593/rGTb93U5sfR6H557ci43jB/V4H37S0/z61PvUWq2ZdMfHdSHJb3n4qN1/sVusVjZ+9/j/PR13R6nPuO7Mf6hgZ0mOLOrrqrhm//bq1RD8NLruOE3Q4kd7JyW5GDZGR44/v+owZY/7W/x9zIpLFn53GKx8KuFL3PgiO1k6KxpN/K7X93jtnGXlpfz+foNyj7IHl27Mvma8Q0eCBHC3SRA8zBXUoBmn7FQ/t/2Bk1Tn9te1L53fK1pfh+1bzS2/0G5w+G1xqG/y++9pA+nZzmP7/JnOI9PU/eF1N1bXx/1PUOZ9NE4jPfyezUaDVqtFp1Wi1arRau1vddqtA7X6655e3nh7e2Ft7c3Pl7e+NS+9tLpPGYfVXZeATt+OMiajTs4ctw5Kerg/r159jdziYvt0uD9X+fv4y9nl2O02uo5DgnoydI+DxGgc57lqSw2snnJIS4czVeuJU/vxfCZfTzme9VS1VU1bHhtv/I1a3UarnpgAIkTuju1+1f2Fv6RYatV6q3R8XafXzE8qJfy+fkL2dz12J8wGm17Fv/5lye5auQQt407r7CQlRs3YarNuxfbpQtTrhkvM2miXUiA5mHcFaCVlJVhsVhw+qVe+wvd8ZdI/YGMEh4o9zYe+NQFIJcHI53zF5ZoPxaLhYKiEjKzcjmVnkFK2hmOHj9V7+nAqPBQHvz5dKbdeA26Bma2KsxGFmV+xYrcXcq1cYZEXkuYg7/Oed/SxWP5bP5/h6gosBX/1mg1XHVfEv2u76HiV9gxmavNfLfkEGf31i0XD5gUx+if90PrZfveWq1Wnju7nJX5ewAI0vmxtM9DDAqoSzXyn5Xfsuid/9g+D/Tn48V/Ibar+071Zmbn8PWWLdSYzQB0iYhg8jXj231vpLjySIDmYdwVoHV2jnvQlH12tgtO7+2fK59dem/t9UvbKvvXlH1ql+zNu2RzvvXSvWtOe/Ac+rV16vS+vvHX3Xfp+C/t65IxOO3rq+frUcZ3yZ68S/cIOu0JbHwMl4/Defxc0hfYlghramqorjE7/L+ZGnON7f9rajBV11BWXklpeQWlZeWUlldQXFxKVm6BMiPSkD4JPbh9ykSm3nA1vvqGl2B3Fqfy0rnPyDTVzTZPDx/Fn3rcgbfDsqapsoa9y45zbMM55ZpfiJ7r5ifTtX9Yo2PpTCxmC99/kkrK+rPKtS79Qrn2kSEE1ZaKqraa+fXJ99hVYlvKDNDqWdJnLsMCEwDbn4OnXnqDLbtsecp6du/KO397mtBg95XBupiby9dbtip/bgL9/Zk8/mqiwjtudQfR+UiA5mHcFaAt/L8lpJ0577QRvuHAxPmXZ6OBSW0Dq+O9DQZHdcGAmmMQ4lJarYZ+vXty9ahkrhk9lL4JPRqdvT1QdoalF9bxQ2macs1H48UfetzGbRFjlGtWi5WTOy/w4/ITlBdUKde7JoUxcV4y/iFX5snA1M3n2fXBUeXkqrefF+PuS6L3VbZUKhVmI/NPvsePZbalZr3Gi+d6zuLmsOEAlFVUMueJv3A2w5ZfLbFXHG/+3wIMtfnS3CG3oIC1W7dRXrsnTavVMmrQIJL790Or7Vz7BkXHJAGah3FXgHbv489xLO1M0w2F8CAB/n5ER4YRExVB1+gIenTrQv8+8fRN6NFkGoWimnI2FB7i87zvOVbhvBw6IrAXz8TNpKevbanNYrFybl82B748RX56idLOS69jxKy+JN0Uh9bD02i4KvtEIZuXHKQsry5wjRkYzthfJhHaLZBKi4knT32ozKQB3BN1Db/uNhW91psL2bnM/d1L5OTbTlrGd4/hn88/2WhNVFdVVFaybvsOp8oWUWFhXD1iOF0iItz2XCFAAjSP464A7ZE/vMLxU+m1G8ZrL2o0DpvPa/eTOewpq9vAbt/o7tAWjfOG9Qb2mtVt7He+1/6hphljcLqviTE4j705Y9A4vW98DJccGqhn/HX3aer66ihjuOz/6xnDJfc2bwyXj7+pMdTdV7sPUqvB28sLLy+d8//rdOhqX3t7eRHg74chyJ/AgAACA/xadAKvpKaSlIrzHC4/y87iVA6Xp2PB+cdjrE84j8RMYmrYcDQaDZXFRk7tukjK+rOUZFc4te2eHMnYX/bHEO2+WR5PY6qoZtdHKZzccUG5ptFp6Hddd4ZMS8An1Ju/nv9cKTQPEO8bxZ/jZjE0MJ708xd4eMFfKSiyBcEhhiD+9MT9XDtmmNvGbDab2XP4Jw6mpjrNyvfq0YMRAwdIUlvhNhKgeRjZgyZE89VYzZgsNRit1ZTUVFJcU06RuYKimnIKqks5b8wnw5jPeWOe076ySw3w786dkVcxNXw4VXkmMg/ncnZ/DhmH8pRSTXbhPQ2MujuRbgNlhqUhZ3/MZvcnxyjLrSvtpdVp6D2+G/1v6M53gUf5e8ZKqq1m5fPrQwbxWMwU9EVanvjzP5TlToApE8fx2H0ziY5w3/6+rLw8Nn//A4UlJU7Xu3ftwqC+fenetSs6WfoUKvK4AM1kMvH++++zfv16SktL6dWrFw8++CAjR45s8t7c3FyWLFnC3r17sVgsDB06lPnz5xMTE3NZ2zVr1rBs2TKysrKIjIzkjjvu4Pbbb2+TPhvjrgDt/YsbuWAqxEr9fxyc9npdeq2edk73Om4Kr6dd6+5xHl3DY6v/HscM+5ffU087x+vWy8fe1D31/WfW1Nga+k+zsWc639K873t937emxlnfvx/Hdy25p7FnNjS2+l5ZrFaM1mpMlhpM1hpMlhrMtTm2WiNeH8U4v0TGVvUl9Jw/eWdKyD1VTPHF8nrbxwwIZ9DP4okdHCGnkZuhxmTm8FenObzmDDVGs9Nn4T0N+F6r56OuW0mtznT6bExQX37mN5TvPtjFjh8OKtf1eh+mT7qWO2+5gR7dGk6P4gqLxULKqVPsPfwTlUaj02e+eh969ehBz5huxERHSWoO4TKPC9D+8pe/sGXLFmbOnElsbCzffPMNqampLF68mMGDGy4FUlFRwYMPPkh5eTmzZs3Cy8uLFStWYLVa+eCDDwgODlbarlq1itdee41rr72WUaNGcfjwYb799lsefvhhfv7zn7u1z6a4K0C7+9gijlacV60/ITyJn8WHLsYQupeGE5MfQsTpILzPaC8LHC4VEO5L76ti6H11DKGxQW002s6lqtTEkW/SOfrtWaora5w+s2gsnL46j51DT1DiXen0mZ/Ghz4pIaSvOk1VuXOwNLh/byZeNYIxQwcS36NbgylTWqu6uppjp09zKPU4peWXB+xarZYuEbZqGZGhYUSGhWIIDJTDBaJFPCpAS0lJ4Ve/+hWPPPIId911FwBGo5E5c+YQEhLC0qVLG7z3P//5D2+99RZvv/02/fv3B+Ds2bPMmTOHu+66i4ceekjp74477iApKYlXXnlFuf+FF15gx44dfPbZZwQFBbmtz6a4K0CbuvlFMgwdK1GtaGMOPwk0ymtNPdcauMfe1una5TTWeq5aL+mjoX7qe57DZ15mLboaLV41OnRmDTqzDl2NFp1Zi97ohW+lN75V3vhV+uBb6Y2h2I/gYj98K70v768eWp2GyN4hxA6OoNugCCITgj2+hmZHYaqs4fTuixz/7jy5p4udPqv2MnNkSAaHk89TEuIcqFFhQbe1Et1eI1Rf/ofUz9+Xfn3iiI/tRnxsV7p1iSIs1EBYsIHQEEOjaVWaYrFYOHvhAifSz5KemYnZ3HBAr9VoCAoIIDgoiKDAAPx9/fDz1ePn64u/3he9j48t+XPtfkqdVDC44nnUHOzWrVvR6XRMmzZNuabX65k6dSrvvPMO2dnZREdH13vvli1b6NevnxJIAcTFxTFs2DA2b96sBFP79++nuLiY6dOnO90/Y8YMNmzYwO7du7npppvc1md7mfHDSHIvFl92vb5fyvX9gq33l3cTv9ydr2ka7sfhefX/om7e85odTNT3vFb1U0+7S67Xjbee72mr+rns7vq/980IRq5kWp2GwEg/DFH+BEX5Ex4XRER8MKHd/397dx4XVbn/AfwzC8MyLAKKKBgGsiuWBpU5wxLugVYXxVupFdzcyfKl93Y1r5qaW2aWml693HpVFyJxZRFwpSxMcWMRFEFBEWQRhp2Z8/vD35w8zAwMMIMDfd+vV6+c5zznOc93njkzX87yHHMIjOiHUx9EpkJ4BA2BR9AQVJfIUHSxDLcvlKEsvwpGrQI8e8EJIy8+hdtOFbjhfh8Fw8rQZNIKmPEhnySG3N8U/ItN4Gc2gV/2R6LUUN+IzMvXkXn5uvoNC3jgGfHAE/LBF/L///889sYY8Hjg8fHHTTzsTTp4bDfjQSgQwN7KCgOtrDCwXz+Yt5nYVsEweCiT4aFMptX7oVAo0KpQQK5QgGEYKBgGCgUDBfPHa+X/gT+mNGL//f9ULi3ooA55RM4w2Lh40RPtQ69K0PLz8+Ho6AixmHtXlDJBunHjhtoETaFQoKCgAJMnT1ZZ5unpifPnz6O+vh5mZmbIz380z5GHhwennru7O/h8PvLy8jB+/Hi9tKnOgwcPUFHxxyNibty4AeDRkTpdEtY2QFzbZjLPNr/hqpfVtK3Q7kvVgk5ep8O5rkelrc413fGmuRVU6ne0fgcb6Oi97Pi9a/uygze/s/lYJ+Pr+P3u7Fi336GOx4P7WREIeRAYCcAX8iAQCsA34kEg5EMg5MPIVAiRmRDGYiMYmQlhbGYEYwtRm200oKKlARUFnQqDdIOJG+DmZg3nRgtUFctQeUeGquJa2JcLYXnUFiN51qiwrUO5XQ0eDKhFtU096p0UUDgZQVEtAL+oBfxSOVDaCl59OwmIHEDzo4Sl/RPaHavBPeQp+29sBCsrc1hZimFlKYaZmQnEZiYQCnWT4CvzQzppqh8NTU24fl1DUt9NTk5OMNHiyRS9KkGrqKiArZqZnJVlDx6bq+ZxNTU1aG5u7nDdp556ChUVFRAIBLC2tubUMzIygqWlJZss6aNNdQ4fPozo6GiV8k8++UTjOoQQ8qdQCiDr0T8FAAzqKsAG4GE1oHpegvQWZ48e0Uu72l6i1KsStKamJhgZGamUi0Qidrmm9QBotW5TUxOEGu6+EYlEnHq6blOd0NBQvPTSS+zr2tpaFBUVwc3Njd2OrhQVFeGTTz7BihUr4OTkpNO2DQHF1/v19Rgpvt6vr8fY1+MD9B+jtm32qgTN2NgYLWqeqdfc3Mwu17QeAK3WNTY2Rmtrq0o9Zd3H6+m6TXX69++P/m1mrH7uuec01tcFJyenPj3HGsXX+/X1GCm+3