{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Probing the baryon content of a galaxy cluster" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The aim of this tutorial is to take you through the basic methods with which XGA can probe the hot gas that makes of the intra-cluster medium (ICM). We'll focus on measuring the radial gas density profiles of a sample of galaxy clusters here, then move on to using density profiles to measure gas masses." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Please note that I will not really be fully explaining how the methods to measure gas density from clusters work in this tutorial, that is the subject of a [section in the 'Under the Hood' section](../techniques/density_profiles_from_xray.html), where the maths and concepts are detailed." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from xga.samples import ClusterSample\n", "from xga.sourcetools.density import inv_abel_fitted_model, ann_spectra_apec_norm\n", "from xga.imagetools.psf import rl_psf\n", "from xga.models import KingProfile1D, SimpleVikhlininDensity1D\n", "\n", "from astropy.units import Quantity\n", "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Defining a sample of galaxy clusters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I'm using the same sample of galaxy clusters that I used in the [spectroscopy tutorial](../tutorials/spectroscopy.html) for the sake of convenience. I've chosen to use a ClusterSample rather than a GalaxyCluster as there are extra, convenient, methods built into ClusterSamples for dealing with samples of gas masses, though I will also show how you interact with gas density profiles/gas masses for an individual cluster:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Declaring BaseSource Sample: 100%|██████████| 4/4 [00:01<00:00, 2.74it/s]\n", "Generating products of type(s) ccf: 100%|██████████| 4/4 [00:21<00:00, 5.45s/it]\n", "Generating products of type(s) image: 100%|██████████| 4/4 [00:00<00:00, 8.05it/s]\n", "Generating products of type(s) expmap: 100%|██████████| 4/4 [00:00<00:00, 8.64it/s]\n", "Setting up Galaxy Clusters: 100%|██████████| 4/4 [00:04<00:00, 1.21s/it]\n" ] } ], "source": [ "# Setting up the column names and numpy array that go into the Pandas dataframe\n", "column_names = ['name', 'ra', 'dec', 'z', 'r500', 'r200', 'richness', 'richness_err']\n", "cluster_data = np.array([['XCSSDSS-124', 0.80057775, -6.0918182, 0.251, 1220.11, 1777.06, 109.55, 4.49],\n", " ['XCSSDSS-2789', 0.95553986, 2.068019, 0.11, 1039.14, 1519.79, 38.90, 2.83],\n", " ['XCSSDSS-290', 2.7226392, 29.161021, 0.338, 935.58, 1359.37, 105.10, 5.99],\n", " ['XCSSDSS-134', 4.9083898, 3.6098177, 0.273, 1157.04, 1684.15, 108.60, 4.79]])\n", "\n", "# Possibly I'm overcomplicating this by making it into a dataframe, but it is an excellent data structure,\n", "# and one that is very commonly used in my own analyses.\n", "sample_df = pd.DataFrame(data=cluster_data, columns=column_names)\n", "sample_df[['ra', 'dec', 'z', 'r500', 'r200', 'richness', 'richness_err']] = \\\n", " sample_df[['ra', 'dec', 'z', 'r500', 'r200', 'richness', 'richness_err']].astype(float)\n", "\n", "# Defining the sample of four XCS-SDSS galaxy clusters\n", "demo_smp = ClusterSample(sample_df[\"ra\"].values, sample_df[\"dec\"].values, sample_df[\"z\"].values, \n", " sample_df[\"name\"].values, r200=Quantity(sample_df[\"r200\"].values, \"kpc\"),\n", " r500=Quantity(sample_df[\"r500\"].values, 'kpc'), richness=sample_df['richness'].values, \n", " richness_err=sample_df['richness_err'].values)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Surface brightness based gas density measurement" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This first method uses the surface brightness profile of a cluster, as well as assumptions about its geometry and plasma emission, to measure the three-dimensional gas density profile. There are two broad steps to this process; we make a surface brightness profile of the cluster, fit a model to it, then use that to deduce the three-dimensional emissivity and then we use a plasma emission model, combined with an absorption model, to convert that emissivity into a density.\n", "\n", "Of course the implementation (and details) of this method are more complicated than that makes it sound, but a convenience function has been added to XGA that goes through the whole process, `inv_abel_fitted_model()`, for which the full docstring can be found [here](../../xga.sourcetools.html#xga.sourcetools.density.inv_abel_fitted_model)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### PSF correction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we are likely to be using small annular bins for the brightness profile, and the XMM-Newton telescope has a [non-negligible](https://xmm-tools.cosmos.esa.int/external/xmm_user_support/documentation/uhb/onaxisxraypsf.html) point spread function ([PSF](https://www.zeiss.com/microscopy/int/solutions/reference/basic-microscopy/the-point-spread-function.html)), we have to account for this effect with a correction, bearing in mind that these effects also vary spatially. The PSFs of the three XMM cameras have been well studied, with [Read et al. (2011)](https://ui.adsabs.harvard.edu/link_gateway/2011A&A...534A..34R/doi:10.1051/0004-6361/201117525) producing comprehensive models that take into account the complex two-dimensional structure of the effects. In XGA we can use those models to correct images directly, and prior to the generation of a brightness profile, whereas previously a one-dimensional model was used to correct after the profile had been generated.\n", "\n", "A full explanation of how this process works can be found in [PSF correction of XMM images](../techniques/psf_correction_of_images.html) in the 'Under the Hood' section, and the documentation for the correction function is [here](../../xga.imagetools.html#xga.imagetools.psf.rl_psf). Please note that the `inv_abel_fitted_model()` function will automatically generate and use PSF corrected images, but I'm calling the correction function here manually as a demonstration (you can set custom chunking and iteration factors in the function call but I'm leaving it default). You can also automatically run PSF correction when a ClusterSample is declared by setting `psf_corr=True`:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Preparing PSF generation commands: 100%|██████████| 4/4 [00:00<00:00, 15.82it/s]\n", "Generating products of type(s) psf: 100%|██████████| 12/12 [00:04<00:00, 2.77it/s]\n", "PSF Correcting Observations - Currently complete: 100%|██████████| 4/4 [00:35<00:00, 8.82s/it] \n", "Generating products of type(s) image: 100%|██████████| 4/4 [00:00<00:00, 7.76it/s]\n" ] } ], "source": [ "rl_psf(demo_smp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see the effect of this correction on the images and brightness profiles, with a demonstration using the first cluster in the sample (XCSSDSS-124):" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "rt = demo_smp[0].get_combined_ratemaps(psf_corr=False)\n", "rt.view()\n", "\n", "rt = demo_smp[0].get_combined_ratemaps(psf_corr=True)\n", "rt.view()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "demo_smp[0].view_brightness_profile('r200')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Running the density calculation function" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are many arguments that can be passed to this function, and I'm not going to explain them all here, please see the [function documentation](../../xga.sourcetools.html#xga.sourcetools.density.inv_abel_fitted_model) for explanations. However, I will go through the most important arguments you need to consider when running this function:\n", "\n", "* `model` - This is the model that will be fitted to the surface brightness profile, and then transformed to infer the three-dimensional countrate per volume element radial distribution. This can either be a model name, a list of model names (if dealing with a sample), a model instance (see [profile tutorial](../advanced_tutorials/intro_to_profiles.html) for context), or a list of model instances (if dealing with a sample).\n", "* `outer_radius` - The radius (or radii, if we're dealing with a sample) out to which the profiles should be generated. This has to be carefully balanced, as you don't want to choose too small a radius and have too much cluster emission emission in the background annulus, and you don't want to choose too large a radius and start hitting the edge of the detector.\n", "* `num_dens` - If this is true then a number density profile will be calculated, if False then a mass density profile.\n", "* `obs_id` and `inst` - You can pass an ObsID and instrument (or lists of these, if dealing with a sample) if you wish to specify a single image to measure density with.\n", "* `conv_temp` - The temperature used for the plasma emission model can be specified manually (for samples as well as individual clusters). The default behaviour is to measure the temperature within the `conv_outer_radius` and use that, and if that fit fails then to assume the temperature is 3keV.\n", "* `conv_outer_radius` - The radius (radii for samples) for which spectra are generated (and fitted if `conv_temp` isn't set) to calculate the conversion between count-rate per volume element and density, which involves the use of the ARFs (see the [spectroscopic tutorial](../tutorials/spectroscopy.html) for an explanation)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here I generate profiles out to 1.2R$_{500}$ of each cluster, and use spectra generated within R$_{500}$ to measure the temperature and calculate the conversion. I also choose to fit a [beta](../../xga.models.html#xga.models.sb.BetaProfile1D) profile, and increase the number of steps the MCMC samplers will take from the default (20000) to 40000. This function also returns a list of profiles (if a profile fails to generate for some reason a None will take the profile's place in the list), as well as storing the profiles within the source objects in the sample:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Generating products of type(s) spectrum: 100%|██████████| 12/12 [38:34<00:00, 192.89s/it] \n", "Running XSPEC Fits: 100%|██████████| 4/4 [00:20<00:00, 5.17s/it]\n", "Running XSPEC Simulations: 100%|██████████| 4/4 [00:02<00:00, 1.50it/s]\n", "Fitting data, inverse Abel transforming, and measuring densities: 100%|██████████| 4/4 [07:42<00:00, 115.59s/it]\n" ] }, { "data": { "text/plain": [ "[,\n", " ,\n", " ,\n", " ]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sb_d_profs = inv_abel_fitted_model(demo_smp, 'beta', outer_radius=1.2*demo_smp.r500, conv_outer_radius='r500', \n", " num_steps=40000)\n", "sb_d_profs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Annular spectra gas density method" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The alternative method is based on a similar idea, but instead we generate annular spectra, fit an absorbed plasma model to each annulus, and use the normalisation of that model (and assumptions about the cluster geometry) to measure the density. The main disadvantage of this method is that you require a lot of X-ray counts in a spectrum to get a good fit, so the annuli must be **much** larger than the brightness profile method. However, for clusters with high enough quality data this method can be a check of the results measured from the surface brightness profile method." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This method doesn't really require any PSF correction due to the large annuli required for the annular spectra to have enough counts for a successful fit, and we will set a minimum size to ensure that PSF considerations are unnecessary. Again there are more arguments for this function than I want to go into here, but you can read about all of them in the full [function documentation](../../xga.sourcetools.html#xga.sourcetools.density.ann_spectra_apec_norm). I will again take you through the most important arguments, however:\n", "\n", "* `outer_radius` - The radius (or radii, if we're dealing with a sample) out to which the profiles should be generated. This has to be carefully balanced, as you don't want to choose too small a radius and have too much cluster emission emission in the background annulus, and you don't want to choose too large a radius and start hitting the edge of the detector.\n", "* `num_dens` - If this is true then a number density profile will be calculated, if False then a mass density profile.\n", "* `annulus_method` - The method by which the annuli are designated, the default is a minimimum signal to noise value (`min_snr`) which is targetted, though if it cannot be attained in all annuli the function will allow the number of annuli to drop to four, use them, and give a warning to the user.