{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Inspection of DC2 Run 2.1i Object Table \n", "### Michael Wood-Vasey (@wmwv)\n", "### Last Verified to Run: 2019-08-09\n", "\n", "Inspect the Run 2.1i DR1 Object Table for DR1*\n", "\n", "This notebook is more qualitative rather than quantitative validation. The analysis contained here should eventually grow beyond the confines of a notebook to include goals for the visualizations and numerical thresholds for specific quantities.\n", "\n", "1. Make 2D density plots (e.g., `hexbin`, `hist2d`, `datashader`) of\n", " - ra, dec\n", " - u-g, g-r\n", " - r-i, g-r\n", " - i-z, g-r\n", " - z-y, g-r\n", "2. Make 1D density plots (e.g., `hist`, kernel-density-estimation)\n", " - N({ugrizy})\n", " - Shape parameters\n", " \n", "[*] Note that this \"DR1\" 6-month catalog is actually from months 18-24 of the survey. For a combination of technical reasons and features of the simulated minion_1016 observing plan, the first 6 months of Year 1 are a very non-representative sample. We thus provide a DR1 6-month equivalent product that is actually from the second 6 months of Year 2.\n", "\n", "#### Run 2.1i includes \n", " * 78 million objects \n", " * 48 million objects with i-band SNR > 5\n", "\n", "Loading the entire catalog takes ~15 minutes, depending on memory load on the JupyterHub node. It thus is often most useful to develop ones codes looking at only subsamples of the full DC2 datasets, whether that's considering just one tract, or taking a subsample of the full catalog.\n", "\n", "#### Quick Data Size estimates\n", "\n", "Loading 1 column stored as 64-bit floats on 64 million objects takes 512 MB of memory:\n", "\n", "8 bytes/column/row * 1 column * 64 million rows = 2^3 * 2^0 * 2^6 million bytes (MB) = 2^9 MB = 512 MB" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Import Needed Modules" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import math\n", "import os\n", "\n", "import numpy as np\n", "from numpy.lib import scimath as SM\n", "\n", "import astropy.units as u\n", "import pandas as pd\n", "\n", "import GCRCatalogs\n", "from GCR import GCRQuery" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import matplotlib.pyplot as plt\n", "from matplotlib.patches import Polygon\n", "\n", "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "cmap = 'viridis_r'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define Catalog and Subsampling" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# For testing one may find it useful to load just one tract:\n", "# catalog_name = 'dc2_object_run2.1i_dr1_tract3830'\n", "# To see the full RA, Dec distribution, load the full catalog.\n", "catalog_name = 'dc2_object_run2.1i_dr1'\n", "\n", "# Going through whole catalog will take 5-10 minutes,\n", "# regardless of the subsampling chosen (see next cell)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that once we're loading the full CosmoDC2 catalog below the dominant time usage is loading that catalog, not the DC2 Run 2.1i Object catalog." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Sampling must be an positive integer.\n", "# To reduce subsequent arithmetic demands on your brain I would recommend picking a power of ten.\n", "sampling_factor = 10" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For further reduction of the sample loaded into the memory we construct some subsampling filters.\n", "The final digits of the `objectId` should be evenly distributed across the sample so we can\n", "extract subsample by using modulo to look at last digits." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "sampling_factor = int(sampling_factor)\n", "if sampling_factor > 1:\n", " arbitrary_last_digit = '2' # If you're really bored, you can explore other choices for the last digit sequence.\n", " remainder = int(math.ceil(math.log10(sampling_factor)) * arbitrary_last_digit)\n", " # You can use sampling_factors that are not a power of ten.\n", " # If you do so, we need to make sure that the remainder is less than the modulus\n", " remainder = remainder % sampling_factor\n", " subsample = (lambda x: x % sampling_factor == remainder, 'objectId')\n", "else:\n", " subsample = None" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load Data" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "filters = ('u', 'g', 'r', 'i', 'z', 'y')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "cat = GCRCatalogs.load_catalog(catalog_name, config_overwrite={'use_cache': False})" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "columns = ['ra', 'dec']\n", "columns += [f'mag_{f}' for f in filters]\n", "columns += [f'magerr_{f}' for f in filters]\n", "columns += [f'mag_{f}_cModel' for f in filters]\n", "columns += [f'magerr_{f}_cModel' for f in filters]\n", "columns += [f'Ixx_{f}' for f in filters]\n", "columns += [f'Ixy_{f}' for f in filters]\n", "columns += [f'Iyy_{f}' for f in filters]\n", "columns += [f'psf_fwhm_{f}' for f in filters]\n", "columns += ['good', 'extendedness', 'blendedness']" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "We are going to load 53 columns.\n", "For 6.4 million rows that should take 2.65 GB of memory\n" ] } ], "source": [ "MB_per_column = 512 # MB / column / 64 million rows\n", "print(f'We are going to load {len(columns)} columns.')\n", "print(f'For {64/sampling_factor} million rows that should take {len(columns)*MB_per_column/sampling_factor/1024} GB of memory')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Select good detections:\n", "# 1. Marked as 'good' in catalog flags.\n", "# 2. SNR in given band > threshold\n", "# 3. In defined simulation range\n", "snr_threshold = 5\n", "snr_filter = 'i'\n", "\n", "# We want to do a SNR cut, but magerr is the thing already calculated\n", "# So we'll redefine our SNR in terms of magerr\n", "magerr_cut = (2.5 / np.log(10)) / snr_threshold\n", "quality_cuts = [\n", " GCRQuery(f'magerr_{snr_filter} < {magerr_cut}'),\n", "]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "df = pd.DataFrame(cat.get_quantities(columns, filters=[subsample] + quality_cuts))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loaded 4832794 objects from \"dc2_object_run2.1i_dr1\" with a subsampling of 10x\n" ] } ], "source": [ "print(f'Loaded {len(df)} objects from \"{catalog_name}\" with a subsampling of {sampling_factor}x')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### CosmoDC2\n", "\n", "Load CosmoDC2 for reference. This is the truth table for the input catalog proposals.\n", "It's larger than the Object Table, so we're going to use a similar subsampling plan." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# Need to use 'galaxy_id' instead of 'objectId'\n", "if subsample is None:\n", " cosmoDC2_subsample = None\n", "else:\n", " cosmoDC2_subsample = (lambda x: x % sampling_factor == remainder, 'galaxy_id')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "cosmoDC2_cat = GCRCatalogs.load_catalog('cosmoDC2', config_overwrite={'use_cache': False})" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "cosmoDC2_columns = ['ra', 'dec', 'mag_u', 'mag_g', 'mag_r', 'mag_i', 'mag_z', 'mag_y']\n", "max_mag_i = 25\n", "mag_limit_filter = [GCRQuery(f'mag_i < {max_mag_i}')]\n", "cosmoDC2 = pd.DataFrame(cosmoDC2_cat.get_quantities(cosmoDC2_columns,\n", " filters=[cosmoDC2_subsample] + mag_limit_filter))" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loaded 6422263 objects from \"cosmocDC2\" with a subsampling of 10x\n" ] } ], "source": [ "print(f'Loaded {len(cosmoDC2)} objects from \"cosmocDC2\" with a subsampling of {sampling_factor}x')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### HSC XMM\n", "from HSC PDR1." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/global/common/software/lsst/common/miniconda/py3-4.5.12/envs/stack/lib/python3.7/site-packages/GCRCatalogs/dc2_object.py:264: UserWarning: Falling back to reading all datafiles for column names\n", " warnings.warn('Falling back to reading all datafiles for column names')\n" ] } ], "source": [ "hsc_cat = GCRCatalogs.load_catalog('hsc-pdr1-xmm',\n", " config_overwrite={'base_dir': '/global/cscratch1/sd/desc/hsc',\n", " 'use_cache': False})" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# Establish some basic cuts intended to yield a galaxy sample with reasonable flux measurements.\n", "basic_cuts = [\n", " GCRQuery('clean'), # The source has no flagged pixels (interpolated, saturated, edge, clipped...) \n", " # and was not skipped by the deblender\n", " GCRQuery('xy_flag == 0'), # Flag for bad centroid measurement\n", "]\n", "\n", "# Define cuts on object properties: currently we simply make a sample limited at i<25.\n", "# This implicitly also requires the magnitude to be finite.\n", "max_mag_i = 25\n", "properties_cuts = [\n", " GCRQuery(f'mag_i_cModel < {max_mag_i}'),\n", "]" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "hsc_filters = ['g', 'r', 'i', 'z']\n", "hsc_columns = ['ra', 'dec']\n", "hsc_columns += [f'mag_{f}' for f in hsc_filters]\n", "hsc_columns += [f'magerr_{f}' for f in hsc_filters]\n", "hsc_columns += [f'mag_{f}_cModel' for f in hsc_filters]\n", "hsc_columns += [f'magerr_{f}_cModel' for f in hsc_filters]\n", "# hsc_columns += [f'Ixx_{f}' for f in hsc_filters]\n", "# hsc_columns += [f'Ixy_{f}' for f in hsc_filters]\n", "# hsc_columns += [f'Iyy_{f}' for f in hsc_filters]\n", "# hsc_columns += [f'psf_fwhm_{f}' for f in hsc_filters]\n", "hsc_columns += ['good', 'extendedness', 'blendedness']" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/global/common/software/lsst/common/miniconda/py3-4.5.12/envs/stack/lib/python3.7/site-packages/GCRCatalogs/dc2_object.py:392: RuntimeWarning: divide by zero encountered in log10\n", " lambda x: -2.5 * np.log10(x) + 27.0,\n", "/global/common/software/lsst/common/miniconda/py3-4.5.12/envs/stack/lib/python3.7/site-packages/GCRCatalogs/dc2_object.py:392: RuntimeWarning: invalid value encountered in log10\n", " lambda x: -2.5 * np.log10(x) + 27.0,\n" ] } ], "source": [ "hsc = pd.DataFrame(hsc_cat.get_quantities(hsc_columns,\n", " filters=basic_cuts + properties_cuts))\n", "\n", "# We could of course done this as part of a GCR query.\n", "hsc_stars = hsc[hsc['extendedness'] == 0]\n", "hsc_galaxies = hsc[hsc['extendedness'] > 0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Object Density in RA, Dec" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "DC2 Run 2.x WFD and DDF regions\n", "https://docs.google.com/document/d/18nNVImxGioQ3tcLFMRr67G_jpOzCIOdar9bjqChueQg/view\n", "https://github.com/LSSTDESC/DC2_visitList/blob/master/DC2visitGen/notebooks/DC2_Run2_regionCoords_WFD.ipynb\n", "\n", "| Location | RA (degrees) | Dec (degrees) | RA (degrees) | Dec (degrees) |\n", "|:----------------- |:------------ |:------------- |:------------ |:------------- |\n", "| Region | WFD | WFD | DDF | DDF |\n", "| Center | 61.856114 | -35.79 | 53.125 | -28.100 |\n", "| North-East Corner | 71.462228 | -27.25 | 53.764 | -27.533 |\n", "| North-West Corner | 52.250000 | -27.25 | 52.486 | -27.533 |\n", "| South-West Corner | 49.917517 | -44.33 | 52.479 | -28.667 |\n", "| South-East Corner | 73.794710 | -44.33 | 53.771 | -28.667 |\n", "\n", "(Note that the order of the rows above is different than in the DC2 papers. The order of the rows above goes around the perimeter in order.)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "dc2_run2x_wfd = [[71.462228, -27.25], [52.250000, -27.25], [49.917517, -44.33], [73.794710, -44.33]]\n", "dc2_run2x_ddf = [[53.764, -27.533], [52.486, -27.533], [52.479, -28.667], [53.771, -28.667]]" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "def plot_ra_dec(cat, show_dc2_region=True):\n", " \"\"\"We're just doing this on a rectilinear grid.\n", " We should do a projection, of course, but that distortion is minor in this space.\"\"\"\n", " fig = plt.figure(figsize=(8, 8))\n", " ax = plt.gca()\n", " ax.set_aspect(1)\n", "\n", " plt.hist2d(cat['ra'], cat['dec'], bins=100)\n", " ax.invert_xaxis() # Flip to East left\n", " plt.xlabel('RA [deg]')\n", " plt.ylabel('Dec [deg]')\n", " plt.colorbar(shrink=0.5, label='objects / bin')\n", "\n", " if show_dc2_region:\n", " # This region isn't quite a polygon. The sides should be curved.