q+vx9jX4wOefIy96vS1ra2t2tOByrK2iYySpaUlRCKRVuva2tpCLpejqqqKU6+lpQU1NTXs6Ut9tEkIIYQQAvSyBG3YsGEoLi5GXZt5Z7Kzs9nl6vD5fDg7OyM3N1dlWXZ2NgYPHgwzMzMAgKurKwCo1M3NzYVCoWCX66NNQgghhBCglyVoAQEBkMvlOHz4MFvW3NyMhIQEeHl5sXdw3r9/X+UuR39/f+Tm5nKSpNu3byMzMxMBAQFs2ahRo2BpaYlDhw5x1j906BBMTEzw4osv6rXNJ8nW1hZz5szps0f0KL7er6/HSPH1fn09xr4eH2A4MfaqiWoBYNWqVThz5gymT58OBwcHJCUlIScnB9u2bcMzzzwDAFi8eDEuXbqEM2fOsOvV19fj3XffRX19PcLDwyEQCBAbGwuFQoH9+/ej32MPvI2Pj8e2bdsQEBAAPz8/XL58GcnJyYiMjMRbb72l1zYJIYQQQnpdgtbU1MQ+i1Mmk8HZ2RkRERHw8/Nj66hL0ACgrKxM5bmZCxcuhKOjo8p2jhw5gpiYGNy7dw92dnZ49dVXERYWpjKfkz7aJIQQQsifW69L0AghhBBC+rpedQ0aIYQQQsifASVohBBCCCEGpldNVEseyczMRFRUlNplu3btgre3N/v66tWr2L17N/Ly8iAWixEYGIjIyEh2ChCl5uZm9tq+2tpauLi4ICIiAr6+vlr1qby8XOVavEWLFmHw4MEGEWNOTg6SkpKQmZmJ0tJSWFpawtvbGxERERgyZEiH/UlMTMSGDRvULouPj+/03T66jq8z7WmiyzHUdXzr169HUlKSxu399NNPGDBggMbl+/fvV/vINJFIhNTUVC0iUqVtjBkZGThx4gRycnJQVFQEOzs7xMbGql1PoVDgf//7Hw4ePIjKyko4OjrizTffRHBwsFZ9qq2txe7du3HmzBk0NTXB09MT8+fP79Jkm7qOr6ioCAkJCTh//jxKSkpgamoKNzc3vPPOOyrPKe5Of7Sl6/ju3buHGTNmqG1v1apVePnllzvsky7HD9B9jJr2I6WvvvoKI0aM0Lj8SXyPNjY2IiEhAenp6SgoKEBDQwMcHR0REhKCkJAQCATcZ6Ma0j5ICVov9vrrr7MPildycHBg/52fn48lS5bAyckJCxcuRFlZGWJiYlBcXIzNmzdz1tuwYQNOnTqFsLAwODo6IjExEcuWLcP27dvh4+PTbj/q6+sRFRWFuro6vPnmmxAKhYiNjcWiRYuwf/9+WFlZPfEYv//+e1y9ehWBgYFwcXFBRUUF4uPjERERgV27dsHZ2Vmr/rz77rsYNGgQp8zc3PyJx6dte5roawx1FV9oaKjKEzQYhsHWrVthb2/fbnL2uA8//BCmpqbsaz6/+ycROooxNTUVJ06cgJubW4c/QHv37sV3332HkJAQeHh4ID09HWvWrAGPx+vwB16hUGD58uW4efMmwsPDYWVlhYMHDyIqKgp79+7V6g8RfcZ39OhRHDt2DP7+/pg2bRrq6upw+PBhzJs3D5s3b9b6CSld/Yx3tb3OjB8ABAcH44UXXuCUaZM86mv8AN3F6O/vr/YGuD179qChoUGrRBvo2e/Ru3fvYvv27Rg9ejRmzJgBMzMzZGRk4LPPPkNWVhb++c9/ctYzqH2QIb3OxYsXGYlEwpw8ebLdekuXLmWmTZvGyGQytuzIkSOMRCJhfvvtN7YsKyuLkUgkzPfff8+WNTY2MuHh4czcuXM77M93333HSCQSJjs7my0rLCxkAgICmK+//roTkf1B1zFeuXKFaW5u5qx7+/Zt5uWXX2bWrFnTYX8SEhIYiUTC5OTkdC4QDXQdn7btaaLrMdR1fOpcvnyZkUgkzDfffNNhf/bt28dIJBKmqqpKm+5rRdsYy8vLmZaWFoZhGGbZsmVMWFiY2nplZWVMYGAg89lnn7FlCoWCWbBgAfPaa68xra2t7W4nLS1NpT9VVVXMpEmTmNWrV2sX1GN0HV9ubi5TV1fHKauurmZCQkKY+fPn66w/2tJ1fHfv3lX5Hu0MXY8fw+g+RnVKS0sZqVTKbNq0qcO6T+J7tKqqiikoKFAp37BhAyORSJg7d+6wZYa2D9I1aL1cfX292ud81tXV4ffff8f48eMhFovZ8gkTJsDU1BQnT55ky06fPg2BQIDQ0FC2zNjYGFOmTEFWVhbu37/fbh9OnToFDw8Pzl8wTk5OGDVqFGc7XaWLGEeMGKHyYPshQ4Zg6NChKpMaa9MfuVzeySjab6+78WnTXnv0OYa6jk8pNTUVPB5P61MPj2+X0fHN6+295/3794dQ2PHJivT0dLS2tuLVV19ly3g8HqZNm4by8nJkZWW1u/7p06dhY2MDqVTKlvXr1w+BgYFIT09nnxHcFbqIz93dXeXSCisrK/j4+HRpH+zsZ7yr7Wkb3+MaGhrUPqe5PfocP0D3MSqlpaWBYRiMGzeu0/3pie/Rfv364emnn1Ypl0gkAMD57BnaPkinOHuxDRs2oKGhAQKBAD4+Ppg3bx57iLmgoAByuVzlvLeRkRFcXV2Rn5/PluXn58PR0ZHzIwmA/bG+ceMG+5SGthQKBQoKCjB58mSVZZ6enjh//jzq6+tVvph7OkZ1GIZBVVUVhg4dqnV/