\n", "* `min_snr` - The minimum signal to noise target for annuli.\n", "* `min_width` - The minimum width of each annulus, default is 20 arcseconds to try and remove the need for accounting for PSF effects.\n", "* `use_worst` - If set to True then the annuli generation algorithm will use the 'worst' observation (defined by global signal to noise of the cluster), to decide how big to make the annuli." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/dt237/code/PycharmProjects/XGA/xga/sourcetools/temperature.py:152: UserWarning: The requested annuli for XCSSDSS-290 cannot be created, the data quality is too low. As such a set of four annuli will be returned\n", " warn(\"The requested annuli for {s} cannot be created, the data quality is too low. As such a set \"\n", "Generating products of type(s) spectrum: 100%|██████████| 12/12 [50:47<00:00, 253.96s/it]\n", "Generating products of type(s) annular spectrum set components: 100%|██████████| 129/129 [29:49<00:00, 13.87s/it]\n", "Running XSPEC Fits: 100%|██████████| 43/43 [01:12<00:00, 1.69s/it]\n", "Generating density profiles from annular spectra: 25%|██▌ | 1/4 [00:08<00:26, 8.85s/it]/home/dt237/software/anaconda3/envs/conda4-xcsim/lib/python3.8/site-packages/astropy/units/quantity.py:481: RuntimeWarning: invalid value encountered in sqrt\n", " result = super().__array_ufunc__(function, method, *arrays, **kwargs)\n", "Generating density profiles from annular spectra: 100%|██████████| 4/4 [00:36<00:00, 9.06s/it]\n" ] }, { "data": { "text/plain": [ "[,\n", " ,\n", " ,\n", " ]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "as_d_profs = ann_spectra_apec_norm(demo_smp, 1.2*demo_smp.r500, min_snr=30)\n", "as_d_profs" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/latex": [ "$[0.000784351,~0.00154955,~0.00140047,~0.00120906,~0.00072586,~0.000546847,~0.000442686,~0.000395873,~0.000489743,~0.000352902,~0.000286331,~0.000187971] \\; \\mathrm{\\frac{1}{cm^{5}}}$" ], "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "demo_smp[0].get_combined_profiles('1d_apec_norm').values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Viewing the gas density profiles" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The [profile tutorial](../advanced_tutorials/intro_to_profiles.html) demonstrated how to use the profile view method to make a visualisation of the radial profile data, as well as the fact that we can add two compatible profiles together to compare them. I will use that ability again here to view (and compare) the density profiles from the different methods. At first I will simply draw the profiles from the lists which were outputted by the measurement functions, but then I will demonstrate how to retrieve a profile directly from a source:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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9XOe3bdsWGRcXd7GJR2rVqlV93nvvveh/+7d/O9XSfa+//nrvCxcuGEk6evRoWFlZWWhCQsLF119//fD+/fv3tZaE79+/v1tVVZUkKT8/v1thYWH3oUOHXpw/f37JyZMn84qLi/ds2bJlf2Ji4gV3k3CJGXEAAICA5mpRuOtoWY8l3xh76FcbDsRJ0pdHDji75BtjD+06WtbjyyMHnPW0leGSJUti4uPjL95xxx1nJGn+/Pknx4wZM/Lpp58+9sorr/RLSEi4NjIysrZPnz41ixcvPnbmzJnQOXPmDD5z5kxoaGioTUxMvPDSSy8dqa2t1eLFiwfMnj07oXv37rU9evSoXblyZaHrOcuWLRvw2muv9auoqAgZNmxYxdtvv/1xXFxc9enTp0Oau++tt97q/cMf/nBwRERErSQ98cQTRYMHD65u/BlefvnlPo8++ujg06dPh91xxx1DR44ceX7r1q0HNmzY0HPq1KlXhYWF2ZCQEPvLX/7y6FVXXXXZ/Z5iQx82HAAAAF2ANzb0kaSvL906XLpUroKOxYY+AAAA0E//si9ud1F5z91F5T0TF6y/vj0tC9F+lKYAAAAEicenjjrOlvb+gxlxAAAAwAdIxDvYM3/P93UIAAAA8ENBXZpyqOSc7v7tBx36jG2Fp/T9KcM69BkAAADoeoI6EQcAAAgqbz0Wp3/85tJW9l94+BN9ZRE14z4S1In41bFRWvudGzr0GYkL1nfo+AAAAG32lUXHdfQfjs1vMjZ6pX3hwYMHwydNmjRi586d+wYMGFBTUlISOnbs2FEbN278eOHChVe99957vSIiImyfPn2qn3766aLJkyefmz9//pVvvPFGv5CQEBsSEqLf/OY3RyZPnnxuzZo10U8++WR8bW2tqqurzaxZs048+uijpZmZmXGvvvpqTN++fasrKipChg8fXrFo0aLi66+/vlKSmrtv9+7dETNnzkw8c+ZM6MWLF82ECRM+X7NmzZHGn+HFF1+84he/+EXcoUOHum/atOmjiRMnnpekjRs39vjud7+bKEnWWv34xz8+3nhb+8mTJycfO3Ys4sCBAx+6+7ML6kS8M8z90lBfhwAAACBt+OkADUw93+Dcx3/tpaKcHvrS4yc8HTY5ObnqwQcfPDlv3ryBa9asOTJ37tyBM2bMKMnMzByYkJBw4fDhw3tDQ0O1b9++bnl5eZHvvPNO1Ntvv91nz549+yIjI+0nn3wSduHCBXPhwgUzd+7chA8++OCjpKSkqoqKCpOfn9/N9ZxZs2adePLJJ09I0ooVK6649dZbh+fl5X3Yr1+/mubue+SRRwbPmTPnxH333VcmSdu3b49s6jOMHTu24o033jg4c+bMxPrnU1NTK/fs2bMvPDxcR44cCU9JSRl17733loWHh0uSXnrppT5RUVE1nv7sWKzZwagP91/LNhcou6DhHgjZBaVatrnARxEBANAB3nrM0St8YOp5/e+sq3XhTKgkRxL+v7OurkvOXdd54PHHHz+5Y8eOqCeffLL/9u3be95zzz2nc3Nzo5577rni0FDH40aNGnXxnnvuKS8uLg7v27dvdWRkpJWkq666qjoxMbGqrKwspLq62gwYMKBakiIjI+2YMWMuNPW8mTNnnv7iF79YvnLlyr4t3Xfy5MnwhISEi677xo8fX9HUeOPGjats6lm9evWqdSXdFRUVxhhT9155eXnI888/P2DhwoWfePRDE4k4urD2dqQZPTBas1fn1iXj2QWlmr06V6MHRvskHgAAOsQ/fnOVlt88XJufjlNUTJU+OxipT/dEae03hyoqpkqbn47T8puHN6gdd1NERIRdtGhR0U9+8pNBixcvPrZ3797uo0aNOh8Wdnnxxe23337m+PHj3RITE6+97777Bq9fv76nJA0YMKBmypQpZYMHDx6dnp4+5IUXXuhbU9P8ZHNKSsr5/fv3d2/pvkceeeTE1772tWETJ04c+sQTT/QvLS0Ndfezvfvuu1HJycnXjBs37ppnnnnmiCsxz8zMjJ87d+6Jnj171ro7pgulKeiynttwQP849Fm7xujfK0IzVm7XgN4ROnHmgpL799Rz7xzQc+8ccHssOuQAAPxeRO8ahYRb1VYZ9RxwURG9PS6raGz9+vXRsbGxVXl5ed2Tk5ObnMmWpOjo6Nq9e/fue+utt3pt2LCh1/3335/0n//5n0Vz5sz5bO3atUe2b99+8q9//Wuv559//sp33nmn9xtvvHG4qXGstXWvm7tv7ty5n339618/88c//rF3VlZWn1WrVsXu27dvn2s2vi0mT5587uDBgx/u3Lmz+/333z/kzjvvLN+1a1f3wsLCiJUrVx77+OOPu7U+StOYEUdQO1tZpepaq+KySlXXWp2trPJ1SAAAeF/Gxo+VsfFjTfrRcalW6jngoqovhGjSj47XvdcO2dnZkVu2bOn9/vvv71+2bNmA2NjY6o8++qhHczPaYWFhmjp16tlnnnnm+OLFi4/+8Y9/vML13vjx4yt+8pOfnHz33Xfz33rrrSuaHEDSrl27eowcObKytfsSExOr5s2b99mGDRsKwsLClJOTE3nnnXcmjhgxYtSkSZOS2/oZx40bV9mjR4+anJycyPfee6/n3r17e8THx183ceLEEYcPH44YP3788LaOVfdzcPcGwJ+0t+tN5tpdWpdbXHc8YUg/Lbl7rEdjudshZ9nmAo0eGK20pJi6c9kFpcorKtesSUkexQAAwGW+8LCjhtlVE37FkEpF9K7RpB8d1//Oulp3LDuk4V89W3edm2pra/Xwww8nLF68+NjQoUMvzp49+8TSpUv7jx49+lxmZmbcM888czwkJER79uyJ2L17d+R1111XERISouuuu+6CJOXm5kYOHDjwYnl5ech7770XNXXq1LOStG3btsi4uLiLTT1z1apVfd57773oX//610Ut3ff666/3Tk9PPxsREWGPHj0aVlZWFpqQkHDx9ddfP9yWz7Z///5uSUlJF8PDw5Wfn9+tsLCw+9ChQy9OnDjx/Pz580sk6eOPP+42derUodu3b3f7DzMk4uiy2tuRJrugVJvyS7R65gSlJcXU1YhnF5Q2SI7basKQvm5d76pRXzo9pcHzl05PadP9z/w9n1IYAEDrXH3Ci3J66I5lh7T5aceizOFfPas7lh1SUU4PDf/qWU/7iS9ZsiQmPj7+4h133HFGkubPn39yzJgxI59++uljr7zySr+EhIRrIyMja/v06VOzePHiY2fOnAmdM2fO4DNnzoSGhobaxMTECy+99NKR2tpaLV68eMDs2bMTunfvXtujR4/alStXFrqes2zZsgGvvfZav4qKipBhw4ZVvP322x/HxcVVnz59OqS5+956663eP/zhDwdHRETUStITTzxRNHjw4OrGn+Hll1/u8+ijjw4+ffp02B133DF05MiR57du3Xpgw4YNPadOnXpVWFiYDQkJsb/85S+PXnXVVZfd7ylTv74m2KSmptqcnBxfhwEf8faMdOKC9W4n4+UVVTp48vMGNerRkeFtundb4Skdfuo2t+MEAHRNxpgd1trU+ud27959eMyYMaXN3dOk5Tc7Sii81EccLdu9e3fMmDFjEpt6jxlxBK2mku20pBiPZsM9Vb9G3XXc1kQcAAC3vfVYnI7v7ClJWhh9PTtr+haJOOBF7tast6dGnV1bAQBu+8qi4yTe/oOuKYCXuFuzXr9G/fBTt2n1zAnalF9y2SZD7XkemxYBAOC/SMQBL3F34WReUXndQk3JURazdHqK8orKvRaTp5sWsTkRAHQZtbW1tab1y+ALzn82zW74w2JNFmuii2rr4tCCk2dVeu5Sf/SYqHAl9e/V4j0sBAUA/9PMYs0/X3nllaNiY2PLQ0JCgjep80O1tbWmpKQk+tNPP903ZsyY/9PUNdSIAwEuqX8vnTl6WhdrrOL7dNfAK3r4OiQAgJdUV1d/+9NPP/3dp59+eq2odPA3tZL2VldXf7u5C0jE0TVsXCTd/Jivo/A7bVkcmrl2l7YVnpIkFZdVtmlBKAtBAaBruP76609KanK2Ff4vuBPx0gPS//DX713Cka0k4o20ZbGmp5sWtTQ2O4ICAOAd/BUG0EW1ZXFoRywIdXcBKAs/AQBoGos1WazZNSyMlhZ6r5sIWtbaQlB3dgRl4ScAeEdTizXRtTEjjq5h0gJfR4B66u8IWl1rdbayqvWbAABAA8FdI46ug/rwTtfSQlB3dgRl4ScAAE0jEQdwmZYWa7q7ANTdHUcBAAgWlKYAuExLC0HdXQDa1FjLNhfULfZ0yS4o1bLNBe2IGgCAroVEHIBbZk1KumzmOy0pptnWhU11TaHzCgAAdE2hawrQwZrrwELnFQBwD11TAg8z4gB8gs4rAIBgx2JNAB2uqQ4sdF4BAAQ7EnEAHaqpril0XgEAgBpxasQBH1i2uUCjB0Y3SLqzC0qVV1Te7KJPAAh21IgHHhJxEnGgyyGRBxCMSMQDD4s1Afi9xu0L29r+kLaHAAB/xow4M+KA32uqBWLBybMqPXep00pMVLiS+vdqcA1tDwEEEmbEAw8z4gC6pIjw0BaPAQDwd3RNAdAlNG6B6CpHuW/CYL267agW3zXmso4rtD0EAPgzZsQB+L3G7QtdSfjS6SnKvGW4lk5PaVAz3tx9AAD4ExJxAH7v+1OGNTjOKyrX0ukpdTPgaUkxWjo9RXlF5S3et2xzwWXJenZBqZZtLuiAqAEAaBmJOIAuZ9akpMvKUNKSYi5rXehJtxU6rQAAOkvAdk0xxtwu6TZJ/SX92lr7t8bX0DUFCGxNdVspr6jSwZOfa0DvCJ04c0HJ/XsqOjK87n06rQDwV3RNCTx+OSNujHnRGHPSGLO30fmvGGM+NsYcNMYsaGkMa+0frbUzJT0g6e4ODBdAF3K2skrVtVbFZZWqrrU6W1nV+k0AAHQAf+2askrSUkkvu04YY0Il/VrSFElFkv5pjPmzpFBJixrd/2/W2pPO1//hvA9AEGrcbSVz7S6tyy2uO54wpJ+W3D227phOKwCAzuKXibi1dosxJrHR6fGSDlprD0mSMeb3kr5urV0kaWrjMYwxRtJTkv5qrd3ZsRED8EdNdVvZlF+i1TMnKC0ppq5GPLugtK7mnE4rAIDO4pelKc2Il3Ss3nGR81xzvifpy5LuNMbMauqCkpISpaam1n0tX77ce9EC8DlPuq00vgcAfGn58uV1eYqkmNauR9fit4s1nTPif7HWXus8vkvSrdbabzuPvyVpvLX2e54+g8WaAFqybHOBRg+MbtChJbugVHlF5Zd1aAGAjsZizcDTlWbEiyQNqnc8UNJxH8UCIEDVb19Iu0MAQEfyyxrxZvxT0lBjzBBJxZLukTTdtyEBCDTPbTigfxz6rO64f68IzVi5vUG7w+feOaDn3jkgydHukHIWAIAn/HJG3BizRtIHkoYbY4qMMQ9Za6slzZb0tqSPJL1mrf3Ql3ECCHzFp883aHdYfPq8r0MCAAQIv5wRt9be28z5NyW92cnhAPBnW5+V4sdJQyZeOle4RSreKd04z6Mh67c8dJWj3DdhsF7ddrTBYk+JdocAAM/55Yw4gE60sXEb/i4mfpz0hwccybfk+P6HBxznPVC/faErCV86PUWZtwzX0ukpDWrGG19/ma7+swUAdCi/7ZrSGeiaAkhaGC0l3OjrKNqn9GPpXMml46hYKWZ4u4dd9tlYjY48qbQel9aFZ5+PU15Ff83qt6v1AY5slRaWt34dALQBXVMCT1DPiJeXlysjI0NZWVm+DgVAe8QMl0K7OV5HD/JKEi5Js/rtapCES1Jaj+PNJuHLPhur7PNxDc5lF5Rq2eYCr8QDIDhlZWUpIyNDkqJbuxZdCzPizIgj2C2M7vqztutmSXlrLh2PvleatqxTHv3M3/PruqbUL2VJS4pR9uM3aHa3J+uO618LAO5iRjzw+OViTQCdaNICX0fQPoVbpIN/k+7PcizYdNWIF25puICzg7TU7rCs+lEN6hdR1+6QVocAgPqCujQFgKSbH/N1BO1TvFO6a9WlpHvIRMdx8U6fhHO2sqqu3eE5G6GzlVU+iQMA4P+YEQfQtTXVonDIxE6ZDXep3+4wc+0urcstrjueMKSfltw9Vo6dTrgAACAASURBVBKtDgEADZGIA0A7NG53uCm/RKtnTnDUiDtrxrMLSpWWFNNyq0MAQNBhsSaLNQF4ybLNBRo9MLrBhj/ZBaXKKyrXrElJPowMQCBgsWbgIREnEQcAAF0AiXjgYbEmAHSyZZsLGuzOKdFvHACCUVAn4mzoA6AzPfP3fEnS6IHRdbXj0qX+46MHRje4DgAkNvQJZJSmUJoCoJMkLlivCUP6SpIKTp5V6blLrQ1josKV1L+XJGlb4Skdfuo2n8QIwH9RmhJ4gnpGHAB8JSI8tMVjAEDgo30hAHQiV89xVznKfRMG69VtR7X4rjF13VboNw4AwYEZcQDoJK4+4q4kfOn0FGXeMlxLp6c0qBmn3zgABAdqxKkRB9DJ6DcOwBPUiAceEnEScQB+ioQdQH0k4oGH0hQA8DNtaXNIi0MA6PpYrAkAfua5DQf0j0OfSZL694rQjJXbNaB3hE6cuaDk/j313DsHtK3wlL4/ZZiPIwUAtAcz4gDgx4pPn1d1rVVxWaXj++nzvg4JAOAlQZ2Is7MmAH+19js3aO13btBvZ6Sqb1Q3zZmcrL5R3fTbGal1LRABBAd21gxcLNZksSYAP/PM3/P1/SnDGrQ5TEuKaXC87RClKUCwYbFm4CERJxEH4KfomgKgPhLxwEMiTiIOoAsjWQeCB4l44AnqGnEA6KpocQgAXR/tCwGgC6LFIQB0fcyIA0AXR4tDAOiaSMQBoIuixSEAdG2UpgBAFzT3S0Ml6bIWh19I6ld37LoGAOCf6JpC1xQAXRhdU4DgQdeUwEMiTiIOIICRqAOBg0Q88FAjDgAB6pm/59PeEAD8WFDPiA8dOtTefPPNSk9PV3p6uq/DAQCvSlywXhOG9FV5RZUOnvy8QXvD6MhwbSs8pcNP3ebrMAG0IisrS1lZWVqxYsVBay2LPwJIUM+IR0dHa/ny5SThAALa2cqqBu0Nz1ZW+TokAG5IT0/X8uXLJanc17HAu4I6EQeAQLf2OzdowpB+Dc5NGNKP9oYA4AdoXwgAAWrul4Yqu6BUm/JLtHrmBKUlxdTViGcXlNLeEAB8LKhrxOmaAiDQ0TUFCBx0TQk8JOIk4gAAoAsgEQ881IgDQBBbtrmgrrWhS3ZBqZZtLvBRRAAQPEjEASBI0WccAHyLxZoA0JVtfVaKHycNmXjpXOEWqXindOO8Fm99bsMBTTjUVyGymr5iW935mKhwPffOAW0rPKXvTxnWUZEDQNBjRhwAOsrGRR3/jPhx0h8ecCTfkuP7Hx5wnG+jiPDQFo875XMAQBBiRhwAOsrmp6TDWzv+OSZEeqnexmRRsdKm/3J8tehhre32M2X3itPss7fqvj579WrZtVrc649K63ZciXpY+p/bpCNbpZsf69CPAADBiEQcALq6mOFSZblUc1GKHiT1SWjTbXP7/VPZ5+M0+/itWhr3ttJ6HNcXehTXHc/t988ODhwAghuJOAB0pAfXd/wz1s1yzFpLUvkxKeFGadqyVm/7vhxdU5Z+JVppSXdKktIkLS0oVV5Rir7v6jO+MLpj4gaAIEciDgAdZdKCjn9G4Rbp4N+k+7McCzZdNeKFWxou4GxGU5v6pCXFKC0p5tJmQPU+B5sBAYD3BPVizfLycmVkZCgrK8vXoQAIRJ1RV128U7pr1aWke8hEx3HxznYPnf/pWUdrw8EzJdHaEPCVrKwsZWRkSBJ/PRVg2FmTnTUBoEmJC9YrJipcpeeq6s7FRIUrqX8vbSs8pcNP3ebD6IDgw86agSeoZ8QBAC1rtbUhAMBjJOIAgGYtvmuM+kZ105zJyeob1U2L7xqjtd+5wddhAUBAYLEmAKBJ01LiNXt1rpZOT1FaUoy+kNSv7njul4b6OjwA6PJIxAEATRp2ZS/dmTpQaUkxkhzdVJZOT1FeUbm+P2WYj6MDgK6PxZos1gQAt9W1NnQm6RKtDYGOxmLNwEONOADAbXWtDQtKJdHaEAA8QWkKAMBt63KLFRMVrukrttWdi4kK13PvHNC2wlOUrgBAGzAjDgDwCK0NAaB9SMQBAB6htSEAtA+lKQAAt9HaEADaj0QcAOA2WhsCQPvRvpD2hQDgVbQ2BDoG7QsDDzXiAACvaq61Yf6nZ30cGQD4F0pTAABe1Vxrw3W5xVpy91gfRgYA/oUZcQCA19HaEABaRyIOAPC6plobAgAaCurSlPLycmVkZCg9PV3p6em+DgcAAkJzrQ2npcT7OjSgS8rKylJWVpYkRfs6FngXXVPomgIAXkXXFKBj0DUl8FCaAgDwqlmTkhok4ZLqjl2dVFyyC0q1bHNBp8UGAP6ERBwA0CloawgADQV1jTgAoPPQ1hAAGmJGHADQ8bY+qxtCPmzQxvCGkA/1oPmzD4MCAN9qdUbcGLNOUnI7n/Mda+0H7RwDAOALGxdJNz/WvjHix2ll+P/VoXNXaYYe02Nhq/Xl0FwV3/yCFmf5IB4A8ANtKU35SFJ7fuMNldSrHfcDAHxp81PS4a3tHmZV+N26t+p/9afIJzTIlGhvrxs1480Lmtb7iPQ/v2n7QEe2kogDCAhtScR3WWs/bukCY0yNtbbJbdOMMRWSYpp6DwAQPEK6R+vzml4aZD+Reg/StX2qtbTb21r+2Vhln49TWo/jdddmn49TXkV/zeq3y4cRA0DHajURt9b+oQ3jmBbuPyrpqDtBAQD8zIPr2z3ErHWzpLxPHAflx6SEG5X24DK9vnaXZucP09KvODYAcnVTuWlYrHT3zy8faCF7mgAIDN7qmhK8uwIBQKCbtKD9YxRukQ7+Tbo/Sxoy0XH8hwekwi1al3tWI67spRkrt2tA7widOHNByf17Nt9NxRvxAIAf8FbXFGOMiTfGTDLGxBpj5hhjhnhpbACAL3mjHrt4p3TXKkcSLjm+37XKcV7S2coqVddaFZdVqrrW6mxlVcfGAwB+wJvtC5dJipf0uqT3JS304tgAgK7sxnmXknCXIRMd5yVNGNKvwVuNjwEgEHlzQ58ia+1qY0x/a+0OY0y5F8cGAASoaSnx2pRfotUzJzSoEZ+WEu/r0ACgQ3kzEV8rSdbaZ53Hm704NgAgQA27spfuTB2otCRHg620pBgtnZ6ivCLmcwAENm+Vplhr7aZG5/YaY24wxqQZY9K89BwAQICZNSmpLgl3cR1nF5Q2OJ9dUKplmws6LTYA6EgdssW9MWaNpF9JypA0U9K3O+I5AIDAlf/pWc1enVuXjGcXlOqhVTkaPZD2hQACgzdLU+obbK391w4aGwAQBNblFl/W1rC61l42ew4AXZVHM+LGmD+1ckmOMeY6T8YGAMCl+PT5Bm0NASCQtDgjboz596ZOSxrZyrj7Jb1vjDnhPLbW2mEexAcACGK/nZGq2atzdd+EwXp121GdOnfR1yEBgNe0VpryfUk/0OVb2F9o5b4MSbHW2tauAwCgSdNS4jV7da6WTk9RWlKMvpDUTw+tylF2QSnlKQACQmuJ+C5J71hrj9c/aYyZ2Mz1LvvaFRUAIOg11dbw9pQ4Ze0+3iARzy4oVV5RuWZNSvJVqADgkRZrxK21Uxon4c7zD7Uy7nBJBcaYvzu//taeIDtKeXm5MjIylJWV5etQAACNNNXW8EJVrd7+8ESDTiqzV+cq/9OzvggR6BRZWVnKyMiQJFoGBRhjbfsXvxhjaqy1ofWOExpfY6090u4HeVlqaqrNycnxdRgAgDZKXLBeI67spYMnP6/rpJLcv6f2f3pWh5+6zdfhAR3KGLPDWpvq6zjgPR3SR1zSGElHncn3MecxAADtdrayqkEnlbOVVb4OCQA80lGJ+FzrnGq31tZKmtNBzwEABJkJQ/q1eAwAXUVHbejTvdFxVAc9BwAQRKalxGtTfolWz5ygtKSYuhrxaSnxvg4NANzWUYn4RmPMakkbJN0saXMHPQcAEESa6qSydHqK8orKfRwZALiv1dIUY0xoa9eoUZ9xa+1/SHpZUl9J/0/SYx5FBwBAPU11UskrKtfogQ2bSWQXlGrZ5gLHwdZnpcItDQcq3OI4DwA+1JYa8R+0doG19rJxrLVvWWsXSzoiaYoHsQEAcLmNixocjh4YXbfRj9RES8P4cdLqb0gLoy99rf6G47wHzwMAb2m1faEx5hVJH7XjGf0lvWmt9bte4rQvBIAuaGG0lHBjg1OJHz/c4PhLYXnaUD1ah4f/xnGiskw68aEUGi7ZWil2hNS9T9ued2SrtJDSF/ge7QsDT1tqxLPlSKY9dVrSwXbcDwCAWwaENEqcu/dxJOE1F6XoQW1PwgGgA7WaiFtrX+iMQAAAaLMH1zc8XrBefaO66b4Jg/XqtqOaOv2HWr1i26Xr1s1yzGxLUvkxx4z6tGVte9ZCNjME0DE6qmsKAAAdY9KCBofZBaWKDA/V0ukpSkuK0ReS+jVsaVi4RTr4N+n+LGnIRMfxHx5wfB8y0e3nAYC3dNSGPgAAdIybGzbiyisq18oHUhu0NLz1mgGKCHf+L654p3TXKmXXjnJ0UhkyUbprleO8B88DAG8hEQcAdGlNtTRMHxOnP+Yed3RSuXGesmtHNeykMmSidOM8H0QLAJdQmgIACDhpSTGqqKrR9BXb6s7FRIVrXW6xltw91oeRAcAlzIgDAIJCRHhb9qcDgM7jUSJujBnk7UAAAPC2vlHdNGdysvpGddPiu8b4OhwAaMDT0pRDxpi/S1ouKctaW+PFmAAAaJdWO6kAgB/wtDRlhKRdkpZKKjLGLDLGJHkvLAAAPNdqJxWn7IJSRycVAPABjxJxa22BtfbfJQ2WlCFHYv6hMeYdY8zdxhgWgQIAfKbVTipyJOENOqkAQCdrV8Jsra11lqhcIelqSeOd3//bGPNta+3bXogRAIB2o5MKAH/jcdcUY8z1xpgXJH0iaY6k30iKs9ZeLekxSS96J0QAADoGnVQA+JKnXVN2Sdoox4z6FGttqrX2t9bazyXJWvuqpHDvhQkAgHfQSQWAv/C0NGWZpP9nrW22sM5a29/DsQEA8Do6qQDwN56WpsxtKgk3xuxpZzwAAHQIOqkA8DeeJuLNTR8M9DQQAAA6Uls7qTy0KkejB0b7IkQAQcat0hRjzL87X4bXe+2SLOmYV6ICAKATNNVJxXUeADqauzXiU5zfw+u9lqRaSZ9K+jdvBAUAAAAEOrcScWvtzZJkjPmVtfZ7HRMSAACdq29UN903YbBe3XZUp85d9HU4AIKEpztrkoQDALq8+p1UMm8ZrqXTUxQZHlpXMw4AHanNM+LGmB9aa//b+bpxfXgda+0vvBEYAAAdrXEnlbyicmXeMlR5ReV157ILSpVXVK5Zk5J8GSqAAOTOjPjkeq+nNPP1Ze+F1vHKy8uVkZGhrKwsX4cCAPCBxp1URg+M1pK/HajrmkIXFfiDrKwsZWRkSBL/IgYYY61t/yDGdJdUa63tUoV1qampNicnx9dhAAD8SOKC9ZedO/zUbT6IBGjIGLPDWpvq6zjgPZ5ucf8zY8x45+spkk5JOmWMucWbwQEAAACBytMNfe6XtN/5+nFJ8yU9Iunn3ggKAABf6hvVTXMmJ6tvVDdfhwIggHmaiPe21p4xxkRJGiPpBWvtS3Js6gMAQJfUVBeVsBCjFe8VXHbdss0FzYwCAG3jaSL+mTFmhKSvStpmra02xkR6MS4AADpd4y4qaUkxuuHqflrytwN1LQ1ZwAnAW9zdWdPlWUk7nK+/6fw+UdJH7Y4IAAAfaapF4XsHSzXiyl6asXK7BvSO0IkzF1Rdaxt0WwEAT3iUiFtrnzfG/FVStbW20Hm6UFKG1yIDAMBPnK2sUnWtVXFZpa9DARBAPC1NkbX2QL0kXNbafGvtXu+EBQCA/5gwpJ+vQwAQgDxOxCXJGNPLGBNX/8tbgQEA4A+mpcRrU36JVs+coMNP3abVMycoMjy0rmYcADzlaR/xG4wx+ZLKJB1zfhU5vwMAEDCGXdlLS6en1NWE5xWVK/OWocorKq+7hi4qADzh6Yz4byX9RdJ1kq52fg1xfgcAIGDMmpTUYGHm6IHRWvK3A3VdU+iiAsBTnnZNGSLpB9Za681gAADwd2lJMaqoqtH0FdsuOw8A7vB0RnybpOHeDAQAAAAIJp7OiG+Q9GdjzDJJn9Z/w1q7ut1RAQDg5/pGddN9Ewbr1W1HdercRV+HA6AL8jQRd/UL/16j81YSiTgAIGBlF5QqMjy0bgFnyecX9MaOYmUXlNaVp2QXlCqvqLzJDYIAwMWj0hRr7ZBmvlisCQAIaHlF5Vr5QGpd0p0+Jk4yUtbu45JYvAmg7TydEZcxJlTSBEmDrLVrjTE9JFlrbYXXogMAwM80nuVOS4rRg/ZPys8ZpCU7ntOrNV/WyvDnlbZ7jPTJCOnGeT6KFIC/87SPeJKkvZLelLTSefoWSSu8FBcAAP5h46JWL8mzV+u/w1/QP+1wnVJv/armDung36T4ce0eG0DgMp50IDTGvClH55SfSvrMWnuFMaaPpN3W2gQvx9hhUlNTbU5Ojq/DAAD4s4XRUsKNLV6S+PHDuiHkQy0Nf16v1nxZ94W+o35XJkjd+7Q89pGt0sLylq8BnIwxO6y1qb6OA97jafvC8ZJ+bq2tlWOBpqy1ZZJa+Y0DAEBgyT4fp0hTpe/FH1C/sAuaG/a/WlMzWdm1oxpcs+yzsT6MEoA/8rRG/IwcSXep64QxJk7SCW8EBQCAX3lwfbNv5W0u0MqvRCstpK/0yjod6zFK08+9qzd6/UxpMx6oW7y58oFUqfGmPwtZ0AkEM08T8XWSXjTGPCxJxph+kp6V9HtvBQYAgF+YtKDFt2dNSpIKt0h/eECKHaFB3fvo3rI79OuC/9D3fl6mv54bpupa2/TOm62MDSCweVqa8rikzyUdlWNm/KSkC5J+4aW4AADwDzc/1vo1xTulu1bV1YR/UHuNHqmao7jz+1Vd28JarLaMDSBgeTQj7mxRON0Y8z1JQyQdsdaWeDUyAAC6ihvnOTqgHNkqSVodfkoPVT2qD3SNjwMD4M/a00d8mKR+cnRNIQkHAAS3mx+Tbn7sUk34TMemP67j+jtvtsnWZ6WT+6W8NZfOjb5X6k9vciBQuF2aYoz5ujHmqKSPJL0v6SNjzFFjzO1ejw4AgC6m/s6byzYXSJJWPpCqvCJHm8LsgtK68y32EY8f5+hFPuBaR/vE+7Na7k1OT3Kgy3Grj7gxZpykf0h6WY6FmUWSBkq6R9IMSTdYa3d0QJwdgj7iAICOlF1Qqtmrc3XTsFgtuXtsgw4qaUkxrfcoryyTTnwohYZLtlaKHdF8b3J6kgc8+ogHHndLU+ZJ+i9r7eP1zu2X9I4xptj5/re8FRwAAF1ZWlKMbhoWq3W5xVqXW9zgfJt07+NIwmsuStGDWt8gCECX4m4inibpx828t0LS5vaFAwBAYBnUt0fLF7TQo1yFW6RX7nAk4VXnpZvmS0MmNn0tPcmBLsfdGvF+1tpjTb1hrS2SY/EmAABwmnB1X0nSnMnJ6hvVreGbLfURr9ebXH0SHO0R//CA43xT6EkOdDnuJuKtXW88DQQAgEDjqhGflhKvzFuG69ZrBqhbaIiyC5wbUzu7rNQt3qyveKeUfIt0Yq+j/vuldMdx8c6mH0ZPcqDLcbc0JcIY8+8tvN+thfcAAAgqeUXlWjo9pa4mPH1MnN7YWays3ccbtDZc+UAT6+9cLQqnLevEiAF0JncT8X9ImtLK+wAAQNKsSUkNjtOSYnSxulZrth/Tmu3HGpwHEHzcSsSttTd1UBwAAABAUHF7Qx8AANA+faO6Nb14E0BQIREHAKCTZBeUKjI8VEunpzS9eFNqfvEmgIBDIg4AQCfJKyq/tKumHIs3ZaSs3cclSZlrd2n26lyNHkhPcCAYuLtYs0nGmO6Saq21F70xHgAAgagtizenpcSzeBMIEh7NiBtjfmaMGe98PUXSKUmnjDG3eDM4AACCTas7cQIIGJ6Wptwvab/z9eOS5kt6RNLPvREUAADBxLV4U7q0EyeAwOdpIt7bWnvGGBMlaYykF6y1L0lK9l5oAAAEtvqLN3tEhOmLyTGavTq3bvEmCzeBwOZpIv6ZMWaEpK9K2matrTbGRHoxLgAAAl79xZujB0Yr58hpffemq5VXVF636yYLN4HA5elizWcl7XC+/qbz+0RJH7U7IgAAgkT9xZtpSTGqqKrRz9fvb3ANCzeBwOVRIm6tfd4Y81dJ1dbaQufpQkkZXosMAAAACGAe9xG31h6ol4TLWptvrd3rnbAAAAhOroWbkeGhl71HzTgQWDyaETfGGEnflvQlSbGSjOs9a+1k74QGAEDwqL9wMy0pRr0iw/Tz9fu14r0CzfxikjLX7tKm/BItnZ7i61ABeImnM+I/l/RTScckfUGOevFRknZ5KS4AAIJK4103Z37RUT++6M39+tenNmhdbnFdkg4gMHiaiE+XdKu19lFJF53fb5eU6K3AAAAIJrMmJTWZZNdaqbisUpK07dCpzg4LQAfyNBHva63d7XxdY4wJtdb+Q9LNXoqr3YwxI40xy4wxrxtjvuvreAAAaK9jp877OgQAXuRpIl5sjBnsfH1I0leNMV+QVOWNoIwxLxpjThpj9jY6/xVjzMfGmIPGmAUtjWGt/chaO0vSNySleiMuAAA6i6tmfPXMCVrw1RH6YnKMNuWXsNkPEEA8TcRfkHS98/Uzkv4o6X1Jz3sjKEmrJH2l/gljTKikX8uxidAoSfcaY0YZY64zxvyl0Vd/5z3/R9JWSRu8FBcAAJ2ipc1+Mtfu0uzVuWz2A3Rxxlrb/kGMGSipp7V2f6sXt33MREl/sdZe6zy+QdJCa+2tzuPHJMlau6gNY6231t7W+HxqaqrNycnxVsgAAHSYxAXrGxxPS4nXkrvH+iga+IIxZoe1lr/lDyCe7qzZgLW2yBvjtCJeji4tLkWSJjR3sTHmJknTJEVIerOpa0pKSpSaeunf54yMDGVksCcRAMA/dQs1uljjmEAjCQ8Oy5cv1/Lly12HtMwJMG4l4saYmyXdbq2d6zyukNSt3iVfstZu8l54DR/fxLlmp/OdcbQYS2xsrJgRBwB0Fa4kXJIy1+4iGQ8C9ScJjTGlPg4HXuZujfjDapjcXpA00fn1I0mzvRNWk4okDap3PFDS8Q58HgAAfoGFm0BgcjcRv17S3+odW2vt+9ba9yX9RlJHbvf1T0lDjTFDjDHdJN0j6c8d+DwAAPxCSws3swtK9dCqHBZuAl2QuzXiMdbac/WOZ7heWGsrXN1K2ssYs0bSTZJijDFFkn5irV1pjJkt6W1JoZJetNZ+6I3nAQDgz2ZNSqp7nZYUo4qqGv18fcP+COy4CXQ97ibiFcaYga7FmdbaLNcbzs4pFd4Iylp7bzPn31QzCy8BAACArsTd0pT3JD3SzHuPON8HAAAdrG9UN/1rUj/16t5wTo16caDrcHdGfJGkrcaYvpJ+L6lYjkWT90j6lqQbvRseAACoz7Vwc+l0x7Ks77yyQyFGdQs3H1qVo5UP0Goa6ArcSsSttTucu1X+RtJMOdoHGjm2ub/dWrvD+yF2nPLycmVkZCg9PV3p6em+DgcAgFbVX7gpSVNGDtC63GJNX7Gt7hrqxQNLVlaWsrKyJIkVuQHG4501jTFDJcVKKrXW5ns1qk7CzpoAgEDg2nUzvk93FZdV6vBTl20m3bytz0rx46QhEy+dK9wiFe+Ubpzn5UjRHuysGXg83lnTWntA0gEvxgIAANyUuXaXJGmC2adtZaPcHyB+nLT6G1JVvX4L4ZHS9NfcG2fjIunmx9x/PhDEvLLFPQAA6HzZBaXalF+iaSnxGrZntb58xSktKZ2g7F/PVFqP48o+H6e8iv6a1W9XywP1TZJOfCiFhku21nG86b8cX211ZCuJOOAmEnEAALqovKJyLZ2eorSkGGXvPaTZp+5QauQnyqtwbOvxUNFtWjlwfesDde/jSMJrLkrRgxzHADociTgAAF1Ug41+QvfppmuTtS43Uu+dH3zp/CMrWh+ocIv0yh2OJLzqvHTT/IY1422xkHWEgLvc7SMOAAD80aQFGtS3h/v3FW6R/vCAFDtC6pMg3bXKcVy4xe3nA3APiTgAAIHg5sc04eq+kuTeRj/FO6XkW6QTex113i+lO46Ld7r9fADuoTQFAIAAkF1QqtmrczUtJV53pg5s+0Y/rhaF05Z1YrQApCBPxNnQBwAQKOov3JTY6CeQsKFP4PJ4Q59AwIY+AIBA1q6NfuB32NAn8FAjDgBAAHJt9CNJxWWVDd5rtl4cQKciEQcAIMDU3+hn9cwJ6tU9rK5ePLugVA+tytHogVQ5AL4W1DXiAAAEIurFga6BGXEAAALMrElJDRLtJXePrXsd36e7L0IC0AQScQAAAhz14oB/IhEHACCAtVQvnrl2l2avzqVeHPARasQBAAhgrdWLT0uJp14c8BFmxAEACGAt1Ys3dQyg85CIAwAQROrXizc+pl4c6FxBnYi7trh3bhsLAEBAa1wvHmqM/v7RCerF/VxWVpYyMjIktrgPOGxxzxb3AIAgsWxzgUYPjK4rVUlcsF6hxigqIlRnKqu1euYE6sX9GFvcB56gnhEHACCYNK4Xl6Qaa3WmslqStO3QKV+EBQQtEnEAACBJOnbqvCRqxYHOQiIOAEAQyi4oVWR4qH582wj1jeqmQVdEalN+iVa8V6CHVuVQKw50AvqIAwAQhPKKyrXygVSlJcXomrhoTV+xTf2iumnRm/tVa0WtONAJSMQBAAhCsyYl1b121YZ/du6ir8IBghKlKQAABDlXbXhTqBcHOg6JOAAAQaxxb/Fe3cMUYkRvcaATUJoCAEAQyysq19LpKXU14VNGDtC63GJNX7FNkjQtJZ56caCDMCMOAEAQa9xbfMndYxu83/gYgPcEdSLOFvcAADSUuXZXs8fUi/sGW9wHLra4Z4t7AAAkORLt2atzddOwWN2ZOlDf+t125/18gwAAETZJREFU9YgI1W+/db1ezynSpvySBmUs6FxscR94qBEHAACSLq8Xr7FWZyurqRcHOgiJOAAAkNSwt7hLt1CjizWOvz2nXhzwrqCuEQcAAC1zJeHSpXpxasUB7yARBwAAl8kuKFVkeKh+fNsI9Y3qpkFXRGpTfolWvFegh1bl0Fsc8AJKUwAAwGXyisq18oFUpSXF6KPjZ7Uut1iS9PP1+yWJWnHAC5gRBwAAl6nfX7x+bXh8n+6+CgkIOCTiAACgRfV7iReXVTZ4j3pxwHMk4gAAoFnZBaXalF+iaSnxWj1zgnp1D1OIcZzPXLtLs1fnUi8OeIgacQAA0KzGvcWnjBygdbnF9BYHvIAZcQAA0Kz6teLS5b3EXceUqADuY0YcAAC0Wf168frHm/JLtHR6ii9CArosEnEAANAm9evFJWldbnFdW0NKVAD3BXUiXl5eroyMDKWnpys9Pd3X4QAA4Nca14u7knDp8pIVeE9WVpaysrIkiVWxAcZYa1u/KkClpqbanJwcX4cBAECXk11Qqukrtql39zCdqazW6pkT6hL07IJS5RWVa9akJB9HGViMMTustam+jgPew2JNAADgluyCUj20yjGRdaayWpL0wIv/pKUh4KagLk0BAADuyysq18oHUutmwBMXrNfFmlpaGgJuIhEHAABuaarkpFuo0cUaR7kr9eJA21CaAgAA2s2VhEuXWhrSWxxoGYk4AADwWHZBqSLDQ/Xj20YoMjxUkqObSuKC9XpoVY57teIbF0kLoy99bVzUQVED/oHSFAAA4LH69eLXxEVr+optCguRqmvVoI68TW5+TDq81fH6wfUdEzDgR5gRBwAAHps1Kaku2XZ9r65Vg+M2lahsfVYq3NLwXOEWx3kgQJGIAwCA9tu4qK423CVz7a62tzOMHyf94QGpssxxXLjFcRw/zuN4AH/Hhj5s6AMAQLtlP36DZtf+QDdFHZEkrTszou69ab33a8lV77Y+SGWZdOJDKTRcsrVS7Aipex/PAjqy9f+3d/+xdtd3Hcefb0q38UOLsUygBVqBDVlCKOuGIYSfSsCqc+jGKLowWG9KNjdDpisRlcUxymKII8xUGkwjk/2wksGxzBmRgqSKuxTSSZiFC2W7ZTquG2c/EGnpxz++53vv915aen+d8/me73k+EtJ7zvec7/dzQvrtq5++zucDN7Zn996ackOf5rEjLkmS5mxH+nluP+7rnH34C8DkID6tEA5F6F6wEF57FRYdP/sQLvUJg7gkSZqztYf+PXykmIEuKiq7x49dd/hN42uLbxsZY8doe79rkfPcw3DXe4sQvudlOP+TsPzc2Q3oRnf2VP0ZxCVJ0tydtw4ogvbWnS9y2Yol/NbKpVy58VHueXw39zxeBPPDFi7gzqv2064oO+FlHeX8TxaP37dpdmG8Mx6pzvyypiRJmrsLrgeK5QxvX72CWy8/g7NPWkz5TbRDovj1gEsa7t5ehO6yjrL83OLx7u1zGo9UZ86IS5KkebO/ysmCgHLjzeqShpMqKuf8XvHr1lsm3rj83NlXU6Q+YBCXJEld9VplgbZyicOtO1/k9tUrJr/wwZuL1U6g6Hift86ZbTWaQVySJHXFtpGx8U745uHRSV3xy1YseX1F5YLrDd4aKAPdEW+32wwNDdFqtXIPRZKkxtkx2h7vhJerppSqq6gcdNfNXnjw5mIWvvyvRhsCtVothoaGAFwKpmHc0McNfSRJ6rrrvvzE+Gw4FDPiMFFR2e8XOHvlkT8vdvAs++kf2lKs4rJ7+0R3vQbc0Kd5BnpGXJIkdV91ScMygJc1lfPfdnR3QvhMZrSXnFkslfjKS8XjcinFJWd253pShzPizohLktRVGx4a4fSli8YD97J1W8aP7Vq/qjsXvXERnHjO9F//ykvw308WO3umfRPrmU/X84/Aje2Zj3MGnBFvHmfEJUlSV60976RJyxYCLD5i4aTH2bvibzmqCOGvvQo/dezMQrg0S66aIkmSemLbyBjXbCr+JXrsJ3sAWL3xUeANdtyciw9tOfhrSs89DHe9FxYdD3teLnb2nMka5jf6PUrNnDPikiSpJ8pVVHatX8Xda84C4NBOEjngjpuzNZMt7stO+NGnwlEnFjt6/u1VxfPduJ7UYRCXJEk9Ua2olL/u3cekx/NWUZnJeuS7txfhu6yjLD+3eLx7e3euJ3VYTZEkST1X7rBZKr/A2ZWKysGUSxSWyxdCEcZnUk2RZsEZcUmS1FPV5QzLikpp3isq0/XgzcXKJ88/UrsNfdRczohLkqSe2jHaPuAmPtWKyo7RNmvPO6k3g7rgeusl6jmDuCRJ6qlquJ5aUSkflztuSk1mEJckSVlUKyowsdsmwGUrluTd9l7qAYO4JEnKYmpFpQzhALdefgaQoaIi9ZBBXJIkZVEN1+UOm4cE7EvF483Do1ZU1GgGcUmSlFV1x819qXiu3HHTioqazCAuSZKyKnfcLAN3uaY4WFFRsxnEJUlSVlZUNKgM4pIkqRasqGjQGMQlSVItWFHRoDGIS5KkWrCiokFjEJckSbViRUWD4pDcA8ip3W4zNDREq9XKPRRJktRRVlR2rV/FrvWrJh2rVlQ2PDSSY3g912q1GBoaAliUeyyaX5FSyj2GbFauXJmGh4dzD0OSJB3AtpExVm98dLyicveasyZVVAZpdjwiHksprcw9Ds0fqymSJKmWrKio6QzikiSpllxFRU1nEJckSbXkKipqOoO4JEmqNSsqaiqDuCRJqjUrKmoqg7gkSao1KypqKoO4JEnqC1ZU1DQGcUmS1BesqKhpDOKSJKkv7K+iEkBiIpQftnABd17lnjfqDwO9xb0kSeo/1YrK1P3BqzPmUt05Iy5JkvrKG1VUyuesqKgfGMQlSVJfsaKiprCaIkmS+pIVFfU7Z8QlSVJfsqKifmcQlyRJfcmKivqd1RRJktTXrKioXxnEJUlSXysrKrvWr2LdpadOOnb2SYvZNjLGhodGMo1OOjCrKZIkqa9VKyoLpkwxLlu3xXqKassZcUmS1AjbRsa49R+fft3z1118ijPjqiWDuCRJaoRqRWXxEQvHn79py7dYtm4L12wa5vSlizKOUJrMaookSWqEsqJy3ZefYOwne8afL1dS8YubqhtnxCVJUmNsGxlj684XuXvNWXz8olOAiZVUqmuLW1FRHTgjLkmSGmPHaJvbV6+YmPl+YOKYa4urbgzikiSpMcp6SnVt8amsqKguDOKSJKlxyi9uloG7nA2HyRWVHaPtScsfSr1kEJckSY1TDdfbRsaAiS9tWlFRXfhlTUmS1FjVikqacqwM4X5xU7k4Iy5JkhqrWlHZNjLG6o2Pjh9bvfFRZ8WVlUFckiQ11sH6335xUzkNdDWl3W4zNDREq9XKPRRJktRFb7SKSt21Wi2GhoYA3Ba0YSKlqY2pwbFy5co0PNyfvyklSdL0bXhoZHx7+w/e+e/s3VfknyvefTw3X3Z6zqFNW0Q8llKyR9MgAz0jLkmSBkNZUblm0/B4CAf46uMvjK+qIvWaHXFJkjQQpq4tDhNridsTVw5WU6ymSJKkPmA1pXmspkiSJEkZGMQlSZKkDAzikiRJUgYGcUmSJCkDg7gkSZKUgUFckiRJysAgLkmSJGVgEJckSZIyMIhLkiRJGRjEJUmSpAwM4pIkSVIGBnFJkiQpA4O41FB33HFH7iFIGlDef6TpMYjXQKvVyj2ESXo9nm5db77PO9fzzeX9s3mvfxB2T91+z85W3T5HU+49833u+TiX9x+pngziNeAfhgbxbl9b86sp/z/q9jmacu+Z73P3YxCXND2RUso9hmwi4kXg+dzjABYB7dyDqOj1eLp1vfk+71zPN5f3z+a9i4GxWV5Pb6xuv2dnq26foyn3nvk+93ycy/tPM5yYUjo69yA0fwY6iEuSJEm5WE2RJEmSMjCIS5IkSRkYxCVJkqQMDOLSgIiI34iIjRFxb0RcnHs8kgZHRPxCRGyIiM0RcW3u8Uh1YRCX+lhE/FVEfC8i/mPK85dExH9GxDMRsQ4gpfTVlNIa4Crg8gzDldQgM7z/PJVSWgu8H1iZY7xSHRnEpf62Cbik+kRELAA+D1wKnAZcERGnVV5yQ+e4JM3FJmZw/4mIXwceAR7o7TCl+jKIS30spfQw8P0pT78beCal9GxK6VXgS8B7onAL8LWU0vZej1VSs8zk/tN5/X0ppbOBK3s7Uqm+Ds09AEnzbgnwncrjUeAs4HeBXwIWRcTJKaUNOQYnqdH2e/+JiPOBy4A3A/dnGJdUSwZxqXliP8+llNJtwG29HoykgXKg+89WYGtvhyLVn9UUqXlGgeMrj5cCL2Qai6TB4v1HmgGDuNQ83wBOiYjlEfEm4APAfZnHJGkweP+RZsAgLvWxiPgi8K/A2yNiNCKuSSntBT4KfB14CvhKSunJnOOU1Dzef6S5i5RS7jFIkiRJA8cZcUmSJCkDg7gkSZKUgUFckiRJysAgLkmSJGVgEJckSZIyMIhLkiRJGRjEJUmSpAwM4pIkSVIGBnFJqoiIpRGRImJZ5bmvRcQfdOl6J0TEJyLinRGxKyJ+uwvXuDAiPhUR3vMlqUa8KUvqaxGxNSL+LyJ+HBHtiHgiIt43n9dIKV2aUvrsfJ6z4q3AW1JKj3Xp/KSU/hl4B97zJalWvClLaoI/TSkdCfwssAm4OyJOzjskSZLemEFcUmOklPYCG4FDgTPK5yPi4xHxrYj4UUR8OyJujogFnWPHRMR9ndn0ncAlU8/bmXW/ofPzpPpIRCzrVFmWVp77WEQ817ne7oj4zEw/S0QcHhH3RsSWiDiicu0/johHOv8CMBwR76q858iI+LOIeLZz7Scj4pyZXluS1BuH5h6AJM2XiHgTcG3n4c7KoVHgUmAXRUD/h87Pfwn8DfBD4ATgMGDzHMfwNmA98K6U0pMRcRRw6gzPcQzQAoaBj6aUXqscXgv8GvBN4Drg/og4KaX0Q+BO4DjgIorPdzKQ5vJ5JEnd44y4pCb4w4h4Cfhf4NPAh1NKO8qDKaW/Syk9lwqPA3cBF0XEEuBC4BMppXZK6b+AT81xLHuBAN4REUemlF5KKf3bDN5/GrAN2JxSunZKCAe4M6X0WErpVeAWis/8qxHxVuD9wNrKZ306pfTMHD+PJKlLDOKSmuCmlNJRwGLgfopwPS4iroiIb0TE/0REG/gIcDRQ1kmer7z8ubkMJKX0LHAlsAZ4oVMjuXgGp7gaeBn4/AGO76pcKwHfpvgcyzpP73z9WyRJdWQQl9QYKaUfAB8GfiUi3gMQEccDX6CYKT82pbSIIuQGsLvz1hMrp1l+kMv8GDii8vi4/YzjnpTSL1P8xeArwL0Rcfg0P8Y6itrJP0XEz+zn+LLyh4gIikrNKBMB/ZRpXkeSlJlBXFKjpJS+D9wKfKazbvaRFPe6F4E9EfGLwO90XjsKbAU+GxE/HRE/B/zRQS4xDFzR+WLk0VNfHxFvj4hLOsF7D9Cm6Gnvm+ZH2Esxo/5NYGtnTFVXR8SZEbEQ+H3gcGBLSul7FP32v+h8gTQi4mRXj5Gk+jKIS2qizwHHAh9MKT0F/AlwL/ASxYzzFyuvXQ28GfgO8C/AXx/k3DcArwHfpQjxX5py/E2d6323c72PAb+ZUnpluoNPKe1LKa0BHgAejogTKofvAG4DfgBcDqxKKbU7x64GngAeAn5E8ZmPme51JUm9FUXFUJKUQ0SsBC5JKX16Gq/dBdyQUvrCLK6zGfhAZ4lHSVINOCMuSZIkZWAQl6S8xoC9EfHObl0gIi4Enmb6PXVJUg9YTZEkSZIycEZckiRJysAgLkmSJGVgEJckSZIyMIhLkiRJGRjEJUmSpAwM4pIkSVIGBnFJkiQpA4O4JEmSlMH/AzOScwv2T85OAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for