\n", " wfd_region = Polygon(dc2_run2x_wfd, color='red', fill=False)\n", " ddf_region = Polygon(dc2_run2x_ddf, color='orange', fill=False)\n", " ax.add_patch(wfd_region)\n", " ax.add_patch(ddf_region)\n", "\n", " max_delta_ra = dc2_run2x_wfd[3][0] - dc2_run2x_wfd[2][0]\n", " delta_dec = dc2_run2x_wfd[1][1] - dc2_run2x_wfd[3][1]\n", " grow_buffer = 0.05\n", " ax.set_xlim(dc2_run2x_wfd[3][0] + max_delta_ra * grow_buffer,\n", " dc2_run2x_wfd[2][0] - max_delta_ra * grow_buffer)\n", " ax.set_ylim(dc2_run2x_wfd[3][1] - delta_dec * grow_buffer,\n", " dc2_run2x_wfd[1][1] + delta_dec * grow_buffer)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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zdK+chgws+5nBv8hIbEb999wx6pvIZUOKGEDzKgxC12THys5V4CoCxSEad1ORBEazKbzoCwAxI50slcJ+xX6wwG01sh2O/qkc5ofDGze0sLDYsVAOLRVhfljoV2rzT0asG92EhkZTb+6zm2Et8B2I4gBZXSOzGaRHgl2ltVuCpHzFLaO6wbx5Inewuxxm1lrILdNKuIU2nyMLwtQ0dzDFNm5pvaIgCNd+YtuYua+JEFnkmYK0wLlFPhhh6UeGDjcnrvFlU32Mey15lbGWe3Pvr/W4JIIpRuJr8p+QSx6XK4JxY8AkMp3opwpS00XpZnj4IvE97zl4qbs85DUIXi4yEwejRGCsGYTALOsbDyO4pbKSjHimSBpMIeb1cRp9yxXbjoXI01Mz9M5nCvQSerhXWoUPp27sLh8M0rqGmcrI/l+sUJrack26jtMsrSwYIm9OPiWvEY7VH951g27iYjywFjPOeUoZAOkdH2EaVullKABXJVPebI/9VktD6SacLOtvMtrOBdcOAE5rk62gtQ906Ozd3uHom8pjwRLYLCx2NZRDr/Kye+XQWq1igScwkrEWOIcG0ITe1Gc3w07gOxx9U3ksdiZwbn2vBzNOuZvgWMMqMrFeGhWHmea2mzCTimzcCMBj6YObapct7Twi5FR5cxKgN7P493pIG6Iua2KT42yr4FB6S6YKrRWKN8l0xaloHKPZV8a6G2fPveK7/QINoK5bm/psBkqp/0Up9YJS6rRS6m+VUj6l1CGl1GNKqXNKqb9TSnk6bb2d/8931h+8VtdpXeg7ELwece9kEU/3jmImH8WlfEy4r1/XR1o3nNTjdTRwqUAKXBUv+f04aQ2QbnM+ebp90m3Mc7BDXvLflY3SnZrVrO5NkivXdH8vl8ntGQ8XxTpBXGPX22I+ykrDJVTkeO5zkIUJwt4KLi5QmqfXT/s2y456vLSuyolMpuVUoJ+NP0nnXp2U6mOtIgsbhKg/TRf/ZIEmMV5QJREpivvNi4WUWKnNgKuOEZZL/Z1Zqg/N75U/UhMub17ys9cvCV7PLhKBbDRMim1Jv3TdHwlRTjcnWJoTKQ+LXPRJdbgSKwIzHKPrCMRkuCfEQkFLNeprnnPuczWEjkDIR9fvHpBjML3Aam9naRuXkTrNy3KzNHVUo3JccLd2PcpKsA4l4XLXoeGAayiJxswsrhSN2fYLTDNfRPDJEvovsvKxr01gJJtCwwdoVuPdeeJGNE+/dMXH2ivYKgqbUmoYwL8GcLPWuqyU+jzact/vQrus9eeUUn8M4ENo1+n4EIBlrfUNSqmfAfA7aBfn2nJYC3wHw9VsIJ4qYn5g91rUFhbroWRUcNurcDj0FYm4rAW9ColtLhxFrFSAp1FffaN9CL1J9/kVuNBdAPxKKReAAIBZAG8G8IXO+r8E8O7O8n2d/9FZ/xalzLu2NbAW+A5ENdK+1wOZDDJ9fgwzUlKOWdrPZclK4kpXAFBmD8YM0/I204XiPWRBcpWykF9qYxeZktj0HLnwHCZxq07jNF8gK+TEsLQ6Ai4yay5kpBDSkTC5A59bGqJjGT+2lxYodaovTKS4ibR0MfKSqdwiyxkPVK6nXmIWpPJKy83LLENuqbeixgO0uPrPKxSQfcvLopppXxVmMXPvSaEh7+MCC5vEAmurb8V8ZGl7mKsnU5MWc4OZmrOMgFYwxs9QgMYmL2lrelxuHiCCG7+PAVcdr+4lT9LZIqnNzZZk9sWx8EJ3mXsSXEbaIL/Gl5fIUvcYqnSDSfIs1Prp95Oel8f1sDKkbpYN6ZC7E9CMTFY7moTbXYHDqXHbm/JwXaBUwVZFjgVHiEI+La6t3mFEJgfLmF0IoRFh4ZCmA7PhXowtpVEJ2FxwAIAGmpuPWSSUUk+y/+/vVLFs70rraaXU7wGYAFAG8DUATwHIaK1XRsEUgJUH8jCAyc62DaVUFkAcwJYTFewEvoMxklnqxr8tLCx2L8oNNx6+eBt++tbvwnGAXrB006gp7qZHsq6v/obwlYePtKcDhslIHKOZJZzD5uRD9zraSmybxpLW+tRaK5VSvWhb1YcAZAD8NwDvXOOwwOpqPdeEdGEn8B2IYsfoHBhPYWmkB25mYfDYInfJBY30MD+LI69XAYlb3b1BerBMne8X7eIHKOaWYhWtnC75kGkG6f8gszT7fFLI5XiQLPKSYU2mqmSFnEyQ5vXj8/Lh1GDx9hsi9HKb8a9NZOIWrakTPse0wR0sfu0eklYSF4NxBVi8Pi35BY4+itn6fNQuYFRL46lTbkMX/msTlGLlY+dreg9y1dUJam6j8tdokMWzWSraI8Uja243myUynTsm95ers4pZ7LllVhx7e5yEYb4we6dYN1cjDsCFHM1Mg4G1q3v1emisDnhzYt2D0zd1l/t7aB8Bl/SQcK8VrwlQj0tvVmmZrl+76BpLffKcgjRURTtXrn3c33+w7WF1TtFYrR2RojbOCt1j/QT1mTMoLev8HdTv7lJbUvXAQgovRI+KdvsjQLEaFJpXqXrH8FYAl7TWiwCglPp7AK8FEFVKuTpW+AiAFZbxFIBRAFMdl3sEQPqVu7162Bj4DsZYKoVFWwfcwsJiA0xFEhjN2VSyFbRZ6GpTn01gAsDdSqlAJ5b9FgAvAvgmgJ/utHk/gC92lr/U+R+d9d/Q+tooxtgJfAdjLLWExWHrQrfYu7i9d3OpkRbrYyocx8gqqWT7Fe08cLWpz4b70voxtMloTwN4Hu15834AHwPwa0qp82gHNf5LZ5P/AiDe+f7XAHx8yy+wA+tC34FYycYZS6Xw94nbMFkiF+PRML1lcwWq0/NM+QlSX7tUJhd101BEczjJZTtbIVdhz5B0X5qa5ysI+KU7mB/XxfZtanc7WUjITE0KMYIbV9+6vU8+7J+oj9JxGaPIJFr5WLoUJ/eNhjKiHVctW6wbNSU5yrROOOE90v3dyNN5uIIsBSonvSpfyx/vLg8Z5V55ylmvn9zGpjuYk994yIQT0ADgUj626nKvT6aRcRf4kp/O12ccl/c1d0knvDI18Btpcmvzcz+X7xPHOsHKp5Zb0gG8VKXzGPDR+Hy5IN3QB8IU7nlujkhxvKwsIPuTk+5MslueadxXYjRGnHJ3qLC4dM8E00yfl/e0fpjOtxGQj2D+v+fuW7vL6oLxosPmnYYfuNyfwMijKTjqu1uYZCuxXujwSqG1/i0Av2V8fRHAXau0rQB475YdfB3YCXynQmuMLKcxN7Q5MQ8LC4v9i6lIDMl8Gkq3oJV1rK5Y4HsddgLfgaj1ttCXzaHk82DWEQGY8TqxTClSrxm+3F02Fcx4Vausi0hd6YIkw9zYz1JzmAVVNvJzcxUizfAUs6BByOpx0zpOGOPWEwAEHIb5wtDrIuut1CQL7+V8/2rNAQDfnT7UXTZTsQ7HyLU4n6WQxIBfEusGgtRniylqx8lyAADnGlaOIfii1iCejjKxEgA4d5m8J5NN+fDlHo4sIzDW3PKchoJE5PrO88e6y5EX5U88+OOT3eUKu8cV437nK+Rx4VXV8h5pgZ/qn+guz5aZB8ctPS5xN91Ts1rcpRKlEfqZWcvFiQCpr36pSObuG2Ivi3ZP56ji3kgveVlGgtISnmACOotFGp+mOJErQmO65maV6NIGRYzdbleFrPbaQUkZb3roHjeC8j46a7T/Roj2X3yDJBlWmIhMJQFU4EEmEEAwXMZCkK5rvwbgNBSa+yBCvPevcJfiwFIK44n4xg0tLCwsAEzGEhgpWCLbClpabeqzm2En8B2KsaUlTOzDCXzUt7xxo30Ck1+wF8Gt7/VgVjfbi+DW93ooDq7+2J6IxzFcsEQ2oG2B17RzU5/djL3/q9gtYHEr7dAYS6Uw3hd/hTv45j5StDoSIPd3cEzmKr+YJbcsf8s82rco2o0GacL82nkiU5mTB88556VBb4jKB8Z0kUhTJ3rX1nzm18WXp6tRZJnr9Gya3Oamu34tDIZlXvBaud8zRUnw4oSxvji5082ylq0w9UV2mUIS2kjFdjAFt3KVQgF1v3xoHByle2Jq1fcHyc3PNb5NpbPHJ8htfPCL9H3DUJELe2iccHKfqeTXH6Djnq4QEcwsOzofpj58Q4yKZzgMN/ksy/Uut6gv+rwFfHeewh+PFynXn6sEAsCBHhqrPU5y0WcbMizExzsvn2vqDYwxEuMZ1u9CBx/AQILGU8rJSvi65TXyamNzr6bBEH/BqCvgZjniRXl//DPU78WDLIwToG28OY3cAfZ7jLT3cWkohuELdgIHVoRc9r59uvevcJfiwKJ1oVvsffDJ2+LqMJGIY8Ra4F1sVRrZToa1wHcKeFk7RzsGPtEfQ8gjLWtuKc1ViTQ0VZb633WmLMXJWeMZ2W6xROSdUJCOZcoOlJkW+rGB1YlvANDnJ6tpvrK6dQYA83Vady4nJa34uY+xSlhTOcnIH2UEJV7djFuWAJBgKnCcrMQtWqBdyWoFPBXpYjYm2pVYSh3XWXcGJMFrKE6kqWyZLLKMUamLexaOxxbEOm5NOrx0LO6ZAID6Au3T8+VHafufkFkui2WyIHPsnAZ6ZNrgAhsXLqYRX85KN8PlLI2nyRypUX708LdFuydZ2dCXluW5877maWpZo59OhcdpXZPWLRsW+AzTUD8RJS9Qpi7bcS9BjpVajfdKciMnfnJCo1mxr7bEag4M0779i0bqJhsmOmJ4d7x07qUEbVeSWaKoJOmeOMLt8TN5MIyhcgrVKO1z35LYtEJT7337dO9f4S7F2FJqX8bALSwsfjhMDMQwkrMW+ApaUJv67GZYC3yHwNVHZJ7+SAr+Rg2lGxXeFJ0W7QpNsv549aeMoYXN47nnFsnCHYzI+PB0miwjbk3eMSSPe4lZodxqN8HFMd6QON9d5hY3AIx56UHzrGNYrOMxcS7y8aYhacU/m6HterwsJlpbXRcckII0TkN33Omn4/L4+HJGxn1dHjonX4CsZ17NDAAiHjonrjlvCoVwj8N0QXoZBlgsup9pl98cky6Sb8/Qdq5hquBWTkjrr1UjT8pohDwYZlnPJov7l/Ori/gAQL5IfX3TIPEz/mrybtHuWITi/IciUhY64GIV4up0LF6HHACma2TtVxmvIeqW1dfeOnC2u/yNBdKSNxnH3Dp/9w3PYS3wsfrIMmmNTxflvSqw9Mocq8RXTsjxE5ine1cPynMqJul+OZm2ziuyLtlmK56AgtfT/t2PFJDtaKf3s7oArbIU69nLaJPY9v70Zi3wHYjRuTQmB3pfWfjXwsLCYi0ohfFEHAeWbCrZColtM5/djG07e6XUJ5VSzymlnlFKfU0pNdT5Ximl/lApdb6z/s41tn+VUur5Trs/vFYF07cDY3PLmByMbdzQwmKXg1vfFlePiUQcYynrRgeAplab+uxmbKeP4Xe11v8HACil/jWATwD4KNp1Vo92Pq8G8OnOXxOfBvBhAI8CeADAOwB85dqf9jUCe/8YGM/hUjyBUsGLfzx/m2gWCZAb7HCUXJGcxAUA8QCRyXjq2AtTSdEuwQg73KWcrkoCEXdn+pjrPuKWbrmQkx7I51m9RTOP90KB1plkMu5Cn2IuZZMwNxQgl/JShdz6HqdUAePhhWaD3lkDIemXDLCUI16e0+mSrnae3sT7rFqX18H7eiBOoYumkZbGS6ZeyEveA5/gOFExbRC8XnsLhSvSf0NjYdh5UbQLMaW8F5aIGWWmK/IQjJOlojUNVToednmZhWpqhppZgxGK4j5yeVeaLuG+H2HlTuMe6Rr3Khp3x0OkDR5zStLZ1zInusvcbc7d7gDw5BKlrL0tSW73hZqkfj1RPdhddjHim5kmuVih7dLMdX3+BhmC0C6mpy4vETz7jkUM0AjI++OosutK0bGm/QkcuZyGb7jd37q297UEVoNVYrvG0FrzYGwQJER4H4C/0m08inbNVTHrdP4Pa62/3ynT9lcA3n09zvt64MBCGuP91gK3sLC4MkxG4xhdthY4ALS0Y1Of3YxtjfIrpX4bwPsAZAG8qfP1MIBJ1myq8x1/3R3ufG+2We0YH0bbUsfY2NhqTXYEWkmyXsbm0njgzluh6w5EYtLCrTMrNMPIWibh58w8VTziFrgZaODkryM99MMvN6UFNez85A+UAAAgAElEQVSn/d8RoHSeRwtSo7mXaV4f99Mtm29IEptbkVV3sSzTyC4VyAodDFB6k8sQB+FW9zLzGHiNNLLFArW7eYiqXQ0HDJIUq/rGBVVahsZ5Kk+kpFqRSGGvPnpJtBtkevS8alfOIBymarQ/TqwCDKIiqz7HBUoAoMHGxV0xuj/zVdnvvILdcA95MMwUvV4/jYuanx4T/ohMleMiN1zgR3vkPeBeh2XDu8O10bmn5tbApGg3X6dzTDdYZTKX1Djnmux8/JjeonydeWbYg7zXJc3iWov6sMU8E9ziBiTxcS5F5+Aw0s1aTrpG8wHMM+LqIWZ1G/MM9/yqKq28OBrHj519CrVoe1vlot+xbkqS5V5Gu5jJ7p6cN4NreoVKqX9WSp1e5XMfAGitf1NrPQrgMwB+eWWzVXZlVoXYTBt0jnG/1vqU1vpUX1/fak12HA4spDDeb1PILCwsrgwT8TjG0tYC11Coa+emPrsZ19QC11q/dZNNPwvgy2jXW50CMMrWjQAwiuFiqvP9em12DRy339xddrWa6MvmMROLrrPF3gW3vi32PszKZPsZ1d6N22yEuUgUvcUivPU6qm73xhvsUWiNfSHksm0udKXUUa31SmLvTwBYYZF8CcAvK6U+hzZ5Lau1Fn5FrfWsUiqvlLobwGNou+H/03U69S1H69kX4TradkUna2mk+kM4crStyMXzoAFJQpplLjvTvczJbhzxqCT8BJjyVZiVgPQ6pNvvNSEiSf3Xmdd1l+/qvSzazVToKTQQIprDiFvm/oYZ0ex8iZS5DgTTglB1e5DcqM8W+XsdkK6Sv3ExRy7VpJHrHvSSu9nFSGcvZqS81XuGnu0uf7ZAqmLNivEzYS5Rfw9dR8UgSc0XycXKr8lUW+Ou3bBLEvBeLlAoJFWh6+WKd4DMn34xT5SRI0GpfX8uR3oD/N7fO3xetOOEOS9TqDNV7vh4XCjTPUiVZO4zv/5yTU4sPNSwVKHtPjf7I6Ld8TCrA+CjPjxTkdGzmJf6hrvkA07p/ueu8okycU5O9kjX/bCXlOJOF+lYZl65h/WNm4UQKhVJYqsM07rWgkHgZKfoqDEVPsP73WBRCO2ivq1Fgal4L5LVJZyPD8ARov5sVeXY2tvY/SItm8F2vqJ8quNOfw7A2wH8m873DwC4COA8gD8F8D+vbKCUeoZt/68A/Fmn3QXsZgY6Q7K+jNmhyMYNLSz2APjkbbE1mEjEcWBpf7vRNdoW+GY+G0EpdWMn3Xnlk1NK/apSKqaUekgpda7zt7fTflOp0FuBbbPAtdY/tcb3GsAvrbHuJFt+EsCJ1drtRrTC7VfqwUoR4wPxrg60+ZbvYMSWnx5+urv8lQXZFRmm38wrWplkN57CNV4kK8RU5vrvrW7XI8cIXt9eukG0O9ZDFt+LZbJWXh2SFt50nSw80+qsMqvpUpV4CxfysvRkwkeWVoipYFWMc/cwC3KZpV9xdTQAeDh1rLvM+w8OSa9olun8OJXs3JI8v5CP1o72UL8fDkihjcXa2sp255Zpn0nm0eg1UqwcjAIS8ZBFH3FJTwzXe78lQo6t6YoM2XDN9CAjzGUNAh73OpQYUc8ct0NBOvcl5kko1D145+CL3f/zTdr/qaAkBd7qIQv8j1Jv6C7H3fIlYMRHfc0rny1WZT/fF6ffDydfTlRlBggndHJPQq6+tuIfhzKrlum1LesaU9hjPE/UwnIfjgqrXuhkyoUpJ6Z6Ejh8OY1Hhp1AlJEY91l++FaR2LTWLwE4CQBKKSeAaQD/AODjAL6utf6UUurjnf8/hs2nQl819n6QYJchWVnGVHJ/xr8tLCyuHhMxS2TTUGjpzX2uEG8BcEFrPY52yvNfdr7/S1Aq84ap0FuFvS8Wu0tQ6WtbhgMTWXw9dhDLxfb/Yb+0TnnazoOLt3SXJ4wqYyNxitvNFugtPOKTFtmRMP3QZ1kVp6hXtiuyWspraZUDQIbV8r7dT7HES1VZgarSIquGi78AQMJNHoOnslTn2jxWhVlGvKJXoSpjjllWacrvpSBjqSTbPbNIaYbOAFmqHqPKmM9D/3Pxlv4eyS/gIi/cKuYpdAAwxDTOFw0RkT7mPeEa9BkjFSvBYuJnM9TXLuNY5Tr12SSLc5u63lzHnYuwKEPwpco8OMeiMrbPwe/VyZjU2X+5RHF+ntoVc8k4/2KD+oYraD2dOSDa3Rqm/RdYu59MPCXaPVui+z3DKvuZHqEnlqndO5PkLTAJl3NZlm7GUg9bVcl0djMBoWrcYEGz7uXeXdWQE412U0PtYTHwkRouHovgtd84i9pIbd/KMWsA9c1roSeUUk+y/+/XWt+/RtufAfC3neWBFX5Wh5e18sPbTCr0lsBO4DsMQ6VUWwfdwsLC4ofAeH8cYwv72wLHldX6XtJan9qokVLKgzbh+jc2PPgrsWqa89XCTuA7CEq3kCwt2wncYt8g39hcHNli85jsi2EklYGjtX9T9DRwLVTW3gngaa31ChljXimV7FjfSQArLqjNpEJvCewEvkOgNJCo5FFyeeGOa0TQduNp472Nk8vCHnI9+z3SzTuTIZfgUDS76jYA4Gd5KzcwAprpRgwwN/clFxHL3hJ9UbQbrxHp6tkcjeFXR6Qmd9JNLv4jHul6nayTa/J5Vmq04ZQ/yLEApaadnqOUsN6gdP8PJ+j6eanRVFGqlDl85G4+NEhEs0zFVA6jmxIPkps3XZKkuONxmcK1ggG3VA4LOJjeeUW+vA36iaDF1dcCTqnExhXbeDpg3C3d0HFW7pWnWCUDkgg2nutl29A+UkWZHsYJWTy1zdStT/rpmp9KyXRAXmr0WIiIakt1STo75acxxEMwJ4MTot0LJRoznMQ3WZPkNJ5mxMNCJqmQa7cHWF3PkEveg1iI2k3PUv85PDKMEQzQ/c74ZBiHk9NaPpqA3WH5u20u+FfdRjcVqnAiHQwiOVPokmP3I67AAt8sfhbkPgfaKc/vB/Cpzt8vsu/XTYXeKtgJfAdhqJTCdMAKmVhYWFwdJvriGFtMIY3BjRvvQWitttQCV0oFALwNwEfY158C8Hml1IcATAB4b+f7BwC8C+0U5xKAD27ZiRiwE/gOQTHpQryQwUQ8gVSGLID+mBQlmU4TQ32cVYYa6pfpYSO99D+3uhtGJawlpsM96ierOOmR+/OxSlAFD1mxD2VuEe1uCZKn6HiIdMdna5JZP6/IQ+A0iFEllvqT8BKJq2pUNOPWFfcyFGvSquG65gN+2l9leG2lKm7tmmlpnOA3zCqiTbskEazfS1btkI/6llvcAFBqeVk72e+8MtaYnzwOqbq0hBut1SUhL5flC2GYicbwbaYMEhtn5xZZepjLKd2yZVZ17EKGjsV10QGg1Uv7M7XqxwtkrfLxY8pcfi1/a3d5xEN9wccmANwbPtNdnqyxczL252Xep/fHv9tdnmvKvngkf2N3+SVGuPMY1+FjwjjJQbqP6YL0zOTzZBW7ckY/uVcPlWrjdyvI0z103JXKcRPDURwszSPlGlp1f3sdbRLb1smkaq1LAOLGdym0Welm2zVTobcadgLfQRjJpzDVYy1wCwuLq8PEQAxj82k8tXHTPQq1L6RU9/4V7gJkPvAaAMBwPoXpcGKD1hYWFnsRa1nfPwxWJvD9ijaJ7Zrkge8oWAt8ByD6F99H7udeg5FsCtNH4+jpITenw3AvH+qj9JAsI1e5jRxprvnNldP49wDw1BQjFLHyMOZx08zVzktSmljykPufu7hzDUmmOewn4pLp6uJlI7nmNS8hCcjcXY+Trj8UlIQsTvzjJVgDRklOXnZ0RhPBbahHhjE4SSzoInc4d6cDwJsiRPCLOonglG+tTSy6J/iy+P9Jx6HuMo/p5Q0VMBe7/5zQ9vrIS6Ld2TK5VLkbvmbouFeZC7zRomOVKh7Rzu2i4+aL1C4ckkRCTh7sccsQgtifIrf0ECM6AsDFGpEnedihomWIo8hDEmwfi0ZJ21Hmhn++SoPftNzeFn6+u/zV7G3d5UGvHBceVj+Ah4UemrpZtFNMOY11H5xNhQZTXFMu9ls1fo/ooWM5WLtouD3O0ocDOPzAEqrHqN/lndv7sOVELa4rRgpLmLYudAsLi6vEVLIXI7PLr0xj2Se4hkpsOwrWAt8h8HgqcLeamE/0wO2gFKZCVb4315tkGfUFVlfpAgCPX2plr8BMdbp1iLIbgiwt5phvTrR7snGQjusjC5dXCwOkNcQVx97Z+6xod7pMlr9ZdeqWCB17ukrkt2JDktMK7P9+H/XFM/OyOtXBXrK0eHoT1+4GAK+bVYliKShcyQ4AHD30UOxh1nixKff3VJGs5+UG9fuJoFQiyzbJIk835X282UekrpcqpMY44JNehtQaXpEL1QHxf6FJffZSlhTbmiZJij3YWmwO4BY3AJQrdL/5NiaJ7VgfeVzmy1Jt7mR0qrv8TIFUz8Z80gXM78kBH3mini4eFO363WQZT7HUMZME6WMKez/iu9xdfq4qx09F0329JUD37vniiGg3V6ZxMpunZadfkt10iu5BY0AS8FCiflN5Ot9GQ94fby+NO14HYDnT9qosI4iWVnDFasj62t/tNwu8tQ/sUzuB7xCM5FKYDsf2rfShhYXF1mKiP4aRfKo7ge8naA3UW3YCt7hO6McSLvclUO4HbomwFBRDRITrfHM97F7D4uZVwbg++VhIxhVvCpK1yzWp0035o+euJm7J9LlkHPBuHwlx3L9MlvVCXVqxdWYJvy5+QawLsVrhWWa5JozY9kNLFFucLJClzsVVAJlGJsRGmtJK5BYkTx0LGuI3PKbOxVASHqmFzmt5h5il/lJJ5uZyLfiSkl6GKhMsibA4OhcyAYCXKmRN3xZhWuBNGSsvMy/BSJBi9iXDezDHaplzr8+yoR8fCtK5c/1v06LP1mgMDvjlfXwuSxbvcIDGPk8VA4AJlhLGxVr4eAGkAAznYfD0RAAYZ/tzguLIL5SlZT3ALHpeLW2mLFMjE6wO+XKZxm3GqCevA+TFUKZYmp/WhUdoPOWy0sNSZxXx8rzfS6y6YCKOI5cXMF7bf6lkbRe6ncAtrhPGllOY7LXxbwsLi63BeF8cw+f3ryb6NVBi23HY+68ouwSj6SVMxGwKmcX+wmJl7VroFleHib44hkr7cwK3aWQW1xTOHknkGc2l8OVX3Y5GUGM6T+lRppv3QIRc4FxVzdSe5mpXB930I56qSLff5QpZ/Zw0dLYoy9c6WDEd7pp6tHCDaBd3khuxl5WDNEtocte76bJcbpD7/iZG4vpeXh4rwEh30yz1bMBwtXNw97c2frxulorGy2bOZqX7fyBM+38hTe7wW2KS+Mfd5lNF6ve7YuOiHS8helNQSiZz3fQzLAXsfLFPtHtrH6mPLdTofEtN6Wovs/+5Pn22KV20/1wh9THuQncZJDZOVuMkQLPs6GyJrrFipKzxlEWuDjfsXjuPmacePpo7LNaFmE4837dZOIWHgl4uUrjDVAa8gYWFLpap33nZUkCmNSZDNL7nPXL8RCIUCgl5ZSojT21cYGmNvb0yLFQoUyijVmLE0R72mzgQRp9axuLJ9vqhB7GPYF3oFtcRY6kUJuLWArewsNgajA/GMJpZ2rjhHkVrH7jQ7QS+TVCsCpFbN5FI5zDdG4VWQKZIhB8zfWTZS+s4Eaw/IAlUhQYRdhZZatKIzxDHKNFLQ4AJgJgpPDwN6piXLE2TJMXjTkt1srpM7e7XhckKeSJ9QKy7JUJWKK9uNmqc09kcWU3ccnn+krToD42QGAwnbvH0JUDqhnOC4C3986Id71sugGIK3Lw6eqm7HPfQ9Sbc8l5xwQnuEQGAiSqlQfE0utvC8ty5RXpXiCzrxwvSOuXVyXoY+euR5WOi3ckYWZenM+SNyZclia1cor64+QCzVLOy8lfEQ8daKsuxcCxKhEs+PnOG4M1DaSItDvrIws3VZTve19OMaPbGXilqc6OHxtlnUq/pLjcMYaEHl07QubJqaRMVeY2TzMviYcI6BwalG5uTKs3fbaZKvyeZliefA35muWtGYhuJU/85eluIVEtoJqqoetyAYvvQe7vUaJuFvnVa6DsVe9/HsAvQ38xjLhpF07n3B5yFhcX1QcvpwHRvL8ZS+y8Ovl+EXOwEvgOg3x3CeNwy0C32H7j1vd/Bre+twngijgNL+28CB9ou9M18djOsC32boCuUP/uqz76IiVclsCJiVmN5o1w3GQAml6j0YjBA+wgZucqLVXJfBxipZ6JsuDbdUrN6Bbnm2nrdQ27K1V1Ukoz3QPZkd/mglx7Op4KXRLt/TN3RXR4NSrd+mrnbuXLYhbzkCPBc23KNiDwHhxfXbLfEiEFHDy+IdukqtZvKkDs05JN9O8QISvwNPu6RRCOeqz3soWv8xtKNol2IaYOXGjJXWRD1WMnP8WKvaHekh2Kd3J1u5j7z3OUYIxma4+D1PeRu5jr4ppb+QpH6k5cTNTGVo3NvMfLl03MjOJWc6P7PCX2punTr3x2l0MDTOQq7DPmkBn2VhTV4fjtXZQOAxQYda8gr98HxSOFId5kT1birHgBemzzfXeY6Cs/mRkU7rh3Atfk9ziYSPronvAxwziiR+9oE/Z7mGWnx6QUZPpqMJXBgPgXHcQWHm47bqkny3F7DCgt9r8NO4DsAyVYeLyaObNzQwsLC4gowEY/jwNL+JLJZFrrFdUGylcdX+uLQHWvb7SUCTMAn35Qzi2TxcHuvEZKDlbvjhiJkXZQNBS+eSjPqIivxfEmmKfEKVzN1suLmajIt7YUspVXFE5RulTHSlLj1MluRaTYLZbpGbvHN5aW1z+F0UjteVQwAgozwE2SKdYe80gL/ZuNodzkSIIu0Zx0lNq7BfkNA7i/LKrCdK5LG98GgJONxcl7WqNp2OkepY7UG3atkQKbKhV1EEuMPrqWq7IvRAN3j7yxTWh4n3AHAD0oHu8vcKxDzSqsz6qF+upwjCzfslepoARcjSAbk9fNUr6N+Iol9PyNfam8OzLBt6H6n63Js8apg7xv8Xnf5wcwJ0Y7r+AeYF+SkTxIET/ipHddFf71/QrT7Y0aE4/ftaI/0CA16yIMVcMjf9yPLNAa5Kl3MK3+3jzPiZ5mNR16VDwAmbwrhjV99Ac4DRWAfcWy0Vmhs4QSulIoC+DMAJ9A28H8BwEsA/g7AQQCXAfwPWutlpZQC8B8BvAtACcAHtNZPb9nJMOz9V5RdgGQrh4k+GwO3sLDYWkwOxjA6v7xxwz2ILSax/UcAX9VaHwdwO4AzAD4O4Ota66MAvt75HwDeCeBo5/NhAJ/eyuvi2BYLXCn1SQD3AWgBWED7DWVGKfVzAD7WaVYA8K+01s+usv1fAHgjgBXT8gNa62eu+YlvJQ61Y1VKaww+X8TsLX64fW3rhld8ymaMKlMVVqeZpZYsBWVqToLpgftZDLxuvJUOsLjtAos/mmIWXIilxOLScbe0BE/10rGWWSy7blSCutlPaUoOyLgqt+R8zHIzK1xVq0yUpUk/RKdb7s/JrPhb4pQ69IX5U6IdT9vh1m7NKatJ8Spmx8NkMT6SkkIzHO8Z+EF3OeiQFv0PSmRNmSlMPD7uC9N5cGGU9nZ0X4+GyBPwwYFHRLs/mHx7d5lbvrO1iGjH494+5n0pGBXhuJgQ3x/nHQBANEJW93PLUpt7gXlWeo+Qhf+aqNTI53FlHrNOMosWAM6VKb3wcwt3dZfvNdLIJqr00syrjDkhxz6/XzyV7wu5W0U7ng7I+2K6LPuW487gZfH/4QC5u7kVb4rfcDEgftycIVbzWP4AhpYy8DtqUH62rrw692WvYCtj4EqpMIA3APgAAGitawBqSqn7ANzbafaXAB5Ge/66D8Bfaa01gEeVUlGlVFJrPYstxnZZ4L+rtb5Na30SwD8B+ETn+0sA3qi1vg3AJwHcv84+fl1rfbLz2