oqKi0NDQACMjI/j6+mLBggXdOvWg6/jaa08TfY6hvsavtbUVJ0+exPDhw1VOlbRnxowZaGhogKmpKcaOHYsFCxbAxsam03E9rivvuTr5+fkwNTWFk5MTp1y5H+bn57d7uUFeXh5cXV1VTtt6enriyJEjuHPnDlxcXDrdL13Fp0llZWWnTqHruj+6bi86Ohq7du0Cj8eDu7u7yjydmuhr/AD9jmFKSgrs7OwwcuRIrdfpye9RTSorKwGA89kztH2QErReSCgUwt/fHy+88AKsrKxQWFiImJgYLFy4EDt37oSbmxv7wHZ11xPY2tri8uXL7OuKigqN9QDgwYMHGvtSU1OD5ubmDtd/6qmnnmiM6qSkpKC8vBzvvPNOh/0xNjbGpEmT8Oyzz0IsFuP69euIjY3F/Pnz8e9//1tjAttT8WnTnib6GEN9j19GRgYePnyo9V/tFhYWeO211+Dt7Q0jIyNcuXIF8fHxyMnJwd69e1X+ONFVjJ1RUVEBa2trlYmrtdkPgUc/OOp+JJXrV1RUdO7HQcfxqXP58mVkZWVh1qxZPd4fXbfH5/Ph6+sLqVSK/v374+7du4iNjcWyZcuwYcOGDh/pp+vxA/Q/hrdu3cLNmzcxc+ZMrSZcfxLfo+q0tLTgxx9/xKBBgziJnMHtg1rXJAZjxIgRnDtlxo4di4CAALz99tvYs2cPtmzZgqamJgBQOa0HPLpz7fFDrU1NTRrrKZdr0tF2OlpfE13H2FZRURG2bdsGb29vTJw4scP+BAUFISgoiH0tkUjg5+eHRYsW4dtvv8XSpUs7E57O49OmPU30MYb6Hr/U1FQIhUIEBgZq1Z+wsDDO64CAAHh6emLt2rWIj4/Hm2++qVU7j+vOe65Od/ZD5XJl3a6s35au42urqqoKa9aswaBBgzBz5swe74+u2xs4cCC2bt3KKZswYQJmzZqFr776qsMETdfjB+h/DFNSUgAA48eP16r+k/geVefzzz9HYWEhNm7cyDm1a2j7IF2D1kc4Ojpi7NixyMzMhFwuh7GxMQCovQ6iubmZ8yEyNjbWWE+5XJOOttPR+p3RnRgfV1FRgeXLl0MsFmPt2rUqt1lry8fHB15eXrhw4UKX1m9LV/Fpak+TnhpDXcVXX1+P9PR0+Pn5desO4XHjxsHGxkZn4wdo/56r0539ULlcXVKrzzHsqoaGBixfvhwNDQ1Yv359ly+B0FV/9NWepaUlJk2ahNu3b6OsrKzduj0xfoDuYmQYBqmpqXj66ae7fOoV0P/3aFs//PADjhw5gnfffVclaTa0fZAStD7Ezs4OLS0taGxs5BxSbauiogL9+/dnX9va2mqsB4BTty1LS0uIRKIur99ZXY1RSSaTYdmyZZDJZNiyZUu3+2ZnZ4eampputdG2ve7E1157mvTkGOoivvT0dDQ2Nnb6omRN/dHl+Cnb7Og9V8fW1haVlZUqNzBoOwY2NjbtjmFn55jSpKvxKbW0tGDFihUoKCjA+vXrtZ7iRl/96Yn2gEfzY7Wnp8ZP2afuxnj16lWUlpYa5H6oKb7ExETs3r0bU6dOxezZs1XWM7R9kBK0PuTu3bsQiUQwNTXF008/DYFAgOvXr3PqtLS0ID8/H8OGDWPLhg0bhuLiYtTV1XHqZmdns8s14fP5cHZ2Rm5ursqy7OxsDB48uMt/HavT1RiBR4eX//73v+POnTv49NNPO3VzQHv96devX7fbeby9rsbXUXua9OQY6iK+lJQUmJqa4qWXXupWXxiGQWlpqU7HD9DuPVdn2LBhaGxsVLmjUZv9EAB7Y4VCoeCU5+TkwMTEpFsXYT+uq/EBj25IWbduHS5evIiVK1fimWeeeaL96an2AHR4tLenxk/Zp+7GmJKSAh6Pp5METZ/fo0pnz57Fpk2bIJVKsWTJErXrGdo+SAlaL1RdXa1SduPGDfz888/w9fUFn8+Hubk5nnvuORw/fhz19fVsveTkZDQ0NHCu3QkICIBcLsfhw4fZsubmZiQkJMDLy4tz4eb9+/dVPrz+/v7Izc3l/MDfvn0bmZmZCAgIMIgY5XI5/vWvfyErKwurV6/G8OHDNW77wYMHKCoq4tyyra4/586dw/Xr17W6Q0vf8WnTnlJPjKGu43u83d9//x1SqRQmJiZqt60uPnX9OXjwIKqrq/H88893Lrh22tT0nmtj7NixEAqFiI+PZ8sYhsGhQ4cwYMAAzmdW3WfU398flZWVOHPmDKePJ0+exJgxYzo8Jd6WruMDHl37c+LECSxZsgT+/v7tbruoqIhzBETX/emJ9srLy5GQkAAXFxfO0ZeeGD9NferuGAKP7qI+deoURowYofHCfkP5HgWAS5cuYfXq1fDx8cHKlSs1xm1o+yDdJNALrVq1CsbGxhg+fDisra1RWFiII0eOwMTEBO+99x5bLyIiAgsWLMCiRYsQGhrKztLu6+vL+VHy8vJCYGAg9uzZg+rqajg4OCApKQmlpaVYvnw5Z9vr1q3DpUuXOB/AV199FUePHsXy5csRHh4OgUCA2NhYWFtbIzw83CBi/Oqrr/Dzzz9jzJgxqK2txfHjxznbe/wi1z179iApKQkxMTHsFA7z5s2Dm5sb3N3dIRaLkZeXh4SEBNjZ2eGtt9564vFp2x