src_ind in range(0, len(demo_smp)):\n", " (sb_d_profs[src_ind]+as_d_profs[src_ind]).view()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also view the surface brightness profiles that went into the creation of the density profiles from the first method, by cycling through them and using the `generation_profile` property:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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Pfv36dR0xYsRRm6383+cXLFgQHBMTkwuwa9cunxkzZuyaN2/entmzZwevW7fOd9OmTRv279/v0bdv3+ihQ4ce/+6777b7+fn1Kj7n+PHjfcu4Dhk7dmzbhQsXbg8PDy+aMWNG00cffTTif//7367q3I+hQ4ceGzNmTLuioiL+97//hcyaNWv35MmTWwGsX7/e98ILLzxR0f433HDDkblz5zbt06fPiR49epzw9vY2AEeOHLHl5OTYu3Xrll+deBoyTWiUUkoppRqTTx9oQ/pGvzo9ZouYE9zwelpFmxQ3OQNYvHix/913391h69atGxYtWtRk6dKlTWJiYmIATpw4Ydu8ebNPx44dC0ru73Q6Zdy4ca1/+eWXAJvNRnp6utfevXs92rZtW1T6XAMHDoyy2WxER0efmDRp0u+ZmZn2Vq1aFQwePDgHYNmyZYE333zzYQ8PD9q0aVPUr1+/4z/++KNfu3btskofq7SUlBTvbdu2+Q4aNCjKFRehoaGFVb9ZFg8PD9O3b9/jb7/9dkheXp6tS5cuBZXvdcqdd955+MYbb+y0efNm3xEjRhz+8ccfAwCMMYhIdcNp0DShqURWVhYJCQnEx8ef18M+KqWUUqrhSkpKIikpCeDszfJaC0OGDMk5cuSIx/79+z2MMYwbN27/Y489dtoobFu2bPEqufzWW2+FZGZmeqxbt26Tt7e3iYiI6JGbm1tm9cySJUu2tmrV6mSik5mZaffz8zvZA782/UmMMdK5c+fcNWvWbC5vm6KiIrp37x4DcNVVVx199dVX95W13W233Xb41ltv7fzYY4+dVt6tW7e8pUuXBlQUR9u2bYs8PT3N0qVLm8yaNWtPcUITEhLi9PX1dW7cuNErJiamWklSQ6UJTSWCgoLO6oRpSimllFLVVfzD64wZMyqtYaisJuVsWL16tY/T6SQsLKzo6quvzn722WfDExISDgcFBTl37tzp6eXlZYKCghw5OTknE5asrCx78+bNC729vU1SUlLgvn37vCo6R0UGDhx4bMaMGaGJiYmZ6enpHitWrAiYMmVKle5LbGxs3uHDhz0WL17sP2TIkJz8/HxZt26dd58+ffKKt/Hw8KC4NqoiV1555fGxY8fu//Of/3y45PpRo0ZlTp48ueUHH3wQdMstt2QBzJ8/v0nbtm1Pqwl67rnnfj9w4ICnh8fpX+nHjRu3f8yYMe0+/fTT1JCQEOfhw4dts2bNCnn00UfPy6G7NaFRSimllFL1rrgPDVg1JG+++eYuDw8Phg8fnr1hwwafiy66qCuAn5+f8913393ZrVu3/N69ex+PjIzsNmjQoKxnn332wNVXX925e/fu0d26dTvRoUOHvIrPWL477rjjaHJyckB0dHQ3ETHPPffc3rKarpXFx8fHfPDBB6ljx45te+zYMbvD4ZD77rvvYMmEpqpsNhvPP//8wdLrAwICzGeffbZ97NixbSZMmNDGw8PDREdH57755pt70tPTT35/v+KKK3LKOu7jjz9+6Pjx47YLL7wwxtPT03h4eJgHH3zwQHXjayh0Ys1KnK2JNZVSSimlaksn1lTnM51YUymllFJKKXXe0YRGKaWUUkop1WBpQuNG05akkpx6eu1vcmoG05akuikipZRSSimlGhZNaNwotnUQie+tPpnUJKdmkPjeamJbN4gRF5U6703+Zqu7Q1BKKaVUJXSUs0rsOJTDn976ud6Ob8MwYsbyk8vN/T15bfE2Xlu8rd7OqZSqmuU7D/PwFVHuDkMppZRSFdAaGjfr1CIQL7s1m2tEsA+dWgS6OSKllFJKKaUaDq2hqUTHUH8+HN2/3o4//sM1/LrzEJfIRn47Gsm9vku4OxoQgeh4aBENR/bAuv+BgPU/YpV3Hw4hHSEzFTZ+Zq2zNrLex/4JglpD+mbYuuhUefFxLhgBAS1gfwrs+OHUfrjKe90Gvk3h999gzy9nll94B3j5w96VsG/1mRfXeyTYPWHPckjfcGo/ALFB77us97uTIXP76eUe3hB7s/V+149wdM/p5V5+EHO99X7nUjh24FS5CHgHQtSV1qodP8CJzNPLfZtCx8tOledln359fs2hnetzT/0eCnNPv/aAUIjofarcUXh6eWBLaNn9VLlxnl7eJAJCo8AYK/7S9zYowvpsHUWQtryM8tYQ3AaK8mH/2hI33bVNcBsrhsJcSN94epkIBLUF/2ZQkHPmvReBoDbgGwz5x+Ho7jLKW1v3OP8YZO87s7xJhPUZ5WVDziFOU1zu4W2V5x4BmwfYvaznxe4FHj5gc//vLe2fWOjuEJRSyi1e+Hxj+Mwfd7YqXr5nQIf9Tw+LKXO2+6rYvn2758CBA7v+9ttvG8PCwhyHDh2yX3DBBTHff//9lrCwsKL77ruvzbJlywK9vb1NcHBw0csvv7x30KBBORMmTGj50UcfNbPZbMZms/HGG2/sHjRoUM77778f9Pzzz0c4nU6KiopkzJgxBx977LGM8ePHh8+bN695SEhIUW5urq1Lly65L7744u+9e/fOAyhvv7Vr13qPGjWqfXZ2tr2goED69et3/P33399d+jpmzZrV9B//+Ef4jh07fH744YdNl1566QmATz75pMlTTz0VUVhYKJ6enubFF1/ce9111x0rue+gQYM6p6WleW/btm1D6eNOmTKl2V//+tfWYWFhhYWFhXL//fcffOSRRzLS0tI87rzzzvb79u3zKioqktatW+cvWbJk+5YtW7x69uzZvX379ifnvlmzZs0mHx+f0+Zj+f777/0ee+yxNhkZGZ4iYvr27Xv87bffTgsMDHTW9LOsjieeeKLlxIkTqzX/zZQpU5qtXLnSf86cOXsq39qiCY0bJadm8MPWQ8zzfpk4WUeyI4bE/WPpkjGFOPtG+OnVig+w9OWKy7//e8Xli/9acfnXf7ESD1POM7/o/6wvnc5y5qH68gmw2a0v+5RxjC8fB8T6Ul5WedI46ztyYW7ZMXi7arMKcsooF/Bx9UXKzz6zXGzWF3aA3KNllNvBL8R6n5MBlJqvyeZhJT0Axw+eWW73Bn9XefbvZ8bu4WuVGwPZe88s9wywkiZHEWSXMXGxdxPwDwVnYYlkrwTfplayWphXIiEpwb+FtX/+ccgqozww3Iov72jZxw9uZ92fnEzIKqO8WWcrhmMHyy5v0Q18AiFrX9nlna+EgOZwaIuVsNnsrpeH9er/oBVf2gor4StOhIpfg56yno+dS6z9PbytJMnDGzz94NLHrOPt+hEO7zg9mfL0hc5DAPhrnJeV0J88tqdVHtjSitOYEommUkqdP54eFrNv5a7DgQCfJQ7YUtvjde7cufDuu+9OHzduXOv3339/90MPPdT6zjvvPBQVFVUwbNiwju3atcvftWvXervdzsaNG71SUlJ8Fy9e7P/VV18Fr1u3bqOvr6/Zv3+/R35+vuTn58tDDz3U7ueff97UqVOnwtzcXNm6datX8bnGjBlzsHiyyhkzZjS98soru6SkpGxo1qyZo7z9HnjggbZjx449ePvttx8FWLFihW9Z13HBBRfkfvTRR9tHjRrVvuT6Fi1aFC5cuHB7+/btC3/99Vefa6+9Nio9PT2luPydd94J9vf3d1R0j+Lj44/MmTNnz++//+7RvXv3bjfffPPRCRMmRAwaNCj76aefTgdYvnz5ybjatGmTv3nz5o3lHS8tLc3jtttu6zRnzpwdQ4YMyXE6nbzzzjtNjx49aqtKQlNYWIinp2e5y1UxZcqUVtVNaGpCExo3StmbxdQRvYjbdimsSiXOcxdTPd4ixdGFOM+d0PkK64th1l7YtMD68gSc/PIcdTUEt7W+kG37usSRXeVdh1lfvDK2naqBKVkefb31K/3BDadqYEqKvgF8g2D/GutVWsz11q/wv/8GhzaVUX6d9QUw7Vc4suPM8i7XWH/TVpz5pV7s0Hmw9X7PcsgpNYmu3QvaX2pdy+5fIO/w6eUePtCmH+C0yguOnV7u6QetelmJTNpyKDxxZnmLGOue5/0CjoJS5f7QrKP1PicDTKmkztPXqsXAuGowzJnlAS3A6Sw7ofHwshIyRyFkn1mMzfXFuqicWgyxW0lbeYzTSobKS0aLCqxEsbCcSY8LjgNiJURlyT1qJap5WWWXHz8AuYdP1YyVtuM7wJyKz1l4evm3z5a9X7FZQysu/+FFrGy5nImFA8PB7sHdx9Pht1L3wOYJ7QdYz+C+1VYNk6cPeAWATxNo2hEue8J6v+0b6z74NrUSaJ8gCGhp1c6BJkRKqXPSP7/aEnZB2+DT/mFcvOlg4Jo9R/0evbLLGbPaV9XTTz+d3qNHj+jnn3++xYoVKwJmzZq1Z8OGDd6rV6/2//TTT3fY7XYAYmJiCmJiYgreeeed4JCQkCJfX18D0KpVqyKAgwcP2ouKiiQsLKwIwNfX1/Ts2TO/rHOOGjXqyBdffBE0c+bMkISEhMzy9ktPT/ds167dyX/s+/btm1vW8S688MIy/2G85JJLTm7fu3fvvIKCAltubq74+vqarKws25QpU8KmT5+++5ZbbulU2X2KiIgoatu2bf727du9Dhw44Dl06NCT/5j269evzLjK8q9//avFzTffnDlkyJAcAJvNxt13330ErHt42223td+zZ4+3r6+vc/r06bv79euXO378+PD9+/d77tmzxyskJKQoMjIyv+TyW2+9lXb33Xe3+/33370AJk2atGfo0KE5WVlZtnvuuadtSkqKH8CTTz65b8WKFf75+fm2rl27xkRFReUuWLBg5xtvvBHy5ptvhhUWFsqFF16YM2fOnN0eHh689tprzSZPntwqNDS0sFOnTnleXl7l/ANdNk1o3GjMQNcz3ekfcNU/AIhzvc404yxFVQPGlP1eXM27nI5TNSAlkzIPb+ttUQEYx5n7e/lZfwtzT32xLS4vblYGVrOnM8pL1cCULreVqoFxFrnKXOV2r1M1LMcOuGqZOFXu4WvVoIBVg+F0nF7uFWAlLGA1CSydjHo3gcAwa33G1jPLfUOscqcDDm0+s9y/hVVeVGAlk6XLm0S4amhcTc5O3lbXm+B2Vvz5xyC9jP2bdbauP/eoa/9S5S1iXDU0GWWXt+rpqqE5UHZ5677WF/6jadb5nUVW0lj8Nzre+nz3rrKa5BXlWslVUR448qHvGCvp2/Il7HA1+XMUnHr9v0ete7dpAaT9YtV0OYusvzjhwrus7bZ/C0d3cRqxQ9N21jFPlEqUwTrOgXXW37ws65ryC617eWy/Vau09csz9ytm94KWsVZyk/aL9Rl6+lrNN72bQHgv6JcAPsGw/iMrOfdrZn0eQa2t5oA+Tco/vlJK1dALn28Mf3pYzL4L2gafGP/fNR2b+3sXBvp4OBZvOhg4/r9rOk66+YIdJber7vG9vb3Niy++uPemm26K/Pjjj7f5+PiYNWvW+MTExJzw8DjzK+kNN9yQ/eKLL4a3b9+++4ABA7JvvfXWw9dee+3xsLAwxxVXXHG0bdu2sZdcckn2Nddck5WQkHC4OCEqrVevXic2b97sU9F+DzzwwMFrrrkmqlevXjmDBw/OeuCBBzKbN29eYY1Ked55552mMTExJ4oTsfHjx0c89NBDBwMCAqrUzGvjxo1eaWlp3jExMfkPPPBA+siRIzu++eabJy677LLs++67L7N9+/aFAGlpad5du3aNAbjooouOz507d0+p4/jeeeedmWWd4/HHHw/v2bPnicWLF6cuWLAg8K677upQXNuTkpLit3z58s0BAQFm/Pjx4SWX4+PjO4wfP/7glVdeeXzbtm1eV155ZeSOHTs2PPHEE62aNGni2Lp160aAQ4cO2UeOHHl09uzZLYqP+9tvv/nMnz8/ZOXKlZu9vb3N7bff3nbatGnN4uPjsydOnBi+atWqTSEhIY64uLgu3bt3P1FW3OXRhEbVXslfmMv6tdlmB8r+jwxgfTGtiGeZtb6neFcykEJxYlOe4sSlPMXNi8oT3Lbi8mYV/BgjAqFdyi+32SGsW/nlHl5W8lAeT99TfX3K4h0IbfqWX+4bDO3KTrEB6951uLT88sCWFd+/4DbWqzyte1uv8sQlWq/y9Lix/LJiTldtlaPASmKcjhLJaprV7K64zFFgJTztL7HKt35t9bCrEPkAACAASURBVEHKSbeSuxOZ1j3vfqO1/NMUyEqzkrCTxOpXdGSXVQsGroQo20qIMrZAygflx+vXDKKvg5BOsOkzV3+sLlYSGtQGmkdW/kwrpVQZZv64s1VxM7Pm/t6FOzJyfD1tYkbPXRXZLsQv79/fbgv/97fbWLs3K6Cm/WkWLlwYFBoaWpiSkuLzhz/8oZxqektQUJBz/fr1GxctWhT47bffBt51112dnnnmmb1jx47N/PDDD3evWLEi/csvvwycMmVKy8WLFzf56KOPdpV1HFPix9Ly9nvooYcyr7/++uxPP/20SVJSUvDs2bNDN27cuLE4KamqlStX+jzzzDMRixYt2gaQnJzsu3PnTu+ZM2embdmypcIvPElJSU27du0a4OXl5Xz11Vd3h4WFOW688cbsAQMGrPvkk0+CFi1aFNS7d++YdevWbYDKm5xVZMWKFYEfffTRdoDrrrvuWEJCgkdmZqYd4KqrrjoaEBBw8rpLLv/0009Ntm3bdvKL2fHjx+1HjhyxLV26tMkHH3xwsjlOaGjoGcngokWLAtevX+/Xs2fPaIC8vDxbixYtipYuXep/8cUXHwsPDy8CGD58+OGtW7f6VOd6Kk1oRORjoHN1DlqG0caY+hv7WCmlaspmA5v3qRrDkoLbABUkXFFDgQqatxUPfGGM1awxL8uqrQxqba3f9LnVB6s4IcrJtGreOl5u1Q59/zdX8728U7WY+dnw25xTy/x6+jn9QqD9/7OazW372rqGkI4QGg0hHZi2M5TYTq2J63Qq6UlOzSBlb9apWmOlVKMX6OPh8LSJKXQaaRHoXRDo41Gj2oqSkpOTfZcuXdrkp59+2nzppZd2GTly5JELLrggb9OmTX4Oh4Oyalg8PDwYNmzYsWHDhh2LjY3NnTt3brOxY8dmgtUsrG/fvrkJCQmHO3fu3APYVdZ516xZ49e7d++Tv/iXt1/79u0Lx40blzlu3LjMyMjIbitXrvR97bXXWqxfv94vLCysYMmSJdvLOn6x1NRUz5tuuqnzzJkzd3br1i0fYNmyZQHr16/3i4iI6FFUVCSHDx/26Nu3b5cVK1ac0S+puA9N6fVhYWGOMWPGHB4zZszhyy+/vPPXX38d0L9//0prMKKjo3NXrlzpV9wvqKSSSV4xETEA/v7+p9UklVw2xrBy5cpNJROe4vVSSRNqY4z88Y9/zHz99ddP61w8d+7c4Mr2rUxVamg2Af9Xi3NEAjoWsVKq8RKxmpR5+Z++PnpYxfv1GnHqfUGO1R/L5mE1GTy6BxZNsGqRju23apKMk5y8Qvy3f+vq5wQcTj2tD12svS+JS0YzNWotcXlLSQ4YQuLWXky9oa1VW1VqdLnJ32zVuXiUakSKBwBYvOlg4Oi5qyJbBHoX5BU5bA8Ojtw3JDrsGED7JxZWUHVeNqfTyf3339/ulVdeSYuMjCxITEw8+OCDD7ZesGDBztjY2Jzx48eHT548eZ/NZmPdunXea9eu9e3Ro0euzWajR48e+QCrV6/2bd26dUFWVpZt2bJl/sOGDTsGVkf58PDwgrLOO3v27OBly5YFvf7663sr2m/+/PlN4uPjj3l7e5s9e/Z4HD161N6uXbuC+fPn76rK9WVkZNivueaayGeffXbv0KFDc4rXT5gw4dCECRMOAWzZssVr2LBhkWUlM+VZsGBB4OWXX54TGBjoPHLkiG337t3eHTp0KPNaS3v00UfT+/XrF33ddddlDRo0KAfgjTfeCBk2bFj2xRdffOw///lPs1deeWX/559/Hti0adOikJCQSpvEDRgwIPull15q8cILLxwEK0mNi4vLveyyy7InTZrUYtasWWlgNTkLDQ11eHh4mPz8fPH29jZXXXVV9vDhwzs/+eSTByMiIooOHjxoz8rKsl966aU5EyZMaHPgwAF706ZNnZ988knTbt26VbmvEFQtoVljjCn3xouIwxhTbnsiEckFGmz7h6ysLBISEoiPjyc+Pt7d4SilGisvf6s5WbGQ9jDiw1PLxkDuEeKe/4auHdrS1HGIm469S0vHfpoVpRPkPIoPubR37uF5j1kkbrqD2+37mOfozFTPvxP32UYcn9lY5BfPT76DOGYLJMB5nI9/b6IJjVINQFJSEklJSQBBNT3GPQM67AcrmRn/3zUd24X45QX6eDgeHBy5r7gPzZDosGPF21XHpEmTmkdERBQUNzObMGFCes+ePaMXLlwYMG/evF33339/m3bt2nX39fV1BgcHO1555ZW07Oxs+9ixY9tmZ2fb7Xa7ad++ff4777yz2+l08sorr4QlJia28/Hxcfr5+Tlnzpy5s/hc06ZNC/vvf//bLDc31xYVFZX71VdfbQkPDy86cuSIrbz9Fi1a1OTRRx9t6+3t7QR47rnn9rZt2/aMkXPmzJkT/Nhjj7U9cuSIxx/+8IfI6OjoEz/++OO2l19+ucWePXu8J06cGD5x4sRwgG+//XZrREREOaPvVM2vv/7q9/DDD7e12+3GGCN33HFHxsCBA09U1nwNoE2bNkVz5szZ8dhjj7XOzMz0tNls5uKLLz5+xx13HH3ppZf2jRgxon1UVFSMr6+vc/bs2TsrOx7A9OnT0+699962UVFRMQ6HQ/r163csLi5uz4svvrj/7rvvbhsZGdnNZrOZJ598ct9dd9119LbbbjsUHR0d07179xMLFizY+dRTT/0+ePDgKKfTiaenp5kyZcqewYMH50yYMGHfxRdfHB0aGloYGxt7wuFwVKvKRsqqcqrWAUScxhj3TxhRT/r06WNWrlzp7jCUUqpK2j+xkH4dQsosE+PAhpPdRwvJO3qATIK50/YVT3vNw5PTW5M4sWZeNgbEr6k11Hbb/nDJg6eGRFdKnXNEZJUxpk/p9WvXrt3Vs2fPjKoco3iUs39/uy0crFqbuhjlTKnaWrt2bfOePXu2L72+LgYFqF1GpJRSqk5VNhnw+A/X8PFqa+TROc4rOR59N5OGNoX966BpWzi6B9vPr8Oen61xPnKPwO4frdfPU62BKPybW4NGdLvJmoTWs1r9N5VS57DipOXf3247uW5IdNix4iZnSp1r6mSUMxFpDlwMLDbG5IlIP2PM8ro4tlJKqap7aHBkheXFE/q+N6ofcZ2ak5yaQeJ7q0nu04a4GFez2lY9raGz84/zweeLuKXVAdj9ExxcD60ugN9XMm1nc2LlN+JWzwMEQjqSHH4XKaHD6mxwgWlLUoltHaQDGCjlBi98vjF87d6sALD6zNwzoMP+mo5splR9q4umYgJMdx3r3yLSAbirDo6rlFKqmirr73JyQl9XkhDXqTlTR/QiZW8Zk6B6B7C/Saw1NPat78O4dfCnuTB+E7H9BpPoeJhkRzfAkHzIm8SVLYj9KRHm3wvv/hF+msKspO9OO+S0Jakkp57e6iU5NYNpS1JPLk/+ZisAsa2DrGTLtX1x8hXbOui07ZRSde/pYTH7dk28dlXxS5MZdS6rkz40wAxjzGgR8QReBboZYy6rg/jcTvvQKKUas4r65KSmHyMjp4CWZJJNAA97fcoFPgeIKViHPyUGqPH0gy7XwMDHSc5uRuJ7q08mVcVJSskkq+Q5rXMUnjxUc39POrWwBs5cvvMwuyZeW09XrlTDVEEfmh09evQ4YrPZtKuAapCcTqesW7euac+ePTuWLquriTW/BDDGFIrIg8DDIuIDNMWqwcEYo5m9UkqdRzq1CCR7zxEOOJoTEezD4qb3sxjwdOYz6uhrxBb8RrDzKFJ4AtbPJ3d9Eun+19HReTG3z8jF6Zpwt7m/J68t3sZri7eVe44ChyEi2IfWTf3O8lUqdd5Yf+jQoZjQ0NAsTWpUQ+N0OuXQoUNBwPqyyutkUABjzKclFpwi0hRYB6RhJTQGGFQH51JKKXWWlTfIwPgP17B852EAfj+aR78OzZj0pwtcpZcBEPvEf0kI28I1xz8B4yA+5yNu4H9Mst/EFMdw+skGTnh0pPR0ZcXnrOgc7Z9YWLcXqtR5rKio6N4DBw68feDAge7UTZcDpc4mJ7C+qKjo3rIK66qGprQrgChT2/ZsSiml3Kq8QQbKHVwgNeO0TvzZ+JP48NPA09aKnAySP5jIvG29GWv/mHmOIUw98S/ifI7DXZ9DSLuTiUpl56hsAASl1Cm9e/dOB65zdxxK1Yf6ytDXAd71dGyllFJnSXmDDFR1cIHSSUfyAUjcdyVT77iY8Vd1Y2rwuyQWjiX5cABMiYWZV/JRhwVwaFul59AJP5VSSkHdDArgMMbYS61bDrQGNrpWGWPM0FqdyE10UACllKo7ZQ7FnLKVlJRVjGmVCitnQq7VxIyQTnDVixA5FGtCHKVUZcobFECp81l9JTTtSm9njNldqxO5iSY0Sil1FhXkwJwbYO+KU+u8A+GGN625cZRSFdKERjVG9dLkzBizu/SrPs6jlFLqPOPlD/d+A49uhwtuB/GA/GPw4e3w7s2QMh+Op5+2S1XmtlFKKXX+qtOERkRecf39RkS+dr2+EZGv6/I8SimlznMBoXDD6/CX/XDVROg3Bnb/BB/fA/+MhPf+xBsLrVocnYBTKaUatzptciYiYcaYg9rkTCmlVJ0ryIG5wyHtFwCcRvjB9wpmB91Per6d7enHCWvizcHsfDq3CCDI1xPQCThV46JNzlRjVKc1NMaYg66/uwEfIByIcL2UUkqpmvPyh3u+gjHJ0CwSmxgG5X3Nq+l30+LENoqcht+P5lHkNBzLK3R3tEoppc6SeulDIyLvA1OBBGAUUOYkOEoppVS1tewGD67kxvxnIDCcEFsOY3JnEkgOvWQrYOjXoRkfju5f7qSgSimlzh/1NbFmW2PMJfV0bKWUUooBg+LhikdI3rCTxA/W8pbnS8TZN5IsF5K48VGSU1vrBJxKKdUIVKmGRkSuL7Vc2ZwyK0WkR42jUkoppSpRPLFmSoaTqSMHEHfTQ+DpT5z5janOv5Ey/yXIydQJOJVS6jxXpUEBROQ7Y8ygEsv/M8b80fW+rHlo7gNeAg66VhljTIP8F0UHBVBKqQbE6YTv/gY/TgIM+DWHkQuhRVd3R6bUWaGDAqjGqMIaGhG5Q0S+AS4oMQzz94B/JcdNAEKNMZGuV4NMZpRSSjUwNhsMeQYe2QotY62R0aZdAu+PgH1r3R2dUkqpelBZH5oFwFJgPDDJta4AOFDJfhtrGZdSSilVc4EtYMwyyMmALycwbU0esRvHEBfTAW6aBZ4+JKdmkLI3izEDO7k7WqWUUrVQYQ2NMSbLNQTzt8Ae1/uDQHwlx+0CpLom1dSJNZVSSrmHf3MmN3mc2E5tSCwcS/LGnfBSO5KTl52cfFMn3lRKqYatqn1ovjXGDC6xvNgYM8T1vqw+NDqxplJKqXNC+ycW0q9DCMcO7mTfCRt32r9hnmMI/X32kNHqUp14U51XtA+NaoyqOg+NT6nlyvrQ9ORUjU6aa/msE5GrRGSLiGwXkSfKKO8qIj+LSL6IPOqOGJVSSp0dgWEdOGEPZIpjOLfZF/Nv/sHNx97BnxPuDk0ppVQtVDWh+V5E3hORe0RkHrCkku0fMq6qH2OMExhbmyBrQkTswOvA1UAMcKuIxJTa7LArtn+e5fCUUkqdRR+O7k9EsC8FDmt5quMGPgi4mxuPv0+K9yhI/rd7A1RKKVVjVUpojDFPAXOAEOBdY8wZtR2lVLdGpz70BbYbY3YYYwqAD4DT5tMxxqQbY34FCt0Qn1JKqbPgocGRJKdm8MPWQ7w3qh+7Jl7Lu6P688/ca0mOehy7GPj6KXhzgDUqmlJKqQalqjU0GGMWGWNeMcZ8WYXNf6hmjU59iMBq7lZsr2udUkqpRuThK6JI2ZvF1BG9iOvUHIC4Ts2ZOqIXKRG3wA3TQGxwcB280gkObXZzxEoppaqjsmGba8QY8xcRuQrogVWjU5UkqK5JGesqHwGhlEOHDtGnz6m+dQkJCSQkJNQmLqWUUmdZWUMzx3Vq7kpwOkHnK2BafzieDtMvgwdWQHDbsx6nUjUxffp0pk+fXrzY3J2