V2TN0O8nkfR6UPZt9+K/VlYWFxr1DwuLIeDGFzKbdx4j2ELLfDDABYB/LlS6gdKqT9TSgUBDKxMyp2/KxWFhgHwOstTne+2HNsygWut+WgKov3CBK3197TWK/6eRwGMmNvuNSRry5j19G7c0MJiD2JhHV6DxdZgMtmL0bm1ZWn3Iq4wDzyhlHqSfT5s7M4F4E4An9Za34E2/ejjWBurvRXoVb67amwbiU0p9dsA3oe2G/xNqzT5EICvrLOL31ZKfQKd2IPWurpao87N+DAAjI2NrdZkW6BybVfhUH4Os44eoR3N3W8OI43MM0Au72qZXMheQ6Oap9K8kCUlrbBHkosO+ClHtKppf9myJFMVHeQhGGTuy7MFqZkeYy55rj3dMt4VL7Dyl7MV6WLkfcHfkM0SlfGITNvqtjPeqhtNpnSWJ/e8qYU+HKLrOrdMJD6f4ULnJVkXWLqe2a6XEfWcjHRlEvpu8RNpaqouU528ioUQmHv9ph7pjVtmRK6Ii44715AkQ36OaaY294OUfFceDZFbmrvnXUb9y8UqubV5KuOgUTJ0wEvv7AcCLC85DpzJEfHxB1lKubo9IslknODHxwV3hQPAUo2Ie1xb3Uwje3v4dHc516Kx+r2yVK+bqdELNldf42Q5AHhr5IXuMg858bKygCx/WjdCJtwd3scIkqmqDJF52bFvYuEok3n9QPpWXOztQ9+FIiZy8hmx13EFOd5LWutT66yfAjCltX6s8/8X0J7A51dc40qpJNrh4JX2PHdwBMAMrgGumQWulPpnpdTpVT73AYDW+je11qMAPgPgl41t34T2BP6xV+4ZAPAbAI4D+BEAsXXaQWt9v9b6lNb6VF9f31rNtg3JehazrujGDS0sLCx+CIz3x3FgYZ9Z4LrNz9jMZ+N96TkAk0qpFQGHtwB4EcCXALy/8937AXyxs/wlAO9TbdwNIHst4t/ANbTAtdZv3WTTzwL4MoDfAgCl1G1o0/XfqbVeVUKIdUZVKfXnAP7tVZ7u9Ucn5p3UOTwWvAHVLNNADpMl43BKi6fHT+u8HnoL50ImAOBzk+X2geHvdpe/mb1JtMsyjfN+N1lJ/VEZM5tklscllmLmMCwybnWbFgoHF8SoGQQ3rpvN04/mlEw3K1bJKxD2M8+C8aMs1Wn/6RJdb8u06FmK2XAPWeMOszpVgNKCOPHPbYic8GpsHPmWJBrxymxvDb0o1p2rkfXGPQumR6PQpBf+F/NEfjqrpIckVycSFvfS/PzoY6Id95BwYR3Tu1FmHoMq6+eQW6ZHXcgd6i6f6DUqrjFrfb5M/TlXlfebE/zGC2QVc91xQKYeJv10H+eN/T3jJo/cawMkwnKmIsOV3JJ7bon6lv/GACBfp/s64KNrWi+d6aupE2uu4+I641kZZosy7w73uMwaaZ03HppF4xYHbnl4Gv944z3d75svvLzmcfcKtljI5VcAfEYp5QFwEcAH0TaAP6+U+hCACQDv7bR9AO0UsvNop5F9cCtPhGO7WOhHtdbnOv/+BICzne/HAPw9gJ/XWq85wpjbQgF4N4DTa7Xd6RisZWwM3MLC4pphZiiCwdks4N247V7BSgx8y/bXJkqv5mZ/yyptNYBf2rKDr4PtioF/quOOaAEYB/DRzvefABAH8EftuRmNldiEUuoBAL+otZ5B+02oD22ywDNs+12HZH0Z3/rVAxs3tLDYgzDT5iy2HrPDEQzNZIGDGlB7X150BSbHZS9iWyZwrfVPrfH9LwL4xTXWvYstv/kandp1Q+lIL0L1MpznNHoeCiH94+Rm4yQun0+66bg7N+RdlbcHQCp1PZC+rbvsNdzanED0kwMkFvR0Qb5UXC6Sq/T1cXI3mvnDXFmKa7DPVWW7u8Oka32pKrkJPAf55SytiwZl7moqT+34j/VQRMb7JhzkVsyVyc1519A41sJcmdyth0IyknOauajviVJfzNflNfJr5qGGNwfPiHbTjGh2uS4JWXlWrjXqJFdpytCq58Sob6RIzetARIp4cNUuTgo07wEfJ0lGWlysSWU3rlLH8+PXC59UjZDJiC/Dlul8vQ459k/nybXNQysmeZAr5XHwsQQAUTf15x9mKeJ3KnJZtOPhIzdTOhsOSv30Oeb+F0RUg4DMNfIbRsnLGvufEwaTIRnS4sqI01Xy4EVc8jfS7ysAPkA7gZC7iZxbkuH2MnZ7oZLNwEqpbiOGiinMBOL76q3YwsLi+mNhOIyh6vK+mcC1fmXWyl6EncC3Ce5sDWNL85h198KdrQF+uhXH+ogkNZGVpJRUjn6APUGyuvJFSYxKF4isNdrLUoKMQc0JP+crRJgyiVs3hknd63yJCE53h6Va1tkykaYulal62IBHWhAVlrJm6kGDadokgxS4mzPUx/rClGYT85E1VahLURyuy80tqHOGRXZbjDI9uMZ53C3JaKdCl7vLXB3MaRD6zhfo+rka3n+ek2Gz9ySe6i6/XJGkM26tVdy07DTU63i7iI+ssOWKtNS51Zip0brxkkyxGvQxQiO7d3G3fNmMsL7lJMBLWelJOJmglDCeugjIlCs+Fh7LynSuG4NMJz1NpLjJnPyNvHGIvCJPpYjcZ1rMvNJdklU0mzTS0prMkntN/+XusklSDEWpL76TPoq18HyGPDgmwe2O3imzOQAgV5e/7/EC3a9kgO6PqcR2e7itJ1I76EIkV0L2UNuDEn5yzdPbI9j9tb43g73/irKDMVRJY8Yf27ihhYWFxVUgM+rHSH5/1QXXWm3qs5thLfBtQnnAh/7JLM70j6I84IOTWTJ5Vvs3FpDVn2osVSfgYRrnpk54jdpdTtFLQiwk95fwkxXxrQXS8v65kcdFOx7f5ZaHaXXy9KZDftJ15nWZAeCFAsUzzdik10UxTR7rNCstcb3tO+NkuVwsSAuKx0hrTeont0N6GeZZVTQevx9wS8uNexk4uEUHAOU6WcXcyhz2S+3uf1h6VXf5zrCscDXioXg+TzcbdspzesZJluZTDkLLJO0AACAASURBVFo+HpYV0rg1eReL9Z4r94t2PB0w4SZvhKk7nvKTB4LHtgf6pMdlsULek1GfUVyD9c1LJeJkcK8FAFwq033lnqRmSz6EeQU2npJ4JiUFVZI9dI48Fe318XOiXYHxEI755rrLL5RkutlSnY57JERetENeWY2M/5Z4/XMAmGfCQDy9kqelAdKLkXTTPXk8f0i083WEgIqjHiS/nUI1srsnrM1iv9QDtxb4NmK4mMJ00FYhs7CwuLbIjfkxkt1HdcF1Ow6+mc9uhrXAtxFDhRSmQ3YCt9i/MJnmFtcG2VE/RrIXN264h2BZ6BbXDE5HA73VAubCUbQcgNtNLrzJRabXLT3U8PrpgcddtEKJDEDTu3pamklO4ySaA0zj+3tZWRqTpxXNshSrydwdot3bR852l5cb5F49l5duck6eKxmkMx5CGGGKaKa61zxbfjFL7tG6kZrD03hEqpOrsWa7o0FyPZda0jXOXcU3BsilerooXaqHwuTmnK9Rn435ZJobd5VO16Sozw1e2v87/HT95+oynDBTJyLXoRDtn6dKAcBEmYVTXOQany4dE+3eliBFuJdKjJjYSoh2vK+fWSBy1uFeeY1hN41PrmkO+EXogbvaXYbC2nSRXM91Fgq5Z+iSaBdgKVYHme76gKHPzsHvycWyHKv9HtruiQK5qHtdsm+fy9L952GbolGC9XVh0qiaMdIrc3Xqm1PRy2uer0/R/p8sHOwuZ+uStLjirl+IhRGuPoFgqYaKa+9XPtRQ+4KFvvevcIdiqJjGQiCKpsMKWVhYWFxbaIfCbE8Mw7n9Q2SzLnSLa4b+ZhqT0Tiq4fY7VGWeCFnaS9apqsp3rEqK3ubLEXoLjyWkdcFTp5zrWLs8Xep8lqyrYk22uylO9i4nh9wYkwSdDKuKxV1YvLISIHWjTU1pvv8XZ4nUxNPmAMDNLLTZLFm4946dF+1eyhJBiwtipCqyKhj3Tgx5yBvxcnlQtOPVrkZZHXdTJIenn80yS+upjKyKdzhEsUlefQwA3sy0vOeatO5P06+X7cJUCWuBWfvllryPvCoYr4R1W2RatONEKy+zJs/mJNktzIRcbojR5HA0JMlz02XyEEyWpZfBxyxmUfkM0gLv9VJ63MEgHcvUoB9kRDsuwnIkIM+JV+56uUgenFt7ZCrXq/2UKplp0Zh5JH+jaPfGBFnWvMbArGFl3z9J9+5nh58Q6x5pkifkRi9pxj+wfLtoxwVvQk66B+GA/I2kmI795f4EEp4Unh1NYj/kvux2hvlmYCfwbcJIbglT4cTGDS0sLCy2AJOxOEbT+4PI1rau7QRucY0wkkthMmIJbBb7G9z6tri2mIjFcWhpceOGewS7JY1MKeUEMAA2H2utJ9begmAn8OsI5SLS2WBjCd8+dgNyR9puW2cvEZSaNRYXN/KsUWDrmjRAy1Wp/8xzpnnZzZBP6qdPFMi1yYlBr01KYhB3080qcgmO+SVZKeQiF96XZ9Yulcg1tAtVSfKJB8j13GB90ZuQpKGZDJ1HhLkOH56QBDwfK7taZAS5oEf2xXyJXONnA0TIGjRyn3uZa/xmH7meD3uki3aS6Zpz4lvCI8MJY15yB5sPnT/PHukuc5WysFNqXn8pTWTCu3ro3r1cke7/CwUiaPHj8jx183y5zroJPgGf6KG+eC43suY2laZbLI8FVq9VzTXSAeBiaXWPlcs4d563zcdta52ynocCZJn2OOT1TjboPn4nRwprJmGMK9bxfPkDXmn1vj5Crnae2w8A74o9t+Y5cvAytjcHSEHQLFXLS41Oeodx78IZuOUh9yx2Q3xbKfUraJfSnge68ooawG1rbsRgJ/Btwlg6hfG4tcAtLCyuDyajcYxm9geJTUOhtTtY6P8GwI1a6x/qxtgJ/DpCN9rWitIaI8tpjCdjaHnar4kH+un+TafJKuYWKAC0nPRaeXCY3GFmzmOcaYPPgkhNToPww63YoI8svLyhvcwtw5kS7Y+n6QDSeuHkJ5dxXJ5mw7WrAeBbM2RBH0yS9WJapz1+sq6yJTpft0taZFwtLlMkq6kvYBDrmHUedxMpkFd7AoAMs7zeGKS0ue9VpP71gIsIaOebRJIKGxWjnsgd7C4fMDwarwmSKtizZaoQx1PAAOBMgSztLy6c7C4vV6WVOBoiy/DrqZu6y6eisjLbMxmyoGNeGkumVvfzWfJUnAalUb0qIvf3gxwR946EpEXKiXsXmX58n+GpSFeJGLZQJm9J1CMt5hBLWXMyYqJZIa3MPAEhpvrGLXgAWGTKbuN5Ggt+g3zJ0894lbGTPdIbytMVJ2vyJZ6P1Udz5H05HpwV7bjHhKc5jrjl+OHKiBcPxTFYyKARkb+PvYpdYIADwCSA7Iat1oCdwLcBCZSR9QdQ8ez9fEwLC4udgZrLhVQwhGQ2s3Hj3Y7dQ2K7COBhpdSXAXQtEq31/7uZjXeFj2GvIYkCJhL05n3gxMw6rQmtxuZyxrn1vR4Wc6GNGwEIutauO77V4Nb3euCx7PXgda1dl5ojv8n9ZYy457UEt77Xw3czm+szbn2vh++lDm/caItgps2tBW7prwdufa8Hbn2vB259X2uYdQXWgslXWAutVR7vE7E4xtL7w40OvcnPJqCUuqyUel4p9YxS6snOdzGl1ENKqXOdv72d75VS6g+VUueVUs8ppe5cZ9cTAB5CuwZjD/tsCmta4EqpX9vE9kWt9Z9s9mD7Hc5I2109Up3D5YEYmoH2D/bixUEMjLACD+zFMRqVkzEvWsInHU4KW674hXvPzxTM+lnxkuFgDtNFcoffESMS0umMJD9xUhxXODLLF57N03ZcOc1UgKs0aeg9t0wP515/SeSqj7ASkNyFGnDVka/T9eeYCz0elGUeOUku3kPr7o5Jot5Dc8e7y99LkfvSnNx/bOj57vJcg0IQ5oOVuzZPMWLZN5ZvEu0WKswd7Cb3+lezt4mwAc/bPpORhTkGA6urjJVrNFG9nO5DyEvjhL8ELZRuEdvd1Ucu8BmWw/3g5HHRjiuu5Wp0D765KHOkSw06jyQrVVrVbrw2tLoy2RMpmS//KlawZpYVnuGkuFzdjxB74TzGXM/OdZ7Wz+YpZDCTCYt16RKNOycrgMO1BwBZEIUvP50/INrx0rrm7yLASHeLYlzIkqmjjIDIx4VZjvZvHn5dd/noJx7DcrOFO//iCcxAFj3Zi7gGFvibtNY8/vNxAF/XWn9KKfXxzv8fA/BOAEc7n1cD+HTn7yrnqP+vqzmh9Vzov9458Hq98FEAdgK/QiRbeUz0D2zc0MJij4NP3hbXHrMqhKQubtxwl0MDaLWuuQv9PgD3dpb/EsDDaE/g9wH4K621BvCoUiqqlEpqrbtvk0qp/6C1/lWl1H/HKn4ArfVPbOYE1pvA/1pr/X+vt7FSKrjeegsJFWp3V7JawvcGY1Bucpn18HKiZbKMzBKaXBGNk2HOZaR+M1e0ui1GLvoLeZmKky6QdXHZS/pMQ0GZa1JqMA1xZl187bK0yMZi5EngRLW5ovQK3d1/mY5blESeQz1k1TXZW7TPcIdzC5xb1k0jXej2Prp+btU8OCctYT8rXcqJWyG3DCFwstLbgqQZfrEmVcoez5KVw0lNx0Lzoh23wE9npAXFLTTen69OSJIYL0MZYVa8SWLjyml8bJUb0qXMyWQF5hEZi0g3PB8L3MoOG33Gj1VnHpxv5Y4LBTtOJjsRJR14QFrdvDToQEh6H3ipUe5JeWf/adHOCfr9ca+ASZbkFjhHrSz7bIGlIfKytXf0SZW7CCMxmil6E1X6LXC1ue8vHBTtzvlpDN4TI6W45ZZ8JL/urjPd5e/8wY/g6afd+NGnn4VzShIzm2mjxOtuhwawtRa4BvA11S4s8Sda6/sBDKxMylrrWaXUygNgGG1y2gqmOt9xJuJfd/7+3tWc1JoTuNb6f9to4820sXglko0sJvr3g5ihhYXFTsJ4IoEDS/sjBn4FeeCJlbh2B/d3JmiOe7TWM51J+iGl1FmsjdXeHMTZaK2f6vz9llLKA+B4p81LWuvaKtuvig1Z6GvEwrMAntJaP7PZA1kAqLXvS7KRwXi/tDqnlynG1R8hi+JYRConTRap3ZEeCsfkKzJO2xeiFJzxAr0sLJelNRFiqWPc6jzZMynaPc3SgJ6YpuWgX1pa3Erkce5bYzINZqJE53QiLEl8L+bJCp3M0fW+bUj+ZsJuipc+u0gpTK9PXhDtuDXJK1JlqzJ+z2P2fV7qP275AdJC+4v0Pd1lkxjFvRZ8Gy6SAgCHQvRArRnrsjWyoI/3kEVqWok8Dnw5T33LxXkAIMfi3txTYe6PW90/Eqc0KDPOz7W2exiBzKwIN1cmD8GgV2bNPDh7c3f5nj4qeVnVhjhRk8bWoSh5acJumZbHcVOQ+myhLu9jqUnXyMVg+H0DAJeTLPUi845FDH5KtUH37mgv/TbNvrhYpvE4ZPTFo4sHu8vDIVp3OCwnXX7uPH4fMfqC3xN3soSZsB9jqSWosBNQu4Kl/cNj8xP4ktb61Lq70nqm83dBKfUPAO4CML/iGldKJQGsKDlNARhlm48AWJWprJT6UQB/DOAC2hP/IaXUR7TWX9nMiW+GhX4K7Vj3cOfzYbT9/n+qlLIW+BUi1KrAAWA5tLpbzsLCwuJaIR/0o+5yIqLXfunZG1DQenOfDfekVFAp1bOyDODtAE4D+BKA93eavR/AFzvLXwLwvg4b/W4AWR7/NvD7aJPj7tVavxHAmwD8wWavcjN54HEAd2qtC50L+C0AXwDwBgBPAfj3mz2YBZBs5jDrDO/9t18Li02AW98W1weTgzEkUzlkPXvciNg6JZcBAP+g2s9sF4DPaq2/qpR6AsDnlVIfQjsd7L2d9g8AeBeA8wBKAD64zr4XtNZcyeoiyJLfEJuZwMcAcJ98HcABrXVZKXX9EoT3ABpHR9C/uIwZxwBgMCRrVboVE9PkXg+6ZTiEu1sfm6f0lMGwJJ1FGSmOa3z3+qXbL+Ej8hd3HT6cOibaLZXJVer1rJ27G2Yuu/EsucJzhruaq7Sd1jLH18XyYble+URZ8ga4IlyBuTbP5iTDn5dM5SS2alMOf+5eznnofHtckmh0wE/34EKJiGtRw31ZZOlMt4cpJMFVyQAg5qZ7Yuqk3x2mcMBUja4/15AP36CLxgkPkwQ9cvxwUlyTPeAahqudawncFaRzmGvIdCYOfn8u5GSIaICp3lVb5Bq/d+AcfpAhbyM/v/myJD6+M07pey+UKGSybPRFmN2vM0VKa0xXJcGL32+eosbDNgBQqTEd+zBdx3JRHnckSgQ/FyP3xTyS9c3DFW5DHS7Cfrf9Xgr3mGOah6reECUm/5BbktE+u3B3d/mmgTZ5MnMggGSxgbMRVuZ0YY8VOdGA3iIWutb6IoDbV/k+BeAtq3yvAfzSevtUSv1kZ/EFpdQDAD6P9ivHewE8seaGBjYzgX8WbSr8invgxwH8bceV8OLam1mshqFKCjM+S2CzsLDYHswNh5F8do+xzlfFjvZy/jhbngfwxs7yIoDeVzZfHRtO4FrrT3beEF6Hdo98VGu9wtj7uc0eyIRS6pNo58u10HYZfKDD8rsX7VjCivLF36+WzqaUOgTgcwBiAJ4G8PNXwt7bDqhGE0PlFM6ERjA4JH9AvGKYk5FmlorSalgokgXZaBKFgadeAdIC4sIrJont5giRfDjZK+aVVgNPzQkxqzhkeAjOpskibbLzy9RkOtPdI5e7y6ZlVOLVqlhqErdqAGAoQF4HbpHcGpV8kTM5ssI4cW0kJAlEBeaBmK+Q9TcckKlTX2PpZ/z8+g1t9RojL/31hbu6y/9iVJLxLhQpJehQUJKVuKXJLTevYbk9uURWPSd4XUhLS1j5ycKNMA3xCcOanGdiUI/kSZSFV9wCpHAP778+vxw/POXxWwtrK8ct1mh8m5ZrnmmU82pfJtmNV227J0LeyYdSUqwmB7LAJ0v0zOwLyvs4VSeLvFynY5ma+zzdjHu2zD7j5zdbM6x95hVaYipw3PMGyEpoTUZl4hXwACDB+nCq87uaHw7jRmcGtQG6x46XsPewg8XQtdbrudU3jc1KqfoB5LTW/wHAeGfyvFr8rtb6Nq31SQD/BOATbN0jWuuTnc9auei/A+APtNZHASwD+NAWnNM1R7KyjFmvtcAtLCy2B3PDESTLq5dw3VPYQinVnYoNJ/AOae1jAH6j85UbwN9c7YG11vy1NIgr6ErVZhO8GW0yHdBWwXn31Z7T9cBQNf0KFzq3vteDWXFsL6KxO0oAXhc0d0cxhusCXvN6r+IHy2vXUOcw65BfKeaGwxiq7PFc8BUhl818djE2EwN/D4A70HZTo+Pm3rTY+npQSv02gPehnVf+JrbqNUqpZ9HOnfu3WusXjE3jADJa6xU/4orSzWrH+DDaqW8YGxtbrcl1g7tRR6RewpIrjBbz9vs9dVHmUjWY+laQXKVOaCyzdr1BIk2ZhCxOynkpR25tnt8LAI8vEhHOzVzUNSN3NVUiNzcnwi2WDfd3jfZ/cx8pjs0UZQ7uCykiuJl60BEfUxJjSnFntNRnf9cwDYuvZInNbOZj3x2j3GLu/i4Z6mOc7Pbdy+RkGjgslb546gkvz+oxXPxJP7noKyxH2MwD59rdlwxVOk7oW2B9bSrl8f2fT1EopFKV1zgcoXPian0hn+Sj8jDJy2z8DPetHTvl6mN8vADAQHB1rXYAWMjT44TnTHM3/EQphpt7KBMn16DfwbPLkgR5opfaRVw0VnuMQif8/j83R+PRdI27mIocVwM0iwHdmqTjHmREx4hTkhu5AhxfPtU7gYslunfHQxTeqjDiX9xdxICb7uNJH6nyPVGWhWjKbLu3xDuqbL0aoUYFzqBGxdX+vW6ulM/uwhUIuVx3KKVeA+DRDuHth8ZmzJ1a5yC6c+BNy6cqpf5ZKXV6lc99AKC1/k2t9SiAzwD45c5mT6PNcr8dwH8C8I+r7XqV71btCK31/VrrU1rrU319fas1uW4YrGaw4ImgpayVaWEByMnb4jrBoTAbiGGotMet8Jba3Gd78H4ATymlPqeU+oBSanDDLVbBZizwzyul/gRAVCn1LwH8AoA/3czOtdZv3eR5fBbAlwH8Fneta60fUEr9kVIqYVSBWeqcj6tjha+pdLOTMIgcZoJxNINupHNyEtfMdRwIML3qdcphclITr9QFABcZiY1b1stl6X6rsmpVo2vomAPSgkpX6Fg+l0wp6++hdhezTBHMKIV6az9ZK+N5SbrMVugcbx2kdkN+SSYrtcjavyNBHgdenQkAHl9enbJhaqu/zPTkR+J0rAGvtHafqZOzh3sPzBDHPFNwG2OlPMtN6QXh12+m2/F7nOyh8/A7Zb/z/vWxSnS9QZk2mGF9y63sgEFGjHnJahwN0Lj4/vIR0Y6HPI6GKRXppazUhefWfoKlqCV8JeHt4SQul1Fe82mWbsa9Hb1eaeFyF/PlClm0PIUQAOaZPj/v56YRxvGxtMlcme5PX1iS3SayREhLMbLo2wYlafEGL3mmLkEaFYcD9JjLMi/DyeCEaHe+QmllXFFvsio9OPk6nW9dU99ORRLoby3jbE/bbb8XLXC1gy1wrfVHAUApdRzt6mV/oZSKAPgmgK8C+K7WesO6sRuaglrr/5+9N4+SLLvLA78b+77nnllb72q1uiW1pAZkC7SwyIxgDmaAkdkMaOzB58BgFgFzwAeMD8uMBYYZcXSsQRLGyOzIWDJIMlpA6katVner967qqty32Pf9zh8Rmb/v3s7IjKrOqsrIet85dSoy3o0X9913X7z3++73+37/FwZrzX8K4C4Av6C1/u1X0HcAgFLqDvrzXQCeG74/O1zjhlLqjcM+Go+KQ0bgbwH80+Fb7IJzYuGkkDlw4OAkYC2SxmL1FEfg4wrYbvJNXmv9nNb6fVrrb8ZA1/V3GOSCPzLO58eJwKG1/iQGRcePE7+qlLoLgzSyZQzsWoHBTflfKqW6ABoAvntvnWCYzvbDQ1/anwHwUaXUvwXwFQAfPOb+HTtSgRIuTc2gcHcAwYAZTfK6W49oHb8VCUfIe5xFTnY6V61zsDBuMWamTq1S1LBGfuwX0ubFzVE3R2vlphkxzlOUuEX1kheT5vG2KdKyzWoiIfnbTh1jbDbFiCJM68h2rWz2mX/tvFSGCnnMdd+iV46FGYh/yJv1nJsd6XuU1o7ZMAcw07S+SqY2nOYFmJ7XtpYhRsYevM5tR5OJkEShnLJlp3OxZsFIDbTOQZkqvX1qTUx97kqZhh/VHqfeyfm22Y2zYTnmL26eM7a9KiMRKWs0DtMoXCa/95mgGQmHqaLZFvUp1zRZKl59jAW5GqA5p18/JexOpSvjsmnpOry+g+eqXfXuv3bv23/9uimz5gCzB3eExZDrcyXTWOm1EYnI/zAvZi22pz2v+7/YEFaksVjHhdw2qvOD9qdvIWPyBGpa6wYGLm4fH/czI2/gSqkKDnk+0VrHRm0bB1rr7xjx/u8A+J0R295Jr1/CwFB+YrBYzuGRxTuPbujAgQMH1xGriTTecumU+3CdYAr9uHBYOdE98/ZfArCFQf1ShYF5y+l7YLsBWCznsBbLHN3QgYNbBBx9O7hxWE1ksFTMHt1wktE/usmkYxwK/Zu01m+iv9+vlHoEThGTo0Fqc5fuY76Sx8pUCj2P6aIGmBQeuz2FLJHYLtGe7HS2Y6VzsacyC63uiJg++XPkZsbe06+JrxvtrjREHLNeFeqaSygCwGZViJlXz0gazPmw+WPxYlXovK9JXza2cSoR+1zvtMznxrMhoWW5DOP9KbPvLJpiina5bIrnOB//XFL2Pe03KVoWmrGIz+MyfzF8lH7EqXHswQ0AyQj1zyoLey4m/WA3Ox5nAPDSd4Xp3NvH+KZpSTlaIfex5ZLZjudWi7zAbVr7bFgEbpepbG3DavdMR0S2syR0zLdCmKUSrzxmMZ+Z9sUlSTlVzHalc9N8ZwEie4sDwDMl8kkn0RmfDwD4+3URQaYjsiRxWJ2CSxV5UN+ylPalglyrT7pHLxFVaRnjjqi5dMGe559pi1PeiiUInSXxKS/BrMdTmK0U4dI99Fym6PNUYC8P/IRjmNXV0Fr3lVJ3YlAX/BNa69EFJwjj5DP1lFLvVkq5lVIupdS7ARypjnNgIo0GSoEQWp7xTFscOHDg4Hqh4/EgG45hrlw8uvGEQunx/t1kfA5AQCm1AODTGFQu+9C4Hx4nAv9fAfzW8J8G8PfD9xxcBeZRw3Img+YwSIkELOEWpfRw1PV01kwPjPilXZaMJOxInf27d8nX2zZN4TSTt2SkqtGXS6Zwi1N6XksmMWtB84l/uyF9yrckYpwKmJElpwutNc19PLYjjlR3JCVyt6O/qFsitCiN35OWsQdXZntuQ8YzETcFXj6vRHJckWrbbUZQnKYVo+8tNM0UvZi3dWA7O0WPBWlc0Qowo8atuvSjWDW/y++TfWYrEuEFrMpxn1kTH/J0WI7frlLHkTB7fO9aQr1SW+ZPkOZg3Iqe+Xzbx79Dx5/ySz9s8x/2nW+E5PW5gCm4/MTWwSVKO5Y5EUfQLBastsy5yuzYQ5krB+7bBp/7ktc8V+2IbGO2DQAWoyJoPEPpe5tNcyx2g/L3bEBYBq5KB5jX0lvmxRf+suc8VpJpLFayWM2kodwyNrp3SuKzm39zHgdKa10fliT9ba31ryulvjLuh8cpZnIFg6IjDl4B5lHFSjJ9dEMHDhw4uAFYTaZxppDDF4+jsoWDa4UaurK9G1LPY6zsMOAQCn1oQXrUNx/ZxsEAc7qK1dTBArZMqHbg+7ciOGK41XFndOfoRhMO27L3VgZH3zcCq4kMlgqnV8g2IRT6j2FQZ+TPtdZPK6UuYOBxMhYOu9O/Vyl12NlVwy//wLhfdqvBRbTxQquBhxdT6CQGVHSKKMu+VtgqCyXGLlN2acMiOaklyAudna4A4NEd8X1/56J4hn9+13TSYsctps1fGzPzU9mLudyTPsR9pgsWl5Tk3N9Htk1KninvjE+O8RsXn8N/uyJlH30kUPL5TOr1markVjP1yvQ3YC4bLE1Jn2xXOvY4b1Out7ZkC3cl5cZapbxgFg4CJuXPefQZKzebhXUsuNtoJIzz2qB2CymTamd6eIbKmtpe9aNyxIttM/eZKeBAVMa9ZDnFzZEne9InfV+vm+dgnsRkO1YOO4sCuXzuG2ZM9zH2uO/TuPz+RTOb9ME5+VyxLeNuO7vx2PISlO0zz2N2uTY6iyRE9DXPua+ZMUWaX86Jo5ztIsdlfF+qCmN3uyVi++vcq/df3xsVE8pK1zw/D81e2X+db8vYajewkk7jvqdWoN2niDbfg8bNtEm9Gsxord+194fW+iWl1OfH/fBhN/DPwiw6fhCO29zl1GKuX8FyxqHQHThg2NaxDm4cVpOnOwI/7jVwpZQbwKMA1rXW3zosq/1RACkManh8r9a6rZTyA/gIgNdj4CL6XcOl6