7QM2Oo6/iU0tLSIJfL2/2rXV18YWFhCAoKgrOzM0QiEa5evYq0tDS4urpy5v/TR4w3b95Eeno6AKCkpAQymQz//e9/ATz6i1x5JNDOzg5hYWH44Ycf0NraCk9PT5w9exZXrlzBypUrOddKqvuMBgQEIC4uDhs2bEBhYSE7i7lCodDqTmV9xxcbG4uDBw/C29sbJiYmKvugRCJhj3gcOHAA0dHR2L59O5599tlO9edJxbdr1y6UlJRg9OjR6N+/P0pLS3H48GE0NjZi8eLFnG33xPjpI0Ylbe6iNpTv0dLSUnz00Ufg8XgICAjAqVOnOG24uLiw19AZ2j5ICVovJJFIkJKSgtjYWNTV1aFfv36QSqWYM2cO5zEc7u7u+Oyzz7B7927s2LEDZmZmmDJlitovs48++ggDBw5EcnIyZDIZnJ2dsXHjRq1OQZiZmWH79u348ssv8c0337DPcVy4cGGXD1vrOsYbN24AAH755Rf88ssvKtvr6C6koKAg/Prrrzh//jx7/VRISAjmzJnTpXm0dB2ftu1pousx1MdnFHh096a1tTVGjx7dqf6MGzcO165dw+nTp9Hc3IyBAwdi5syZmDVrlsYjcbqKMS8vD/v27eOsq3w9ceJEzo/fe++9BwsLCxw+fBhJSUlwdHTEihUrtDqNJBAIsGnTJuzcuRM//fQTmpqa4OHhgX/84x+dnuZGH/Ep98GsrCy1E37GxMS0e8qtu59xfcfn6+uLu3fvIj4+HrW1tTA3N4ePjw9mzZql1XMYdT1++ohRKSUlpVN3USs9ie/Re/fuQSaTAQC2bdum0sacOXM4NzkY0j7IY3Q9pTYhhBBCCOkWugaNEEIIIcTAUIJGCCGEEGJgKEEjhBBCCDEwlKARQgghhBgYStAIIYQQQgwMJWiEEEIIIQaGEjRCCCGEEANDCRohhBBCiIGhBI0QQgghxMBQgkYIIb2cVCrl/NfU1MQuS0xMhFQqRWJi4hPs4R8OHTrE6ev69eufdJcIMUj0LE5CiEG6d+8eZsyY0W4de3t7xMbG9lCPDJu9vT0mTpwIAJyHOutDRkYGli5dCl9fX2zdurXdumvWrEFqaipWrlyJcePGwd3dHXPmzIFMJkNcXJxe+0lIb0YJGiHEoDk4OGh8ULG5uXkP98Zw2dvb45133umRbT333HMYOHAgLly4gPv372PgwIFq68lkMpw9exbm5uaQSqUAAA8PD3h4eODevXuUoBHSDkrQCCEGzcHBoccSD6IdPp+PSZMmITo6GklJSZg9e7baeqmpqWhqasLkyZNhbGzcw70kpHeja9AIIX2GVCrF4sWLUVlZiXXr1iEkJATBwcGYO3cuMjMz1a5TX1+P/fv3Y9asWQgODsbkyZPx4Ycf4sqVKyp1Fy9ezF7jtXfvXoSHhyMwMBD79+9n65w+fRqRkZEIDg7G1KlTsWnTJtTW1mL69OmYPn06W2/t2rWQSqXIzs5W2699+/ZBKpUiNTW1m++KemVlZZg9ezaCg4Nx6tQptryqqgo7duzAzJkz8fLLLyMkJAQrVqxAQUEBZ/3JkyeDx+MhMTERDMOo3UZCQgIAYMqUKXqJgZC+jBI0QkifIpPJsGDBAhQWFmL8+PGQSqW4fv06li5dqpJk1NTUYN68eYiOjoaFhQWmTp0KqVSKvLw8REVF4ezZs2q3sXLlSiQlJeHZZ5/FX/7yFwwaNAgAcOzYMaxcuRLFxcWYMGECJk6ciKysLHzwwQdobW3ltBEaGsqu05ZcLkdCQgKsrKzYU4O6VFhYiPnz56OsrAybN29GQEAAAKCkpAQRERH48ccfMXjwYLz22mt44YUXkJGRgXnz5nGSSXt7e4wePRp3795Vm/wWFBQgNzcXrq6ucHNz03kMhPR1dIqTEGLQSkpKOEeoHuft7Y3nn3+eU3bjxg1MmzYN77//Pvj8R3+Djho1Cps2bcKBAwewdOlStu7nn3+OW7duYdmyZXjllVfY8qqqKkRGRmLz5s3w8/NTOT1XUVGB//znP7C0tGTLamtr8cUXX8DU1BR79uzBkCFDAACRkZFYunQprl+/Dnt7e7b+yJEjMXToUKSlpWHhwoUwNTVll2VkZKC8vBxhYWEQiUSdfcvalZWVheXLl0MoFGLHjh0YNmwYu2zdunWorKzEli1b4Ofnx5bPmjULkZGR2LRpE6Kjo9nyKVOm4Pfff0dCQgJGjRrF2Q4dPSOke+gIGiHEoJWUlCA6Olrtf7/99ptKfVNTU8ydO5dNzgBg4sSJEAgEyM3NZcuqq6tx8uRJjBo1ipOcAYC1tTVmzpyJ6upqXLhwQWUbb7/9Nic5A4D09HQ0NDRg8uTJbHIGAEKhEBEREWpjCw0NRX19PdLS0jjlR48eBQCEhIRoelu65Ny5c1iyZAksLCywc+dOTnKWl5eHa9euYcKECZzkDACGDBmCV155BQUFBZyjkBKJBFZWVjh9+jTq6urY8tbWVhw/fhwikUjjDR6EkPbRETRCiEHz8/PDli1btK7v6OgIMzMzTplQKISNjQ1kMhlblpubC7lcjpaWFrVH6IqLiwEARUVFGDNmDGeZp6enSv2bN28CAHx8fFSWeXl5qZ36YsKECfj6669x9OhRNkmsrKzEL7/8guHDh