xKOUOVRrlrMIDlBrlTERswGxjzJ21Da42RKQ/8Kwx5krX8v8BGGNeLGPbZ4Hjxpgz+tLoKGdKKdVIOB3wwa2w/Qfw8oFr/gk9/ghS1u9jSp2bdJQz1RhVuclZVbkGAXCIiDv6zZT0KxApIh1ExAu4BWuiUKWUUupMNjuM+C/cnww+TeHjUfBaT8jLdndkSimlKlDnCY1LN2CHiHzrrok1jTFFQCLwFbAJ+K8xZoOIjBGRMQAi0lJE9gLjgadEZK+INDnbsSqllHKvaUtSSU7NsBaad4Z7viGZWKZl9IBXOsOBje4NUCmlVLnqK6H5I9YoY38G7gVG1dN5KmSM+cIYE2WM6WSM+btr3TRjzDTX+wPGmNbGmCbGmGDX+9N+isvKyiIhIYGkpCR3XIJSSql6NvmbrcS2DiLxvdUnk5rkdBuJtqfo5HUUHPkwLQ62fOXmSJUqX1JSUnEf3yB3x6LU2VbnfWhc67oAE7BGFRMAY8zQWp3ITbQPjVJKnd/aP7GQfh1CSE0/RkbOqVH8m/t7kpmTz87ot2HnD9ZIaPevgNBI9wWrVCW0D41qjOqrhmYW1rwvTYDJwNp6Oo9SSilVJ7w97WcsG2xw12fQZxTYvODtQZD6g3sCVEopVab6SmjyjTFfA3muIZuj6+k8SimlVK19OLo/r/yxJyH+Xowd1JkQfy9e+WPPUxsM+yc88Av4BMHc62HW1daoaEoppdyuvhIah4h4AAdF5DGgdT2dRymllKqVhwZHkpyaQeJ7q5k6ohfjh3Zh6oheJL63muG9Ik4NGBDSAf78FYiN5J1HmfbiOCgqcHf4SinV6NXnoAAGa5SxQmBEPZ2n3umgAEopdX57+IooUvZmMXVEL9dEm9akm1NH9OLgsbzTBwwIiiB52PckFo4lNm8lvBYLBSfcfAVK6aAAqnGrl0EBzic6KIBSSjVe5Q0Y0MEvj88d9+Ev+dAkAh7eoBNwqnOCDgqgGqN6qaERkSDXXw8RubZ4WSmllGqIOrUIxMtuJSwRwT60CAunf/4U8G4C2b/Dgge1T41SSrlJfTU5+8z19zngD8B79XQepZRSql59OLo/EcG+FDisFg2/H80jItiXbALhkc0Q9xCsnguv94OsvW6OVimlGp96GxTA9beNMeZewK+ezqOUUkrVm+IBA37Yeoj3RvVj18RreW9UP37Yeoju4U1ITsuFoc9Dr9shcxvJk29h2le/uTtspZRqVOorofESkaeB3a7l87aPjVJKqfNXRQMGGDg1WMCwV0n2G0xi3gN0+2ksZO93b+BKKdWI1MWgAE5jjK3UunbAIOBDrNHOhhlj/lerE7lJZGSkufzyy4mPjyc+Pt7d4SillDpHtH9iIc39PUsMFmCY4vkG19l/Ag9veGgdBIa5NUbVeCQlJZGUlMSMGTO2G2Mi3R2PUmdTpQmNiNiNMbXq6SgiYmqbObmJjnKmlFKqLMUjoK3ec4QChyEi2Id2wZ7Eps3jUts64loBY34Em53k1AxS9mYxZmAnd4etznM6yplqjKrS5OyR2pxARGKAK2pzDKWUUupcVHqwgJZNm/C241oSHeNJ3g98ej/JWw9wz+yVxLbWAT+VUqo+eFRhmx4i8mQtztEC+KIW+yullFLnnOG9Ik4OFhDXqTnJqRkkvreaIjyw+fpyT85jjFq1kLkrfsCB18k+OEoppepWVWpokgHPWryOANvrOnCllFLKnaJaBpY5WABY89Y47D5McQznDvs3/Og9DooK3BmuUkqdtyqtoTHGvHk2AlFKKaUakrL6wxQnNxHBvizfeRhPCpjruIKLbRtp8cbFkPgr2HTgT6WUqkv1NWzzeSMrK4uEhASSkpLcHYpSSqkGoGRTtG0T/8DrIy7knsJHmXEwCmZeAa4xcpJTM5i2JNXN0arzRVJSEgkJCQDaWUs1OrUetvl8p6OcKaWUqo5pS1KJbR10Wp+ZhGlfsmzXCWZ6/pO4258h2eMiEt9bzWVRoUz60wVujFadb3SUM9UYaQ2NUkopVYfGDOx0xgAAX+9yEu2bxX2F43hpzifcOeMnbBg+Xv27m6JUSqnzhyY0Siml1Fng2TIa7F686bie++wLGO2/xN0hKaXUeUETGqWUUuosiAj2JcvhRRd2865jCN2OfEd/WefusJRSqsGrk4RGRHxExKsujqWUUkqdb0oOFPDVxPuZ2nUDiYVjSfRYABnb3B2eUko1aDVKaETkbyLS1/X+CuAwcFhEhtZlcEoppdT54Iw5a+56gSub7OZzRz948xI4cQTQkc+UUqomalpDcxew2fX+aWAC8ADw97oI6lyiwzYrpZSqrTMGChAh/o9/ZpG5mOSCTvDdCySnZnDP7JXEttZRd1X16bDNqjGr0bDNIpJljAkSEX9gH9DMGFMkIkeMMU3rPEo30mGblVJK1ZeoJz7GCwd/ti9immMYBXixa+K17g5LNWA6bLNqjGpaQ5MpIl2Bq4HlrmTGtw7jUkoppc57BXhTZPdlimM4o+2fM0hWkZyacdo22gxNKaUqVtOE5lVgFfAO8IZr3aXAproISimllGos8hxCM47yrmMI/W0bSZzzy8mkRpuhKaVU5TxqspMxZoqIfAkUGWN2iogPVtOzhDqNTimllDpPJadm4OtpZ+bIPsR1ak7y/NdIXHk9Y3iX22c4cWI/uW3piTqVUkqdUuNRzoCmrmSmeJSzn4HwugxOKaWUOl+l7M06mcwAxN30EPfaP8cpNkbbPwcgItjHnSEqpVSDoKOcKaWUUm5wxshnwD8dtxDpmcmHjssZICn8fjTvjP20T41SSp2upglNE2NMtmuUs57Am8aYd4DOdReaUkop1bjc0KsNj8nDTA39jHneL/GX/lYNzYxlVgKjfWqUUupMNepDw6lRzrqjo5wppZRSdSKqZSA39WlNXMTF8MYljFp7M5/wLH9fCH9fuPnkdtqnRimlTtFRziqhE2sqpZQ6W042Q/MJgvjJ4Czic++naWY/AWifGlU+nVhTNWY1mlgTQEQicY1y5lqOAryMMevrMD6304k1lVJKuc078SRvz+CBwoc4ij/G9TukTr6pyqMTa6rGqKY1NAA7gFYi8ifX8l5AeykqpZRSdSQ57m0eKHyI1z1fY2fU67w3qh++nvYzJt9USqnGrKbDNncC1gNfADNdq4cCM+ooLqWUUqrRS9l3nNdv7UmcfRPs+Zk41jNzZB9S9ma5OzSllDpn1KjJmYh8ASwHXgAyjTFNRSQYWGuMaVfHMbqVNjlTSinlduvmwydjIKgNjFkG3gHujkido7TJmWqMatrkrC/wd2OMEzAAxpijQHBdBaaUUkoplx43we3zmXYohuQ3x0DhqflpdF4apVRjV9OEJptSyYuIhAMHax2RUkoppc7U8TJi24aSeOBakt8YDei8NEopBTWfh+ZjYJaI3A8gIs2whnL+oK4CU0oppdTp4kY8yZSXbiBx/4O0/79J/Ga6WOt1XhqlVCNW0xqap4HjwB6smpp0IB/4Rx3FpZRSSqnSAlrwXtEgbrMv5jfThS6B+e6OSCml3K5GNTTGmFxghIg8CHQAdhtjDtVpZEoppZQ6wxemPwGOE4y1f8zcY1cAXu4OSSml3Ko289BgjMk0xqzUZEYppZSqf8mpGfh62pl+z0DGN/me1z1fI8Du1HlplFKNWq0SGhEJFJHwkq+6CkwppZRSp0vZm8XMkX2Ii2wBDywnrpUw3edVUjZtdXdoSinlNjWdWLO/iGwFjgJprtde19/zSlZWFgkJCSQlJbk7FKWUUo3cmIGdTg0AEBDKtPavQmE+Y1YNgxyrlkaHcW6ckpKSSEhIANAh71SjU9OJNVOAxcDbQE7JMmPM7roJ7dygE2sqpZQ6VyWnZnD/29/zhsck4kKySY5fwj3vrLRqcXTks0ZJJ9ZUjVFNh23uADxiapINKaWUUqpOxHVqTo7x4IHCsdyRsZi3315CLj6azCilGpWa9qFZDnSpy0CUUkopVX2FeBFoL2CKYzj32L8gSs6rhhJKKVWpmtbQfAssEJFpwIGSBcaY92odlVJKKaWqbJ8J5XrvVbybP4TH7O8D97s7JKWUOmtqmtAkuP4+WGq9ATShUUoppc6C5NQMPGxCkdOwIP8C/mp/h1cct9JuySLiBl7l7vCUUuqsqOnEmh3qOhCllFJKVU/K3izm3NP3VJ+ZoqFEvXobKd8GEhfuAZFD3BugUkqdBTUdtnlTOevX1S4cpZRSSlXVacM4A3h4E/eHBxhj+xg+uBUKTrgvOKWUOktqOihA62quV0oppdTZ0PEyCGoLjgKY+wd3R6OUUvWuWk3OROTJ4v1KvC/WmfNwYk2llFKqoZi2JJXY1kHEjfoW/hkFab+Q/M3HpHj1ZMzATu4OTyml6kV1a2iucL08S7y/AhgMeAN/rtPolFJKKVVlsa2DuGf2SpIP2pjW6XVmFF5N4rf5xLb0BaxBBKYtSXVzlEopVbeqVUNjjLkcQET+bYwpPcKZUkoppdworlNzcgsdjJixHAhGuJ0n7fNIWWHYkN6PSV9vY+ZIaxL55NQMUvZmac2NUqrBq+koZw8CiEggEFiqbF8dxKWUUkqpGvKyCwUOgw0HUxzDuWzTGpI2NAGEuE7NSU7N4J7ZK08mN0op1ZDVKKERkYuBOUDJn3UEax4aex3EpZRSSqkaKnAYABx44KSIJOclXG/7kc+cl9D+iYUntztthDSllGqgajrK2XTgc6AH0NH16uD6q5RSSik3SE7NwNfTznuj+rFr4rUA5ODDQFnNMmcsl8tqAJr4nPl7pvavUUo1VDWqocFKXh4xxpi6DEYppZRSNZeyN4uZI/ucbFbm62ln/NBIHPntueT7v/GiYwRtOEBaXkvASmLiOjVn/Idr+GHrIaaO6OXmK1BKqeqraUKzHOgCbK7DWM5JWVlZJCQk33l+FAAAIABJREFUEB8fT3x8vLvDUUoppcpVsoN/6eQmcekInuRdHOJJ7O3/YMTsFNfgAZbhvSK0CVoDlpSURFJSEkCQu2NR6myTqlayiMiIEovtgLuBacCBktsZY96rs+jOAX369DErV650dxhKKaVUjZ2cn2bRMDi0CbrfRPuVw7EJOF1fA4qbqKmGTURWGWN0tAfVqFQnodlZhc2MMea86kejCY1SSqnzxokjMKUnOAq54NhkjpYYqHR4rwgm/ekCNwan6oImNKoxqnKTM2NMh/oMRCmllFL1zK8pjPqe5H+PBLHz3shexHUJP9mHprhPjVJKNSQ1Hba5bTlF+caYg7WIRymllFL1qVknUsKG88a+ScT9Mhe6LGDSny44OdGmJjRKqYamyk3OTttJxIk150xZ8oEPgHHGmOxaxHZO0CZnSimlzjvZB2BSV8AwLXY+sT17nZbIFCc3JQcZUA2DNjlTjVFNRzm7F7gDeAHYjTVIwF+A/wK7XOv/CSTUPkSllFJK1akmLWHAePjxX8Su+xt3rpxAkfPU75S+nnZmjtTvxEqphqGmCc3jwABjTIZrOVVE1gNLjTFdRWQbsLROIlRKKaVU3Rv8NKyeQ1zOGhL4mDf5A552ocBhTg73rJRSDYGthvu1BHJLrTvhWo8xZgc6DrpSSil17hKBkV8C8JDnJ/janRQ4rFoaTWaUUg1JTROaZcBsEWknIjYRaQ+87VqPiPSg1Pw0SimllDrHhEbCkOdY5YzCOApOrh7/4Ro3BqWUUtVT04TmXiAE2AkUAqlAqGs9gACjah2dUkoppepVcqvbGeN4lJme/2TXNZsY3ivi5BDOSinVENSoD41raObB8v/Zu/fwKMs7/+Pv70wmBwIkICKHqEAAEbdsWVPRWEWltLVu2q67rTU9aGuNWLGIvx74uXW7/blt2W5XVqUVibZWt6jdrnWdRWuprWhNjWJj46GKBFATUIiQAcIkmcP9+2MOJEEgmUwyk8zndV1zZZ77eZ7JJ73kar557vt7m00FpgItzrmWbucb05RPREREBlFjc4A1n3kfjb+YARse5OYVl1P3dhmNzYHkeXU7E5FsluoTGgCccy3OuWe7FzMiIiIyfCxZWE7lvNnMm1zE0tC1/HpVDZXlE5hXVsIVd29iXpmWxIpIduvzPjRm9jXn3A/j72840nXOue+lKVtW0D40IiKSEzoP8PS/fJhrQ9cyjn00UQbA9pUXZTiY9If2oZFc1J8nNBd0e7/4CK8PpS+aiIiIDJmC0ZxddTmf8/6WJsqYUOzrcbquqZU1G5syFE5E5Mj6vIbGOfcxADPLA24HHnbOdQxWMBERERladcddzM8iJfyd50keaj8XgDUbm/B64ObfvJ7cbLOuqVVra0Qka/S7KYBzLmxmdznnxgxGIBERERl6dU2tXHH3JnzANXkPMzXcyuro37Hy0VeT11SWT+D6B17gic27WV09P3NhRUS6SanLGfCcmc1TNzMREZGRobE5wF2XV8Q21dxextfu/hivd07lMbeAIp+HYCjKtBXrAbh4/lRtvikiWSPVgub3gN/M1gJvANHECefcunQEExERkaHTY/rYtLOp836A59ypXFC0hRc8cwmGDm28efMl789AQhGR95ZqQfMlYkXMl3uNO0AFjYiIyDBW19TKlZ3LqPV9jwXRvzAn+BOggOOK83m3vYu6plY9oRGRrJHSPjTOuelHeM1Id0AREREZWo3NAWq/eBaVU/Ooj55KsUUAeLc99pTmirs3UdfUmsmIIiJJqT6hERERkREqOf1s0v/Q+P2v8uO8m6n86t1w/CnAoS5nekojItmg309ozOxDZnadmZ1hMXebWcDMNppZ2WCEFBERkQwoHs+SheVUel9hzS/8yacyleUTWLKwXHvTiEhW6NcTGjNbBnwXeAX4DvBzYDpwA/Ap4IfAZ9KcUURERDLlQ/8MXe3Me+ZBrvzpKbSHD/0tNM9j3HPFGRmLJiIC/X9Ccw2wyDl3BvAx4CrgUufcj4gVMgvTnE9EREQyyQwu+BaVBU3Uer6PESXfa+R5jHDUadqZiGRcfwuaSc65egDn3NNAh3NuR/z4baA4zfmOycw+amavmdkWM1vxHufNzG6Nn280s7/pdu4nZrbLzF4a2tQiIiLDSFEpTH4/lZ6X+bTnCboijhPGFmQ6lYgIkGKXs24605IiRWbmBX4EXAjMBS41s7m9LrsQmBV/1QC3dzt3N/DRwU8qIiIyzH32FzwdOY0N0QpK2E9LW0eP01pPIyKZ0t8uZ/lmdkO348Jex740ZOqPM4AtzrmtAGZ2P/AJYmt8Ej4B3OOcc8AzZlZqZpOdczudc0+a2bQhziwiIjLs1LWEuJZvstq3EnxFXN71dbrCUaatWA9Akc/LXZdXZDiliOSi/j6heQZY3O1V3+v4mbSmO7apwFvdjpvjY/29RkRERI6isTnA6svOprK4hcro89z9wX0AWPz8XZdXUFk+QU9qRGTI9esJjXPuvEHKkSp7jzGXwjVHtHv3bioqDv3Fqaamhpqamr7eLiIiMiIk96b5zP1wz8ep3HYr8H9x8f+bTRQzV9y9SU9qhtjatWtZu3Zt4lBdGiTnDPeNNZuBE7sdlwE7UrjmiI4//ng2bdqUckAREZERZVolfPxW6v77NoroJEhhbDg+9QxQ57Mh1v2PrWbWmuE4IkNuoE0BMu05YJaZTTezfGKtox/udc3DwBfi3c7OBALOuZ1DHVRERGSkqCtezNLwddzl+yHbrx6XHD+uOD+DqUQkVw3rgsY5FwaWAo8BfwF+4Zx72cyWmNmS+GWPAFuBLUAt8JXE/WZ2H/BH4BQzazazK4b0BxARERmGGnfsY/W87VR6X6Hunn8CHMcV53OwK5LpaCKSgyzW/EuOZNasWe7888+nqqqKqqqqTMcRERHJDtEIdTctYmnwKs71vMBD0XMByPMY91xxhqadDTG/34/f76e2tnaLc25WpvOIDKWUC5r4HjALgBOdcw+Y2SjAOeeC6QyYaRUVFU5raERERA635pePMu/P/4/KvFdhxZtQMIa6plYamwOHmgjIkDKz551z6sogOSWlKWdmVg68RGw6113x4Q8Tm9IlIiIiOWDJP1xI5QlhcFF4+hYg1hBAxYyIDKVU19DcBtwPjAdC8bEngHPSkElERESGi889CIXjWPOHZupe69lEVHvSiMhQSLVt8xnAx51zUTNzAM65NjMrTV80ERERyXqlJ8Il9zDvJ9/k6p/VEYgWJU8V+bzcdXmFpqGJyKBK9QnNPqBH8WJmU4B3BpwoywQCAWpqavD7/ZmOIiIikp2mn0vl+APc7v138pITNyAYilBdW88Vd29iXllJBgOOfH6/P7EXjf6HlpyTUlMAM/shMJtYC+RGYBZwO/Cqc+6f0poww9QUQEREpA+evRMe+T/8IPRpfhz5JAD5XqMr4lh35QJ1PRsiagoguSjVJzQ3AgeAN4k9qdkFdALfS1MuERERGU4+cAV1+Wdxf+QCqgr/DEBXJPZHUxUzIjKYUiponHNB51w1cDyx9TSTnHOfd851pDWdiIiIDAt1W99laddXWe27lUsjfowoljjX1JrRbCIysqXatrnSzGY45951zm1yzu02sxlmVpnugCIiIpL9GpsDnHfqFF6LTmVp6KvMsyYSk9qvuHsTdU2t6nomIoMi1TU0LwKfdM41dRsrBx5yzr0vjfkybtasWe7888+nqqqKqqqqTMcRERHJams2vMi8P30Lug5yRdf1BEPR5LlE1zNNQUs/v9+P3++ntrZ2i3NuVqbziAylVAuafc65sX0dH87UFEBERKSfmp+HOy+gbsI/UN38d+R7PWoOMETUFEByUar70Ow2s5Occ28mBszsZGBPemKJiIjIsFV2OpSeTGXrL5nEubwdiRUx1bX1AFw8fyqzJ43RvjQikhapdjn7FXCvmc0xM6+ZzQF+CjyYvmgiIiIybJ37DeoiczlAEZ54d4A5k8Zw8fypPLF5t/alEZG0SbWg+TbwNvAK0AW8DOwm1s5ZREREclzd2I9yTfg61vpWcZU9BMCrb+/nwYYWrj5vRo+pZ2oWICIDkdIamuTNZhOBk4HtzrndaUuVRbSGRkREpP/WbGxiXuFuKh/9CACnddxJO6OAWHOAYCiSvFbNAtJHa2gkF6X6hAYA59wu59xzI7WYAQgEAtTU1OD3+zMdRUREZNhYsrCcygVnwolnUBeZSwQvU0sLAbj+w7EmXPne2Fw0FTMD5/f7qampAdBcPsk5qXY5M+DLwCJim2sm9s7COXdB2tJlAT2hERERSV3dS0185efPc579iUejC+gk/7Brtq+8KAPJRiY9oZFclOoTmu8CNwFvAWcCzwNzgRfSlEtERERGgMZ34ccfn8qnvRsp9oSZUOzjxHFFwKG/htY1tWYuoIgMe6kWNNXAR5xzXwe64l8/CUxLVzAREREZ/pYsLKfyrLOpLHmX1d6bCbQf5K29QQASc0SuuHuTihoRSVmqBc1459yf4+8jZuZ1zj0DnJ+mXCIiIjKSfPB6Kr2vUGGvJYe2r7yI7Ssv4q7LK2hsDmQwnIgMZ6kWNC1mdlL8/VbgQjM7EwilJ5aIiIiMKAuuoi5vAa+5k7io8EXg0FSzyvIJ2mRTRFKWakFzO3B6/P0q4CHgaeDWdIQSERGRkaVu67tc2XEtq323cptbyRgOaKqZiKRFXio3Oedu7fb+PjN7ChjtnHs1bclERERkxGhsDlD7xbOo/LWD3Y4XP9VJXWlsqplaNovIQPS5bbOZPeec+0D8/bedc98Z1GRZYtasWe7888+nqqqKqqqqTMcREREZ3tregp9+DKJhWPYC5BVkOtGI4Pf78fv91NbWbnHOzcp0HpGh1J+Cpg0Y55xzZrbPOTd2cKNlB+1DIyIikmZbfgv/+fcw5XSo+V2m04wo2odGclF/ppzVA0+a2V+AQjNb+14XOedq0pJMRERERqaZH4L8YtjxPLz8EJz2yUwnEpFhrD9NAT4DPEJsHywH+I7wEhERETm6078U+/o/10A0ktksIjKs9XnKWfIGMx9wABjrnOsclFRZRFPOREREBkG4C75fBpFOOP8GWPjNTCcaETTlTHJRv9s2O+dCQCgXihkREREZJHn5cOG/xd5v/AF0HshsHhEZtlLdh+ZZM5uX1iQiIiKSW07/AhQfD9Ewf//PdzBtxXqmrVjPqg2bM51MRIaRVAua3wN+M/tHM/ucmVUnXukMJyIiIiOYGWtOvYc67xl8v/h+Fkwbx/aVF7FgxnjWbGzKdDoRGSZS2lgT+BIQBb7ca9wB6waUSEREREa8NRub2Pz2fh5s2Es+X+HvPU9R/tYvmbZib/KazW/vZ/akMSxZWJ7BpCKS7VIqaJxz09MdJFsFAgFqamq0saaIiEgazSsrYe2TW5lQ7OOE0YU89E4lQQoxIpwyqZS5k8fyxObd/ENFWaajDguJjTWBkkxnERlq/e5yBmBmU450zjm3Y0CJsoy6nImIiAyOuqZWqmvryfcaLtJFCB8FdOG8BXRFHOuuXEBl+YRMxxxW1OVMclGqa2iagbeO8BIRERE5pkSx0hVxhMjjWu+DGI6uiOtxXkTkaFItaKYDM7q9zgEeAy5PTywREREZ6eqaWgHwGICx03cSPsIU0gm45HkRkaNJqaBxzr3R61UHXAZ8I73xREREZCSqa2pl6boGRvk8jB/lA+CXHadzjfch7vT9G/NP8LF0XYOKGhE5plSf0LyXg8DJafw8ERERGaEamwOcN/t4DoaitLaHADhn5vHc672YCF4+t+c29rR3UV1bz/UPvKA2ziJyRKk2Bei930wxcCkQcc4tTkewbKGmACIiIkNj1YbN3PL46xTRwV2+H/KGp4yTv3A7S9c1sLp6vtbU9IGaAkguSrWg2dZr6ACwCfiWc64lHcGyhQoaERGRoVX33CaW/vfrfNb7W35e8GlWf/Z0FTN9pIJGcpH2oREREZGsUllxOh//1d3cFrmYz1sd1bXh5Llli2axfPHsDKYTkWyTzjU0IiIiIgNWt/Vd/jO6mLPtRR5qP41zJhxkwfTxbF95EQtmjNd6GhHpoV8FjZnlmZmv19jlZvYfZnZxeqOJiIhIrkl0P/P58rnI+wwAz7caTbv2c/0DL7B0XQPzykoynFJEskl/n9A8AHwxcWBm3wLWAh8Efm5mV6Qxm4iIiOSYxuYAHzntBE4+rpj786q4w7cKD4697V082NCi5gAicpj+FjQVwP92O74W+HJ88dnngK+kK1i2CAQC1NTU4Pf7Mx1FRERkxFuysJzOUJRX395PY8ckHox8kMWe54lggFMxcwR+v5+amhoAPb6SnNOvLmdmts85Nzb+/lSgASh1znWYmRfY5Zw7bnCiZoa6nImIiAy9uqZWqmvryfNAJOr4hOdpHomewd1XnqOi5ijU5UxyUX+f0LSb2ej4+wrgJedcR/zYSLFrmoiIiEh3iaIlHIUZ7OA/8n9MbcEtLP35n6hras1wOhHJJv0taJ4CbjKzOcBVwK+7nTsF2JmuYCIiIpK7EkXLhGIfW5nCU5HTWGgNnNPxO6pr65m2Yj2rNmzOcEoRyQb9LWi+CXwUeAUYC9zc7dxngT+kKZeIiIjkqESnswnFPgp8XhzGF0PfoDZ0If+WX8vCkwvVwllEkvo1Rcw5tw041czGO+f29Dr9A6ArbclEREQkJzU2B1hdPZ9bfvs6AE+vWETtE69x868/xWmeN/jb3Xdy/QPH8cTm3ayunp/htCKSaSltrPkexQzOuTbn3MGBRxIREZFctmRh+WEL/w+EjHPsRZaGvsozHSeqhbOIJKVU0IiIiIgMplUbNlO/bQ/12/YwbcV63tpzkH0nf4j3ebfz39GFjCdAY3Mg0zFFJAv0q21zLlLbZhERkcxKrKkJRyLs7whzoecZHo0uoJT97KWEZYtmsXzx7EzHzApq2yy5SE9oREREJKtVlk/g6vNmsK8jgsN4KjqPG7w/JxJfCnzL46+r45lIDutzUwAzO6kv1znn3kw9joiIiMjhItFD78fSzpW+RznN8wb/VvhVfvWPlx52/aoNm7nl8deTx3qKIzJy9afL2XagL/PTvKlFEREREXlv88pKku9bmMhNXZdyY/59/Dj6Heq2LMbfuIOTjytmycJy1mxsYsGM8SzYOh6AB646i7qmVtZsbGLJwvJM/QgiMkj6U9Cc2O39R4HLge8A24AZwLeAn6UtmYiIiAg996WZMKaQLbsOcFf0b5kUauO0yBt8/s6nk9PPgl0RFswYz9J1DXhwFPi8yfvV4llkZEqpKYCZvQqc65zb1W3sBGCjc25OGvNlnJoCiIiIZNaajU3MKytJ7kuz7EOzqK6tx0sEH2GieJgxaTy/vu7c5D11Ta1U19YDML44P2daPKspgOSiVJsCTAJ67zlzMD4uIiIikja996VJvI/gpYMCLvM+xqT8ToDk1LLu139uwUk5UcyI5KpUC5ongZ+Z2TQz85jZdOAnwFPpiyYiIiIS03tfmkMc/xlZRPU7P+Br9z/H0nUNzCsroa6pNXnFf9a/2eNYREaWVAuaK4FSYCsQArYA44EvpylX1ggEAtTU1OD3+zMdRUREJGctXzyb7SsvYt2VCxhTmIcBRT4P+V4jSCFLO7/Cwy80J9fJJNbcTC0tZHX1fJauaxjRRY3f76empgag5FjXiow0A9pY08ymAGVAi3OuJW2psojW0IiIiGSPNRubeOPddhrebKOlLcjcyWPp2FbPn5nFWfYS9317CWvqW3usuUl0OWtsDoz4LmdaQyO5qD9dznowMy8wDTjROfesmY0CnHMumK5wIiIiIt0lCpJL7vgjLW1BAsEQrzGTa7wPcV/kAu69/XusfOdQc4CppYVAbN2N1tGIjEwpTTkzs3LgJeAR4K748IeB2jTlEhERETmqcCTKll0HOK44n/JSD6t9t7LqnffzNyd4koVMS1sH01asZ9WGzRlOKyKDJdUnNLcB9wM3Ae/Gx54AbklDJhEREZEjSjQISGhtD7E67xP8ruAhVnMrK4PXU3ZcGU+vWJTBlCIyVFLdh6YVmOScC5vZHufc+Ph4wDk3ohajaQ2NiIhIdrvkjj8CcP6kTuY1fJsCn5cfHPcvPLCkMmfWziRoDY3kolS7nO0j1uUsKd4g4J0BJxIRERHpo+7tnFf+sZ2rQtfR2RFk+Tv/l+sfeCHZxllERq5UC5oHgZ+YWRmAmR0H/AexaWgiIiIiQ2L54tksWzQreVwS2cvS0Fep65rJ/zS8yerq+WoGIDLCpVrQ3AgcAN4k9qRmF9AJfD9NuURERET6ZPni2SyYPp4F08fzh+9dxt/n/YFbIxfzac8TKmZEckBKBY1zLuicqwaOB84gtp7m82rZLCIiIplUt20v90Y+zFe9D/JY9APUPbkh05FEZJCl2rb5LwDOuXedc5ucc7vj4y+mM5yIiIhIXwWCIZaua2DaxFI+5fsDq323svTRPdQ1tWY6mogMolSnnJX1c1xEREQk7dZsbEoWLO2dYVZXzwczlvtupNL7CqsLb6fxzT3H+BQRGc76tQ+Nmd2QuK/b+4SZwFtpSSUiIiLSB/PKSli6roGJYwqIOscvNzWzZdcBZk48CT5wE5UbbqSy4DfA7ExHFZFB0t8nNIvjL1+394uBRUAB8KW0phMRERE5isryCayuns+WXQdoaevgwYYWwlHHq2/vZ1X7R2DCHPjtt+HZtZmOKiKDpF9PaJxz5wOY2W3OuWsHJ5KIiIhI31WWT+CEsQW0tHX0GL/ld1s4q7ySM6Ovwm//GeZ/HnxFmQkpIoMm1TU095nZjO4DZjbDzCrTkElERESkz+qaWnlnX2fyeM6kMWxfeRHLFs3i21tn4xzQ1U7dvd/OXEgRGTSpFjR3ANZrzOLjIiIiIkOirqmVpesamDlxNFNLC5lQ7GPLrgPUNbWyfPFsSqe9nxcKKwCobPkpBNsynFhE0i3VguZk51xT94H48ckDjyQiIiLSN43NAVZXz6e9M8yYQh/lE8cwc+JoGpsD1DW1sqMtyE/HfiV2caQLNv4gs4FFJO1SLWh2m9lJ3QfM7GRAfRFFRERkyCxZWE5l+QSKC/LYsusATbv2U1LkY/Pb+1m6roHigjzeyZsCp10cu2HPtswGFpG0S7Wg+RVwr5nNMTOvmc0Bfgo8mL5oIiIiIn1TUuRj5sTRtLaHaHhzLw82tHD1eTMoKfLFLvjI96g7oZo1r3hh7xuZDSsiaZVqQfNt4G3gFaALeBnYDdyYplwiIiIi/ZIoXroiDoDbn9hK0679AFz/6Dss3fUJ5tlWWLsQ9m7PVEwRSbN+tW1OcM61A5eY2bXE1s1sd87tTmsyERERkT5YtWEz9dsOzXofU+Blf2eEq8+bwXfXv8q+N/dSv20P665cQKW/Hdr2wqMrWHX8/+OWx19P3rds0SyWL9YGnCLDTUoFTYJzbhewK01ZRERERPpt+eLZLJgxnqXrGvDgKJ84hqmlRdz+xFbg0BObyvIJMOdj8MyPYfOjLF/0TzyzdTwAD1x1Vsbyi8jApDTlzGKuNLP7zexxM/td4pXugCIiIiLHkuh2Vj5xDAA3X/J+rj4vtmXe1NJCINbimYXfAE8+AM+s/iL12/ZQv20PqzZszkxwERmwVNfQfBe4CXgLOBN4HpgLvJCmXIcxs4+a2WtmtsXMVrzHeTOzW+PnG83sb451r5l9ysxeNrOomVUMVnYREREZXIluZwl1Ta3c/sRWJhT7KBs3iovnT2XpugbqdkTgg8sAONP7KmcXbmXB9PGaaiYyjKVa0FQDH3HOfR3oin/9JDAtXcG6MzMv8CPgQmKF06VmNrfXZRcCs+KvGuD2Ptz7EnAx8ORg5BYREZHMeK8nNqur59PYHICzr4O82FObIjoyGVNE0iDVgma8c+7P8fcRM/M6554Bzk9Trt7OALY457Y657qA+4FP9LrmE8A9LuYZoNTMJh/tXufcX5xzrw1SZhEREcmQ3k9sILaGZsnCcigYzZpTf8ZvIhVc7f4LXGyNTV1TK2s2Nr3Xx4lIFku1oGnptrHmVuBCMzsTCKUn1mGmEpveltAcH+vLNX25V0RERHLIvPdXcF34WjqjXr719jLqtrSydF0D88pKjnrfqg2bmbZiffKltTcimZdql7PbgdOBN4FVwEOAEdufZjDYe4y5Pl7Tl3uPaPfu3VRUHFpeU1NTQ01NTV9vFxERkSHSvX3ztBXrWbZo1mHnu7dpnj2qk2sOfpXPR3/LT3/2DH87/6TDnur0tnzxbJ7Z+i6QPZ3R1q5dy9q1axOHR/8BREagVPehubXb+/vM7ClgtHPu1bQl66kZOLHbcRmwo4/X5Pfh3iM6/vjj2bRpU7/CioiIyNBbvnj2YYv7z175OC1tHUxbsb7HeJHPS8DG8vfeh7k1cjGFkS6q3nfCUMZNm+5/bDWz1gzHERly/Z5yZmZ5ZvZpMytIjDnnmgexmAF4DphlZtPNLB/4DPBwr2seBr4Q73Z2JhBwzu3s470iIiIyApWNG8WYwjwWTB/Pgunjk+/vuryCd9qj/DRyIYV04iMETY9nOq6IpKDfBY1zLgzc5ZzrHIQ8R/ueS4HHgL8Av3DOvWxmS8xsSfyyR4it59kC1AJfOdq9AGb2d2bWDJwFrDezx4bqZxIREZHBlZiCtr8jTP22PTTvPXjYNRG8fNb7OHf4VrF0o4e6zTszkFREBsKc6/NykkM3xTbQvM4515j+SNll1qxZ7vzzz6eqqoqqqqpMxxEREZF+uuSOPybfN7y5l65Iz999iizMXXkrweuj8dxallxwSp8+L1vW0AD4/X78fj+1tbVbnHOzjn2HyMiRapez3wN+M/tHM/ucmVUnXukMlw1KSkpYu3atihkREZERoMDnpcjnIc9jTCj2ke81pk0sYUnk6xAJ0fz47Ufl6OtBAAAgAElEQVTsXrZmYxN1TT2XqGRLq+eqqqpEY4BAprOIDLVUu5x9CYgCX+417oB1A0okIiIiMogiDmZOHE1JkY9Xdu5j7KgCbvzSufz2Z0/yj751/MuF0+CDFx1237yyEpaua8CDo8Dnpa4p1up5dfX8of8hRCQppSc0zrnpR3jNSHdAERERkYHa0RYkEIxtl1eQ56GkyEcgGKIzHAWgcuYEykugiE74/ffg4J7DPqOyfAKrq+fT2h6ipa0jWcwcq9WziAyulAoaM/vLEcZfHFgcERERkfTa0RYEYMuuAwS7wgD8ZWeAze/sx9ttt7o38stjbyKd8OQP3/Ozuhcvn1tw7H1rRGTwpbqGpqyf48NWIBCgpqYGv9+f6SgiIiLSD4k1L8UFeewMdDAq30M4Cvs7wuzriDC1tIg876Ffhf6cfzrb8uKTTZ5dA/vfPuwzu6+h+c/6Nw9bU5Mpfr8/sRdNSaaziAy1fhU0ZnaDmd0A5CXed3v9BHhrcGJmjpoCiIiIDE+JNS8ApUV57OuI9Dg/pbSo5w1m3DP2qtj7aAR+/90epxNrZiYU+5haWsjq6vksXdeQFUWNmgJILuvvE5rF8Zev2/vFwCKggFizABEREZGMS6x52bLrAK3toeS4Jz7NLLGmprtXCv4app4eO9jX8wlNY3OA1dXzKZ84hrJxo5Kf39isGkIkk1Ldh+Y259y1g5An61RUVLhNmzZlOoaIiIik6OyVj9PS1pE8NmBMoZcDnRGi3X4NmlpaSNm4UTxQVQgPXQ27N8P1f4ExJ/T4vGzchybBzJ53zlVkOofIUEq1y9m1ZjbazD5jZl8zs0vMbEy6w4mIiIgMRF1TKzsDHT3GfF7jQGeEwjwPHoNLzziRdVcuoGzcqNgFU+ZTt+AO1oQuhLs+BLtfy0ByEemrlPahMbMK4BEgCLwJnATcZmYfc87pcYaIiIhkXGLNy3HF+SRmpLS2h+iKxN4fDMVaNt/37Fs81LCDk48bxf6OENc/8AJPbN7N6rEHoe1N+M234LP/lbGfQ0SOLtWNNX8M/Ltz7l8TA2b2DeB24APpCJYtEl3Oqqqq1BhARERkGEmsebnlt68nx9qb2+gMR5NTzbavjG2gWdfUyhfuepZw1PFgQwvrrlxAZR3QBLz+G9jxAkx5f5++76oNm7nl8UPfc9miWSxfPDtdP9Z78vv9iY6s6nImOSfVNTT7gXHOuXC3sTxgr3NuRE090xoaERGR4S2x5gWgsbmNjlCUxG8/F8+fyoMNLYfds33lRfD2S7Dm7NjASZXwpUd7fN7R1tBkap2N1tBILkp1H5oXgL/qNfa++LiIiIhI1gkEQ3SEohT6PEwtLeTi+VN5YvNu5kwaw5xJY8jzHNpls66pFSb9Fcy+MDbwZh28UZeh5CJyNH2ecmZm1d0OfwP8r5ndCbwBTCPWsnltWtOJiIiIpEl7Z5hCn4c8r4eycaO4+ZL3U9fUyrL7Gth7MMTMiaPZ3xFiwfTjWLqugdXV86lc/B3YHHsyQ6jzqJ/fe6rZ1NLCwfxxRCSuP2tovtvrOARc1u04DHwRuGmgoURERETSbUppEW299p6pLJ9Aoc/LzIkFlBT5KCnyJQudxuYAlQtPgfNugI3/Chu/DzPPP+LnL188m2e2vjvYP4aI9NLngsY5N30wg4iIiIhkwpTSosPGKssnUFk+IXZw3jdhXzP86R5eu+1i6lu+BBjTVqwfkgX/InJ0qbZtnnKkc865HanHyT7qciYiIjKyNe892GPjzVUbNh9epJy1FP50L6e8+zjbv3A5zP14copZYprZskWzhjB1T+pyJrks1bbNzcCR2qN5U/zMrFRSUsLatVoaJCIiMlKVjRvFvo5Y49a5k8cCMG3F+h7X3Hh2MVckDh67AeZc1GOKWaKbWfeOakMp8YfX2traQEYCiGRQqgVN7+lnU4FvAfcNLI6IiIjI4Gjee5D98cKlftue934Sw6G1MK/s3MfcyWMPtV6Ofg4a7oXAW/DiL+GvLznm98zEnjQiuSalgsY590avoTfM7DLgd8C9A04lIiIikka9p5VNLS3sf2Fx3gpo+DkQhQ03wl9dfMzvV79tT/L7Pb1iUSrRReQYUn1C814OAien8fNERERE0qJs3KhkQdHXaWGdoQj12/Ykp58tWzSL5RVfhE13QagDouEj3puYxpaYwiYigyfVpgDVvYaKgUuB+gEnEhEREUmTVRs2J5+SJLqS9VWBz0uBj57TzvZ/A1o2wc4/w2u/BiYNQmoR6Y9Un9D03pPmALCJ2DoaERERkaywfPHsw6aWJZ7QrNnYxLyynk3BAsEQazY2HfkDx0yCKzbAD2bC+uv5YP4V/GHUoalkvae2Ne89SNm4UWn4SUTkSFJdQ5Mze9KobbOIiMjINK+shKXrGvDEG7ce6Ajz6tv7WfnoqwDkew3g8Glni2fDX38anruTL3X8iOcKK5Of2b1jWuJ4KKhts+SydK6hGZHUtllERGTk6D4Frbq2novnT+XBhhaM2H4URT4P88pKAXhl5z6Aw6edAfiKASh2B/lY+6+AC4bwpzic2jZLLutXQWNmeYA550Ldxi4H3g886Zx7ML3xRERERNLnvaagPdjQktxcLxiKUr9tD1NLC4/+QR+8Dupvh0gXnzzwAARvgqLSwQktIkfl6ef1DwBfTByY2beAtcAHgZ+b2RVHulFEREQk29Q1tQKHppfNmTSGBdPHH3uq2KjxUHktAIV0wtO3ArCjLUg4Eu1xaSAYYkdbMM3JRSShvwVNBfC/3Y6vBb7snKsAPgd8JV3BRERERAZTXVMrS9c1MKHYR4HPy4RiH1t2HSAQDB37ZoDKa+mgIPZ+XzOrNmzmrb1BgqEo+zvCtHeGadq1ny27DlBcoFn+IoOlvwXNOOfcDgAzO5XYwrNfxM89BExLXzQRERGRwdPYHGB19XzKJ44BoHziGGZOHE1755H3l+mhaBy/GPN59tpYeO3XLL9gOmMK8/AABkQdtLaHmDlxNCVFvkH7OURyXX8LmnYzGx1/XwG85JxL9CY01GRAREREhoklC8upLJ/QY6ykyMeU0qJj3rtmYxN1Ta2sH/0PrB27DDoD1K1dhi98ADPwxaewJT5TRAZPfwuap4CbzGwOcBXw627nTgF2piuYiIiIyGBbs7GpxxSzHW3B5CshHIketgYm0fK5add+/MF51HnPYOkb5/Ap+x3OQSjiktf2eQqbiKSkvwXNN4GPAq8AY4Gbu537LPCHNOUSERERGXTzykrYsusA4UiU5r0HCQS7eGtvkHcPdNIZihCOROkIxRb5d99ws7J8Aqur59PaHuLtfUGWHryC1b5bOYcGIEqhz0O+1/q/LkdE+q1fBY1zbptz7lRggnNunnNuT7fTPwC+mtZ0WSCxsWZ8syoREREZQSrLJzBz4mg6QlFa2jrY1xHh+NH5HAxF6Yo4gqEoPq+xM9DBvLJDe1au2rCZ6tp6AMLkce74Niq9r/BidDpXex8mz+uhwOft/7qcFPn9fmpqakAba0oOMufcsa/KYRUVFW7Tpk2ZjiEiIiKD5JI7/kjDm3vpik8TWzB9fHLzTYgtEj5l0hh+fd25Pe776H88yatv7wdiG3Je732AK/kVUWd80m7m9chkJowuSK7J6bEx5yAxs+fj3WdFckZ/p5yJiIiIjCiBYKjHmpfe62W8nsMX9tc1tbJl1wHyPDC1tJDrPzyb73X8A7WhC4lgyalqatcsMvj0r0xERERyVqIwKfR5GF+cz/6OEG/tDeLzGKForMgJR2NFTl1TK43NAZYsLKexOcDMiaNpaQtSNm4UV55TDuEQ//7Yp9lPMdsi4yn0edThTGQI6AmNiIiI5KxEYZLn9VA2bhQlRfkcPzqfcLyYMcBj0Lw3yFX3Pp9cR7NkYflhxcqV58+hgwJujVzM572Pcbn3kaH+cURyUp8LGjM7qS+vwQwrIiIikk69C5MppUUU+rycMmkMRT4PjtgGmR4z/nbeZCrLJ7Bqw2amrVhP/bY97O8I07z3IBB72gMwiVZ+GTmPcyKbmNn1aiZ+LJGc0p8nNNuBbX14iYiIiAxbU0qLKCnykec99GtSxDnue/Ytpq1YD8QaB4wpzGNMYR5l40ZR19TK0nUN5HngAu+fWe27lStCX6OwtbHHZ9c1tfZo/ywiA9efguZE4KT4qwaoAz4CzCa2N80fgCvTHVBEREQkE8KRaPK9AXMmjWH7yotYvnj2Ydc2NgdYXT2fovw8fhU9h9meFq73/hfrOj8I77xI896DyaKne/tnERm4PjcFcM61JN6b2deBc51zu+JDTWbWCGwEfpLeiCIiIiKDqzMcJRAMJaefBYIhgqEoBvi8htdjbNl1gNqnmuhW5yQtWViefN9FPj+2T/FPvjs5zfMGSw4uZ9/BIEvXNbC6ej6V5ROG6KcSyQ2pNgWYBBzsNXYwPi4iIiIyrHgNtuw6QCAYonnvQd58tx0gvobGEYk6JpcUcvNvXj/mE5aog19ELuAdN46zvK9Q5akDjDmTxqiYERkEqRY0TwI/M7NpZuYxs+nEnsw8lb5oIiIiIkMjz+th5sTRbNl1gJa2Dg6GohT5PBT5PISj0BVx7Ax0cNflFccsSgxoD8GN0Ro2RE7n4ejZgOPFlkCycYCIpE+q+9BcCawDthL74wXAE0B1GjKJiIiIDLmSIh8njC2gpa0D4FBTgFBsjlmRz0N1bX3y+nyvUeDzHvY5ZlCQ5+E3ob9mA++jmCDX+NZz9qU3atqZyCBI6QmNc+4d59wiYo0CzgJOcs4tcs69k9Z0WSAQCFBTU4Pf7890FBERERlEgWCId/Z1Jo/DkWiPxgDBUJQ5k8awYPp4Fkwf/57FTEKe14PXwOHhbHuJ67z3UznZWF09n8bmQNqz+/1+ampqANRxQHLOQDfW3Ac0A87MppjZlDRkyiolJSWsXbuWqqqqTEcRERGRQRKORNmy6wAzJ45mamkhE4p9BENRgqEoeZ7Y05jElLRAMNSnz4vtzel4xp3Gc5E58PJDVJZP6NFAIF2qqqpYu3YtQPqrJZEsl1JBY2ZnmdlmoA14K/5qjn8VERERGVYiDmZOHE1JkY+ycaMonziGPI+R5zGK8vMo8HkpKfIxc+Jo2jvDR/0s56AjFKXQ52FqaRFnF73BNaFl1I1aOEQ/jUhuSXUNzR3A/wJ3Au3piyMiIiIy9AryPMmWzQlF+YdPKSsp8h12XW8OKPR5yPN6KBs3ir2ukqnBThrbCqhMZ2gRAVIvaKYD/8c55455pYiIiEgO8Vi3hgJA1LwUjxo1KFPNRCT1NTT1wCnpDCIiIiIy1FZt2Ez9tj3s7whTv20PzXt7b7PXd2s2NvVoIgCxRgM72oIDjSkiR5HqE5rHgYfNbA3wdvcTzrl1A04lIiIiMgSWL57N8sWzueSOPw74s+aVldARimJAZyhC1LlkowERGTypFjQ18a/X9hp3xPanEREREckJzXsPMm3F+uSxI7YRJ8CcSaOPueZGRAYmpYLGOTc93UFEREREslVnKEL9tj3J46mlhcn3ZeNGUTZuFACv7NzHgY5wctdxFTMigy+lguZo+80453akHkdEREQk+xT4vBTEa5O5k8cCseKlt3AkSveOSYFgSEWNyCBLdcpZM3CkDmdH3jZXREREZIQKBEN0hKJ4gDyv9VhDo6JGZPAMpG1zd1OBbwH3DSyOiIiIyPDU3hmm0OehKxylwBf7++7U0iLaO8MqaEQGUapraN7oNfSGmV0G/A64d8CpRERERIaZKaVFtAVDdIUPtW7uy0acIjIwqe5D814OAien8fNEREREhoUdbUECwVCPsXAkqj1oRIZAqk0BqnsNFQOXEttwU0RERCSnFBfksWXXAXxeI+og2BUmEo2Ni8jgSvVf2Xd7HR8ANhFbRyMiIiKSU0qKfMycOJrX3t6PA8JRKPJ5NN1MZAhoHxoRERGRNCgp8uHzWnJTzTxvOmf2i8iRDOhfmpmdYGYVZjYxXYGyTSAQoKamBr/fn+koIiIikkU6QxH2d4Sp37aH+m17aNq1n1Dk0K4W4Uj0KHenl9/vp6amBqBkyL6pSJYw5460ncxRbjIbR6yb2cfiQw54BLjMObfniDcOQxUVFW7Tpk2ZjiEiIiKDZNWGzdzy+OvJ4zEFXvZ3RpLH+V5LtmEGKC3yUVyQR0tbkLmTx/LAVWdxzr/+jpa2IAV5HjpCUbweiEThlEljktPOHrjqrEH/WczseedcxaB/I5EskuoTmlXxr3MAH3AqsaLm5nSEEhERERkqyxfPZvvKi9i+8iIWTB/P3CklLFs0K3m+K+LoDB0qcBINAIJdYZr3HqSuqZWWtiBTS4vI83rwGBTl51Ho89DeGc7EjySSU1ItaD4MfNY5t9k5F3HObQYuAz6SvmgiIiIimZEochZMH8+YwrweT2gSDQDCUWhp62DpugZmnzCGKaVFPT4jz+s5bExE0m8ga2h6z1UbuomiIiIiIhnQGY4SCIZ6dC9bOPv4Hk9iog72d4ST62ua9x7MRFSRnJFq2+bfAvea2XJgOzAN+HdgQ3piiYiIiGQfr8GWXQcYlX/ob8IPNbRQNu7QkxiPQcW08ZmIJ5KTUn1Ccx1QAGwBQsDrQCGwPE25RERERLJOntfD5JJC9nXE1tR4DG64aA47Ax0EgqEMpxPJTanuQ7MH+KiZTQZOBN5yzu1MazIRERGRLDe5pJArzynnv59vUQMAkQzp9xMaM8szs0+bWYFzbqdz7lkVMyIiIjIS7WgLHnU/mXf2dVLX1EpJkU8NAEQypN8FjXMuDNzlnOschDwiIiIiWaO4II+OUJRgV5jOUITOUIS39gYZW+gl32vMnDiapesaNN1MJINSXUPznJnNS2sSERERkSxTUuSj0OchHI3tR9MVcZw4rohTJ5dQ4PNSUuRjdfV8TTcTyaBUu5z9HvCb2VrgDbq1bHbOrUtHMBEREZFskOf1QCj2q06+1w6bWlZZPkHTzUQyKNWC5kvEipgv9xp3gAoaERERGfZWbdhM/bY9PcZCEXfYPjQiklmpdjmbnu4gIiIiItlk+eLZLJgxni/c9Szg8Jjh9Rhbdh1g5sTRmY4nInEpFTRmdtIRTnU6594ZQB4RERGRrNHYHGDmxNG0tAWTYycfV6Q1MyJZJNWmANuBbe/x2mFmB83sJ2Y2Nj0RRURERDJjycLyw6aXqUWzSHZJtaD5MvAksBiYHf/6BPAV4O+AvwJ+mIZ8IiIiIhnXGY4eth9NOBJlR7cnNyKSGak2BfgG8EHnXGv8uMnMXgKedM7NMbPXiRU8IiIiIsOe16AjFMUbidK89yBjCn10hKIUF6T6q5SIpEuq/wonAb3/JHEwPo5zbquZlQwkmIiIiEi2yPN6KASCoSgtbR3keTop9HnU7UwkC6Q65ewp4G4zO9nMPGY2DbgzPo6ZvQ94Oy0JRURERLJAnvfQr00njC3ocSwimTOQNTTjiTUCCAFNwPEc2pfGgCsHnE5EREQkgxJ70ezvCLO/41Bns3f2dR62pkZEMiPVgmafc24RcCJwFnBS/NgH4JxrdM49kZ6IIiIiIpmxfPFstq+8iDmTxmBAngemlhYyc+JoOkJRAsFQpiOK5LxUC5pfmJk551qcc88651rMbCKwIZ3hRERERLJBe2eYQp+Hovw8ysaNoqTIR6HPo/1oRLJAqgVNBLgtcWBmpcBvgEfSEUpERERkqCWml9Vv28O0FetZtWFz8tyU0qLD1szkeT3aj0YkC6Ta5awaeMLMvgb8GHgUeNY5938GEsbMPgrcAniBO51zK3udt/j5jxHrqna5c+5PR7vXzMYDDwDTiG0I+mnn3F4zOw74JfAB4G7n3NKBZBcREZHhbfni2SxfPDvTMUSkn1J6QuOcOwhUAVcDzwBbnXM1AwliZl7gR8CFwFzgUjOb2+uyC4FZ8VcNcHsf7l0BPO6cmwU8Hj8G6ABuBL42kNwiIiIiIpI5fX5CY2bV7zF8P/BF4LHEeefcuhSznAFscc5tjX+/+4FPAK90u+YTwD3OOQc8Y2alZjaZ2NOXI937CeC8+P0/A54Avumcawf+YGYzU8wrIiIiOa5570GmrVifPM73WgbTiOSm/kw5++4RxjuB78TfOyDVgmYq8Fa342ZgQR+umXqMe09wzu0EcM7tjDcvEBERERmwsnGjKBs3ild27mPu5LG8snMfB9UoQGRI9bmgcc5NH8wgxPauOezb9vGavtybkt27d1NRUZE8rqmpoaZmQLPrRERERNJm7dq1rF27NnE4IZNZRDIh1aYAg6GZ2L42CWXAjj5ek3+Ue98xs8nxpzOTgV39CXX88cezadOm/twiIiIiMmS6/7HVzFozHEdkyKXUFMDMKs1sRq+xcjOrHECW54BZZjbdzPKBzwAP97rmYeALFnMmEIhPJzvavQ8Dl8XfXwb8zwAyioiIiIhIFkn1Cc0dwCePMP6+VD7QORc2s6XAY8RaL//EOfeymS2Jn19DbJ+bjwFbiLVt/uLR7o1/9EpiG4FeAbwJfCrxPc1sOzAWyDezTwIfds51b0IgIiIiIiJZLNWC5mTnXFP3Aedck5mdPJAwzrlH6LU5Z7yQSbx3wDV9vTc+/i6w6Aj3TDtWpkAgQE1NDVVVVVRVVR3rchEREZEh5/f78fv9ACWZziIy1FKacgbsNrOTug/Ei5k9A4+UXUpKSli7dq2KGREREclaVVVVicYAgUxnERlqqRY0vwLuNbM5ZuY1sznAT4EH0xdNRERERETk6FItaL4NvE1s48ou4GVgN3BjmnKJiIiIiIgcU0praJxz7cAlZnYtcDKw3Tm3O63JRERERIaR5r0H2d8R21SzftseppYWAtDS1gHAtBXrWbZoFssXz85YRpGRaED70DjndtHPfV2GGzUFEBERkb4oGzeKsnGjeGXnPuZOHpscf3rFe/YmSis1BZBcllJBY2YGfJlY97DjAUucc85dkJ5o2SHRFEBEREQkWyX+8FpbW6umAJJzUl1D813gJuAt4EzgeWAu8EKacomIiIiIiBxTqgVNNfAR59zXga74108C09IVTERERERE5FhSLWjGO+f+HH8fMTOvc+4Z4Pw05RIRERERETmmVAualm4ba24FLjSzM4FQemJlj0RTgPhCOxEREZGs4/f7qampATUFkByUapez24HTgTeBVcBDxBoDfDtNubKGmgKIiIhItlNTAMllqe5Dc2u39/eZ2VPAaOfcq2lLJiIiIiIicgz9nnJmZh8ys+vM7AyLuRt4GbjDzMrSnlBEREREROQI+lXQmNkyYtPLqoENwI+A6cANgAN+mO6AIiIiIpm0ZmMTgWDPZcKBYIjOcDRDiUSku/5OObsGWOScqzezs4EngROdczvM7L+BhrQnFBEREcmgeWUl/PCx1wCHx4xAMMSWXQfwee2Y94rI4OvvlLNJzrl6AOfc00CHc25H/PhtoDjN+UREREQyqrJ8AjMnjiYcha6IY8uuA8ycOJo8b6rNYkUknQb6L7EzLSmymNo2i4iISEmRL/n+hLEFPY6zgdo2Sy7r75SzfDO7odtxYa/j7PrXnQZq2ywiIiLd19C8s6+TMYXZ9SuP2jZLLutvQfMMsLjbcX2v42cGnEhEREQki9Q1tbJl1wHyPOAxY8bxo7WGRiSL9Kugcc6dN0g5RERERLJSY3OAmRNH09IWBGLTz2ZOHM3W1vaj3te89yAtbR1MW7EegGWLZrF88exBzyuSa1LaWFNEREQkVyxZWM7vX92VLGggVtQU5HnY0RakuKDnr1PhSJQdbUHKxo1iX0eYuZPH8sBVZw11bJGcoYJGREREJEXFBXls2XWASNRRv21PcjzYFc5gKpHcon6DIiIiIilKTD9z8WMDinweyieOyWQskZyiguYY1LZZREREjqZ7C2ef18jzemjee5D6bXvY3xGmftseVm3YPKgZ1LZZcpkKmmNItG2uqqrKdBQRERHJQt1bOocijnAkStm4UWxfeRELpo9nwfTxg94MoKqqKrHNhNo2S87RGhoRERGRFAWCoR4tnb0eoyMU7VHkiMjg0hMaERERkRS1d4aZOXE0Rfl5FPi85Hk9FPo8tHeqKYDIUFFBIyIiIpKiKaVFPdbQAOR5PUwpLcpQIpHco4JGRERERESGLRU0IiIiIiIybKmgERERERGRYUsFjYiIiIiIDFsqaI5BG2uKiIhIttPGmpLLtA/NMSQ21hQRERHJVlVVVVRVVVFbW6uNNSXn6AmNiIiIiIgMWypoRERERERk2FJBIyIiIiIiw5YKGhERERERGbZU0GQJNR6QTNJ/f5JJ+u9PMun/t3f/0XJW5aHHvw8nJyb88IASlR9BogQVsas1UbzqogYqgrcHWVdKgdYfBTlGRKu37S0iba+3qKi9ihSoJkrRIlJWVOBUFKkt5lquXojXKyCCkQgEYoltOSAGScJz/3hnYDKZc2YmZ96ZMzPfz1pnzY93v/vZb7LXnHnO3u/e9j+p/5nQtKCVJZublWl2vN8/ULu9rHWn4822vnbPb6d8J/pfszL2v97Gs//Z/3oZz/5n/5P6nQlNC7qR0PQ7f6H39y/0fmf/s//1kv3P/tdLg3xtUqsiM3vdhjlt3333zX322YexsZn3qZqampqxTLPjmzdvZtGiRbvczl5rdn1zPd5s62v3/HbKt1J2tmXsf72NZ/+z//Uynv1vsPrfunXrMjP9g7WGS2b6M8PPsmXL8owzzshmmpVpdnzZsmVNY8xlrfwbzeV4s62v3fPbKd+J/tesjP2vt/Hsf/a/Xsaz/w1W/wNuyTnw/ckff7r5YwbfxNTUFPfcc0/TId3x8fFZHe933b6+TsebbX3tnt9O+VbKdqpMv7L/2f96yf5n/+ul6rVNTk4yMTEB0L3hQmmOcMpZE8uXL89bbrmlG3HoRhypEfufesn+p14atP4XERGr/NUAABlgSURBVOsyc3mv2yF1kyM0c0TlrypST9j/1Ev2P/WS/U/qf47QNNGtERpJkqTZcoRGw8gRGkmSJEl9y4RGkiRJUt8yoZEkSZLUt0xoJEmSJPUtE5ompqammJiYaLoPjSRJUq+4D42GWamrnEXEIuAC4GhgUe2xzBwpLXAHucqZJEnqF65ypmFU9gjNhcABwOnAo8DxwE3Ae0qOK0mSJGkIzCu5/qOAl2TmgxHxRGZ+NSJuBdYAf11ybEmSJEkDruwRmlFgc+X5lojYIzPvBV7YqQARcWxE3BkR6yPi7AbHIyIurBz/QUS8tPL+4oj454i4IyJuj4g/7FSbJEmSJHVH2SM0dwEvBdYB/w84JyKmgH/tROURMQJcDLwW2AjcHBHXZuYPa4odByyt/BwB/E3lcRvwR5n5vYjYC1gXETfUnStJkiRpDis7oTkHeFrN8yuBvYC3d6j+lwPrM/NugIi4EngDUJuUvAH4fBarH3wnIvaOiP0ycxOwCSAzH4mIOyju9zGhkSRJkvpEqQlNZv5TzfPvAYd2OMQBwH01rzdSjL40K3MAlWQGICIOBn4D+G6H2ydJkiSpRKXeQ1MZ9Wj0/q2dCtHgvfp1qGcsExF7Al8C3pOZD9cX3Lx5M8uXL3/yZ9WqVbNqsCRJUietWrXqye8pwL69bo/UbWVPOTuwzffbtRFYXFfvA62WiYhRimTmC5n55UYBFi1ahPvQSJKkuWpiYqK6qSYR8fMeN0fqulISmog4p1p/zfOqQ9hxCths3AwsjYglwP3AycCpdWWuBc6q3F9zBDCVmZsiIoDPAndk5sc71B5JkiRJXVTWCM1rK4+jNc8BngB+BpzWiSCZuS0izgKuB0aASzPz9ohYWTn+KeA64PXAeuCXwB9UTn8V8Cbg1oj4fuW9czLzuk60TZIkSVL5olj8q6TKI/46M99VWoAuWL58eTrlTJIk9YOIWJeZy3vdDqmbSl0UoN+TGUmSJElzW6mLAkTEQuBc4GhgETUrjmXm88qMLUmSJGnwlTpCA3yCYmPLvwOeDfxP4FfApSXHlSRJkjQEyk5oxoHjM/NiYFvl8Y3AipLjdszU1BQTExNMTk72uimSJEkNTU5OVpduHut1W6RuK3tRgKnMHKs8fxA4MDMfj4iHM/PppQXuIBcFkKQhsmEtXH0mnHAJLDmy162R2uaiABpGZY/QbIiIF1We/wg4LSJOBqZKjitJUns2rIUrToKp+4rHDWt73SJJUgvKTmg+DBxUef6XwF9R3E/zgZLjSpLUumoys3VL8XrrFpMaSeoTZS/b/PeZeX3l+Q3APsDemfmZMuNKktSy+mSmyqRGkvpCqQlNRDw9Io6JiFMi4hhgYWY+WmZMSVIXbVgLnzi8v7/0X33mzslM1dYtxXEYjGuVpAFUWkITEWcB9wNfB75QeXwgIt5dVkxJUhcNyj0nJ1wCowsbHxtdWBwflGuVpAFUSkITEUcBHwM+AhwK7F55PB/4cEQcXUZcSVKXDNI9J0uOhFOv2jmpGV1YvA+Dc62SNIDKGqF5B3BOZp6Xmesz87HK43nAOcCZJcXtOPehkaQ6g3jPSX1SM10yU9XP16qB5D40Gmal7EMTEfcAyzNzc4Nji4B1mXnQzmfOPe5DI0l1PnF4MfVqOmOL4b23da89nVS/D00r13rCJe5doznDfWg0jMoaoRlrlMwAVN7vi001JUkNtHLPSb9acmSRjFUTk2bXesRK762RpB4rK6FpVm/Z+99IksrS7J6TQRqlmOlaV5wL/3ye99ZIUo+VlVgsiIhV0/0ATyspriSpFbNdgni6e04GKZmpanSt9clMlUmNJHVdWQnNF4DRGX6uKCmuJKmZTi1BXP2iP7Z4cJOZqvpr/e6nWtu7RpJUulIWBRgkLgogaaA0WqFskEdXyjLdSm/gv6d6ykUBNIy8l0WShsUgLrfcrtlOtaua6/cRdeo6JakPmNA04T40kgbG1WcO9zSpTk21q2p2H1GvkopOX6f6gvvQaJg55awJp5xJGhjDPE2qzKl29XvX1Mfr5r+tUwqHnlPONIwcoZGkYTHXp0mVpeypdvV719THq43TaNSmEyM5G9bCxw6By08c7imFkoZS1xKaiDilW7EkSdMYpuWWq7o51W6m5OnyNxYJR+1UsE5MD6vW8ehm2P6rxmXm8pTCTk3Nq9Zz00XTJ403XVQkfucfVDxWy1QTwo8d0vj82jL157ZybLp2SeqIrk05i4iHM/PpJdR7LPBJYAT4TGaeX3c8KsdfD/wSeGtmfq+Vc8EpZ5IGVKNpUoOqm1PtPnF4kZy0YmQ+EDsmIe22Z6Zrq3fMB+GVZ7VWb7fUtn9kPiwYg1e9p1gW+4iV8C8XFOWme6/6/EXHwy2XAnXfaY75YPH4jXN3Pgaw22gRd+ujOx8bmf9U4r99285ldhuF+bs3PgYwbwHEyM7HSv4jglPONIz6OqGJiBHgLuC1wEbgZuCUzPxhTZnXA++iSGiOAD6ZmUe0ci6Y0EjSQOjWvSXtJBjTaaVdG9bCmtPgsYenH5XZlXqrdVeTXWg/8a1Plquvj1j5VFJSfWy0OekwKDGpMaHRMOpmQvNIZu7V4Tr/E/DfM/N1ldfvA8jMD9eU+TRwY2Z+sfL6TuA1wMHNzgUTGkkaGN26Ub8TSc3Y4uK+nE7XP9N11ydJtSNItec1SngaJSnVEY6tj7WedA2TkvqgCY2GUV+vchYRJwLHZubbKq/fBByRmWfVlPkH4PzM/Hbl9TeBP6VIaGY8F2CvvfbKZcuWdeNyJEkl+/W9H+HsF97D+T96Lt9/qKN/Y9spzvkv+QkLRpLHtwMRzN+ttd+3j20Pzr71+Q3bV1vvTLZuh3m7QcTOxzLh4p/sz5qNz96h3o++ZD3zR6av8/Ht8NgTu7FgJJm/247XlVnEqj6qNT97bJSTv3N4R+v81re+ZUKjoTOv1w2YpUYfm/Wf8tOVaeVctm7dyrp16558vf/++7Pffvu100ZJ0hzx/Yf26vgXyOninH3r859MnoCdEpFGiU41mQG48hW37ZB4tZrMPLY9+OX2EZ4xsq3h8Qh45/MfYP0vdgfgzw/bwF7ztjPaZJmg+SMwf+SJHV5Xf21WkxiTmdZl8mTfmK1NmzbxwAMPVF/u25FKpT7S7wnNRmBxzesDgQdaLDO/hXM5/PDDccqZJGlXXVB9Ujflbf5brirer3lvwVuuKspfcRJs3coFL7u/mJYE8PkTim/BM6nUsaC23gYi4IJl9xb1PbF91teo9sXrPsgFH+j8Ig0R8fOOVyrNcf2+D83NwNKIWBIR84GTgWvrylwLvDkKrwCmMnNTi+dKktQZ1SWzxxY/de9E/Xuw8x421eWec4bEY2Q+7LFo53rr9xyqtf1xeGJr565PrZuLK85JfayvE5rM3AacBVwP3AFclZm3R8TKiFhZKXYdcDewHlgNnDnTuV2+BEnSMKnfhLP2PWg8qrL98Zlvqh9dCL//JfiT9TvXW02Shsmhx818bI9FxfLQC8aKpZenEzPcUDSdmeqrMpmROq6vFwXoBlc5kyR1RTt72FS1slLWTRdNvw/LTKpfzrsxijO6EFacu/Oyzq3uQ1M9XrtUdP2y1o0SiWo5gBMvLR5rV3Bbc1qRUEIxClYtU5t4ju5R7Edz4qVF7Jsugm/8WXFNI/OK8+rbVyJXOdMw6nhCExFbaeFTMzPndzRwSUxoJKkEw7SxZ6vaXY45RuDNV7f279dO3buNwsK9n/ryPt1+N7uNQuy288agK84tEo3a5Z8bbZhZPV72Etpl9LM53H9NaDSMykhofrOVcpn5rY4GLokJjSR1WLf2g+lHrSYeu/LvVlt37R4zVdXEozrSMNO51XKw4z40tV/wm33pn8NJQT8zodEwcspZEyY0ktRBjb6wm9TsqFniMZt/r/pNMdtJLE1A+oIJjYZR6QlNRLwaeDOwX2aOR8QyYI/MXFtq4A5ZunRprlixgvHxccbHx3vdHEnqXzONPnQiqRmkL9yzSTx2NU6//5sNucnJSSYnJ1m9evX6zFza6/ZI3VRqQhMRpwIXAZcDb8nMsYh4KfDxzHxNaYE7yBEaSeqQZje9jy1+arWvdg36NDYTD7XIERoNo7KXbX4/cExmvhuobi98G/DikuNKkuaaEy6Zfl+U0YVPjUa0q37kZ+uW4vWGvpgI0JpGyz1LkoDyE5r9M7M6vFEdCtoG7MLi7pKkvjbdZo+zvSek0TS2QUxqJEkNlZ3Q/CQiXln33iuBO0uOK0mai+qTmtlOD7v6zOlXBNu6pTguSRpoZSc05wHXRMS5wGhE/BHwReB/lBxXkjRXVZOascWzv9elrGlskqS+UWpCk5lXA6cCRwD3AEcBp2Xm18qMK0ma4zp1T0gZ09gkSX1lXtkBMvMG4Iay40iShlQ1qRnkVc4kSdPqeEITES39BumXfWimpqaYmJhwHxpJmsuqSY1LG2tIVfehAcZ63Rap2zq+D01EbK17azcgal4nsD0z53c0cEnch0aSJPUL96HRMOr4PTSZOVr9AU4HrgYOBUaBFwBfrrwvSZIkSbNS9ipnHwDempnrM3N7Zv6YIplxlbNaG9YWO2i7X4IkSZLUlrITmqcDC+reW4DzO59S3RRu6j43gZMkSZLaVHZC8w/AVyLiNRGxJCJWAGuAyZLj9of6Ha7d2VqSJElqS9kJzTuBO4GvAT+pPK4Hzio57txXn8xUmdRIkiRJLSt7Y81fZObpwO7Ac4CFmXlaZj5SZty+cPWZOyczVVu3FMclSZIkzajsERoiIoCXA0cCL6u87hvVfWgqa7t3zgmX7LyzddXowuK4JElSCyYnJ5mYmADvU9YQ6vg+NDtUHrGY4n6ZFwEPAs8C7gCOz8x7SwvcQaXuQ9No2pk7XEuSpF3kPjQaRmWP0HwSuBl4RmYuBp4JfBe4sOS4/aG6s3V1pMZkRpIkSWpL2QnNq4F3Z+ajUNxTA7wXeGXJcftHNakZW2wyI0mSJLWp7ITmMXaeyzkGPD7biiPiGRFxQ0T8uPK4zzTljo2IOyNifUScXfP+xyLiRxHxg4j4SkTsPds27bIlR8J7bzOZkSRJktpUdkLzFYp9aI6q7ENzFMU+NF/qQN1nA9/MzKXANyuvdxARI8DFwHHAYcApEXFY5fANwOGZ+WvAXcD7OtAmSZIkSV1UdkJzNvADig02fwJ8FbiNBsnHLngD8LnK888BJzQo83JgfWbenZmPA1dWziMzv5GZ2yrlvgMc2IE2SZIkSeqisveh2ZKZbwf2oNiHZvfMfHtmTrMBS1uenZmbKnE2UaygVu8A4L6a1xsr79U7jWLTT0mSJEl9ZF43gmSxNvSD7Z4XEf9IkQjVe3+rVTRqTl2M9wPbgC80qmDz5s0sX/7U6ocTExPVdd4lSZJ6btWqVaxatar6ct9etkXqhVISmoi4u1mZzHxeC2V+a4YY/xoR+2XmpojYj8YJ00Zgcc3rA4EHaup4C/DbwNE5zYY8ixYtorR9aCRJkmap9o+tEfHzHjdH6rqyRmgOBn4I/C3ws5JiXAu8BTi/8nhNgzI3A0sjYglwP3AycCoUq58Bfwr8Zmb+sqQ2SpIkSSpRWQnNK4AzKKaG3QisBr4+3SjILjofuCoiTgfuBX4HICL2Bz6Tma/PzG0RcRZwPTACXJqZt1fOvwh4GnBDRAB8JzNXdrB9kiRJkkoWnc0x6iqP2BM4BZiguGn/M8CFmTlVWtAOW758eTrlTJIk9YOIWJeZy5uXlAZH2auc/SIzV1OM2Pwt8BfAsjJjSpIkSRoepSY0EXFwRJwH3AO8Fngb8C9lxpQkSZI0PEpJaCLixIi4Hvg/FHvQvC4zX5WZl2Xmr8qIKUkaUBvWwicOLx4lSapTyj00EfEExSpnXwYea1QmMz/U8cAlWLp0aa5YsYLx8XHGx8d73RxJGi4b1sIVJ8HWLTC6EE69CpYc2etWSXPO5OQkk5OTrF69en1mLu11e6RuKiuhuZG6DSzrZGYe1fHAJXBRAEnqkdpkpsqkRpqRiwJoGJWybHNmvqaMeiVJQ6JRMgPF6ytOMqmRJD2p1EUBJEnaJVefuXMyU7V1S3FckiRMaCRJc9EJlxTTyxoZXVgclyQJExpJ0ly05MhiWll9UuM9NJKkOiY0kqS5qT6pMZmRJDVgQiNJmruqSc3YYpMZSVJDJjRNTE1NMTExweTkZKlxVq1aVWr90kzsf+qlpv1vyZHw3ttMZlSKQfn8m5ycZGJiAmCs122Rus2EpomxsbGWNtVslvA0O97vH6hlJ3xlx5ttfe2e3075VsrOtoz9r7fx7H/2v17Gs/8NRv8bHx+vXstUTxsk9YAJTQs68YHa7V943eYv9P7+hd7v7H/2v16y/9n/emmQr01qVWRmr9swp0XEZuAhmv/FY6xJmWbH9wV+3l7r5pRm1zfX4822vnbPb6d8K2VnW8b+19t49j/7Xy/j2f8Gq/89NzMX9aoxUi+Y0EiSJEnqW045kyRJktS3TGgkSZIk9S0TGkmSJEl9y4RmDoqIPSLicxGxOiJ+r9ft0fCJiOdFxGcjYk2v26LhExEnVD7/romIY3rdHg2XiHhRRHwqItZExDt63R5JzZnQdElEXBoRD0bEbXXvHxsRd0bE+og4u/L2fwHWZOYZwPFdb6wGUjt9MDPvzszTe9NSDaI2+9/Vlc+/twK/24PmasC02f/uyMyVwEnA8l60V1J7TGi65zLg2No3ImIEuBg4DjgMOCUiDgMOBO6rFNvexTZqsF1G631Q6rTLaL//nVs5Ls3WZbTR/yLieODbwDe720xJu8KEpksycy3w73VvvxxYX/lr+OPAlcAbgI0USQ34f6QOabMPSh3VTv+LwkeAr2Xm97rdVg2edj//MvPazHwl4LRvqQ/4Zbm3DuCpkRgoEpkDgC8Db4yIvwHcAlhlatgHI+KZEfEp4Dci4n29aZqGwHSfge8Cfgs4MSJW9qJhGgrTff69JiIujIhPA9f1pmmS2jGv1w0YctHgvczMR4E/6HZjNJSm64P/BvhFUmWbrv9dCFzY7cZo6EzX/24EbuxuUyTNhiM0vbURWFzz+kDggR61RcPJPqhesv+pl+x/0oAwoemtm4GlEbEkIuYDJwPX9rhNGi72QfWS/U+9ZP+TBoQJTZdExBeB/w28ICI2RsTpmbkNOAu4HrgDuCozb+9lOzW47IPqJfufesn+Jw22yMxet0GSJEmSdokjNJIkSZL6lgmNJEmSpL5lQiNJkiSpb5nQSJIkSepbJjSSJEmS+pYJjSRJkqS+ZUIjSZIkqW+Z0EiSJEnqWyY0ktSmiDgwIjIiDq5572sR8d9KindQRPxxRCyLiJ9GxO+XEOOoiPhARPh7QZLUV/zFJWngRcSNEfGriPhFRExFxPcj4nc6GSMzj8vMj3ayzhrPAhZk5rqS6icz/wl4Mf5ekCT1GX9xSRoWf5mZewLPBC4DroiIQ3rbJEmSNFsmNJKGSmZuA1YD84Bfr74fEX8YET+KiEci4t6I+HBEjFSOPScirq2M7twFHFtfb2UU6NzK8x2mhUXEwZUpagfWvPfuiNhQiXd/RHyo3WuJiN0j4pqI+GpE7FET+88j4tuVEalbIuJlNefsGRF/FRF3V2LfHhGvbje2JElzxbxeN0CSuiki5gPvqLy8q+bQRuA44KcUic7XK88/DXwBeBg4CFgIrJllGw4Fzgdelpm3R8TewAvbrOM5wCRwC3BWZm6vObwSGAduBf4rcF1EPD8zHwY+C+wPHE1xfYcAOZvrkSSplxyhkTQs3h8RDwFbgPOAt2XmD6oHM/NLmbkhC/8X+Dvg6Ig4ADgK+OPMnMrMnwEfmGVbtgEBvDgi9szMhzLzO22cfxhwE7AmM99Rl8wAfDYz12Xm48BHKK75tyPiWcBJwMqaa/1xZq6f5fVIktQzJjSShsUHM3NvYF/gOook5UkRcUpE3BwR/xYRU8A7gUVAdZrYPTXFN8ymIZl5N/B7wBnAA5XpYce0UcVpwC+Bi6c5/tOaWAncS3EdB1fevmvnUyRJ6k8mNJKGSmb+B/A24PUR8QaAiFgMXE4xcrNfZo5RJAsB3F859bk11SxpEuYXwB41r/dv0I4vZ+ZrKRKsq4BrImL3Fi/jbIrpZP8YEfs0OH5w9UlEBMVUuY08legsbTGOJElzngmNpKGTmf8OfBz4UGXflT0pPg83A1sj4hXAmyplNwI3Ah+NiKdHxLOBP2sS4hbglMoN+Ivqy0fECyLi2EoCsxWYoriP5YkWL2EbxQjPrcCNlTbVOi0iXhoRo8CfALsDX83MBynu/7mkslBBRMQhrvYmSepnJjSShtUngf2AN2fmHcBfANcAD1GMgHyxpuypwNOA+4D/BXy+Sd3nAtuBTRTJ0JV1x+dX4m2qxHs38MbMfKzVxmfmE5l5BvBNYG1EHFRzeBVwIfAfwO8C/zkzpyrHTgO+D3wLeITimp/TalxJkuaaKKZXS5LmqohYDhybmee1UPanwLmZefkuxFkDnFxZ2lqSpL7gCI0kSZKkvmVCI0lz38+BbRGxrKwAEXEU8GNav49HkqQ5wSlnkiRJkvqWIzSSJEmS+pYJjSRJkqS+ZUIjSZIkqW+Z0EiSJEnqWyY0kiRJkvqWCY0kSZKkvmVCI0mSJKlvmdBIkiRJ6lv/H6xhgeMgZxw/AAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for d_prof in sb_d_profs:\n", " d_prof.generation_profile.view()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the same property, `generation_profile`, we can actually have a look at the APEC normalisation profiles that we generated the annular spectra based density profiles from:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for d_prof in as_d_profs:\n", " d_prof.generation_profile.view()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Measuring a gas mass from density profiles" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For a gas mass to be measured, we first must fit a model to the density profile, again using the profile `fit()` method. After this process has run through, we will then be able to request a gas mas at any radius we like, and have both an individual gas mass/uncertainty returned, and a gas mass distribution." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I am choosing to fit a simple King function to the density profile, and though I have imported the `KingProfile1D` class, I've only done this to show you the output of the `info()` method, and I won't actually be setting up a custom instance:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "+-----------------+-------------------------------------------------------------------------+\n", "| King Profile | |\n", "+=================+=========================================================================+\n", "| DESCRIBES | Gas Density |\n", "+-----------------+-------------------------------------------------------------------------+\n", "| UNIT | solMass / Mpc3 |\n", "+-----------------+-------------------------------------------------------------------------+\n", "| PARAMETERS | beta, r_core, norm |\n", "+-----------------+-------------------------------------------------------------------------+\n", "| PARAMETER UNITS | , kpc, solMass / Mpc3 |\n", "+-----------------+-------------------------------------------------------------------------+\n", "| AUTHOR | placeholder |\n", "+-----------------+-------------------------------------------------------------------------+\n", "| YEAR | placeholder |\n", "+-----------------+-------------------------------------------------------------------------+\n", "| PAPER | placeholder |\n", "+-----------------+-------------------------------------------------------------------------+\n", "| INFO | The un-projected version of the beta profile, suitable for a simple fit |\n", "| | to 3D density distributions. Describes a simple isothermal sphere. |\n", "+-----------------+-------------------------------------------------------------------------+\n" ] } ], "source": [ "KingProfile1D().info('grid')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now I'm going to demonstrate how you can retrieve a gas density profile from a source object directly, rather than relying on the list output by the density profile generation functions. When you've only generated one density profile for a given source, just calling `get_density_profiles()` will return that for you without any extra information being passed in. If you've generated multiple profiles (be it with different methods or simply for different outermost radii) like we've done in this demonstration, then it will return a list containing all of the available profiles for the source:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "[,\n", " ]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Just calling it by itself gets you both of the density profiles generated for this particular source\n", "# Not necessarily what we want!