IPwswD+eIz3DsRheeDHUnD8VobyDSMmrTFXr+LKQhL9wCAKsB2TOG2JaUW7vObdKYn+2I0qa1V/etu8CNKqPfmR/I55Ux/x17sS7d4ZkZzczXbcaJfxSlTHUfZ63WzHFanYVSroNcVUHP18Ob9kbGPREDusea0IaoOc2C4XZSzcVjoXi59qVC3Nb1WdYoc1F+1DWQ/yz+VNn+89sAsdYEbgnKJme20/OC0RI6cfAWYkx6loduWzAgkGmYHwWmlKZ2Mi+OK0rFfFt4x2V6gqGqeY2U5sZYrcLxak77MRM2VrtUo+4TWrgl1DxiYVkwi01jXFZMx28PXzavLVB8x5wpXesi3zezkiP0dsUdXyqn+hKOf7nqRcIx5lji2ns610ZD5esSrMNUm4NhU3x/OJXRFgsmB1q2leZy/RfGfXPFvMOkUiyGxTjr9xoY0XZmNYJ9URSgAAIABJREFU+v0cGudb8KSlj93c6bBYvQ70+I8BeBbAHl36awDep7X+qFLqdzFYw37/8P+C1vp2pdR3D9t9l9E3pb4FwDsBLCil/gNtigEYXQDDglMW6wYgqgcXYjEcOqKlAwcOHNwYVEIBtLweZMrVoxtPIo7RC10ptQjgnwD4j8O/FQbe5X8ybPJhAN8+fP1tw78x3P62vfoehA0MovkmgC/Tv48B+KZxD3FstZuDq4eaGjzVzjc3sdlKwpeRJ2rb8/otU5Li8eWirF/bkVaZ0r54zdZnRVpslHJXVKKGj649aLTjmsYc+dv1nL9uVmpqsw8zR9mAZTZCaUBsvAEAXaoYtlk3U2T6FEU8tivRedRaY+bIulSR7w0FzVQaFgkW65TaZukLymRs0ulI/+oVk+Y9vyBRE3t+Jyw9ANcDX/dKBHpPzIx2nyhKdbPtqpmyVqnKd7tc8msTi5jfVSzJ+XrgjKT5bdXM/X1pXeZWLCTjuRMw2zHzw8do19RmJoWrYm1Zx8FRp11v+/ZZGc/7EjJP7GuEUT3Ek3yLQq9zUdY8mA/Q75g3q4TtoWjN6TsTwnoVaE39vphpGHSpJpXFDPbFqkswRRoFjrgBs6Id+9NzlA0A5+KSYsY6B/u7mBEzonP3YIxWplM4k8uh4ZqI9eKrw/FG4L8J4KchLqRpAMVhNUwAWAOwdyEvAFgFAK11VylVGrbfX6/QWj8B4Aml1J8DqO1VHhvS9GMXh3Mi8BuAuU4Bm97E0Q0dOHDg4AZieTqNszungzJnjKtAHz7rZZRSj9I/I7tKKfWtAHa01l/mtw/4Wj3GNht/A4CfGIMAPjXOMQJjROBKqX8H4Ne11sXh30kA/1pr/X+O+yW3OuY6RecG7sDBAbBZEAc3FsvTKZzdzuM5nEKB7fgq9KzW+sFDtn8dgHcppd4JIIDBOvVvAkgopTzDKHwRA1ocGETjSwDWlFIeAHEA+ZfvFgAQ0FrvXwRa66pSauy11nEo9G/RWv8cfUFheCDODfwI9OOD8zCXr+Lp2JIhSLLLhDJtzvSl7T5WIrevs0Sj2f7a58LyVM1ioNtipuq0UJO5wq5QNl398M456atbaG1bjMdpMW/MiO/28xWzxCcfo+0Ox9Qpl1u0U5N2yGM6HJLlCb9VypIFWlUaJ9uvu08XfJpc2nZzJh3Myum3zzyx//ovVl5jtAv7hALldKtix7w+r+REkGSPxWxKPleoybnnNDcASMXlRvj0lrjN3ZYxzzeL+BptOf5mzxyL+xKSmvTZpri3fWV3AaNQLFLKllVa01juIce7bD1spFQu12QsWCwJmOPENDw7ygEmlb9BIkuPtcy01pT5xAK0vhVAtfsy1pzWuNO2lgl6B9PmdqpYhFL07O+q0Pxk97q6RY0X6XeA0xKf3TSvs6xP6HWPm8Sdw/OxMp3G1z5zCejf/ITo48Zxidi01j+LgTIcSqmvB/CTWut3K6X+GIPy1x8F8P0A/nL4kY8N//7icPv/2CuJfQBqSqnXaa0fG+7/9RiU0R4L41Do7qEsHsMvCOIqOHoHwGyrgE1/6uiGDhw4cHADsTydxpmdUcHhhOMYRWwj8DMAfkIpdRGDNe4PDt//IID08P2fAPDeQ/bx4wD+WCn1+WH+938B8K/G7cA4Efh/AvBppdTvYXC4/xyisHNwCPr+wfDOtQtYi01hLiGiJvbGBoC1skQKnHJkC36SQXk4WwyKmceKNv3EuyMcrupWak6LIrmtkoiBQpZX+wK5RLEpScBKW+GoId+Rp3+bSeDKXbb4a4kqXD2Rk4jPNtiYpqpWO5XRFW6ZgXgd+bhvWf7SPBatroxfJmWmRPnonDycFx/KCwnzh3CTvMs53co+N6+blz5dKpppZB0SIdW3RXDoTpjzJxORCJz1rjyvACDil/PK7Amn4QHADPlrT5Poyq64xiI5f5Aqs7nNdpUNqnR37pKxLUvGLmwGY5sTnUvL+DILck/CLEm6TFXROBJmgxsAuFwW2piNcMoNU7TI84xRtYRl1c7BhYrWK+Y5WIrJdWuLzkoksjw7I9dB12/OmXUS7rH4NB41ryVmahSHpK3B2C4nMoM18Cm6fk5DGtl1clnTWn8GwGeGr18C8MYD2jQBfOeY+/uSUupuAHdhsHb+3LiVyIDxvNB/XSn1JIC3D7/gl7XWfz3uF9zq8PU6iHXryPliAE5v5R8HDhxMHnbiMYSbLQT6bTRdp6xS4gSsCgzXu38CwFmt9Y8ope5QSt2ltf6rcT4/bhrZswC6WutPKaVCSqmo1vrgx1IHBmZbBWz7E+ir0asVdpR0KyPuHXv5x8EpQNayVb2VwXqUGwalsJpJYbZTwhX/1NHtJwiW79NJxe9hkP/9NcO/1zBwYTueG7hS6kcAvAcDu7jbMMhx+10Ab7uGzt5S6EQ8mK4XsR5OoxPxoEP0MudnToer2KwKJRYLCj1ab5vUM1OH//3SPfuvo2FTdLZGtN1rMiJIsvNJo5QL7CbOacEqrMD04O1xEUZdLJmUL9OynONasWhJXk7Y6MqxbyBm5B2zQMdj5cTPh8hf+xAKfbMh++cyqw/ETb/3K+Q4xi5tthtesyvHyPSoTS+nKf+c8/RtodqzuZmR23okrAtMCb3cbpqX7mpW+p4hAd6FpEnrB9zCzl0uCYV8/9SG0Y7z9F+fkLz/Z6tmeVteQpmJyTO9Lc7qzcrfz+bNfbyZPAa+SGJJ2zOehVssArV99nms702JgHG5ai4ztUZcj/GQ+RC5UZRzfOeU5KzbHg18/nnbjsv0VLA/t4dkuI4SXSdt6t9UwIyXlstyLJeLch57XZNqjxKlXm/KNRyfk2tnYymOmUIbF9PD45TT4eD64zat9Xcppb4HALTWjQNMX0ZiHBHbj2Igoy8Pv+BFAAd7STp4GRbqeWyGHAGbAwcOTibWZhKYa51CIdv1F7EdB9pDYbgGAKXUbQBah39EMA6F3hoatGP4BR6chMOeAFSWfMisFvHS/DQqSz68inyo2bEMALo9eZZqtqkSlpWmxaKUgF+iH/ZNBoBsRZ76n8xKJJzbNSPVVEaEPRwXPLdjPqOdSYmg5rEtKfk5HzcjdY4gd2pCj9piPG5nR66jIi07Ve42Gs8LKXndtBy8duvSj7mgRB7PWdHkm+ck9NhpyTjlWya1ySwIC7yKVmGOAPWdj9cWO719UXzrbRewZwsSnU+TUG0lb0aTUzHZdjc5h0U9JjPzUlUYEx8xHUG3KVrkCNxNXKTtevaqpES4qzXpk80k3B2XPtnR+W5Lzk+KqrFxuhUAeCLSD2Y+XuazT9E0z/1y3Tw/6ahE+LyPbNmk9d+wIAwEp5TZrnRPE7PAx8EV5gAzmrbnKtPonEZXtjzyOc0zSI5tNhPFyUsRYvbK5PD3UnoK9wbyKN49+O7Ew5h8nIxSoePgFwH8dwBLSqk/wCBY/oFxPzzODfyzSqmfAxBUSr0DwP8O4L9eQ0dvSSyWs3h44a6b3Q0HDhw4OBDLMyl8U+XFm92N48cE3MC11p9USj0G4CEMS3RrrccuETfODfy9GFRX+SqA/w3AxzE0dHdwOPo+YLGaw2o6jb7P9DG3n7w57SZMqT6cUgYACVqf4/WylQ3TScntlf3VyxLVKSvarTYOTulX1uMrR3xBivxtM5TXp2VdeSEk0fnfXrzTaLdBjAN7fANAiAxQpmmN3o7InqMqUW+ZFi/5z2zfgVG4TClG9lokr5FyxTA7rejOjKyDvpiTyKhlmausazEK6bYkKrxjYcdo93RJIrdm19zHbFiitTsi8rnzEZPyPBsUBqJC1eeybTOazJJvdpvWS58vjV4V47Viu+Y5R91XCjK2kYB5rnisn8ua3xX0yXxKkqnLTsPsO3t558pyHF6vadzjpvnEGoJE2FzbZuMi1iuwRzwA3B8jM6GWHG/DMr+5EJdzwDXE61Z1s92mRMk2G8Pr77wuv2oxLm9YFFaADWQa1v7Y/CdMqaHdunzmcnwaS6UcfJUJuONdDU7w4Sil7tZaP6eUet3wrb0iAGeUUksA8lrr5REf38c4aWR9pdRfAPgLrfXuUe0dCFz9PuYqBazHnDVwBw4cnEysZZKYahTh7vfQcx3sHzFpUDjxKvSfwEAc/n+P2J5WSj2htf7ew3Yy8gY+VML9IgauMGr4Vg/Ab2utf+na+nxrYaZWRDEQRstzyvIrHTg4JnD07eDmoOPxIBeIYbZewHokc/QHJgEnfA1ca/2e4f/fMKqNUupvjtrPYRH4j2OwoP4GrfXl4Q4vAHi/Uur/0Fq/7+q6bHTslzGomdoHsAPgB7TWG0qpnwLwburbPQCmtNZ56/MfAvAWAHsc7Q9orR+/1v5cL8y2clhJprFnfX2R6NaA9cMVDxA1TiKuqEVFMrXbpBQzb8CkEXtdace0uT9kfq+LtnWJUm03TXrQ65f9My1p565+rn3b/mv2uO41rKlGNDyX7gTMEqVMX1/ImA5RXzt1ef/1xZrQskyNAqZAkPves5y+OnT89YY8dJ2bNr+X6VGjxGfQpF7ZsY2Pw6buOfUuZDnbvSkhx3jWJ0tjz7rMMpQuCjcWfXK52F719yTFtaxEQkqf5c3/dFZofaZl7fRCD30v0+b2OWDavFaVZZsa/IaDW4/6G7XcCp/NCpPFaZP20gW70rHD2h1xk0B8gnzdOVXQThv8z5ffgIPw0OwV42+eF88X5Hj52raRsrbx+WIhYGTGdJt7IS8527z8trVp1gtIz4hoM5+jJYmm5ewWSWOukcNq4pTcwIETTaHvQSkVwEBX9mYMevx5AL+rtW5qrb/xqM8flkb2fQC+Z+/mDexbx/2z4bZXgt/QWr9Ga/0ABgnrvzDc/29orR8Yvv+zAD5r37wJP7XX9iTevAFgqZjF2mm6IBw4cHAqsRZJY6F6CixUGZORRvYRAPcC+G0AvwPgVQB+f9wPHxaBew9Sw2mtd5VS3oM+MC601mxqHcbBw/g9AP7wlXzPzcbZbA5rkTTcw0BCU7TLpgoA0GjJkKYiErl6rWit2pLohVPMYhHzSZ7NLDgaKuZMUwm3X9qFgiJyUZawTFPk2qLIn1PZAJMVeDFLlZEsb+w2Ha/P2kejJNFqMC6R1lrRjC64ctNcSMReHHEDpiiwZKUSMQI+iULZU9pnVbFi72mOktjH2t72+gURQtlpaSz2W62Zx/hIUbzW14Oy7R92TfOSuymynvfL/h4Irxjt7vWJYUuxL/390O7XGe0enJH+vlCSaM9lXapF8njn433t9JrRrkoCzi9t3mZs88VkrGskquRqbgAQoYpzHKmeSRaMdrm6zHFOlXtse9Fox9dPriafOW+Z32xUJHWOBXJP5k0WhNP33n3uH/Zfr7ZMgeklSuXLN80584a0nK8v56Xqn51qWSJxWoKu/WjKTFnj35l+W+atbRWy5U/hTDELb/1kLxxfDU4yhU64S2t9P/39t0qpJ0a2tnBYBN6+xm1jQSn1K0qpVQwo81+wtoUAfDOAPz1kF7+ilHpSKfU+rpZ2wPe8Z69Q++7ujdXgLZZzWIs7EbgDBw5ONtbDaczXnAj8JuArSqmH9v5QSr0JwN+P++HDbuD3K6XKB/yrALjvqB0rpT6llHrqgH/fBgBa65/XWi8B+AO8vHza/wTg7w+hz38WwN0A3oCBxevPjOqH1voDWusHtdYPTk3dWK/fpVIWq/H0ke3slC0HDm4VxBdKRze6RcDR943GRjiNhdN0A9cDFfo4/24GlFJfHRYJexOALyilriilrmBQQ/wfj7ufkRS61voV5RNord8+ZtP/DOC/YaB438N34xD6XGu9lzPXGpY5/clr6uR1gCs4pLa0xmIlh2fvS6MSHtygz4Yl13S7bDomNUjYs0NiKrdFPbNQyEPUru2wFk/JdzUol9zlMffXI0/tSkteu/2mqMlH9HI9L/Rdu2Lm6vrPCpUdCI8matiZrZK3ijgQvceiPTtfPEduc0xf2xR6VRMtS3S6XfKySLSkn4630h5J8OC+zOb+68sVM12wSH16Li+iph+68AWj3bM1oWLvT6yb28oiJlupy/455xgA1izqfQ8tba52uSHH/KXahf3X54Pm/rbaVK6SctO/ujVntLuHxFUszttqmI5tPIbelCyL1Bt+4wGWl3GmLC90ngtcZvVKzhz3xaT43bMo0BbF8dJSk/wM7Nzs2YjMaV4+iXjN+V1oyzy+WJflo1bf8nyguwaXQq32/HhsV2hzdljbKJkFj1jE16BlK/v3gpcaAgn5TLthzoun753B3BfyKFxwYz4kx9Gvm5T8ROFkx0Xfehw7Gbca2bFCKXXH0FMdAN4F4DnaFsdAYf7PDvn8nNZ6c5jq9u0Anrqe/b0WxNBCXymUwjehwpADBw4cXAVq/gCaHi/S9dNTZPIkE5ts0qKUuh/APxr++Xmt9dhr4DflBg7gV5VSd2GQRrYM4F/Qtv8ZwN9orY3Hb6XUxwH8sNZ6A8AfKKWmMIjVHrc+f1OhggOxznynjJVMEmpeBCYxigCqfjOqi5BLUrFKzmnWLORIs9+jlBMrsq6UuZ1ELuzQBgCqTL7rPvkud8iMLprrEmkrr7Tre83+1Qvyve6gRLE+K6LnlK2XLeRQF0M0LpWqKUDzk/jNjKxN0VmYIpkaRVebOTOquXtOoqEKVW1rW+5oS1GJ8NZqso/7k2ZFr7WARMU75Mf+fN30YP/W5Ff2Xz9Su93Yxn7q2aY8DM4Eyka7Hcj+ixQJfnlryWj35bAIub5hWuwzn6/NGO18LvneN01f2X/9RH7BaMcpV5mApG+lfWbk9slVceJbTFuiMxKQsSPabsMUXEbo+uFUy9m4ORbb5Af+2hlhNDbqJiuQDLDrmcwR26s95pPIdYO84OuWlneJKt0xXBZP26X0xS9tnzG2LcZkSYG9/+1UuVH580sxsw/sGd8mwWE8YZ6fyrwfy1NpTHuyODWLGif4Br4HpdSPAfgRAH82fOs/KaU+oLX+7XE+f1Nu4Frr7zhk24cAfOiA999Jr996XTp2jJjrl7Ey7TiwOXDgYDKwkk7jTC6Hr+IVJRmdDByjQG2Yq/05AH4M7pl/orX+RaXUeQAfxUCH9RiA7x0W/vJjkB72egA5AN+ltb4yYvc/BOBNewGrUurXMFgHP7k38NOM/oVBhDO3cRHrCwkEAvKkvFqWiKxmpZG1diRqUlEyOWmZp8jtlegyEpaIpNUe7a3OntfNohnFqihFxm6Z8d22KYHQftmfq0HGKCEromcmgC4g21CE65Dbta2ZMeCoOx0310QrlHLEUTdXowLMNXD2Fn9oyrQa5kpgMaoE9bJqZBSdTwcl6nxZpEXR6ddQFMtpRADwmP/c/uuQ21ynjfskSuSUrZetq1KaUYyqZNnr/GciEqG9SOY39a45H7tkqckVuMLWuu9MUMaT679nwua54rSlfN0cTz+levGadbVjzhlOU/ON+AwANImNeSonbMcZKzrlNXt+fTZk6gEu1UT8ypXF7ouZeoVyT+YP+9vXrDX1KHn621UE+TqpUQQ+HTepbTYGYgMhe/2ekYxK322zGu0BlqcyOFPI4unp10h/rhxpx30ioXCsFHoLwFu11tVhCvXfKaU+gYEd6vu01h9VSv0uBjfj9w//L2itb1dKfTeAXwPwXYd0lSnDHmBRQIdgnHrgDq4Bc80CVmeTRzd04MCBgxOAvQj8tEDp8f4dBT3A3pO6d/hPA3grgD8Zvv9hDPRYwMBl9MPD138C4G1K2Zn3+/g9AI8opf6NUurfAHgYwAfHPUbnBn6dMNfKY3XWodAdODgMtkmOg5uHlUwaZ7Kn5wZ+FXngmT2vkOG/99i7Ukq5lVKPY2D9/UkAlwAUtdZ7VNAagD2ByAKAVQAYbi8BODCfWGv97wH8IIA8gAKAH9Ra/+a4h+hQ6McMV3NA380383g+PIsauYqFp0Vs0ypbqUlEX+sO+ZhborMuUep1+kzQb1KbfU65YYraeuJ0+eQHtE+e5H3LJ9xNtH6PqD13zaSr+0R7qqT0qV0xqT2uXKisx0gXqdg4LYbTZQZ9lO9icR8vGQCm73zdL/v4u60LRrsolcpcDAvdalO+TF+6MnIgbYvW5pSjR7MiJpsLm6IrHuuAyy7XKcsud8fE6eupoimEY79ydkvrWGOxUpX9sahyigRogFlalQVjYSsV61JZfpcSQaH7M35rueOQVDw+dwHLk53B4q9XJyV9zx53bsepXryEBQB3Jc2yrnvoW3HN/TFxlftKSc7jRy++zmj35kXxrWfafKtgiufOLgktXemYLN12TQR4nNZogy9jptDtucquiUspEQ+yWx0AeJZqWI+EcPbDWfRvp21XRnbh5GN8Cj2rtX7w0F1p3QPwgFIqAeDPMajTMeobD4q2R/ZGa/0YBmvoVw0nAr8O8Pc7iPSa2ErGjm7swIEDBycAu4kIgq02gr3W0Y1POsakz692nVxrXQTwGQAPAUgopfaeHhcB7KWhrAFYAoDh9jgGEfaxw4nAjxmdVAjztW1sBZPwRntgfQJHkP6YeZG0spR+FZDP9Mpm1OkjE4x0VKIcvxW51NoSAVRqkmLkjZvfq9foiZ0Eaa6YGdH3iBUACd/6DTPCU2GJdlNxierqQTMC75FQrVW3hHqBg6OwiuXjzlefjlK0XzPHLJyRbTs0FixoA8zIjaO6tiWKY5EdswD1rvm9hYaMLUf3LxRMR8AiVQW7N75lbLszKva/5a5E/gm/GakvhiX5h/tupxux/zcL32wP9p2qjNPdaenDs1RVDDCjv3NR+Y1i73P7e0OWEM4bkfk+S+lxL1TMcSq3ZJ/rLunvC7tmO/6uuYSMC4seAeALRWFg/JSu6POatH6Squrxvu12n10Rj/dzaRkL21zl8W1JxbPFnTyefG9pVc3rh2sYsEGNtvbnJ8OkSxvkae85yIJMYXU6idluGS/5Zg/YPmE4PhX6FICO1rqolAoCeDsGwrS/BfBPMVCifz+Avxx+5GPDv7843P4/tNbXJanNuYFfB8w38tgMOOvfDhw4mCyszKQwV8jjpdDk38CP0SZ1DsCHlVJuDFjrP9Ja/5VS6hkAH1VK/VsAX4GIzz4I4PeVUhcxiLy/+9h6YsG5gV8HzDfz2AiOfwPn6NuBg1sJdjrTrQy7nvzNwMpMCvNb14XtveE4rjQyrfWTAF57wPsvAXjjAe83AXzn8Xz74XBu4MeMwl1BpHdLuDgzg6mYKQxiV7WtvKyPexItI0+21yX/74hJgbJHN4tc2lYeuJsoMg/R5j0rvxvTso37YAvLNOV+s8Na36KXuezombgIwS4VTBFmrSR9T86YVHatLlSnkY9uUZFoyDG3evIZl9+kNkNUlpLLsTZ75pi16G8WblWr5gMWlz9tkUtb0SoNya5iryGXti9lTfct9vK2xV/VrvSX6VZ2dgOA+QjNLRJC2fS/1kLFMvVqt2N8ZV0oX5sO5rxw9mPPN0wxVT4n/c2kzfP9hhkp4vGZNXGim4+bnmDscc+0eSJsltJdjMjnNusyFhfSpsKa88dZcHjYQ8WL9L3shAgA9y/KOeYyoezNbu+fXehqLR8qdF1o+h2Ymzfd62pU34CXharWMkG7Lss6mpaW+tY14osMzuPqXAoPPJ1FY2Fw/gKPYjJxMiqNXXc4j7/XAYuVHNZiThlRBw4cTBZWZpKnpyrZZJQTfUVwIvBjRmSrizP5LAqtOApWGgj7dWcsV7F8RSIWj290bmy9QWIWPdqwp02il2BMqDnbToBZgXZBREI9K33NqBBGT/UqaLbzhSSqeW5XBE92OpM/ItGf22XugystFYs0Lpa4rUfVyfiwvEGz3U5RojCO6CsV8/ycm8nuv+ZI/aHzl412xVbwwNdhnynOOk+irp2W9MGuilVyyz5eKptMxRvJLe6L2+f3X9sRc44iXh8JGjtusx27mT29KpXF+tb5mZqSKFYT42Cfx7WiRN0dSkNcSJlRZzsmPzXNjin2+9RLd+2/DpKY7HLWHIsFimT9XjlGezzZKY9FXXb1sMc3xTkuTs6AcxEzzS9HHvSpiAja6lZaI4sYN4riQX4mZUbPazlJHQuHzL5H48Im8LW5nTUzWtJJYfc6xB7YznuarplERpgPOyWzVhuM2ZVUBgvVHDy1yc7PP2YnthML5wZ+zHDpPqYbRWyGUgBGl9N04MCBg5OG9akEMs0S3P0eeq7RyyqTANU//Xdw5wZ+zIh7KygGwiinA4gFzbW+OFU/KlhrhFOUcrW+LmuioYS5vsfRKtfULhfN/Sl6EucopN83Q3A2b1EUuWqrpjavK+saTRvrGmfv9lR0dLTC0UUiYB5jhdKFElQ1Keg19QC8j3xVjt/2QvfQOHG9aa/LjDLqZL7BqUPNntn3hZBEpwm/9D3sNh/YNqkmNhuZ2BXm0uQbblfC+kpOqofxGKZCZjUpToGLkxf6VsmM3Hgu8NgW8maKXoXMapIUdeY7llEIsTEZigqZwQCAHs07rrwHAPGQjCFX3XIHzei0R8fITMKdUdOQJe2V8bxUlzXrx3fmjXZs8MOpbbaZzNmoRNCXiqOXxljLwJF6sWEyPawjsL3QeU6yF3pyxhSWMeuQJ4bAHTAjcK6hzvPuZev8w00dtwc70Th8Z6pYTUxh9lOYTJwCenwcOGvgx4zFShZrUWf924EDB5OJtXgaS8XJXwe/HkYuJw1OBH7MWKjksB490PbWgQMHFriqmIOTgdVEGkulyb+B3woRuHMDPwYoj9CIM/0tXJ7LoD6j0LdSOrjkZaFiUpHnpuSCiWeIirRSmKZTIrDJlYX29PjNH0IXCbzY9axnlSe944w4f60VEgd+BgDaDUpHoU2qbbbzRMjRin6cOe0FMClgFvwAphAnE5GxWNk1c+t9lFLH6XUBnzkW92XEN3u5IgIi2ze6p+V72e88WzVTtu4m/3Omcp8smhTtP57yCAbAAAAgAElEQVS9uP96uyVU9jO5GaNdnVzzQpYQjsVqLIJMWssOnGLG6XFM5QImRbuel/MdiZk5yPxdBnVv7a8dlP6V6zJmzR1zbBGWczITM5eWWNS1mBa6umb5p6/tSLvvu++R/devD5kiw49sfd3+6yqVSWVXMhtML18umfOsSqV/mf63BX0s4uMxm4+Zojhenmh3zetxuyLzhMWctpc8L7XMk7d+16phEPEI1c5zldMTAaAekXOyksxgsZyF9gDKEkHq3uSI2yY9uh4HDoV+zFgq5rCacCJwBw4cTCZWE6eDQnfSyByMBVdEIuHFSg6XljJoJYGgldJhi6YYHP2yOG02bZpZGClRLXk65vQtwBSTYVue+H1LZvra5R152AgGZB/Nuhkxg/zKlY+Oy0p5UxT5b+Qksu5akX+zJRGK4bMOoEEGFpUipWnFzSjxTFKitSZFMnbEzBWzchU5V5HA6KINUdp2WyJrbONqX6+KinlHtmlGnbtt6QcL4djgBgCe2ZaInKMzAGhWyXiGUu+8VhnOqaCc1wyJuLgqFgDMhITR2CSBWzJsRtZ87vzE7lSb5rlicVqLWBrYNpbkmc+RPwAEKE3tpZfEwvPCBdMX3pWScf9yQcxwnigtGu2e3pJ9TMclsrTHrEHpbDsVua6aDXPMvMToLETlenypa0bqURLdcZqWXfnrLPmks787YDIBbMryNUtXjHZ/d1l83IOzJMbzmL8DcwHp73JdroOqNS92yQxG3efCwqNZVG/rvdzRCRMSgetjtVI9sXBu4McJrXEmn8VK2onAHThwMJlYnhrWBb8+9TduCJw8cAdXjbhuoutyoRwMHd2Y4Dlkbc6Bg9MMv88Rse2BNS03E7VAAHW/D1PlytGNTzIm+AFkXDg38ONAd/AjNNcrYCWTQS84mDic32tjLmVS41tFoTNZeJKtmBd1hvLFt3PymZm4ebFt5om+niLP67xV5pEob025obYbXI9EaFxO05Uwf4CDJH5qkPjHbTm7tcsWRU9QHhKJUT9c1iN1zCvHxXmtb5pfNtqVqFwn06aJoCkE4/0zFRn1mNR9oS3nZKsl45zym/urdw/2XY95zf0xlW/3aXFJ6PZiWx4MbR/3gJt8vWlbz8r39dAyjo99BJrmvEhSDv/urhyjy3rYDITkfGsuCxsy27GvN6e6tzoew8u8zPUCrBx2Bov2bIEkeyWU6nLuvVbfma5mZzf7d/+uKSmnutuQc+92mQ3zZTk/SxlZ3rFLvzJ9zf4FyqXRoiUTDiGfzZvCR+77MuWfn8+Ya9dfLYmwksfM9qFg3/48EljJpHF2N4dq2BJ6lszfrZOMWyECd0Rsx4i5fgXLGYc+d+DAwWRjeWpwA59YjCtgm/CbvBOBHwP0nWcBAHMbV7A8k0J/6Ia0XY4a7diH3BYNsc8zi7B8VtRgPLHT/tyWYmMmKaklHFmurJsPGC73wTPYjkJ0miItEs/1u+YzIFcS423s+AYArjrtI2weoz9K1dNoH/W6mfryfF5cttil7ancnNGOo5UKpToFrBzke5Mimlqti9Bqs2Gmub0xeWX/9U6bKn/1LZ/winzuzqREcbazW4mrylkuclwVrUR9f1k6F32O2YOG5TvOuJCSH+iLOdN8qK25H8TSWP77tRxFaOxNb/v00zlglgYw56eH0s3qeTOF0p84WCRmX0tcIW2zLFG87eRnuBoSM7HTNa9b9jhnhznbw//slIjTfO7RzJHt9MYIRiVab1Tku7J5U5jJLFiEmL6NsslaxKlEaYfmyDvmnzPavVCVCH/qTB7Z20O4p72GpxffYnZwkiLwW0DE5kTgx4i5VgHLU04E7sCBg8nG2lwSi5uFoxueYKj+eP8mGU4E/grhet29+6/nWnmsjKDQ7SpgDH76t1OgGG0yjui2R586rk5kP/0bfRoRfdvodcYramBXCxv5veXRfQ8kJGLodUc/X0ajsm5qR1bGd9Hx5yqjRUIcfR8Gjr4PA0ffh+GJjfmR29h4hKNvG+zjbacRMe7NjHeM42p/+s3x5oU+5EcySGvPu4XoyHYcffN6tY1R0bcNO3oeBbsm+SjYfv6jcFjddb5WOfq2wdF3