2Po0KEdRKu9kydP4vz583BxccHmzZthbW3NWa48fVlVVaX2/bh9+zb7f2dnZwBgE7C4uDikpqZi6tSpAICff/4Z1dXVCA4OhoWFhc5iIOTPhBI0QkifIhaL1ZYLBAIoFAr2dU1NDQDg6tWruHr1qsb2GhsbVcpsbGxUypRHkNomPsCjux6trKxUyi0sLBAYGIikpCQUFBTA2dkZiYmJkMvlOj96lpWVBblcDh8fH7V9VL4f586dw7lz5zS209DQwHk9ZcoUxMXFISEhgU3Q6PQmId1HCRoh5E9JmcjNmDEDCxYs6NS6PB5PY3tVVVUqyxQKBR4+fIgBAwaoLJs6dSqSkpJw5MgRREVF4dixYxCLxQgMDOxUnzryt7/9Denp6YiLi4NAIFCJWdn/qKgovP7661q36+LiAg8PD+Tk5ODWrVuwsLBARkYGBg0apHJdGiFEe3QNGiHkT8nDwwM8Hg9ZWVk6ac/FxQUA1B6Ny8nJgVwuV7uet7c3XFxckJKSgoyMDBQXF2PcuHEwMTHRSb+URCIR1q1bhxdffBExMTH48ssvOcuVp2278n4oj5QdO3YMycnJkMvl7DQchJCuoQSNEPKnZGtri8DAQFy7dg0//PCD2rm8srOz1Z7iVGfs2LEwNTXFsWPHUFJSwpa3trZi37597a4bGhqKmpoafPrppwCgctOCrohEInzyyScYM2YMYmNjsWPHDnaZl5cXvLy8kJaWpnLTAvDoKOClS5fUthscHAwTExMcP34cCQkJ4PP57GOnCCFdQ6c4CSEGrb1pNgDgjTfe6PIs9R988AHu3LmDXbt2ITk5Gd7e3jA3N0d5eTlyc3NRXFyM+Ph4rY5mWVhYYOHChdi8eTMiIyMRFBQEsViMX3/9FSKRCP3799d4RGn8+PHYvXs3Hjx4AHd3d73OG2ZkZIS1a9fi448/xo8//giGYbB48WIAwMcff4z3338fq1evRlxcHFxdXWFsbIyysjJcu3YNDx8+VDtxrlgshr+/P5KTk1FdXY3nn39e4+OfCCHaoQSNEGLQlNNsaBIWFtblBM3S0hI7d+7EgQMHcOLECaSmpkKhUMDGxgbDhg3D7Nmz1V7cr0lISAgsLCzw7bffIikpCWKxGC+99BLmzp2LsLAwODg4qF1PLBZDIpHg+PHjejt69jhlkrZq1SrExcWBYRhERUVh8ODB2LdvH2JiYnD27FkkJiaCz+fD1tYWI0eOZCe0VWfKlClITk4G8OgpA4SQ7uExmp7RQQghRCeKi4vx17/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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot spectra at 511 keV\n", "energy = np.linspace(500.,520.,10001)*u.keV\n", "fig, axs = plt.subplots()\n", "for label,m in zip(models,\n", " [ModelCentralPoint,ModelNarrowBulge,ModelBroadBulge,ModelDisk]):\n", " dnde = m.spectrum.main.composite(energy)\n", " axs.plot(energy, dnde,label=label)\n", "\n", "axs.legend()\n", "axs.set_ylabel(r\"dN/dE [$\\mathrm{ph \\ cm^{-2} \\ s^{-1} \\ keV^{-1}}$]\", fontsize=14)\n", "axs.set_xlabel(\"Energy [keV]\", fontsize=14);\n", "plt.ylim(0,);\n", "#axs[0].set_yscale(\"log\")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# Define healpix map matching the detector response:\n", "nside_model = 2**4\n", "scheme='ring'\n", "is_nested = (scheme == 'nested')\n", "coordsys='G'\n", "\n", "mBroadBulge = HealpixMap(nside = nside_model, scheme = scheme, dtype = float,coordsys=coordsys)\n", "mNarrowBulge = HealpixMap(nside = nside_model, scheme = scheme, dtype = float,coordsys=coordsys)\n", "mPointBulge = HealpixMap(nside = nside_model, scheme = scheme, dtype = float,coordsys=coordsys)\n", "mDisk = HealpixMap(nside = nside_model, scheme=scheme, dtype = float,coordsys=coordsys)\n", "\n", "coords = mDisk.pix2skycoord(range(mDisk.npix)) # common among all the galactic maps...