\n", "demo_smp[0].get_density_profiles()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As such, we'll need to pass in some extra information to retrieve the exact profile we want to fit a model to. Seeing as you can generate these profiles in various different ways, the [get method](../../xga.sources.html#xga.sources.extended.GalaxyCluster.get_density_profiles) can take quite a lot of information to retrieve the exact profiles you want. The outermost radius can be quite a good one to use, but in this case, where we have two different profiles generated to the same outer radius but with two different methods, we can set the `method` argument. If, for instance, we've decided we want to use the profile that was generated by fitting the surface brightness profile then we would pass `method='beta'`, where **beta** is the name of the model that was fitted to the profile. We, for no particular reason, are going to use the profile generated from annular spectra:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cur_dprof = demo_smp[1].get_density_profiles(method='spec')\n", "cur_dprof" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we've successfully retrieved the density profile we want to use, we're going to fit a model to it. So to start with we're going to see what models are allowed for this type of profile:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "+-----------------------+----------------------------------------------+-------------------------------------------------+\n", "| MODEL NAME | EXPECTED PARAMETERS | DEFAULT START VALUES |\n", "+=======================+==============================================+=================================================+\n", "| simple_vikhlinin_dens | beta, r_core, alpha, r_s, epsilon, norm | 1.0, 100.0 kpc, 1.0, 300.0 kpc, 2.0, |\n", "| | | 10000000000000.0 solMass / Mpc3 |\n", "+-----------------------+----------------------------------------------+-------------------------------------------------+\n", "| king | beta, r_core, norm | 1.0, 100.0 kpc, 10000000000000.0 solMass / Mpc3 |\n", "+-----------------------+----------------------------------------------+-------------------------------------------------+\n", "| vikhlinin_dens | beta_one, r_core_one, alpha, r_s, epsilon, | 1.0, 100.0 kpc, 1.0, 300.0 kpc, 2.0, |\n", "| | gamma, norm_one, beta_two, r_core_two, | 3.0, 10000000000000.0 solMass / Mpc3, |\n", "| | norm_two | 1.0, 50.0 kpc, 5000000000000.0 solMass / Mpc3 |\n", "+-----------------------+----------------------------------------------+-------------------------------------------------+\n" ] } ], "source": [ "cur_dprof.allowed_models('grid')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I'm going to choose to fit a simple Vikhlinin density model, which I've imported at the top of this tutorial so I can call the `info()` method to give you some extra details about it:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "+--------------------------------+-----------------------------------------------------------------------+\n", "| Simplified Vikhlinin Profile | |\n", "+================================+=======================================================================+\n", "| DESCRIBES | Gas Density |\n", "+--------------------------------+-----------------------------------------------------------------------+\n", "| UNIT | solMass / Mpc3 |\n", "+--------------------------------+-----------------------------------------------------------------------+\n", "| PARAMETERS | beta, r_core, alpha, r_s, epsilon, norm |\n", "+--------------------------------+-----------------------------------------------------------------------+\n", "| PARAMETER UNITS | , kpc, , kpc, , solMass / Mpc3 |\n", "+--------------------------------+-----------------------------------------------------------------------+\n", "| AUTHOR | Ghirardini et al. |\n", "+--------------------------------+-----------------------------------------------------------------------+\n", "| YEAR | 2019 |\n", "+--------------------------------+-----------------------------------------------------------------------+\n", "| PAPER | https://doi.org/10.1051/0004-6361/201833325 |\n", "+--------------------------------+-----------------------------------------------------------------------+\n", "| INFO | A simplified form of Vikhlinin's full density model, a type of broken |\n", "| | power law that deals well with most galaxy cluster density profile. |\n", "+--------------------------------+-----------------------------------------------------------------------+\n" ] } ], "source": [ "SimpleVikhlininDensity1D().info('grid')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we'll run the actual fit using MCMC, then view the model:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 50000/50000 [02:09<00:00, 387.30it/s]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fit_mod = cur_dprof.fit('simple_vikhlinin_dens', num_steps=50000, method='mcmc', show_warn=False)\n", "cur_dprof.view()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have successfully fitted a model to the chosen density profile, we can very easily measure a gas mass by calling the `gas_mass()` method that has been built into the gas density profile class. All we need to tell it is the name of the model which we fitted (this has to be specified as fitting multiple models to a single profile is supported) and the radius within which we would like to know the gas mass. In this case I have chosen to calculate the gas mass within the R$_{500}$ of this cluster. \n", "\n", "Two objects are returned by this method, the first is the median gas mass, with - and + uncertainties at the 68.2% confidence level (~1$\\sigma$), and the second is the entire gas mass distribution calculated by the method. If you didn't wish to use that particular confidence level, you could use the `conf_level` keyword argument to change it:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$[4.3807353 \\times 10^{13},~6.5393064 \\times 10^{11},~6.7858617 \\times 10^{11}] \\; \\mathrm{M_{\\odot}}$" ], "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gmass, gmass_dist = cur_dprof.gas_mass('simple_vikhlinin_dens', demo_smp[1].r500)\n", "gmass" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$[4.3468629 \\times 10^{13},~4.4912317 \\times 10^{13},~4.3363341 \\times 10^{13},~\\dots,~4.3413252 \\times 10^{13},~4.4216002 \\times 10^{13},~4.3484162 \\times 10^{13}] \\; \\mathrm{M_{\\odot}}$" ], "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gmass_dist" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Viewing the gas mass distribution at a given radius" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A convenient view method for the gas mass distributions calculated by this object has been implemented, `view_gas_mass_dist()`. It takes the same arguments as `gas_mass()` and simply plots the mass distribution output as a histogram. This seems a good time to point out that any gas mass values and distribution that has been calculated by a density profile (at a specific radius) is stored for later use, so if a gas mass at the same radius (from the same model) is requested again later then the relatively expensive calculated doesn't have to be repeated." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cur_dprof.view_gas_mass_dist('simple_vikhlinin_dens', demo_smp[1].r500)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can request a gas mass within any radius you like:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cur_dprof.view_gas_mass_dist('simple_vikhlinin_dens', Quantity(400, 'kpc'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Even if that radius is outside the scope of the data which was used to measure the density profile in the first place (though of course you should always be cautious when extrapolating from models):" ] }, { "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" } ], "source": [ "cur_dprof.view_gas_mass_dist('simple_vikhlinin_dens', Quantity(2000, 'kpc'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generating gas mass profiles" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As I just demonstrated, we can measure gas masses at whatever radius we like, which of course means that it is possible to create a profile of how the cumulative gas mass changes with radius. This has been implemented as another method of the `GasDensity3D` class, and all you need to supply is the name of the model from which the profile should be generated, and the radii where you wish to measure the values. \n", "\n", "Here I choose to use the same radii at which the gas densities were measured (this is the default behaviour when you don't pass custom `radii` and `deg_radii` values), but you could use whatever radii you like:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/dt237/code/PycharmProjects/XGA/xga/products/profile.py:463: UserWarning: The outer radius you supplied is greater than or equal to the outer radius covered by the data, so you are effectively extrapolating using the model.\n", " warn(\"The outer radius you supplied is greater than or equal to the outer radius covered by the data, so\"\n" ] } ], "source": [ "gmass_prof = cur_dprof.gas_mass_profile('simple_vikhlinin_dens')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You have to pass both the radii and the equivalent radii in degrees, as the profile is unable to convert proper radii for itself, as it has no knowledge of the chosen cosmology and the redshift of the source. This was by design, as all XGA products were meant to be able to be defined completely separate from a source object. If you did want to choose custom radii however, you could set them up like this:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$[0.013412552,~0.026825104,~0.040237656,~0.053650209,~0.067062761,~0.080475313,~0.093887865] \\; \\mathrm{{}^{\\circ}}$" ], "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rads = Quantity([100, 200, 300, 400, 500, 600, 700], 'kpc')\n", "deg_rads = demo_smp[1].convert_radius(rads, 'deg')\n", "deg_rads" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here the `convert_radius()` method of the source we generated the density profile from is used to convert the kpc radii to degrees, as it has knowledge of the cluster redshift and the cosmology that we chose to analyse it." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can take a quick look at the gas mass profile we just made:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "gmass_prof.view()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Retrieving a sample of gas masses" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, I will demonstrate how to retrieve gas masses from a whole sample of density profiles. The `ClusterSample` class has a method called `gas_mass()` built in which will iterate through all the clusters in the sample, attempt to retrieve the specified gas density profile, and then calculate the specified gas mass.\n", "\n", "You have to tell the method which density model you want to measure the gas mass for, and in this case I've chosen the King model to demonstrate that if you haven't already fitted a model then it will attempt to do so for you (using the default settings for the `fit()` method of the profile." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 30000/30000 [01:14<00:00, 403.91it/s]\n", "100%|██████████| 30000/30000 [01:22<00:00, 362.25it/s]\n", "100%|██████████| 30000/30000 [01:11<00:00, 417.61it/s]\n", "100%|██████████| 30000/30000 [01:13<00:00, 408.02it/s]\n" ] }, { "data": { "text/latex": [ "$[[1.1816284 \\times 10^{14},~8.825163 \\times 10^{10},~8.5862588 \\times 10^{10}],~\n", " [2.9581939 \\times 10^{13},~3.9242556 \\times 10^{10},~4.0931691 \\times 10^{10}],~\n", " [4.8668179 \\times 10^{13},~1.9847375 \\times 10^{11},~2.0144428 \\times 10^{11}],~\n", " [9.6621655 \\times 10^{13},~1.0204632 \\times 10^{11},~1.0242727 \\times 10^{11}]] \\; \\mathrm{M_{\\odot}}$" ], "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "demo_smp.gas_mass('r500', 'king', method='beta')" ] } ], "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": "3.8.2" } }, "nbformat": 4, "nbformat_minor": 4 }