IjVaZzMq+rbB0fce1maTWNgsAkTg9J5+YeQ+Thw0HBHbjYBS6icB/AaAKa11VimlAPwWgHcCqAP4Aa31Ywd87vUAPgQgCODjAH5M6xt/xvqPPQ31xvsAAHPtAlbOxaGigx9R2xGMnZvYgalNpyHo6yBMhQoaJHgJ+4HikG71+rpo1mSbnU/qpR8o/tGIWxd8KScPDFrJDcPNQjJ/F23KC3dT0ZM+5XB3mx6jxCkL0LikKWJAI0tLAR7pa6vqw7kFybuukUsZO5Z1um50hz9kjZbXcG+LBU3RUGs41pFgCx4aF765P1OcMR6k3jz10v7rx4uSZ/xw/jwyARES7jTkpsNUa8wSLl0pi9CIf+xvm85iuyr7qNTkPNZh5sj7g3JzZuFWreXbF0xWOz6D5r4tKTR5s+dFmRy9fK4RNK8yBZhXytInXfJyMyjKA9dRmRdBy9mNBVRVOsYqAK930A+vr2vkbftnzeuH86nLVdkH97VF11UqVDdu6DkSoPX6LmMMuaAKX6fLuZRRAIiL4bSp8MpOJ2q4Bi7nxTXu3unt/dcBdxePry/s/+22ig7tCfrioSa2duQh0F6q2hMCFvNhzM3I8tu5mFn05GJBlkZiATkna03pX8jTRpGEnpVGAM8nZ7CwWUTvXlrGeOh+4OEnMCk4LhGbUmoJwEcAzGLgcPABrfVvKaVSAP4LgHMArgD4X7TWhXHvYceBm0qhDwfmHQBW6O1vAXDH8N97ALx/xMffP9y+1/abr19Pj0ag10ak28R2cnQU4cCBAxN7N28HJwvZRAT+dhehbvPoxicVxydi6wL411rrewA8BOBHlVKvAvBeAJ/WWt8B4NPDv4Hx72GvGDc7An8fgJ8G8Jf03rcB+Mgwmn5YKZVQSs1prfcNrZVScwBiWusvDv/+CIBvB/CJG9d1gXa7MNMsYiuQBDwKajgrODUDMMtVVpomRcbR4ExYnvJZxAQAfiqByBF4qWK2m0lKJNNgj+qamXLDUXKP3dY2Lco2IpGCjxzBmlYZU1dc+s5RQ9um/Kk8qU3lc9TdJBGWnQbEkfaFuESa61WTvuaojOlmu6wnp/s8WZIo6d74ptGu3JWxYcraZzl9XcrLcspMVM6Hy/rVaNLY2OVefbQswWN4e8Z0h0v4JIJkn+wnt02Kninhl3LSv67l632lRKK2Bs2Lntk/HZP+eYghaGybyxWxBRFVtqpyfnstNwLkn5+ryudscRo7k8Uicq5sZ7cECfzidE7t8+0iNoa9710vo9cPLmNqp9Qxu8N+77ZDXywi58oWUhZI0Big34GwVVrVFGPKuL9QmDLaTYeFFSjSb4ktuOS/B3NQYXU6iSlfBS/GZSlidPLnycJxGrkM7z2bw9cVpdSzABYwuFd9/bDZhwF8BsDPYIx72HHhpkXgSql3AVjXWtuczAKAVfp7bfie3WbtiDZ73/MepdSjSqlHd3d3D2pyLJhv5rERSB3d0IEDBw4mAKszKczXJzSVTGuo/nj/AGT27hHDf+8ZtVul1DkArwXwCICZvZvy8P/pYbNx7mHHgusagSulPoXBuoGNnwfwcwC+8aCPHfCe/Sw1TpvBm1p/AMAHAODBBx+8Lmvk9bkAMpUKVtNTcNGaVtcy0SiSqUTAZ4qNUkGJGgotaXdPettoxyYdy4eInEZ5pivLfKJH0RWvX3eTVnUzjtS5UpkVPfcpknPTZ2yqtNeWdry2C5iCP16bDFoCLV5XfZEiD5v54HVQNkB567Qpyqn0ZAwv1yQCfSR71mjHUVPfTpci2IzBHnbrplDRR2MTsyItrmrVqsvr53emjXb3zMg8uVyQB8lG00wjW+nJ2idHpC9Tj1Ck7Z+SuamfM5eIupQS16fjcMXMVLEmHUcibekwiMXhubC+lTTa+UMHC/RC1pjlCjK+vM5ta1L6dH2yp7vdjnUJhYIwBKlU1WjHDJuPUsVSlsCNmZ6ipV3hGgRskhO2qtTx78U6VfOzfdwXybt9NiysQLltfu9LWWFjXruwPtjX7V4sfCkHV+a6/Gxef4zf7azW+sGjGimlIgD+FMCPa63LarQyeez70yvFdb2Ba63fftD7Sqn7AJwH8MRwEBYBPKaUeiMGTytL1HwRwIa1i7Xh+4e1uaGYr+WwEp0+uqEDBw4cTAC2F2KY/1z+6IYnFMfpxKaU8mJw8/4DrfWfDd/e3qPGh8u6O8P3x7mHHQtuCoWutf6q1npaa31Oa30OgwN+ndZ6C8DHAHyfGuAhACV77WD4d0Up9dBQ8fd9MNfRbzgWajmsh50ccAcOrgal4tXVDXBw47C9EMN8Y0Jv4BpAX4/37wgM7zEfBPCs1vrf06aPAfj+4evvh9yDjryHHRdutojtIHwcA/n9RQwk+D+4t0Ep9bjW+oHhn/8Skkb2CdwkARsAuDsai9UcNgMpI2e6YZXsq5PPca1ris66aUoXIurVdu1qjhBkaXN3hnCrQdITptMBk1J3h4gatsRKo+hWbVHobup7j74rFDJpzg55o9uiIXbZYgrUHysb7c5ExGjiihba2C7f6CPKm2n4J8tmGUqfS9qtVEQYxWMJANskJuOUrXTUou6J9mR69Xzc/FEsd2Re2H3ncY9QalYlb974nihLec033HV5//VzWZMValHfO1u0D/t3zCdvtEpCt3qsXwxvmcqJ+uQYPRkrjYzmk33T1pQq543SskvMXILg9C52Huxqs1MsiuTlCU49A4AwzckgLffs5sxlgmSSfMKbQs/bwtELi+v7r1kUxql7ANCiZRx7CYaXEFhYyMtAAHBpV5Z4pmJC5WcscSML67jGwkrLFP5xLYWLxUEg0oy58M8bX0QvQDUSMEE4vgj86wB8L4CvKqUeH773cwB+FcAfKaV+CINMqu8cbht5DztunIjzMYzC915rAD86ot0D9PpRAK++7p0bA+5+D1ONEraCjojNgQMHpwNbUzGkWhV4+l10XSfiVnFVOEYV+t/h4HVtAHjbAe1H3sOOG5N3Vk4g4t4K8sEoKmk/fEF5GmZDFsCMprwR84m60WKTEokGQkmzXY6qCC1vCmVvC3w6RpRIfU2aqTkVikrYVKJvRZ2jpq+yFmH6Lfmci1KgOlaakoeEQn1L7Bf0y7hxukwmYPadTVTYo7qnLX/2moxZOi0RCkfZNnbIFSweNUVILHLiCGoqaEbgXHVqqyapOEVrXjAqDTNai5JAK1uQiC8YNyNcFzEpL+QlOuNzCgARijoLWsbFWzHHrJ2gNL8qpRj5LdEiEUTaz/PH3J+LzHpmMiaTwimVYfJJZ99/wBQFnosT+1IyxW4cufP8sYWUdR5rGudQxDw/MxGJTpdiYpqSs9LDuvrgdLPDwOZEgFletU7V/GyPc66dwOmLFyJmBL7RkDmebQq7MxsyqxeuVqVdo7V3Ur3YicYRTlewkhyIRCdJ5aPGoMcnHY4X+jFgoZLDesSJvh04cHC6sBZLY7GUPbrhSYNTjczBuFis5rAevf4CNn5KPq2wDStGodqZFEuJa0d0zLFwuSb3V8g2NBqFUSl5Nvojmc6Tj8NSEhmpUP3oRseEtXgaS6XJywUfGLlM7nUxLpwb+DVAuU06eKa3g8tzGdSnlZHfvWXRXpwjbZdjYDFUKCE04lezZmlMLtcZS8iF3LWKFfTpB286IXRZ26LGmWLtUm627Y7G+e2c/uiyCpj0myTQKZKjWtgqJ0p0podeV2oBdIiGX5gRqpQpyoCni2e2pQjDN59/dv8104b25y4V5EHr/ikzs2O5IlRsOi50uP07ECGKf5NycO2Higrl+AZpXthFNvwksms1vMbrMNG50yk5j5wfDphOb/y9h9HQOkJ52zmL8m6TcGlRxuL1i6tGu4cvnt9/rchTgClzAMjQeO4WzTx4XqJg336moXs9F0IBuS7Y3SxoeSrM0DLWJS3n2y65u7Mh86RD7nCpGZPi5/Kfc0HJq454zQesfEv6FPFIXxfDRaNdsS3tmla51wAV5mm2ZBvT/fWGHw8siGCO5/da3VxOSPtlLJ7LiVdCp2syhnNxOWY3PRCuJNNYLOewp8lz+WVu9Vsn3GZ1wiuNjQOHQj8GLBWzWI1njm7owIEDA7a+wMHJwmoig6VJpNAxiMDH+TfJcCLwa4A7YUZ4C7UcXrwzhfqChpcio2ZxdAlIb8SqVEaRa3FXIhSu/AUAvhHir4blcc4uThu70l9/wHKAi0oUv52VyNBliZ/4e5ktsP2l25Q6xr7ottitRxGetqK1YFgimzQJ1zjNCzAFP8WOCLzekLhstHu6Kn7gC9HR5SE5VYc9tNnZDDApzIB/NOPSJcc6pke7VnnWUEL2kUiY9OgdSfnx3KFqWjbdyt/N56RdMedFZFoi9VpH9tGcsyjqAFWSo8jXXsbR7OTXlf11rO+tUxWvhYwZkZbIh7xETmfsBQ6YjmicHmUL/7JUNrZFUWyvaNH1lMoYJXe4fzR3yWj2hS1hGW4jkVipY6aRcQpgLC5z+Ild00VzLiLRrs9jc3GCJHm6czolALxUkjnJYrf5hDm/OZ1tlliaQsNkZtjTn6uqvbSYxsIjObSHRJPuji5Xe6JwCta3x4FzA3+l0BpncjksZ5wI3IEDB6cLa8k0lgq5wTrSaOvQEwh9S6jQnRv4tcBD9bV7dXQ8bhSnvQC68FBk5AmbT6ucxmKLteoUNTUoctN29SfaP6dmea21aF7HSsTlSb7VMU85P9n3mxQZWuRBnb2TuU9ta+00Isdsr6MbIO9prs4EABfI6CTilUi4bEU8U1RpiaOceteMtIrUdw+tg+40zbVYrsvNEd5S3IwYWSjFfbAjcDZ2yZbluyJhc+2Q16lto50Vj0S8XGPcTFgDIgGZTxz5xzOmX3chL1EiZ9u5LGaGtWA859ZWzQdV1aK5SudbeU1WpVKSc2enFHLUyLXC201zrnJltrMx0UZ8adf0qveRGQqPddViLbpUfY9riq81zHXkr50VRme7KXOENROAaUD0ItXh5jQ0wFzbn7PSuXhtv0TzlrUvAJCIyTXN2oCK5a3OBkL3prb2X98WNWnxy1XRCvD5zt+lUA36EU9ksZOMQZFZj26c8OWPCafHx4GzBv4KMdcrY3nKSSFz4MDB6cTKdApndyZMia4B1R/v3yTDuYG/Qsz1SliedjzQHTi4Fthrtg5OHpanUzi7M4Ge6FqP92+C4VDo1wI66XPdEtZiU/CUBkM5fVaoqbjPpEpr7MxVMunWZkUoMk6x0n3LK5lSZorbQufZlGWP6MZKnQQrVs4w+1DzPnTFTG9hUZORahs0xU+c9sQlGusFUzSj6BhZhAMAz7QlPWwxIfR12aIH50kMxPQ105cA0CRXujctLO+/XqmaFGiQUnhSJJ6zBWPcjwi5qsWC5vnmHOc7pqQW/UrJFIKx6GyR0uYAIEqpSky93pYwKVB22coEhA6udkzq9QUuT2qJ6Rg8L8okLFOWm1loScap0xldtra1K+e/7ZFtV7YzuHteqN2ljBz/BqXoASZVzOc4Gjep3GpFzg+LQ2enzYeFnEeOi8+pnUte71rXwhB+t7lsxcsYxrJD0TzfTNfvds1lnHxFxonTKeOWuNFFCq1YQOYd1wcAgC6J2HZpyYjT4QCgQn7tUZrT3mAXa/NJnM/vwhvson//nfKhh5/AicZk35vHghOBv0LM9cpYTjsRuAMHDk4nVmZTOLM9eRG46vfH+jfJcCLwa0D7Hin1OvtYEyt3R4CFQRSQoxSWdtAcXjZpsCtwxdMiNmqT0IxTpWwEkvLk3aqakVaPTFmMqNuK6N1V+S7FQXbHEvyQzzVIuITg6P7VKRKyxXjwyN89yws9QRHK5d3RD0c7eYm63RzRW4KfPqU3PUXGOFwtDDBFYlskaKtabmE+rxwzR8/2cbBYa6NqMi6MFKUL2UY7OxQxs2GJbRrToUjr4UuS9hSNmdEpp7B5KE2rUzaP0UXnVRuiSvMY3TSPa5QO5rdSwNJnCtTO/K4rlKbH+zubNm8aLNDaJa/66ZRpvNLtHRyXbO2aET2PDaeo2amRSb+0Y/9zWxDKIm2uaHbn4rbRjsWSD81eMbZ9qS9V5Qpt+S1JBs0I/GszIqwLuWWs57ym4PKT+Vftv35jUr7rc9nbjXaeEYvByqWxOpvEme08lEvD1SG/+wM/cUKgccI7eDxwbuCvEPONPFZmnAjcgQMHpxODCLxwdMMTBIXJN2kZB84N/BUg0G0h1GthJxE5uvEhGNfn+VaAXVP7VkavP0l5t9cGu1raKNjpUacRX9o5c3Sjm4BcPAxvp4tIrQlggmoQODdwBwche//gx+SO3TzWn0nB5QP2+JozKXlSrbZNqpBFL0y3dXtug271e9ltzaKyiR7sUcnGu85uGu3YaalMJRXZaxsAeuQI5ynKdOjOmhSoJhraYBitvOXKqlDFmgRuL6uuSMd17+yWseklolR5CYG9oQEgRKUx2zR+2ronuEg01SKKmsU/AJDwCVWarQl9yZQ5YJ47zu/uWiU0u03pb2peKNBo2PQAWC8JtdvujL4kWVxVtWjoPs0LpoBrNfPGF6f84RqJB/t1s+/9Ho01nXtX0uw7i7U0eQL0A+b+mrQUwOPU7brQJaEZi+dsijpIrndLU0Kv5+hcAcBMTHKreWlh2xLtVcqSm55KyRIWixkBIES+5qttEaTZ3upVGk/2ZdgomdR9i0SVz5ekQGfM38SrE3ItfNUnyz3aElKuNUWAyR7s98bN34GMTx6IV+kz5yNmWtiUT47/j1987f7r4LC86/psAnfkt7EbE+p9tATyhOAWuIE7IrZXgKWS44HuwMErQbfpxBCTgLW5JJa2JohG31sDH+ffEVBK/X9KqR2l1FP0Xkop9Uml1IvD/5PD95VS6j8opS4qpZ5USr3uuA+N4Vw91wD3MHA7k8thPZI2REgsUOEnbQDYatGTuBWSsrNSJiRPzTVLrMQRHz+V22Iv9ujm9B7dNp+bFYnLugmKNDvms51iv3IW1pUPTrEBzIjeUzMjiHZS9vcsVRWz+254iFt9r/CPPw2nfYzTC/LDky9LtGaLzpi1CJHAzS7f2KXPXcpJBOX2m0shUUr98bpkW8OqQMVLKOWcGU0y2pRWZHvau2gfnDrldpt9KpbkGJlJ6NvhFAsfo7KPvn0OyGEtSKJK20WtVpTjcsdkbN3+nsEYdCFjw2lUgDnfK1VhFgLWWKxsC4PDboB24RT+Xje9ttM/L1LKGjMfe9HpQf1r1+U4+n5z7gepvz1tzsFHsyKQLdZkbJlVAIAXilJZjOdxoWW6FS6EReDHwseU35zTmw35bYqF5Pj3xHiXktOYulyDdk/Oss4xKsw/BOB3AHyE3nsvgE9rrX9VKfXe4d8/A+BbANwx/PcmAO8f/n9d4ETgrwCL5RzWYo6AzYEDB6cbyzOT5sY2ponLGDS71vpzAOw8um8D8OHh6w8D+HZ6/yN6gIcBJJRSc7hOcCLwcUHltNrDZd6FWhafvudexAPyZN+nKK7SNtcfPRS5dlZM4VuB1oR5vXA+bhousMhrfUMijZ5dFYyqk4UT0r/6jtWnqhxXJ0ZPrB5rYnPQSB7SLivdrB8kMxgK/rpmYABNEZ69Ls+REa+BuyxvdR9VXPOQGKpSNE1j6m0ZC953x1oTfd3smnwv6RVWa6YRR420DSnyGm9ajEu9Id/b8MvrtlW73UdRsss3WtDYL9P+rPV2rg0fyUjU1eraqU7kV06nrmmlKxrr1BRNhpNmFNukdf4m1dS22QgfRec2k9LjcavLtp7PPEauG9+jCL9nmctw1O2ieVapjRbCsZ4kYK2Bc70ANtNpWjXZDdMlrllgVWbjPmX7JuPC85hfX1mfMtrFkvI7cD5JeoCmOfe/Nnlx//UXCrJ+7bJ+L57bESYpTIY5e/URriQy+CdbTyH/jXIs05+m82MLT242NK73GviM1noTALTWm0qpvQFcALBK7daG723iOsC5gb8CLBVzWE2kAZxwU38HDhw4eAVYnk7jzERF4LiaPPCMUupR+vsDWusPXOO3HrTGcN2eJJwb+DXC3e9hplrEejyFGazf7O44cDCRsNfUHZxMbKQSyJSr8PS66Lon47ZxFXngWa31g1e5+22l1Nww+p4DsDN8fw3AErVbBLBxlfseG5NxJk4AXAGhTavneljK5rATj6F4m8ICpZMUq8IV92yFLaeCTJtCGaYzzyRFdNW0KNACCVtYaGS7R7FIrrYmwjp4zXbdqPSds2JcNSslikRsvrz86LqsKpQtZguJUuyFRj8O237vbaJUm7QUoGsmZdkic7NIQqhs35TpzFWmc+I7xNmu3BGKtUtucxe3TPqSXeX8VLrSzmGveGTOlCiVz2PlPpcq0j/2kgdMIaR7WvbPvtsA0CRhHAuj5mLmWMTIW302INueK08b7ZZzsjzjiwilarucGbQ2pRROJ03R1XZOThatRsEd6MFPlK0ie/raprnMFKR2bVp2mY2bx7i8RaUxXQcvGdhw0TnJVU1aO0Pndasgx9HOmetCQTo/LCrsW+mP7ax8rp8yfwe6I0rwRi0v9DItEzXpHLNYEgD+auu+/detnswl2/GPhya3JcfoKey182A7Hsf59TxWYub1cGJxfSn0jwH4fgC/Ovz/L+n9f6WU+igG4rXSHtV+PeDcwK8RZ3dzWM44AjYHDhzcGlhOp7FQyU7GDVxroHc86/JKqT8E8PUYUO1rAH4Rgxv3HymlfgjACoDvHDb/OIB3ArgIoA7gB4+lEyPg3MDHhCshaRbudAvnGttYXUzAnW5hqyYRbo8iFFvIw0/5i9NmTmWpKU/lXGnIrsjEYhuuwmS7dnEU241RmGwZQrh2KK/sXAYAACAASURBVHKjaJyNWwDAXWHhmrzfypjH6KlKFNadlojJVTCjkH5SduLeNUU+ek6iEk1Cs8CUGYWwwQobdtjpe9GwGeXsoWZVQQuQcG2zJefUjtp5bOt5OW82C8LpYdxXOy0NFGhul6PmNjoNbGQyHzWjztWyCO0enBYNzW7LjGKrXTnmp4qz+69tUVMkKJF6lbzlbfaAPxdIUfpjyxzbSETOQTlvRriRBM0TFhlOmfR6mVLgPH4Zz1rb/K4kCbz8HmmXr5oCrxb5v7vIF2eUlzpgOsdpjzkWjR06LhpOu66AjlOKpyVw84Slv26aP7Zj3TSxTJtUie8wxmW3Qal8Vi0G3r8/xgZJ0vfluTSmdQ716cF7SWIl+40TqAM6pghca/09Iza97YC2GsCPHssXj4GbmkamlPpJpZRWSmWGf797mPz+pFLqC0qp+0d87kNKqctKqceH/x64sT0Hzm7nsTyTOrqhAwcOHJwCLE+lsFSaICHbLVAP/KbdwJVSSwDegQH9sIfLAN6itX4NgF8GcJgS8Ke01g8M/z1+Hbt6IM5s57F6TDdwjr5vdXD07eD0Y3qmdHSjWwQcfZ9ErGbSWCpOyA1cA+jr8f5NMG4mhf4+AD8NWfyH1voLtP1hDBR8JwLds+IW5vN1cXYnh82FGHy+ruHO5CVRz1zC/HFay4lCJ1s1qc0KCc3qs5S3bPWjTxQ6l820HyTdRO+5KbdYb5kPC72M0Hma9q2sdGRNM6UTJWGQVSbUKElKtHs/Yf44ucq0zUedz/mhY+TPTmUp2SEKMOlWFvfZNC+7qtn+2owXyXHrsHZdoj3Zoa5liZWadWkXoJz1TMCk0J/ZlbkVCZjuXvkyO6fJ8Ua8poiNvQheKMka5fmY+YO71RC6NUWf6dqlUGlJgvd9ZcO0Dl6akxzk7ZLMYZuSjxIlr5Ny/I2216Cs2XHM3gePIaNvXSVF9gGgTb2GeU49YZn7EVpm8VvFhTbzsoyViYtY8u7pHaPd87sy7vUNckwMWGux1Ce+fnplL3wkamMvh17X8g6g5RQes0bXnIOXs6LTYec4+xrh+gsN+l74pN3yfBKL5Sw6wynkmpa50F/m1OeTAH3yctOvA25KBK6UeheAda31E4c0+yEAnzhk+68Mqfb3KaX8oxoppd6jlHpUKfXo7u7utXbZhNZY2s5jZdah0B04cHBrYGUqhcVi/jgtSq8fNAYitnH+TTCuWwSulPoUgNkDNv08gJ8D8I2HfPYbMLiBv3lEk58FsIVBbbsPYOBB+0sHNRwm5H8AAB588MFr5ks6cXI2W2+i5fFit58AKoCip1kfpRV1LINpFor0LTGZO0VRYmO0v3g0JtEQ+2a7g2aEG6KIp0aRei9u5X2R57mnTBXRClYVNApq2gk5DlfbcmKjaNrdoOdDq9qVpnQZ7bdOC/3ZJT/sbMFkLZTr4NPJYi8A2NilClIUMXusSItFbS2OQizXs8xCcf81u3u1SuZzZHxaojWuMrZaMZ3dwhQZsf81YBb7qLjlu/JhU5C1SWLHJHnzt/vmJb5TkzE8E5Pj2KjEjHY+GhuO6l53wYy0eB43yJks4jcZgnydHAqL5jGG4xJ1bhTkOKYTZioapz7t7Ep/bU979iR3bcg5URHzx7rXkW0tYs7sinAsYtwtyvgVLFEcpzwiNNpRj5mUvuV4aIjkWEhqhSjsIlghZ0BbgMeudx336Jz70rLMSe+0/MZwimcj4kU1EEASZWzH4kDjhC93Tfj69ji4bjdwrfXbD3pfKXUfgPMAnlCDxMxFAI8ppd6otd5SSr0GwH8E8C1a6wMXXCivrqWU+j0AP3nsB3AIzuzksTLtpJA5cODg1sJyJo0zuSy2E/GjG99sODfw44fW+qsA9l0jlFJXADyotc4qpc4A+DMA36u1fmHUPsgBR2FgIv/UqLbHBXdDnsLPrhWwnE4DjcETbXxRIq0GrYOW6makwU/Ntg93itbWdjYoYgyZkXWVqjBx1M3VzAAgl5X1SK6xrGyjCFrj6gXJvzlq+VUHyF+aIgNj/RqWNzpdQNp6+NdkKNO31gg9VEu5RxGEx/K8ZmOPeUqf2bSiSf4cV4nqWNM/GJWoMUEpUcWsGfmzMQzXa+dqXIAZyXF64daO+eMXJPMWO73HRYwBV71bK5pRfMBiHfawUTPHYjYsUe1TG1JjgRkbACg3ZJ7Nk5Zjo2ruL+KTz3Fq21rFPEY3sSXsHw+Ya9a8zl230sPyV+SYXZR6Znuru+l8dynqDkyb10ijKMfIPu52NTsXzUcvXXN9K3WTjYtY/zFzZ9Y8jgqlw1nGPayBcGWoSpsVWQd8cr5zK6KtCc+aY8to1CRSb1r6gvCizAtOk4zEzDm9PJXCmUIWj3jPo79A+eA7x7Q8eWyYfIX5ODhpeeC/ACAN4P8dRufdPYs7pdTHAfyw1noDwB8opaYwkIM8DuBf3MhOnt3NYXnKicAdOHBwa2Elk8aZ7AQo0TWASVirf4W46TdwrfU5ev3DAH54RLt30uu3Xv+ejcaZbA5fuOv2oxs6cODgUBStynEOTjaWp9J461PP3exujAcnAnewh+IdQpue//wO/vyu1yA0M6CrON2lS9R4xKIlXUSPliw3qmxeKG/lJVrb8v9m5ksRnZfbNR28/ORf3dqVH0lv1KTEOiSSYlpS5U36n93XulPkopY3+9dLs00bCeQK5lTrRsilLG6OE4t8fBE5xrrVJ06teTYnNLeyHLJ0Wfrooj5pazmhQYxoN0A0asukL/sBaditkpNd11Qa8f695G7lC5l0t2uEGA8A+rT/UlAo3wtpMwrKkcsWu6DZjmiaXOASRMkHfWafIiSsWwwLhc5lVgHgid35/ddrTaG4bSGhm4z2OYVpJlNGriJ9ZwEap2cOOiXf7SNau1kyy4QqHl86B22rhK8KU3olCU6V5UKIgoxhl85Vv2X9fPLcSkgfCpYwkc93wHL5q5KQkpdMbBc5HidF6XDVXfN3xWDKieJ3xc2UvNqWjI0rSssYPfMcLM+lceazOWifvppqXzcBx2elepLh3MCvAUtbBSeFzIEDB7cclqfSOLs7GRS6vgXywJ0b+CgoM+pqDL02Qq0mwo0WdhLRfV/xDkWC8aikYFTqZmTgcZMIy0oj00WJtLSfKoTZorM2RbXktd6pmpFWkwQ6HNHa7Xh/PN07cSuKJXMV7yYZTAQsEVvpYIOW/hnTK1ll5cm+s2M50UUp0iJRU3LWTCticRmn3KiyeYwc4PYo8lc+6xhpLDpazoeyHLJYWGd4iFj7401+8u62BUlsomH7s/szlNJDc+ZKwXyATISkHc/HectMqN6hc0dVywo1M8LjiJyNUlxWaWMWat42JWItW2S3lJKUtVwzZG2TugDrBflc3zIJYnHj2bQYyKxwCTMAjQpFjSwss37PvTkSGfI8tgv70WVrnvtDKFrr+mYwE5ffMZmzIKXU7ZAxDosvAcBLY2H45a+bP+mJF0lIyqY2PvO3yV+i9DUyhu+GzOPwlb3wt3q45y+bUDXp64m8VU64y9o4uKle6JOIpWIOazPJw2sTOnDgwMFphFJYD6ewUJuEKNzxQndgYamQO376vOoQIQ5uTdhr6rcyOPo+yVgPp0/+DVzrgQp9nH8TDOfOMQLKci1yD6+ts7tZrM8njFKRC3GhKQ9zRaqUhW7k3Gz4+1DkV87UeC9nCXlYaLVN1LPl6OSpkqCGqGxVtah76kaPqGtl5cKiKX8zFedu2l7o5O0cpD5ZywnMPnJOOAD0KYfWTaK7puU1nqB84iK50vVNHQ8UUeNuKnfatwTQhsCNxrPvNc+jJ0L+8SSY65dM+ttNosDaOgmoIuZNi2lu24N9nubWclYeHANWqdrNXcm7ZoHXlR0z3ZGXeDrd0c5c7HTmpaUfu2Qq5yNf2hFv7FTUzLnmcqelirVkQhMqEpH+Jayliw45rhUacvLS0ZrRrkG51PxdXW3OwS45CrJwTdmixTD9yLfoOrCWt9gDgZdfDVc/WKV1ae43GmFDSNrn3wiLkuccdKbTU0+bN6TwnzyM48a2buPsxuN4JHB025sJ3Rvthnda4ETgV4mlYg6rs8mjGzpw4MDBKcQmIpjHaMOYk4Ex6fMJp9CdCHwE3LefM/6uzw1O9Hwji09OXTCilxc2943lcGFGhDwtjzm85TILo8ynQ04t6nB6yss80ynlak0egft2oE5P6G6Kuttp83vdNY5O+Xut/VGk3Y3KPgK7lmMb94P2YTu29YPkp94wnyNd1EX2l16YLRjtouQClgxKxLeyay5x9Hok3GIRm+XjruMU8TUorahjtutRWpE/K+3aSctrm6tfcQpU2EyxYuGWtty9ig2JINMxiTRTVkWzNqUvcnWqnYopkmLvdnZfs/2/WfzFrmxcAQ8A4uQAeH5KaNVW19wfp1L1WuacCVDKY4gi+kbHZFwWosJGNHsklrSukfMpEbhtBIRJ6GfMdjzuXeqTK2Gex25ejl+TUNHlM68l7aNraZfSC2NmO67Mp62UNfb3Z0e4+Iwp4KzReWxnZWzVDRBubSCMr8cqXCkZP1VvHPKJm4C9cqKnHE4EfpU4k8th1Ukhc+DAwS2KyYjAMVjHGOffGFBKfbNS6nml1EWl1Huvc8/HhhOBj4JlAtALaHh6PcyUS7gcyxgGKPzU/OKq1Ha2o2c2TwiGTSOFWfLyztVlEbdimZL0ihIBuUZV/oIZ8fI6tzdvRj+dNK17k+9634qSOKtO1WRbK215d7fYC50+0xut2td2RaaK7L9bp2pcTTP6W9+WpYwQeUr7LHMMZKjW8e4hzl91OmY+LGuNHnQsrZQ09M+Za7EtTmeiaLxnpZuFQtL3WNAUMtXID5zTzbiqGGB6jXPNbpu12KhTtE/zk/2vAVNfUCH/fZ9l0HJvemv/NRsarVTNNLJzlPZVCJnnIFeS+d7uyTkIeMzzeDkvD84ZWvfmKmgA8GJHPLrvSkrN7ucL00a7Npkksed8p2zOM1eUjrkm46RdVvxD2zx1qhfgt65NuhRcVhVBvUl17eckqq1WzAXnfoGqrNF0UjeAEt5BEAm04A160VGDY7Y1QzcbGoA+pghcKeUG8P8AeAeANQBfUkp9TGv9zLF8wSuAE4FfBRbyBezEY+h4nOceBw4c3JroKxd2EcJMp3R045sFrY8zAn8jgIta65e01m0AHwXwbde1/2PCuYFfBc7u5rCcyRzd0IEDB2OBo28Hk4MNhDHXKR7d8CZC93pj/RsDCwBW6e+14Xs3HU4oOQLtObNsIpTGmVwWK5mUQZkDZmqNm3zM+1mTiuvTLntWitkKpQh1skSXhUeLznpJEsNYDLUmsRb7QXfb5veyQItd3ywjOrjZy5wpO0t0ZZQGpW2emiUYcx+csjXYKY0n0enFbVOQpbqyjxpT9HVzWrPwyE0pYD3L3cpDHtDsce6qm/Qgpw+5yUC9tW1Sw4qpV0pFslnOOLmo2Y5ozYZQ6GVKQwyHTf/4nl3acgjbQ5vnLpemtUu1cllcFtaFAubSz1ezUpL0/qmN/dedvjlmK5TOxsK3eLRhXD91cqJ79YzQ8wD+//bOPkau6yrgvzMz++nd9dpefzu2k2Is1BS5qRsIqFEgBUFAhUqO5CAhQIUCagRFimhUKhRQK1E+VKkEIpmQUlVqA0QEaDEKKaASqVFVO4mx2xIiUtfxeuPurr3r3fXsx8wc/phnv3Ov56039e7Oxzs/yfLMvPfu3nfefe+8e+754NRMmnd9yZja3739XLDfqFkmmFpMZTZ+Ocp6ZsrHLsyb690bmbWNM1lh3mQujJZCCouNl1ZuyNi2TAa3wLnTjOl4yc26jNlxXCuuz5xsjAF2yizaX3/GSYsltprh8nNf1mdWOtvqFZET5vsxVT1mvjc6uZbwkHMF/hbYO+FlRB3HcS6wgR2LrTsDV9WfWsXmzgO3me97gAsZ+64rrsAzqAyGszO6lH2Tk7z0ffuWTa5CfzqTiZOcsDV9s18oh+0HiV36zGwoflvfbXJjz5gEEb3RWo6daZtZVzxjtrNz67jWNxyGhZRL5pxNUpfCXDjTsjMIsbOVUjQD7228H0Q5m0fSWWyhGJ5jMHO3IXB94X7WyqD22vVlr3/1DJvZGdH1Nh2sGnNE/87QM3fJhGbZkK35yOnqzUupaSZ2oLIJRkozqZxmhsLkIMN70vXImglJjJ3TasZqYR3/BnvDGf28CQOzyVrmogph3cax7szkjuufp66EM3977S5NhDNhm+9+16b0PGYr4Tlu3JCOyZG+1InttStbg/0uTKdJbWzf4+XO8lQ6O+9ZJgvaoonYqxqLfzzprBlrma2+V+uJQiiNU6TOhmOhaMadDbebn4+eRxZzf3eV1yez2AUGeOfVN6/nQ1/Y19ETm68DB0TkdmAUOAr8QnO7VMcV+Ftg7/gk57Z19EB1HMe5KWNtsAa+WqhqRUQeBp4DisBTqvqNJncLcAW+clTZO3GJ72xd/RjwYPbtODnCzr7zjp19tzpjbGBb5QqiirbY+vdaoKrHgePN7keMK/AMZneEotk6MUW5q4ur0s8N/gs2rfm51OxX6Q/3syYxm32KvrDFijV7Rib0ojFFylB6w99gejVW+O6JtL3KQJwRzZj8TUzq8IbQhL5onJqqxoRc2hSaHpfGUtOpjT+v7AwfTjKdbRIsGmeg2hUri3C/nl2pGXVBTHz8VGQ2Hk7NqP3b02OseRVCByrr1HRDNrwgn3oqv0qUW9xeKxtzvX1jmFVr7FJq8i3MZ7/MVYaMeTRynrWx2pbqQnyLp9ffxm2Xo0xsNjNbn4n9XopM8jYP+aI5/81DUUy8MclXjRm/slSkapwOx7vS+Pb4+tg+nf526gQ8GC332CyJZZPJrxaZq22Z2AGzxBGXAVaT5U6M+bsQOf7ZvPgVc18VJqMc+UPpvW+vT3WhhJhSo4HzXBQvbmPYxcaw94fnGBUPXjUWpMRcoZctepWJ0hDdk1dvfpCz6rgCXyH7JiaZ6+3lJ06dCQtMQ6DAS9Nm3Tde+7I1tWNPV7ufVQSRAi+Yv23zFMQe1cHaqSlsEtfvtrXHCyaRy8aB8KE4PZMqZruOWuoJz6NiEkwECjd6AMWe4paS8eyu9GU7e5beSF8eKkbhSrQur+ZB3WPWh7ujRCG2kIhVVHFSG6tkrfxskRMIoxNKpvjNhp5w1nnZyNYm6rkBu+YfLXUGyUYMtaU4wUbahvVsjouU2EI83UZRxalUh03Rkrh4j8UWIrGe9QA1o6h6jWd4fH0q1caKOfbQth7qVWPd0vlIFubaDZrxXl4M+1ex95b1J4l9MuyLnk1iNBOOdTlvC5ZEfTLXwVrmSv3h9a0YHxrbj81RPfAeHWWtKBe62Lk0xUTX0M13dtYEV+AZFJfCB9r5DVv51o7dPPjVEzdUIVJzDxZNJrJanMHLfo2tTl2Nw6/ICA8CEPNg1ThzmmlO7VVexsfFnldfX/hQnF9IH2oaRMhEuZzteZjscBo/221mt0i3B/21k5yVWuqW28+co3UsgzALWDCbrkSdtzK0m+J3Dfu9tMzMrbbcEop9oGdkiov/1nJJsezLp61o1df4BQBgyfzdQvzyarAvAdXYGmFeYOJtNkwtyCoWhWllLTUFY47Qsc72KX7BsNfYzvbtWAdgKUMxx7e3NN6mkYOpmvCw+P6x+dVrcUVAS0amwJ7xsL0SYSa+1eRs7zZG+0bQUpGFbR7P3wxcga+QicEhHv7FXwag2h/ekDb2uediKtLFzeGD2pYbjJW7DBlvWXvjVrK1UZdZM6u8GZZotClNqwPG7B4V5rDKzprT9+wN6/2OjqVr/2pjx6MUqUWTLpbzaZ9ia4QtIWpj2+v9NeZHE4N9Q7y4wT74a8vsZ6ME9t82Hmy6bAqHzJgylLWZyLphy452Z8+KrRVETanWuO6zXZ5YzuKyZNPoluOXCjO2rMKIXjaDF0Xz0me92GOmp1ILQVdkcQmaNi8mc9OhGbp/KD3nq1FaUPvyaQvMFLdEse62XKstaTsUvmxuHU6jAUqmFKotygJhHPzOkfT8R8fCaoN2uceO90L0zlOzl9GOx+3hedSC8w2vY/dIaglYnDT3dBxKbiMrNqYd2fbvkef+515krSje9v1r1razMlyBZ7DpdPhAGxg1dYX7I5PqQnq39n374vXPS9vDcJnConm77glFP7c7fThXu4z5ez57tt9jqmKhkTl4s83LnLbRPR2t++7sNtvM8cNh3ug9ZdPGjMktPhIqt2pPKqeh19OHUWEp1G5zu9P9ClHe+Z5J80A2DjKV/lBmxbKp8DWaesRWN4V5wsu7UwVkX2zKW3YF+w0YWQ9W088Lw+FDdmA0lWGtaBROdI5VU51qaSDte9fVMMRqZne6redK2EbXbPp9dle63+Ab4XUszZkQxS0mf/pkuF/xarrf1A+kcuqa2xjsVzNjcGDRLNsUQwVR7TXXx3ze8b/hEszUgbT9LePR8lEhPa7nskm0E90jtuJelxnHpdnwHOe3pQq40p9eg+HIqtY3lN5MS4VUme+dihwMjMmp/1zqv1DdEMpiZn86pvsm0nMszYXXdGmwaLaFyr3Sn7ZZ3maWMWbCNvrGUh+DpY2pYLonwufWmgaVXUifdb1zvgbeDNz92XEcx3HaEFfgjuM0DTv7dhznreEm9AyeO/kHze6C4ziO42TS9Bm4iDwiIioiI8n3+0RkWkReSf79fsZxt4vI10TkNRH5WxFZq5BHx3Ecx2k5mqrAReQ26kXSz0WbXlDVQ8m/P8w4/JPAp1T1AHAZ+MAadtVxHMdxWopmz8A/Bfwub7E0m9Rr1/048Ezy02eBn1/drjmO4zhO69I0BS4i7wNGVfVUg833iMgpEflXEXl7g+1bgCnV67FTmQXWReSDInJCRE6Mj4832sVxHMdx2o41dWITkS8DOxps+j3go8BPNtj2ErBPVWdF5AHgH4EDcdMNjms4i08Ksx8DOHz4cEsUYXccx3GcW2VNFbiqvrfR7yLyDuB24FTdGs4e4CURuVtV3zTHHxeRvxSREVWdME1MAMMiUkpm4S1TYN1xHMdx1oOmhJGp6mngeqovETkLHFbVCRHZAVxUVRWRu6mb+Sej41VE/hM4AjwN/BLwTzf7uydPnpwVkVdX70zanhHqL0NOHZdHiMsjxOURshry2LcaHckrrRgHfgT4TRGpAGXgqKoqgIgcB35VVS8AHwGeFpGPAy8Df72Ctl9V1cNr1O+2Q0ROuDxSXB4hLo8Ql0eIy6P5tIQCV9X95vPjwOMZ+z1gPr8O3L3mnXMcx3GcFqTZYWSO4ziO43wP5E2BH2t2B1oMl0eIyyPE5RHi8ghxeTQZSZaXHcdxHMdpI/I2A3ccx3GcjqAjFbiIHDTFUF4RkSsi8mEReUxERs3vD9y8tfZnGXlsFpHnk4Iwz4vIpmb3db0QkWEReUZE/kdEviUi9+R1fECmPPI8Ps6KyOlkHJxIfsvz+Ggkj9yOj1ah403oIlIERoEfAn4FmFXVP21ur5pHJI8PAZdU9Y9E5FFgk6p+pKkdXCdE5LPUi+Y8mVSy6wc+TE7HR4Y8Pkp+x8dZktwU5rfHyO/4OMuN8vhjcjo+WoWOnIFH3A/8n6p+p9kdaRGsPH6OeiEYyFFBGBEZAu4lyR2gqouqOtXcXjWPZeSRy/HhrBgfH00mDwr8KPAF8/1hEflvEXkqpyYfK4/tqjoGkPy/LfOozuIOYBz4jIi8LCJPisiGZFsex0eWPPI6PqBeW+HfROSkiHzQ/J7H8QGN5ZHn8dESdLQCT0yB7wP+PvnpCeBtwCFgDPizJnWtKTSQR14pAXcBT6jqO4E54FHyOz6y5JFnflRV7wJ+GviQiNxLfscHNJaH02Q6WoFTH2wvqepFAFW9qKpVVa0Bf0X+MrkF8gAuishOgOT/7zatZ+vLeeC8qn4t+f4McFeOx0dDeZDf8UGSrhlV/S7wLHB3jsdHQ3mQ4/HRKnS6An8IYz6/NtgS3g+cWfceNZdAHsA/Uy8EAyssCNMJJBXv3hCRg8lP9wPfzOv4yJIHOR0fIrJBRAavfaZe9vhMXsdHljzI6fhoJTrWC11E+oE3gDtUdTr57XPUzV8KnAV+/doaTqeTIY8twN8Be4FzwIOqeql5vVw/ROQQ8CTQDbxOPULh0+R3fDSSR4Ecjg8RuYP6LBPqywufV9VP5PX5sYw8cvv8aBU6VoE7juM4TifT6SZ0x3Ecx+lIXIE7juM4ThviCtxxHMdx2hBX4I7jOI7ThrgCdxzHcZw2xBW446wxIlJNqjidEZEvishwtP13RGReRDZmHH+fiEyLyPGM7X8jIke+x769R0S+KSK5iGl2nE7CFbjjrD1lVT2kqncCl6hXgbM8BHydenKQLF5Q1VUvX6mqLwC5KYvpOJ2EK3DHWV9eBHZf+yIibwMGgI9RV+Q3Reo8nsyc/wVTREJE3iUiX0mKTjxnUl2+OynC8aKI/InPuB2n/XEF7jjrRFKL/X7qKSivcS297QvAQRFZSUWn9wMHgXcAvwb8SNJ+F/DnwBFVfRfwFPCJ5JjPAL+hqvcA1Vs/G8dxmo0rcMdZe/pE5BVgEtgMPG+2HQWeTgpk/APw4Arauxf4QlJY4wLwH8nvB4E7geeTv/cxYE+y5j6oql9N9vv8LZ+R4zhNp9TsDjhODiir6qHESe1L1NfAPy0iPwgcoK5wIc1D/hcraLNRDmQBvpHMstMf81W32nFyg8/AHWedSIrI/BbwSGLufgh4TFX3J/92AbtFZN9Nmvov4KiIFJM17h9Lfn8V2Coi90DdpC4ib1fVy8CMiPxwst/R1T43x3HWH1fgjrOOqOrLwCnqSvQoaZWnazzLzRXss8BrwGngCeArSduLwBHgkyJyCniFZH0c+ABwTERepD5Tn77lk3Ecp6l4NTLHaXFE5D7gEVX92VtotaskngAAAH5JREFUY0BVZ5PPjwI7VfW3k+/7gS8lYW6O47QJPgN3nNZnEbgzK5HLCvmZa8lkgPcAH4d6Ihfgi8DErXfTcZz1xGfgjuM4jtOG+AzccRzHcdoQV+CO4ziO04a4Anccx3GcNsQVuOM4juO0Ia7AHcdxHKcNcQXuOI7jOG3I/wOFVtNiSP3aHQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_ra_dec(df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The overall object density distribution looks good.\n", "\n", "Notes:\n", "* We're missing the DDF region, which was specifically not included in this DR1 coadd.\n", "* We're missing a bit of the South-West (lower-right, \"North Up, East Left\") corner.\n", "* There are also a few patches that failed within the main region.\n", "* There is an overall gradient N/S in object density, because we're plotting in rectilinear RA, Dec bins, which means that bins at the bottom in RA cover less area than those at the top.\n", "\n", "See the input visit coverage map here:\n", "https://github.com/LSSTDESC/ImageProcessingPipelines/issues/97#issuecomment-498303504\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "def ellipticity(I_xx, I_xy, I_yy):\n", " \"\"\"Calculate ellipticity from second moments.\n", "\n", " Parameters\n", " ----------\n", " I_xx : float or numpy.array\n", " I_xy : float or numpy.array\n", " I_yy : float or numpy.array\n", "\n", " Returns\n", " -------\n", " e, e1, e2 : (float, float, float) or (numpy.array, numpy.array, numpy.array)\n", " Complex ellipticity, real component, imaginary component\n", " \n", " Copied from https://github.com/lsst/validate_drp/python/lsst/validate/drp/util.py\n", " \"\"\"\n", " e = (I_xx - I_yy + 2j*I_xy) / (I_xx + I_yy + 2*SM.sqrt(I_xx*I_yy - I_xy*2))\n", " e1 = np.real(e)\n", " e2 = np.imag(e)\n", " return e, e1, e2" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/global/common/software/lsst/common/miniconda/py3-4.5.12/envs/stack/lib/python3.7/site-packages/numpy/lib/scimath.py:122: RuntimeWarning: invalid value encountered in less\n", " if any(isreal(x) & (x < 0)):\n" ] } ], "source": [ "for filt in filters:\n", " df[f'e_{filt}'], df[f'e1_{filt}'], df[f'e2_{filt}'] = \\\n", " ellipticity(df[f'Ixx_{filt}'], df[f'Ixy_{filt}'], df[f'Iyy_{filt}'])" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "def inside_trapezoid(corners, ra, dec):\n", " # This is a slightly tedious way of defining a symmetric trapezoid\n", " # Could consider using geopandas, but that adds dependency\n", " dec_size = corners[1][1] - corners[2][1] # deg\n", "\n", " ra_left_side_delta = corners[1][0] - corners[2][0]\n", " ra_right_side_delta = corners[0][0] - corners[3][0]\n", " ra_left_side_slope = ra_left_side_delta / dec_size\n", " ra_right_side_slope = ra_right_side_delta / dec_size\n", "\n", " inside_ra = (corners[2][0] + ra_left_side_slope * (dec - corners[2][1]) < ra) & \\\n", " (ra < corners[3][0] + ra_right_side_slope * (dec - corners[3][1]))\n", " inside_dec = (corners[2][1] < dec) & (dec < corners[1][1])\n", "\n", " return inside_ra & inside_dec" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "inside = inside_trapezoid(dc2_run2x_wfd, df['ra'], df['dec'])\n", "good = df[(df['good']) & inside]" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "stars = good[good['extendedness'] == 0]\n", "galaxies = good[good['extendedness'] > 0]" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total: 4832794, Good: 4682072, Stars: 875860, Galaxies: 3800404\n", "For dc2_object_run2.1i_dr1 with 10x subsample\n" ] } ], "source": [ "print(f'Total: {len(df)}, Good: {len(good)}, Stars: {len(stars)}, Galaxies: {len(galaxies)}')\n", "print(f'For {catalog_name} with {sampling_factor}x subsample')" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "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": [ "plot_ra_dec(hsc, show_dc2_region=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Color-Color Diagrams and the Stellar Locus" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "# We refer to a file over in `tutorials/assets' for the stellar locus\n", "datafile_davenport = '../tutorials/assets/Davenport_2014_MNRAS_440_3430_table1.txt'\n", "\n", "def get_stellar_locus_davenport(color1='gmr', color2='rmi',\n", " datafile=datafile_davenport):\n", " data = pd.read_table(datafile, sep='\\s+', header=1)\n", " return data[color1], data[color2]\n", "\n", " \n", "def plot_stellar_locus(color1='gmr', color2='rmi',\n", " color='red', linestyle='--', linewidth=2.5,\n", " ax=None):\n", " model_gmr, model_rmi = get_stellar_locus_davenport(color1, color2)\n", " plot_kwargs = {'linestyle': linestyle, 'linewidth': linewidth, 'color': color,\n", " 'scalex': False, 'scaley': False}\n", " if not ax:\n", " ax = fig.gca()\n", "\n", " ax.plot(model_gmr, model_rmi, **plot_kwargs)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "def plot_color_color(z, color1, color2, \n", " range1=(-1, +2), range2=(-1, +2), bins=31,\n", " ax=None, figsize=(4,4)):\n", " \"\"\"Plot a color-color diagram. Overlay stellar locus\"\"\"\n", " band1, band2 = color1[0], color1[-1]\n", " band3, band4 = color2[0], color2[-1]\n", " H, xedges, yedges = np.histogram2d(\n", " z[f'mag_{band1}'] - z[f'mag_{band2}'],\n", " z[f'mag_{band3}'] - z[f'mag_{band4}'],\n", " range=(range1, range2), bins=bins)\n", " \n", " zi = H.T\n", " xi = (xedges[1:] + xedges[:-1])/2\n", " yi = (yedges[1:] + yedges[:-1])/2\n", "\n", " if not ax:\n", " fig = plt.figure(figsize=figsize)\n", " ax = fig.gca()\n", "\n", " ax.pcolormesh(xi, yi, zi, cmap=cmap)\n", " ax.contour(xi, yi, zi)\n", " ax.set_xlabel(f'{band1}-{band2}')\n", " ax.set_ylabel(f'{band3}-{band4}')\n", "\n", " try:\n", " plot_stellar_locus(color1, color2, ax=ax)\n", " except KeyError as e:\n", " print(f\"Couldn't plot Stellar Locus model for {color1}, {color2}\")" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "def plot_four_color_color(cat):\n", " fig, axes = plt.subplots(2, 2, figsize=(8, 6))\n", "\n", " colors = ['umg', 'rmi', 'imz', 'zmy']\n", " ref_color = 'gmr'\n", " for ax, color in zip(axes.flat, colors):\n", " try:\n", " plot_color_color(cat, ref_color, color, ax=ax)\n", " except KeyError:\n", " continue" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/global/common/software/lsst/common/miniconda/py3-4.5.12/envs/stack/lib/python3.7/site-packages/ipykernel/__main__.py:6: FutureWarning: read_table is deprecated, use read_csv instead.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Couldn't plot Stellar Locus model for gmr, zmy\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_four_color_color(good)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/global/common/software/lsst/common/miniconda/py3-4.5.12/envs/stack/lib/python3.7/site-packages/ipykernel/__main__.py:6: FutureWarning: read_table is deprecated, use read_csv instead.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Couldn't plot Stellar Locus model for gmr, zmy\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_four_color_color(stars)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The discrete islands in the data for stellar color-color plot -- most visible in `r-i` vs. `g-r` at g-r ~= 1.2 mag -- are due to the finite set of stellar models used for simulating M dwarfs." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/global/common/software/lsst/common/miniconda/py3-4.5.12/envs/stack/lib/python3.7/site-packages/ipykernel/__main__.py:6: FutureWarning: read_table is deprecated, use read_csv instead.\n" ] }, { "data": { "image/png": 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JSv+PssAqMXtqqXjeH2sXXQoAtRygKErH2AbESSmrhBCjgM+ARHs7CiHuBe4FiI2y/xG15s0gVj0RiV+Qmec+OsCAodWN9jG4Se57ModTzq1kwZRYJo5MZMq8LC66toyAEDPPvJPK6pUhvD43guQdnvzfK2kkDXR+Ajz/yjJ6D6ph7oRYnr2vB9s2FzNpbtYx6/BNObjXnafu6kF+poHbpudyw6SC43q+RgNjJxUwYKitzfBDVydw7X2FhMc6vgf+sOFjSsk64MaaN4NZ82bwkcf7D6mi72nVfPeJP5Vl3eu0kJpsWwrwircV+gkfnY8x342cjyNwC63Ht3+D4MwquWTWbvp+lUf0n2V8+8xJrhhym+peP21FUVxCSlnR4O9rhRDLhRDBUsoiO/u+BLwEMHhg4/R0Y61g+WNR9B9Szf+9lIZvoPMkrjMuqmTFhn08eWdPlsyI5qJrbcluGg1cc18hB3Z7sOnTAL56O4ikgVlNvpeIuHoeWJDF5MsS+PqdIMaMLyCqZ/O79q17L5DcNDfOvrSM6yccXwDQ0OE2w4unx/DhstCWHeSQv3/z5u/fvI95LDCs65XAbYnU/WFotRY8Ym0BoNBAzO2Z1M1NIP+r0GOCgJjfSuj7VR4AAWnVaOs7+P7RdqCCAEVR2p0QIhzIl1JKIcQZ2JYi7WfANcFqFVgtgjMuqmgyADgsKNzMqcMqOfD30QJAhTl65k2KZdcv3lx0bQn3PZnT5HEOr+MvezQKN3fJrJWpxxUAANwxM4+6Gg3r3g1i2jV6Zi5PJzymZSdcbz8rj65KZ8LsLCzm4+sRYKoX6HQSe3l0er1s9ve2tdq6AqFROv5e2jtaZloIkTElFFu9oMFkirZXPbU7vCg0ehPjZvtVtbof/R5vvTsOi7cGrYOWwS1tkdzRiZcuDQKEECOBxYAWeEVKOfdf22OBNwH/Q/vMlFKu7fCBKorilBDiPeB8IFgIkQU8AbYUaCnlSuA6YJwQwgzUAmOlbE3PvNb55Rtfnn8wBpNRMG1xRrPa7lZXalgyI5rvP7OVGZ7xYsvux3f3tPLAgixOObeKxdOjGT+8N1PnZzLsivKmn+yAf1DHnLBPNFJC5sFgBpyazkHcj9mmCzYja7RYazRwOO+vwfleV3NifM9dFgQIIbTAMmA4kAX8IYT4Qkq5p8FujwEfSilXCCFOAtYCPTp8sIqiOCWlvLGJ7Uux3ULoUlLC8sci+fy1EBL61/DIinSi45u+kt+3w4M54+JavI5vz/lXltHnlBrmjD+aX3D/U9lO6xcobaus1IvKCk9iehZykJhjtmmDbDMK5mId2NIGiNtsmxGQAjLOCuzQsbYXV84EnAGkSClTAYQQ7wNXAg2DAMnRGMwPaHq+TlGUE1pLy/jWVGqwWuDz10K4+p5C7pyVi8HN+QnXaoXVq0J4fU4EgaEm5q8+QP8hjZMQj8ferZ789evRLoFDhlewb7snX78TxNfvBOETYMbeBHNQuIl5Hx/AN+DEuALtDDIO2pIjY3sWwb+CAF2QbZbHUnz0NOlZagsMagP01IS6dcwg25krg4AoILPB11nAkH/t8yTwrRBiEuAFXGzvQMdkE8far6ilKErXd3gdHyA89vjW4vOzDICgR59axk4qaDIAKC3UMX9KjK3M8KVlTF2Q1aoTsMUM/1sYxnuLw5DS8fp9Zan9j+WKUh07fvRu1bKBcqyyElsyZFBwJfzr18lqtP2MpOXQz8oqifrDtmxUG2DosDE2x8PXxgP7W/RcVwYB9v4V/Ptf5Y3AG1LK54UQQ4G3hRD9pZTHXAsck008eLCaS1OUE9Ax6/iLMjhn1PGdDHv0qeP3jb5kH3Rrsgzw1h+8mT85lqoKLRPnZHH5rcU4yP9qloIsPXMnxLH7Dy8uuaGEex7PweDWeErDahWYjPZfSO8mO7S9sSMtSWpraSJcS56nw/E6TY089jnu/rY7AvJLvfD1O7Z6ZPbPgWg8LIQOKiFQW0XotgoCU223EeZc7Eeg1va7Y3KQ2qJpzS+MA46+H9JJ2+KmuDIIyOLY+ZdoGk/33wWMBJBS/iKEcAeCAcfNnRVFOaHU1wleeSbiuNfx/00I222Bi7/cf6QM8A2TCrjloaNlgM0meGt+OB8uCyUmwcic91Pp2ddxaeHm+HGtHy88FI3VIpi5LJ0LrnZWj1+Ct5PNSpsKCLKdyMtKvG0LzoeYy3VUbvcl4LwSNIdmjKw6QWlvD/b9J4yMS06MfABwbRDwB5AohOgJZANjgZv+tU8GcBHwhhCiL+AOFHboKBVFcZl6o2DK5Ymk7rHV1b/r0abX8ZsS36+Opev2s+L/Inl/SRg7f/Jm5vJ0kIK5E2LZu9WLS//T+iQ9Y63gpf9G8uWbwSQNtAUvkT2OP3hR2o//oSCgvNgLeh59vOwnf7AKAoYdvWukaJA3X35xMq2aEuqEXBYESCnNQoiJwDfYbv97TUq5WwjxX+BPKeUXwEPAy0KIB7AtFdzuytuKFEXpWBn73Un0t9XVb05ZXWca3kd/uAzwKcNst+ndNsRW+c3L18Kjq9KOrLtbzLbiPoU5x78G/Ou3vhzc68F19xdw+8w8uy2AFdfy8qlDpzdTWnx0+kWaofTHALxOqsIQ0qDmwAl28j/MpXUCDt3zv/Zfjz3e4O97gLM7elyKonQOVqvgjIsrOHVYy1v4SgmfvhLMZ68EE5Nw7NT+4TLA7y22Vdy76YH8I4V7Gq7ja7THfwIPDDXxzDupnH5B64IXpf0IAcFhFeRlBQK29f6qPd5YKnT4n9u4doQwWZH6ztdyZ97qFF6IaNlzVcVARVE6Lf9gExs+CiTtH3dmrUgnqtfxTaeXFWt5/oFYft/gy5nDy3lwYWajfSLi6nlw4bHlghuu489Yms6F1zhbx287naWSXFuPo6XJf86Y5PEXavIUjV+rd98cfv8xkVO0uxBaKNoWis7LROzAfDQ6W/BnlHoM5WbGnr+VgkG+/HVHFFnDAgCwtCIp73i1x+9A5wtpFEVRDgmNNPHk6wfJzzIwYUQSGz4OaPZzd/zkxbiLe7N9szfjn87myTfS8Guisp6xVvDiI1E8fXcPInvUs+zb5A4LABTXSDopm9paN6oyPbHUaSjZ6U/w4NIjAUBD+horUT+XEfVz0xUmuwoVBCiK0qkNHVHBivXJJJxcy/zJscybFENNleOPLosZ3pwXzszr4/H0trD4y/1ceVdRk0u66cluTL4skS/fDGbMuAIWfp6iEvm6gaSTbDelVST7UrzTH6tJS/AZjdtaCOvRoKA2UN9h42tvajlAUZROLyTSxHMfHeC9xWG8szCMjasDGXVzMTp946u1fTs82Lfddj/++Gey8fByPt0sJXz9TiArH4/Cw9vCs++mMvh8tY7fXfgH1BAeWUr5Pz4AGAKM+MY3zkHxKDoaEFZFuTfa3lWpIEBRlC5Bq4WbH8xn4FlVfPpyMFu+8rO7n4entdnr+FXlGhZNj2HLGn9OHVbJw0syCAw9/rVmpWuL61XAtl09MdfoCD+vwG5nRYvb0QcNlSfO74gKAhRF6VJOPrOak89sXf1+gD1/ejJ3fBxFeXrunJXDmPGFaDpogbSlyXCdQUeO3VkinMbemRrn4zM4WBPy863DVGG7DTSwdzl6cWzuiJswYYrSUu+lwVBtJXRvJQeFre+Ap7BfodDqLGFQOvkeOlm2ao/EQBUEKIrSrVgs8OGyUN6aH05IZD0LP0uhz6k1rh6W4kJe3sYjf/dLsL8UJHUCY6AeQ7URfdWJ08RJBQGKonQbxfk65k2KZcePPpw3upQp87Lw8u26V+VK2/DyttWP0PuYMPg4nuo3VNpO/hrTifM7o4IARVG6hT++82H+lBjqqrU8sCCTETeWnKhF4JTjdHgmwCvS+YxQ1vn+9FxTRNDfrV+O6ixUEKAoygnNVC94bU44n6wKpedJtcxacYDYRGPTT1S6jfiEfKIuyiV4oPP7/3+e24vk/4QRt7bxLYRdlQoCFEVpNSHEa8DlQIGUsr+d7QJYDIzCVp/1dinltvYeV/ZBA3PGxbF/lydX3F7EvY/nYHDvmjX8W1IhD0DrIIGupSzOktpaMAZnx7O0IAnRWUKem4NxxEZWccGt2x0+z3A4UVALFYM8+GtQNAZsj9VI+/kBWicZfh7CcZ0BZ98PR8mQraGKBSmK0hbe4FDbbwcuBRIP/bkXWNHeA9q42p8JlySRm2HgiVcPMnF2dpcNABSlvaiZAEVRWk1KuVkI0cPJLlcCbx3qAvqrEMJfCBEhpcxt67HUVmtYOiuKDR8F0n9IFTOWZhAaZWr6iYrSDB659fgcrKPgLF9XD6VNqCBAUZSOEAU07N6TdeixRkGAEOJebLMFxEYd30dUZZmWqZcnkJPmxs0P5nHT1Hy06lNOaSMD5mXR9+U8zB4aPtk6qFN2FDxeXf8dKIrSFdhbILU7Ny+lfElKOVhKOTgkyH4hFkdM9YLKci06gyQk0oTm+J6uKE5VxbkBoKu14nvwxEguVTGyoigdIQuIafB1NJDT1i8SGGpmxYZk5k2K5YVpMWzb7N0pawE4qvzW0mp8ZhwXr9E6eK2WJPg19Vo67EddTivdOblN09kYHSUAtvR7qHHyPMuh8esqju5THWTAggaLgzQTvZPyky35HrYXNROgKEpH+AK4VdicCZS3Rz4AQFCYmdnvpXLHI7ls+cqf8Zck8c82z/Z4KaWbMZQdvUOj3vfEmGZSQYCiKK0mhHgP+AXoLYTIEkLcJYS4Xwhx/6Fd1gKpQArwMjC+Pcej1cLYSQU8/2kK0ip48KoEPlgagrVzTQgoXYzJ5+iJP2pT0w2qugK1HKAoSqtJKW9sYrsEJrTFa+Vn6Xl9TgRDLq7ggqudfxCfNLiG5ev3sWh6DK/NjmTj6gD8Au1PxV50bSkjbyppiyEqJyh99dHfHUP5idE/QAUBiqJ0GVu+8mPRtGiqynVs+jSArT/4MOHZbDy8HF/ie/tZeXRlOt+cV8l3n/ojrUcXofOz9ORn2pK9ho4sb/fxN8XZGrheOPm4dlL+oMZab/dxZ0V19C0sSuPomEbp+BZNZ2v4znIJjA6KJ2mcJBmUOJkKqrR6ONzmLmzjL4s8uqxU1NObOqueSml/WcDHQREh2/EcLyU4+zm3RwdHFQQoitLpGWsFK5+MZO3bwSQNqmHGi/vZuDqQ9xaHsnerJ7NWpBPfv87h84WAkTeVHLnSlxK+/SCAZY9G4Rdo5qFFGQy52H73OEU5TFdz9MReG2Jw4UjajktzAoQQI4UQ+4QQKUKImQ72uV4IsUcIsVsI8W5Hj1FRFNdK2+fGpFGJrH07mDHjC1j4WQrR8fXcNj2PuR8eoLZay5TLE/nslWBkMwoCVldqmDshloUPxtLn1BpWbNinAgClWcoSPPnnhjC2To2lNshx6d+uxGUzAUIILbAMGI7t9qE/hBBfSCn3NNgnEXgEOFtKWSqECHXNaBVFcYXyEh2TLk3C09vC7HcPcNr5VcdsH3R2NSvW7+P5B2JY8XgU27d48+DCTPyC7E/F/rPdg7nj48jPMnDbjFxumFiA9sRI8lY6QPa5AWSfG+DqYbQpV84EnAGkSClTpZT1wPvYSos2dA+wTEpZCiClLOjgMSqK4kL5WQb6nV7Nig3JjQKAw/yCLDz1Zhr3/zebPzb5Mv6SJKrKG3+0bf3BmwevTMRsEiz4JIWbpqgAQFFcmRNgr4zokH/tkwQghPgJ0AJPSinX/ftAx5QZjY1tl8EqiuIaZUU6qsq1BIY67qJnqhcUZBmwmAW+ARb0hsbrAl6+Ftw8rNRUaSnOc+1UrqMEL2fJerXScYU6i5N1EFNLksmcdbJzknhnwv7PyFmiYZ2TBDqcFNVxpNDq+DmZZh+H235Pi0cbaEbYeXvD/XfjkVtPv6U57JwRTcCeGgrOtPUO0DosWuSYyen313ESpZuT7oMt5cqZgOaUEdVh6zp2PnAj8IoQwr/RkxqWGQ0JafOBKoriGlE9jZQU6Jg4Iomv3wm0u+afnWrggdEJfPJSCKPvKGLxl/tx82i8Y59TalmxPpmYhDqeva8Hix6Opq7GSbk6pdv4fW1fsp/qQemnjvNKBizMJmpjGdectoP4dwunYWCbAAAgAElEQVQ7dHztyZVBQHPKiGYBn0spTVLKg8A+bEGBoijdgJePhRUbkuk7uJpFD8cwZ1ws1RVHP7Y2fBzAhBFJ5GcZeOK1g0x41nm74PDYep7/NIUbJuaz7t1AJo1K4uBe9454K0onlb47jO/ePRVtgInK7/0pXW0nEJCS2DXFuBfbZjrSrwzq+IG2E1cGAX8AiUKInkIIAzAWW2nRhj4DLgAQQgRjWx5I7dBRKoriUkFhZua8f7QM8LjhSWzb7M28yTHMnxxLfP9aln+bzFkjK5p1PJ0e7pyVx7PvplJVpmXyZYmseTOoWXcWKCeWimJPPl0yjMCICiJnZuBzQSmVm/0p+SjkmBWRvqvy0DRYZagJPzFuDwQX5gRIKc1CiInAN9jW+1+TUu4WQvwX+FNK+cWhbZcIIfZgWxx6WEpZ7KoxK4riGhqNrQzwgKFVzB0fxyNj4wFa1S74tPOqWLEhmflTYlj6SDTvLwlFp29+JJCX4dbkPt/k7Dz+gSkdorbKwMfPn4/VrOHaB37gG0M/Aq4qRmigYmMAWh8z/peWApDwv6M56f/cFUZZvxOnF4VLiwVJKddiqyne8LHHG/xdAg8e+qMoSjd3uAxwxn73I1+3hn+wmaffPshXbwexd2vzPtjrjRq2rGmUmtSIp7fjBDXHlfBaVorWWUKhsYXdAh1xNn2stZdVh/NEuDon2xx16AMcVuorsXg7fM668gG28ZTpSFnSC2OhGz3vS+MPrx7kV9iSBuXwejRpRiq2+WE83zb975l/NFlv960R1Dd4bU9hf/yaFnYD1DupJqgqBiqK0u15+1lbffJvSKOBK24r5orbmp5kzNjvxpxxcQBcfU8hd87KxeCm1hG6EmOhgZQlvTBX6oifmIpP7+pjtgsBml4mzBsMyFqB8JAkjw0l6f0CTF6aE6ZS4GEqCFAURWlCwzLD7h6S/76VqqoMdkG1OW6kLIlHmgUJUw/g1aPW7n4i1gRSYM3Uo02qJ/nGUEzeWlKuDUHqTqw7SlQQoCiK4kR1hYYlM6P5/rMABp5dyYwXMwgKd1yzQOmc9m+PYv+yBIRekvjAATyi7PSakJKr399O7135+Ow2M+DudNJ6BrL9lRi2TT8xa9CoIEBRlBOClPD1O4GsXhXCfx7I58Jr2qbf+/Qx8aTu8VBlhrsgKSFrfwh/rOvLnl974BFdS8/70nALtt9ZMTyngjtX/HzMYz0OlpCSHkJVzIl5K6kKAhRF6fIqy7Qsnh7Nli/98Qs089zEOLZtbrrNcHMc+NuD6+4v5KYp7V+1vMZJy12t00p9x/8e65zcE2lx9lrS8TZ/jf1jllkdP0fvIJkQIMfsOMkvzRRs9/H3c09HmkHudMP6swdk68HdijivBuvwSlL1gWDnbtKJ0RsJ+b3xEo/JV0N83xLiPOzfgqp1MHxn7YKdtUh2tk0lBiqK0mkJIUYCi7Hd8vuKlHLuv7bfDswHsg89tFRK+UprX3f3H57MHR9Hcb6eux7N4ep7inh3USjvLQ5j75+ezFrpvM1wc+jd2v7DV2l7ZqMG63eetpN/lQZCzWiuqkScUodww25J4Ph9BcQnF5LfK4gR0/Yes+2vBRHkXuZLT+/m1aDoilQQoChKqzWnK+ghH0gpJ7bFa1os8MHSUN5eEE5oVD0LP0uhz6m2uwZum57PoHOqeG5iHFMuT+Tux3K58q4iuycBpeuTVkj9OYqdHydhLfVA9DYizqlFJJic/szvXrKFKz9uXMsh/fYAMm4OoKZX07UgujoVBChKNzF16lQWLVrEFVdcgbB9MiYIIY5U6ZRSjm7F4Y90BQUQQhzuCvrvIKBNFOfpeG5SLDt/8uH8K0uZ/FwWXr7HXq0PPOv42gwrXVPe3kC2vteX0nQ/gnqWYbyhDtGjeYmb9gIAgMLzvbtFAAAqCFCUbuOWW24BYNq0aQCsWbMmD3i+jQ7fnK6gANcKIYYBycADUspMO/s4ZbXCA1cmkJ/pxsTZWVx+W7HDq73DbYbffzGUN+ZG8MhYA8vXJx/vSyqdUF2lnj/e7kf6b5F4BdVy9v076DEkhw/yT3f+RCmRVoFliyfvxAzjP5mbAci/xJvygR5U9Hen+ByvDngHnYMKAhSlmzjttNMAOO+88w4/VAVUSim3tcHhm9MVdA3wnpTSKIS4H3gTuLDRgRq2Bo9q/BGl0cBF15bx7qIwvno7iAFnVRGX5LjNbspfHnz7QSAajeSCa0qb/45cwNNJq9hyq+P36CzJz+AgQnKW/Kd3UoHQWXaEowTAQovjk+o/xgiH274v7X3sa1doMGW6Yc4wUPOzD9QJ5EU1VJ5bxxZ9LFtyYrkw1HGQd2H9bvrckE9ZsQ+zo8ew7fIeRF2dizbRSpDWVjPAEwue/8ocDNEc/y0hzhL8nFUFNDpJDm2PVsIqCFCU7u0V4NQ2OE6TXUH/1ffjZeA5eweSUr4EvAQweKD9loC3Tc/jpMHVzJ8Sw6SRSYx7OpuRN5UcMyMgJXz6cjCvPhuBf7CZeR8f4OQzq+0dTumErBZB/T53zBkGzJkGzBkGrBWHTllCQqwZOboGwpte3vEqMnLG8oMM/TANgABqeblkGTsei6Qy0aMd30Xnp4IARelGpJRkZWURE3PkfN1WqXJHuoJiy/4fC9zUcAchRISUMvfQl6OBY1Oxj9PpF1ayYkMy8ybFsujhGLZt9mHKvEy8/ayUFWt5fmosv2/05cxLynloYSa+gSoXoCuw1GtI+zGSfV/3oKbIdoLWhpjQJxjRxVSiizWiizRRaG16yt6Qb+aU+VlcvG53o21WHUh3VzbS7RxUEKAo3YgQgquuuoqtW7cefuiptjhuM7uCThZCjAbMQAlwe2tf93Cb4Q+XhfLmvHD27fDg0v+U8MXrwVSWahn/TBaj73CcM6B0HvU1OlK/i2b/+liMFW4ExpehvbwKfWIdGg87E0L2K/4SvK+S+HeKGPb5PgyWxoFf6dkelJ3lQeFob4zRbT+93tWoIEBRupkzzzyTP/74AwAp5WdtddxmdAV9BHikrV7vsH+3GX5jbgTR8XU8879U4vu1rj7Az+t8kVIcV4th5fjUlhlIWR/LgU3RmGv1hJ1cRJ9RfxHcu5Qfyno3fYBDNNVWBnyaz32vbba7PeXcEOpv0lA80nEBou5IBQGK0s1s2rSJVatWAfQXQuzCtiQgpZQDXDuy1jncZri2WouPvwV3z5YX+KmvE7z8dCRfvB5MQv8aRowtacORgknav4XNWcVAk5NkvXKr44/yegctbQ1O2hb7aBzfYpdt8XG4bXNVH7uPf5+fCDUCUaiBQi2iQIMo1CIKtIgKDVJIrP1NWM6pJCNSTwaJkA1nBGc4fK07w7bglmNCswkiXqkkMqsUD8vR719dDx1VI9youtidmtMMoBP4ayT+2O9A6SacVfFzPJXkJux/7/UOHm+Ks3G0BxUEKEo38/XXXwPQo0ePZOAK146mbXn7WfH2a111v8PtglP3eKh2wa1kLNVT8Eswui0+iOKjwYjUS2SIBdnTjCXUiqWfCYKa/rkJixXvEiP9N2bTe10BsTvsB2eVF7uR+VpQm72PE5kKAhSlm4mLizv813opZborx9KZqHbBbcNqEpTs9Cf/p2DK9viBFMgeZqyDa5GhFmSIFfysHL6DztpEbqrGZOXsD1K4dOlfGOrsz17UhOmpHOhG8QXeuA8wU9dPrfU3lwoCFEXp9qorNSyZodoFt5SUUJTtR+q6WAp/C8JcrcMQUE/0qFxChxbxm2xGG14pCSytoSTAE+9qI17VRgi21SW4ZNluuwFA+k0B5I3xpbKfO1JnCyaidCdunf/2oIIARVG6tX+2ezB3fBz5WQbVLrgJ9fVa0vaGU5rnQ2m+7U9Zvjel+T6YjHqEzkrQoFJCzy7Cv28FR5a3850fV1glU5du5Oovdhx57Meh8fxv6jByVkcwI/4Olvz9EgX+vuh1ZtDB9m+jsHirH1RrqSBAUZRuyWqF1StDeH1uBEFhJhasTqHfGfaTxlp0fCe19awOkvyM0vFzMs2Oi9pkmwMcbgvSVjnc5sjcnCNVJZFmMCW7Y9zuRf3fHkij7cwuBZg9BBZ3DeZggdlTQ8lAQbKHJ5REwU9Hj3fuqf80eg23GhO3Pv8Lp29Nw63QhOZfF/p9dhRwYFEv/IMrOX38Xv4JDsN4hu5IK8BeGvtLNe5O7gf10TheJnDe3vf47zF1lPwJoHWahNiNEgObaj3aYL/rgI+A06WUf3bgEBVFOQGVFuqYPyWGrd/7cs5lZUydn4WPvyomdJi0gOmAm+3Ev8sDWatFeFjRDqwlrzYIi7vAqhdIjQBhCwgQYPFo/D3UWiyEZlWQ8HcBvwzvhdTaTnJGDx19t+Xikdf4joj3o84hv58f117/A4PP24/eYMGIWudvDy4LAprbelQI4QNMBn7r+FEqinKi2fq9N/OnxFJdqWXyc5mMurlEFRM6xGoR7Pw+gdKPIrFW6BBuVgz9a9H1r6XS6E3x/mCERoOuHqhv/Hx9rYaacCvCw8zAjAzG/vgbl2/bhZvZdlVc7evGzrNs1SqlRbDp5JNIsBRyQBtJvocf1f0MyCst9BqcQy+fcmJ1nbvXw4nAlTMBzW09+jQwD5jWscNTFOVEYjbBG89F8NHyUGKT6pj7QSo9+jRdTKiyTIunj+WEzhOor9ORsTeUTe+dRlGWP7qedXhdU4omzkRpciBlf8UgrQL3XlUU1XkhLAKNEbT1AqStlH+f/Cwu+2cbg7LT6FuUhZul8XT4kA0H2XFGDLV/eFO13p+XK3sQPqKIky86QM9Tc3D3clwnQWkfrgwCmmw9KoQ4BYiRUn4phFBBgKIoLbb+w0A+Wh5Kz761LFqzH3dP5/f+SwlfvB7Ey09HktC/lpnLMgiPtXP52wUV5/rw57q+5KYGUV7oTU2FOwC+YRVccv+vbPGNp2S/P5Vf2Com+vYqJ6BfCbtSYpEGONwg0lAMGpNtGuXO7d9x6d4dx7yOWaNh3aD+5I30JTfaj78tPSifG4SlWI8+1ojfmGLGnPuDmolxIVcGAU5bjwohNMALNKO++DGtR2ObcSuKoijdztmjyvlxrR9/bvJl3qRYpi7IwjfAfh5ARamWhQ/G8Ms3fgwYWkXK3x6MG57E1PmZnDe6vNVjaUmiWZ10vCaudZKEuKbslCN/r0nzoGh9MGW7fKkN0WMxgDVIIMMFVr2WYp0XB3851NrXInEvNeNeZEK7U4/54wBG+u9jkGE/g/ek8dPZCWy+LxGrSUNNrie790cxYu9O9oZEczA+BO2FJtyvrEP4WfDebSX143hK0kKIiC3m8rt+o9+p6QgBgRrHwZi7k5a7jk5fHk7a7TpKyATn7X1N0nG+SHu09+1IrgwCmmo96gP0B74XtjAxHPhCCDH638mBx7QeHTxYlfZSFKUR3wALT799kE9eCuH1OeGMH57EzGUZ9B9ybHvhv371Yu6EWMqKdNz3ZDZX31NEfqaBOeNjmX1/D7ZtLmbcf7ObnEnoLKSEqr3eFH0bTHWyN6ZgQdVAA9UBGqQ0I8xWhMUK5nqE2YIwW9F4eJG4o5BB2Zn0r0ynd2U2SdXZ6BrcvWA1aHiv54XUFniAFHzj503R//mRMDKLUL8yUrZHsf/dGA7ujMBk1BMYUsHNEzZy2jn70Tg58Ssdy5VBgNPWo1LKciD48NdCiO+BaeruAEVRWkqjgevuL2TA0Cpmj4vj4WvjufmhPMZOLgDgvUVhvPNCGOFx9Sxak0LiAFuruvDYep7/NIW35ofz4bJQ9vzhxayV6fTs27oGRe1JSkjbFsGB1fHUZXogAs3UnyUpEZ7URZkxBNegM5nwLDfSPyWHFSveRWe1Mva+ewgqrmXZpv85PPb+wAh2usdjqdcQ0K8Er6hqDG5GArMr+e2tfmTsDsNq0eLlX8tJZ6cxdMg+Evtno9O1rqSz0vZcFgQ0s/WooihKm0saWMuyb5JZ+kg0b82PYMdPPkgr/PWrNxddV8LE2dl4eh97wtLp4c5ZeQw8u4oFU2KZNCqR+57I4Yrbi130LhwrzfXmp7cHkflXGPpQI+6jKskpCabaX4MMNxIYUcGw2mRuXvkbJ/+cTcML82m/fMOHlw8+8rVRq+OgZxi7/HrwW59EdvWJQXu6Ea+oaqKrs6nf6UH9Fm9qM4JYTyT+YZWcNnIfCYOziEwoQmggRtf6JRSlfbi0TkBTrUf/9fj5HTEmRVG6By8fK9NfzODUYZUsnRUFwMNLMrj4Oue3pZ12XhULPk1h3MVJLJ0VzSnnVhId33kSBq0WwRezh2Gu13L2zTvIivdl22cnUxdlRnqZuDL9T678YAdDtqShMza+Mv9g6CCyogNYecu5/BTYmz+j49Fna9BX6UBA7GUH0Roltat9qd9pWwrQxtTjcWk51w/7keCYcpXo14WoioGKonRbQsDw60sZdI6tql5IZNO3qP2z3YM54+Iw1Wu4bUYuUb3sBwDOKr9ZnCTyOaJ30vq30nq0mmDu7mBqyjwYNmkrsYPzSSvxIbB3MYWpgbhH1vLM3M8xmI8e6/fL4vjlwnjWRvWj1M/70GuZWeV/AeWF3vjWmMGko3dCJuf32Unulgh++r43eoOFy67axoUj/iIgqLrRmBrSOkmE9HTSctdZsp4jzpL/nCVkOvt56Z0ENY4qQ3Z05b+WUkGAoijdXnNO/lYrfLwihDeeO1Rm+JMU+p3edmWG20rabxHo3M1EDSgEQGgg+qxsDF4mcnaGsaV3b85MSeGnIfF8cOVgdvWNxmLSYK7TYcrVY6rVYzVr8DHX45OhJcKzgn6xe8nbHsRHn1+ITm/m4lG7uOzqbfj61br43SqtpYIARVHaRFNlwIUQbsBbwGlAMXCDlDKto8fZEqWFOuZPjmXrDz6dusywxSzI3BpG9Cn5aA1Hr1CFgLBBBei9TMyvuIb8sW6U+7qj1Vux7NcAAg1WtPXgVq5BVyHwRhBpyqV8qw87LUlExRdy+R0/c8m5e/D2MbruTSptSgUBiqK0WjPLgN8FlEopE4QQY4HngBs6frTHZ9tmb+ZN6hplhvN2B1NfbaDHkFy72wMTS6n0NFG4MQ6vUg2mEIlbFejKBBqLDjRWtCYLPkVGNAUCi6+Oc0b9zSnD9hMaXQaAt04