\n", "\n", "pix_area = mBroadBulge.pixarea().value # common among all the galactic maps with the same pixelization\n", "\n", "# Fill skymap with values from extended source:\n", "mNarrowBulge[:] = ModelNarrowBulge.spatial_shape(coords.l.deg, coords.b.deg)\n", "mBroadBulge[:] = ModelBroadBulge.spatial_shape(coords.l.deg, coords.b.deg)\n", "mBulge = mBroadBulge + mNarrowBulge\n", "mDisk[:] = ModelDisk.spatial_shape(coords.l.deg, coords.b.deg)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot spatial structure of the extended components\n", "List_of_Maps = [mDisk,mNarrowBulge,mBroadBulge]\n", "List_of_Names = [\"Disk\",\"Narrow Bulge\",\"Broad Bulge\", ]\n", "\n", "for n, m in zip(List_of_Names, List_of_Maps):\n", " plot, ax = m.plot(ax_kw={\"coord\": \"G\"})\n", " ax.grid()\n", " lon = ax.coords[\"glon\"]\n", " lat = ax.coords[\"glat\"]\n", " lon.set_axislabel(\"Galactic Longitude\", color=\"white\", fontsize=5)\n", " lat.set_axislabel(\"Galactic Latitude\", fontsize=5)\n", " lon.display_minor_ticks(True)\n", " lat.display_minor_ticks(True)\n", " lon.set_ticks_visible(True)\n", " lon.set_ticklabel_visible(True)\n", " lon.set_ticks(color=\"white\", alpha=0.6)\n", " lat.set_ticks(color=\"white\", alpha=0.6)\n", " lon.set_ticklabel(color=\"white\", fontsize=4)\n", " lat.set_ticklabel(fontsize=4)\n", " lat.set_ticks_visible(True)\n", " lat.set_ticklabel_visible(True)\n", " ax.set_title(n);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2. Initialize the Source Injector" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# Initialize the SourceInjector (using galactic frame for extended sources)\n", "injector = SourceInjector(response_path = response_path, response_frame = \"galactic\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3. Get the expected counts for the extended source and save to a data file" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 3.42 s, sys: 5.03 s, total: 8.45 s\n", "Wall time: 10.9 s\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%time\n", "\n", "file_path = \"511_thin_disk_injected.h5\"\n", "\n", "# Check if the file exists and remove it if it does\n", "if os.path.exists(file_path):\n", " os.remove(file_path)\n", "\n", "# Get the data of the injected source\n", "model_injected = injector.inject_model(model = model, make_spectrum_plot = True, data_save_path = file_path)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4. Plot the expected counts of all components" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "# Plot individual counts\n", "names = list(injector.components.keys())\n", "injected_data = list(injector.components.values())\n", "\n", "injected_data[0].project(\"Em\").draw(ax=ax, label=names[0], color=\"blue\", linestyle=\"dashed\", linewidth=2)\n", "injected_data[1].project(\"Em\").draw(ax=ax, label=names[1], color=\"orange\", linestyle=\"dashed\", linewidth=2)\n", "injected_data[2].project(\"Em\").draw(ax=ax, label=names[2], color=\"red\", linestyle=\"dashed\", linewidth=2)\n", "injected_data[3].project(\"Em\").draw(ax=ax, label=names[3], color=\"purple\", linestyle=\"dashed\", linewidth=2)\n", "\n", "# Plot total expectation\n", "model_injected.project(\"Em\").draw(ax=ax, label=\"511 Injected (Total)\", color=\"green\", linewidth=3)\n", "\n", "ax.legend(fontsize=12, frameon=True)\n", "ax.set_xscale(\"linear\")\n", "ax.set_yscale(\"log\")\n", "ax.set_ylabel(\"Counts\", fontsize=14, fontweight=\"bold\")\n", "ax.set_xlabel(\"Em [keV]\", fontsize=14, fontweight=\"bold\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### (Optional) Compare injected data with simulated data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load simulated data:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# Read the simulated data\n", "gal_511_sim = Histogram.open(data_dir/\"511_thin_disk_3months_binned_data.hdf5\")\n", "\n", "# remove overflow bins\n", "gal_511_sim.track_overflow(False)\n", "\n", "gal_511_sim_Em = gal_511_sim.project(\"Em\").todense()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The difference between the injected and simulates is 0.0877110098356934%\n" ] } ], "source": [ "# Compare and plot the simulated and injected counts:\n", "\n", "total_expected_counts = float(model_injected.project(\"Em\").todense().contents[0])\n", "simulated_counts = gal_511_sim_Em.contents[0]\n", "\n", "percentage_diff = 100*(total_expected_counts - simulated_counts)/total_expected_counts\n", "\n", "print(f\"The difference between the injected and simulates is {percentage_diff}%\")" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots() \n", "\n", "gal_511_sim_Em.draw(ax=ax, label=\"511 Simulation\", color=\"blue\", linewidth=2)\n", "model_injected.project(\"Em\").todense().draw(ax=ax, label=\"511 Injected (Total)\", color=\"seagreen\", linestyle=\"dashed\", linewidth=2)\n", "\n", "ax.set_xscale(\"linear\")\n", "ax.set_yscale(\"log\")\n", "ax.set_ylim([1e-1, 5e6])\n", "ax.set_ylabel(\"Counts\", fontsize=14, fontweight=\"bold\")\n", "ax.set_xlabel(\"Em [keV]\", fontsize=14, fontweight=\"bold\")\n", "ax.legend(fontsize=12, frameon=True)\n", "\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "cosipy-312", "language": "python", "name": "cosipy-312" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.12" } }, "nbformat": 4, "nbformat_minor": 4 }