FAM2RdcBAcIQZd8/mL/2Y6gXZBw306H1832NzKwotdo1FC0VROrsjZcCllPXA4TLgDV0JvHno7x8DFwnRWU+nRy2eHk1poZ5Jc7K47JbOGwAAFKf5AbBvQxyF+/3t7uMTVUXCZQfQeZnwyNKi11rQ+dTim1pD4PZafDKMnN57P7c9vI5pSz9gxE1/HAkAlKZZzPDWvAjuHtaHD5eFHNdzN34cwH0X9GHxjCiMtU3/olmt8P6LoUy6NKmlw1UzAYqitIkmy4A33OfQLcLlQBBQ1HCnYyqARrn+I2r6kgzmjI9j0cMxlJfouPa+QjTtdPnk5qTFrJfG8R0IMXrbbYrhV5QRaKjit69O4ptnziKuXy4DhqYRFV+Ef0gVbp6HLhlDILJ/FcWF3rz/ynns3h5HQt8cbrhrM5ExJXg7eX9uTpL19A6uK92cJP+1lLN2vI44S9Zz1vq5uUl+BVl65k6IY/cfXgDU1RzfGI21tv3Xvh3M7t+9mLUiw2F/i+J8HfMmxbLjRx/OvaIMdh/XSx3h+n9hiqKcCJyWAT+OfY6tADrQ3eWl5fqdUcPy9cksmhbNK09HsuNHbx5enIl/sON+8a6id7MwdPRuTrtkHzs2JrL1296sfWXoke0e3nX4h1YREFpFqH8Fv/7QG6tVw5g7tnDeiL/aLbjpDn5c68cLD0VjtQhmLE1n8fToFh9r5rJ0Vj4RyaRRidz/VHajJag/vvNh/pQY6qq1TJ2fycibSniihZV1VBCgKEpbaKoMeMN9soQQOsAPKOmY4bWOb4CF/3slna/ermLlE5GMuziJh5dkcOqwKlcPzS6Du5kzLtvL6ZfupSAtkLICb9ufQm/KCnzIPRhIcnEMvXrn8p/7vickvMLVQ+6yjLWCVU9F8tVbwSQNrOGRFelE9qhvVRBw2nmVrNyYzPzJsSyZEcO2zT5MnZ+Fu6eV1+aE88kqWyOsR1YcIC6pdTkaKghQFKUtOC0DfsgXwG3AL8B1wHdSSpdf6TeXEHD5rcX0O72a2ePimHVjL66+t5C+p9q/TTAk0kTf01x7C6HQQGSvYiJ7Na5qGKGt6tT5DV1BerIbs++PI+0fD8aMK+C2GXnoDW3zKx0QYuaZd1JZvTKE1+dGkLzDE99AMyl/eXLFbUXc83gObh6tfy0VBCiK0mrNLAP+KvC2ECIF2wzAWNeNuOV69q3jxbXJrHoyik9WhTrcT6uTfJ7yV5udFNqaCgBaTkr4+p1AVj4ehYe3hWffTWXw+ZXH7OMXZGbj6gBOO6+S085vesZo3w4PPn01GHdPCwZ3W36CRgNjxhdy8tAq5o6PIy/TwOOvHuTsS9tu5kZ0oUC8WQYPHiz//FP1GFKUpgghtkopBze9p+sMHuguf/+m87YHz8vU203+WvduEJ++HMIXB3Yd19WaUTq+18tZ4lql1fHz9C1IoHOU4Gc7nuPEQEcV+Zwl8bW0sp6rKvVVlWtYND2GLWv8OXVYJQ8vySAwtHF+SNo/7sweF0v6Pg/GjC/gtun2ZwmsVli9KoTX59iKUM1clk6/MxrPINXXCUz1Ai9f++9bG7G/Rf+e1UyAoihKC4XH2D/5BoS04sZtpdPa86cnc8fHUZSn565Hc7hunOM7RXr0qWPJV/tZ9VQkHy0PZdcvXjyyPIOIuKN3eZQW6lgwNYY/N/ly9qgyHljguAiVwV1iaIc8WZULqiiKoihOWCzw3pJQHro6AYRk4WcpXD+h6VtF3T0lU57L5rGX0shOdWP8JUl8/5mtfsPWH7wZd3ESu37xZtLcLP7v5XSXVKFUMwGKoigtUG8U/LTWz+5ywL4dni4YkdJS9XWCH9f6HblPv6HqCg0bPwkgdbcn540uZcq8LIdT8o6ce3k5SYNqmDs+jjnj41jzZhB//+ZNbFIdcz9IdVgLoCOoIEBRFOU4ZacamD0ujpS/HJ/sfQLM6PQnVs7ViSgzxZbhn7rHw+l+CSfXMHFO9nEHAIeFRduaTr39fDgfvBjKqJuLue/JbNw9Xfs7ooIARVGU47Dh4wCWPhKFziB57OU0+pxi/zZATz8TQmc/fc1R8pqb0LdoTDqN42Q9R0l5Ftmyk1lLKvU5ey1NC44HrU8AlBK+/SCAZY9G4e4hefzVgyQNtHVFNJvgg6VhfP1OEDEJdZx5SQWfvBTChEuSmLk8vcXdI7U6uH1GHmMn5bv85H+YCgIURVGaoaZKw9JHoti4OpCTz6xixtIMpy2InWXzK65VXalhyYxovv8sgIFnVzLjxQyCwm0Z/tmpBuaMj2P/Lk+uuL2Iex/PweAuOeeyMuaOj2PaNQncMi2PGyYWoHUceznVWQIAUEGAoihKk/bv8mD2uDjy0g3cMi2PG6fkt/gEoLjWP9s9mDs+jvwsA7fNyD3mZL5xtT8vzoxGq5c88epBzmpwP36fU2pZ9k0yS2ZE8+ZzEez40fuY4KGrUncHKIqiOPHlW0FMvSKB+jrBvI8PcPODKgDoiqxW+Gh5CA9emYjFLFiwOoWbptgCAIsFFkyNYd6kOOL717JiffIxAcBhXr5WZi7P4MHnM/lnmyfjLu7Nbxt8XPBu2o4KAhRFUZxY+XgkfU6tYcX6ZE4+s9rVw1FaoLRQx2M39+SVZyI585Jylq9PPqYgT3Geno2rAzC4W7nn8RxCoxwv8wgBI24sYem6/QSFm3j81l6sejKSemPXLMGoggBFURQnzCbBgKFV+AZ2/D3czaUVGod/HP3X1sdz9p+z47W3rd/b7sf/61dvJj+Xafd+/NAoE/M+OoBvgJmHrkrgk5eCaaqYbmyikcVf7ufKOwv55KUQHhidQHaqoR3fSftwaRAghBgphNgnhEgRQsy0s/1BIcQeIcQuIcRGIUScK8apKIqidC1mE7zyTASzborHJ8DCi2v3c9ktJQ57Jpx8ZjUr1idz+oWVrHoyisdv7UlZsfN1H4O7ZPwzOTzx2kHyswxMGJHEho8D2uHdtB+XBQFCCC2wDLgUOAm4UQhx0r922w4MllIOAD4G5nXsKBVFUZSuJjfdwINXJfDR8lBG3VLEi2uTm1WQxzfQwhOvpTHh2Sy2/+jNuIt7s+NH7yafd9bIClasTybh5FrmT45l3qQYaqq6xkS7K+8OOANIkVKmAggh3geuBPYc3kFKuanB/r8CN3foCBVFUdrY9i3eGKt1nDWy7TrBdTd5GQbWfxiA1c5dmKZ6DV+9HYQQ8NhLaZx7eXmTx6so1bLpkwAuuLoU30ALo+8opt8Z1cwZF8fMG3pxw6QCbnkoD52TMg4hkSae++gA7y0K450Xwti7zYtn3k4lqle94yd1Aq4MAqKAzAZfZwFDnOx/F/C1vQ1CiHuBewFiYztvxzFFUbqveqPg9dmRfPayrf3wxWNKmDg7Gw8vVU/geK19J5APXgxDCPsL9/2HVDNtcYbDBk8N/fWbF3PHx1KUa+DD5SHMXJbByWdWE9+vjqXr9rP8sUjeXxLGzp+8mbk83ekxtVq49D/F/Pi1Hwf3ePD3714qCHDC3sqM3Z+oEOJmYDBwnr3tUsqXgJfA1kq4rQaoKIrSUg2T77IO2ArQpPzlyeg7ivDxN/Pe4jD2bvXikeXpJA6obbPXai69cPzx39aFjtq6va/VIjC4W1mT+leLj2GxcOSqPTyunhlL0/nfwnCmXxfPTVPzuWlqPu6eVh5cmMWpw6pYPD2a8cN788CCTIezC79v9GHBlFjqajQ8sCCTS24obfH4OoorFy2ygJgGX0cDOf/eSQhxMfAoMFpKaeygsSmKorSJ9R8FMGFEEvlZBkb711sAACAASURBVJ547SATns3m1ofzee6jAxhrBVOvSOCTl5vORlfaTmGOnhlj4nn7+XAuuKaUZd8kc+E1ZSxdl8wF15TagoEx8RRk2+b/z7+qjOXrk4mOr+OZe3uweHo0dTVHr2PrjYJVT0byf7f0IjDcxNJvkhl5k+MkxM7ElUHAH0CiEKKnEMIAjAW+aLiDEOIUYBW2AKDABWNUFKUJQohAIcR6IcT+Q/+3mx4thLAIIXYc+vOFvX1OJDVVGuZNimHBlFgSBxwqQNMgD2DAUFs2+uDzK1n1RBSP39Z0NrrSej+v82Xc8CT27/Jg2uIMpi/JxNPbNvPh6W1l+pJMHl6SwYG/PRh/SRI/r/MFICKunuc/PcCY8QWs/V8Qky9LJO0fd7JTDTwwOoFPXgrhituLWPLlfmITu871qsuCACmlGZgIfAPsBT6UUu4WQvxXCDH60G7zAW/go+7ywaEoXdBMYKOUMhHYeOhre2qllIMO/RntYJ9OyVR/fB+V+3d5MGFEEps+DeCWh/J47qMDdvsM+AZaePKNNMY/nc32zc3PRj9R1NVo+GBpCKl73I/7udIKpvrju9R+bU44T93Zk7CoepZ9k8zwMfan6y++zjY7EBZdz1N39uTVZyMA0Bskdz+Wy+x3D1BerOO+C3tz5zl9ycs08MSrB5k4OxuDe9ea0hHyBJuDGjx4sPzzzz9dPQxF6fSEEFullIPb4Dj7gPOllLlCiAjgeyllbzv7VUkpj+sMN3igu/z9G9cm+44fnsTBf9y5bXoe108oQOMkHrBa+X/27ju+yWoN4PjvJOletIUOOhktiAMZblRUUFBRcYLXLSqFCggyRVBE9l4FVBS3V1yIKEtxXkUEUQFpS6GTUtrSvZNz/0haCm3SdCYt5/v55NM2efPmSZq878k5z3kOn73Wng1zAmnXvqIqycwaR/9xZk5UGKkJTgwbY8xG19ooa8tSTkBTje8fPejM3KgwkuOdcXAy8NSLadzxeJZVXejfftqO+dFhdOtVyNQ1SQSG1Z18ZzDA4OCeXHVLLtPWJuLoVPe5r6xUMG9UKD9/3Y6vEg+cNTvg9CkdH60yJnne/fQpi1UGW4I2MK5Bn+fWMZFRURR75i+lPAFg+ulnZjtnIcReIcSvQoi7Wi68xlmwKZ5+t+by5txApg7rTNbJ2s/MOVlaZj7aifUvB3HZjfn1LjPc5SJjNvrA+0/zwXJ/nr+7KydTGra0cGNZqv7XWFLCFxt8GXt7BIX5Wqa/dpxe/QpYMz2Yl58IJ+903UMiN96dwwvrjpNy1JlRN0ey+/N2Vj9+14uLrWoAADg6SbqaSdr07lDByJfTGPmy5TLD9k41AhRFqZMQYqcQ4p9aLnfWYzehpm8qDwLLhBBdzDzW06bGwt5TWbYv1evuZWDa2kSeW5TM4b1uRA2I5Pdvz1405k9TYZn9P7kz+tUUZm443qAywy5uBiYsTWbK6kSO/+vMqIGR/LTVq6meis3lndby8hPhrJkeTK9+BcTsPMK1t+Uy6+1jPPNSKr9/62Es8fubW537um5ILmt2HCEssoS5o8JYMj6YkiJ1Sqsv9YopilInKeUAKeVFtVy+AE6ahgEw/aw1iVdKmWb6mQDsBnqZ2W69lLKvlLJvB1/7SJQTAgY9mM2qbbH4+Fcw/aHOrHs5kJIiwZvzApjyQGfcPPQs3xJndZe2JTcMzWH19lg6dirjlRHhrJgSRGlxK0g1t+Dv3840oJ55KZVZbx+jna+xoSQE3P10Jsu+jMfRWTLpni68u9gffR3tqICQchZ9Gs+wMSfZ/pEP0YMiGpRfcD6zZZ0ARVHahs3Ao8A8088vzt3ANGOgSEpZKoRoD1yDnZQBlxK+fs8HBAyuY1pXaEQpK7bEsX5WRz5d58fX7/pSXKhl0PAsol5Jw9m16ebXdwwvY8nn8WycH8DHMX4c3OPG1JhEwrs1PvO8ohw+WdeB5PjaT5gOjpL/PJdO+8AKq/e57QMflkwIqXO7ThcUk3DIhcXPGbfV6iSDhmdzQZ8iIi4pZvW2WFZNC+KdxQEc+J87cz84arFSn84BHp+STq9+Bcx/NpQxt0UweVUS195W+1z+ksL6ffet7/atjWoEKIrSWPOA/wohngSSgPsAhBB9gZFSyhHABcA6IYQBYw/kPCnlIXM7bCk5WVoWjwtlzy7jNLBft3kyYWkyXr7mv4I6Okui56TS+9p83l/uz70jT9H/rpxmic/BUTLixRNcem0BC8eEMGZwJCNnpTL4Pw2fg34i0ZG5o0I5st+N9oFlNRId9XpBVroD3XsVccvwbKv3e+CXurvw3dtVUJin5cDPZ/JDC/O1bP/Ih0cmGhMvK6fpBXcpZeP8QI4ddrGqmNKlpuGFMbdG8PW7vjUaAUJAt16FbFrbAa2D5JHnLSde6ivg3SUB/He1H5E9i2yWpNnc2ujTUhSlpUgps4Cbarl+LzDC9PsvwMUtHJpFf/7kzvxnQ8nP0TL61RSkhNdmdSRqYDcmrUzk0mssJ/VdPTiPqwe3TP3/vv3zidkZy8IxoSyfFMK+Hz0YtyAZd6/69Tzs/rwdyycHW6yrn5HiwMOXn7uWW90mrUxm0srkujc8R2GehuWTgnlrXiB//uTOpBVJ+AZU0PmCuhf8OVc7Xz0+fhW1Fl4SAhZ8nGBVGeCTKQ7MGxXGob1u3PxANqNfTW0VhX8aom33cyiKopyjopxax/HvfCKL5VvicHHTM+X+LmxcEIDe+t7wZufjV8Gr7yfw5Atp/PK1F6MGduPQXler7ltSpGHJ+GDmjgojvFuJMSHPioV1WoKbp4GpMUmMX5zM4T9ciRrQjT27POq+YwNUlgGesjqRxCPOjBrYjR+3nJ14+dNWL0YNjOT4v85MWZ3IhKXJTTrMY29UI0BRlPNGerIDz9/dlQ9X+HPLsGxWfRNHlwvPfOPsclEJq7cZp+m9v8yfiffYbppebTQauH/0KZZ8Hg9CMmFoVz5Y4Wcxge7oQWeiB0Ww/SMfho89yaJP4/EPtq8pbULALcON/w+fgHJefLgz617u2GyPd8PQc8oATw4i77SWFVOCeGVEOB07lbF6eyw3DG2eYR57ooYDFEU5L8QecGHKA12QEqbGJNL/ztoP8M6uxml6va/LZ8XkYEYNjGTeRwmNXuSnKXXvXUTMjtiqbvSft3rhF1SzYI7BINi72wOPdnrmfZTApf0KACgtFry/3J+OYWXcPMx+atxXJl6+9kpHNr/ZHoDsDOtPU/oKY7lma1ZmrCwDvHFBAB+v8WPrO8bHuy8qg0cnp+Pg2LYK6ZmjGgGKopwX8k9rKSnS4OtfXusJ81x+wWW4eerJznAgP8c+pipWV9mN3uf6Aja/6Uvacadat7tmcC5Rr6RWTcc7/q8zc6JCSTziAsDv33kwbmH98wuai4OTJDD8zAyIGY90ZuKKJAbca3lFvspx/MQjLgy4t8ZadLU/lqkMcK9++aQddyIwvIy+/fMbFX9roxoBiqKcF/r0L2DxZ/HMHRXKhKFdzZYB1uvho1V+vLMoAP/gMpZ8EUf3XvbTC1BdZTe6NVn8UsLWd31YOzMINw89r76fQMJBZ96aH0jsn65MXp3IhZcVtUDU5uVkaVn8XCh7dnpy5c25PDIxnTXTg1g4JpR9P7gTPSe1arGf6n78yotlzwdj0AumrE6sdzd+n/4F9KGgqZ5Gq6JyAhRFOW9c0MfYjX7tbTm1lgHOStcxdVhnNs4P5LohxoI99toAqI/8HC2znw5jxeQQLr6ikJidxtULK/MLhEby/N3G/AKDjYo0/vmzm7Hq4o/ujJqdwktvHqfLhSUs+PgoD09I57tPjUsyx/3lUnWf0mLB8slBzH7q/BrHb0qqJ0BRlPNKZTd67+sKWDM9iKgBkUxcnozBAIvHhVJSLBi/JImbHzhtN2PljXFwjyvzRoeRddKBEdPTuGfkqbN6P7r3LmLN9jP5BXt2erZofPoKeGdxAB+u8COocymz3004K1lTq4OHJpyk5zUFzBsdyrghXXnyhRP0vq6galjjvlEZPDrp/BnHb0qqEaAoynmnsgxwj8sKmRMVxvSHOgPQuUcxU2MSW9V68JZ8v9mLeaPD6hzWqN4wWv1CEADHY2vPMTDnnUX+vLskoMGx3jIsi1GzzVddvPjKQmJ2xLJ4fAjrXgpCCImXr3HaZOU4flmJ4N0l/ugcJMPHZqhGgRVUI0BRlPNWZTb695uNq9Bdf0dOq1sP3hKDXoAEjRa0deQ2CgE6R4lWJ9FUSD5d5wdS8PjUE1atuldR0bhuE62DRAjLj+Ppo+elN4+z5W1fDv/hyojpJ/DxMxZzSIpzYm5UGAmHjMMFe3d7WL3M8PlMyNpKK7Viffv2lXv37rV1GIpi94QQDVp/vCX17eks92wLtXUYrdpf/3NjfnQoOZk6npx+gqEjMmsMcxQVaFg1NYhdn/hw8ZUFjF+czKevdeDLt9rT9eIipsUkEtS5eU6m5WWiappeWLdipq2t3/oIUsL2D31YPb0jzi6SCcuSKCvRsGxiMAaDYOz8lGYr62xPtIFxDfo8q8RARVGUNuySq4zd6H1vyGfdzCBmPNKJnKwz3QJxf7kw+pZIvvvMm4cnpDP/46N07FRG9JxUZr5xjPRkR0bfEsnOTd7NEl/lNL057x8lN0vHs4Mj+eodn1pL/56rME/DvFGhLJkQYqydsPMIVwzI59rbc1mzI5bwbmqZ4bqongBFOU+pnoDzi5Sw+U1fXpvVEQ9vPZNWJHHssDNvvBpIu/YVTFmdxMVX1lwvISPVgfnRofzzmzs33ZttdppeUzh9SsfCMaH88b0H196ew9gFKXi0q326wr/7XZgbFUZGqiMPP5/OA9EZNYY8zk06nBaTSJeL6r8mQWvQ0J4A1QhQlPOUagScn44edGbOyDBSjhqXEb7qllzGL07G08f83EB9BXyw3J/3lvoTEFbGtJjEZqugaDDAJ2s7sGFuIB06lrF2V2yNRsfe3R7MeKQTPn7lTI2pu77Bnz+5Mz/auFjU3A8Tam3stHYNbQSoxEBFUZTzSJcLjesjHPjFjfIyDdcMzq1zKqS5aXpDn6qZX9BYFeWC7AwHDHqBu6cBna7mF1UXVz0OjgZKijXkZtV9GsvJ1FFSrMHRWbbpxYAawqaDJEKIQUKII0KIeCHElFpudxJCfGS6/TchRHjLR6koitK2OLsauGJAPv1urbsBUF3lNL2+N+Sz7qWa+QWNlZrgyHN3dOXT9R244/FMln0ZV+tsjQsvN9Y28A8u4+UnOrH6hSDKSmo+keqrJ4ZFlrBmxxG7WgPCHtisESCE0AKrgcFAD2C4EOLcRayfBE5LKbsCS4H5LRuloiiKUl3lNL1Rs1PY/5M7UQO68edP7o3e785NxoqAJ1McmbnhGKNfTbU4XTOocxlLN8dz99On2Pxme8bcHkFS3JnaBtVXTxw2xrh6YkCIfa2eaA9s2RNwORAvpUyQUpYBHwJ3nrPNncBG0++bgJuEaAs1vBRFUVovIeDOJ7JYviUOV3c9Ux7ozJvzAtBX1H9fRQUaFjwbwsIxoXS9uJiYHbFcPSjPqvs6OkmeeSmNV95JIDvdgehBEWz7wIcvNvgy9vYICvO1zPsogcenpKOznxWh7YotGwFBQHK1v1NM19W6jZSyAsgFfFskOkVRFMWiyvyCmx/I5sMV/uz+ol299/HRKr+zpid26Fj/b+uX35RPzM4jXNCniCUTQlgzPZhe/QqI2XmkavlkpXY2mx0ghLgPuEVKOcL098PA5VLKZ6ttc9C0TYrp76OmbbLO2dfTwNOmPy8C/mmBp9AY7YFMWwdRB3uP0d7jA/uPsZuU0sPWQVgihDgFJNowBHv5H9pLHKBiMcfWsYRJKTvU9062nB2QAoRU+zsYOHcR6MptUoQQOsALqLFmppRyPbAeQAix196nPakYG8/e4wP7j1EIYfdzaRtyUGtK9vI/tJc4QMVijj3FUh+2HA74HYgQQnQSQjgCw4DN52yzGXjU9Pu9wLeyrRU2UBRFURQbsVlPgJSyQggRDWwDtMAGKeVBIcQsYK+UcjPwBvCOECIeYw/AMFvFqyiKoihtjU2LBUkptwJbz7luRrXfS4D76rnb9U0QWnNTMTaevccH9h+jvcdnD+zlNbKXOEDFYo49xWK1Nlc2WFEURVEU66hllRRFURTlPNVqGwGtoeSwFTGOF0IcEkL8JYTYJYQIs6f4qm13rxBCCiFaPPPVmhiFEPebXseDQoj37S1GIUSoEOI7IcR+0//61haOb4MQIkMIUevUWWG0whT/X0KI3i0Zn70QQvgIIXYIIeJMP2tdO1cIoRdC/Gm6nJvM3NgY7Oa4ZkUsjwkhTlV7LUY0Yyx28R62Io7+Qojcaq/JjNq2sytSylZ3wZhIeBToDDgCB4Ae52wzClhr+n0Y8JEdxngD4Gr6PaolY7QmPtN2HsAPwK9AXzt8DSOA/YC36W8/O4xxPRBl+r0HcLyFY7wO6A38Y+b2W4GvAQFcCfzWkvHZywVYAEwx/T4FmG9muwIbvpda5LhmZSyPAata6H9jF+9hK+LoD2xpidekqS6ttSegNZQcrjNGKeV3UsrKNTB/xVgrwW7iM3kF48HRFotwWxPjU8BqKeVpACllhh3GKAFP0+9e1KyH0ayklD9QS32Nau4E3pZGvwLthBCBLROdXal+zNgI3NXCj29PxzVrjw8twl7ew1bE0eq01kZAayg5bE2M1T2JsSXbUuqMTwjRCwiRUm5pwbiqs+Y1jAQihRA/CyF+FUIMarHojKyJ8SXgISFECsbZMM9iX+r7Xm2r/KWUJwBMP/3MbOcshNhrer81ZUPBno5r1r4n7jF1v28SQoTUcntLsaf38FVCiANCiK+FEBfaKAar2XSKYCPU1vI9d5qDNds0J6sfXwjxENAXuL5ZIzrnYWu5rio+IYQG48qNj7VUQLWw5jXUYRwS6I+xJ+VHIcRFUsqcZo6tkjUxDgfeklIuFkJchbH2xUVSSntZ2NzWn5UWI4TYCQTUctML9dhNqJQyTQjRGfhWCPG3lPJoU4RXy3W2Oq5Z8zhfAh9IKUuFECMx9lDc2AyxWMNe3sP7MJbvLTDl/nyO8fhkt1prT0B9Sg4jLJQcbkbWxIgQYgDGA9AdUsrSFooN6o7PA+M6DLuFEMcxjrNtbuHkQGv/z19IKcullMeAI7Tsh86aGJ8E/gsgpfwf4Iyxzri9sOq92hZIKQdIKS+q5fIFcLKyC9n0s9ahJSllmulnArAb6NVE4dnTca3OWKSUWdWOWa8BfZohDmvZxXtYSpknpSww/b4VcBBC2NNnvYbW2ghoDSWH64zR1N2+DmMDoKXHsi3GJ6XMlVK2l1KGSynDMeYs3CGlbMl689b8nz/HmGCJ6cMWCSTYWYxJwE2mGC/A2Ag41YIx1mUz8Igpw/pKILeyW/w8U/2Y8SjwxbkbCCG8hRBOpt/bA9cAh5ro8e3puGbN8av6mPsdwOFmiMNadvEeFkIEVOZoCCEux3iOzbJ8LxuzdWZiQy8Ys0FjMWawvmC6bhbGExUYD7QfA/HAHqCzHca4EzgJ/Gm6bLan+M7ZdjctPDvAytdQAEswHoj/BobZYYw9gJ8xZlj/CdzcwvF9AJwAyjF+Y3oSGAmMrPYarjbF/7ct/s/2cME4tr4LiDP99DFd3xd43fT71abX6IDp55Mt/F5qseOaFbHMBQ6aXovvgO7NGItdvIetiCO62mvyK3C1rd/XdV1UxUBFURRFOU+11uEARVEURVEaSTUCFEVRFOU8pRoBiqIoinKeUo0ARVEURTlPqUaAoiiKopynVCNAURRFUc5TqhGgKIqiNJqpUI86p7Qy6h+mKIqi1EoI8aIQ4l8hxA4hxAdCiOfPuT1cCHFYCLEGY918Wy4ipDRAa11ASFEURWlGpnVC7sG4NoIO40n+j1o27QY8LqUc1YLhKU1ENQIURVGU2vTDuDhXMYAQ4ksz2yVKKX9tubCUpqSGAxRFaTQhxAYhRIYQ4h8ztwshxAohRLxp/fneLR2jUm+1Lc/rIoT403QZabqusCWDUpqWagQoitIU3gIGWbh9MMYlniOAp4GYFohJaZyfgCFCCGchhDtwG1AspbzUdFlr4/iUJqCGAxRFaTQp5Q9CiHALm9wJvC2NK5b9KoRoJ4QIlOfnksWtgpTydyHEZowr4iUCe4Fc20alNDXVE6AoSksIApKr/Z1iuk6xb4uklN2AuzAmAJ6VGCilPC6lvMgmkSlNos0tJdzeRyvDQxxsHYai2L0//irNlFJ2aKr9mXoCttR2UhBCfAXMlVL+ZPp7FzBJSlkj21wI8TTGIQPc3Nz6dO/evalCVJQ2648//mjQ57nNDQeEhziwZ1uorcNQFLunDYxLbMGHS+HsOeTBQFptG0op1wPrAfr27Sv37t3b/NEpSisnhGjQ51kNByiK0hI2A4+YZglcCeSqfABFsb021xOgKC0lO0OHlODrX2HrUGxOCPEB0B9oL4RIAWYCDgCmLPKtwK1APFAEPG6bSBVFqU41AhSlAXZ/0Y7lk4KRBnh2Xgo33ZNj65BsSko5vI7bJTC6hcJRFMVKqhGgKPVQUqQh5sWOfPOBLxf0KUSjlSx4Noz9P3ow+tVUXNwMtg5RURTFaqoRoChWSjjkzJyRYaQcdWLYmJM8PCEdIeC9pf68v8yfw3tdmRqTRNeLi20dqqIoilVUYqCi1EFK2PymL2Nui6AwT8vcDxN4fEo6OgfQ6uCRiSeZ//FRSoo1jBvSlc9eb08bm3mrKEobpRoBimJBYZ6GWU+Gs/qFYHr1KyBm1xF6XVtQY7ueVxeyZnssfa7PZ+2MIGY+Gk5+jtYGESuKolhPNQIUxYJfvvHil2+8CI0s4YV1x2nnqze7rZevnhfWJdKpRzG/7fTixy1eLRipoihK/alGgKJY0P+uHO6LyiAp1plxQyJIjHUyu21yvBPjhkRw7JALQ586xYD7TrdgpIqiKPWnGgGKYoGDo2TEiyeY/V4Cp0/peHZQJFvf9TlrzF9K2PahN6NviSDzhAMvb0xg5MtpODqpxABFUeybagQoihUuuyGfmJ2x9LiskOWTQnh1ZBgFuRoK8zXMGx3KkvGhdO9dRMzOI1w5MN/W4SqKolhFTRFsw1ITHCnI09Lt0tY3Za2kSMOBX9zo2z8frZ28S338KpjzQQIfr+nAxgWB/PhlOwA0Wsmjk0/wQHQGWpULqChKK2Inh1elKUkJW9/1Ye3MIMpLBfePzuCRicYpba3B0YPOzI0KIznemQsvK2TK6kT8gsttHRYAGg08EH2KS64qZN1LHTEY4JmZaVx4eZGtQ1MURak3NRzQxuTnaJn9dBgrJodw8RWF3DIsm49W+fP83V1JT3K0dXgWSQlfbPBl7O0RFOZreWTiCY4ddiZqYCQ/bbWvTPsL+hSx7Mt4VnwVrxoAiqK0WqoR0IYc3OPKqIGR/G+bFyOmpzH7vQSeW5zCtLXHSYw1nky/32xfJ9NKedlaXn4inDXTTfPxdx7hP89lsHp7LB3Dy3hlRDgrpwZRWixsHaqiKEqboRoBbYBeD+8v9+P5e7qi1UmWfBHHfaNOoTH9d6+/I5eYHbGERZYwZ2Q4S58PpqTIfk6mf//qRtTASH7/1oNnXkrl5Y3HqubjdwwvY8kX8dw7MoMtG9sz5rYIjh8xP01PURRFsZ7KCWgFykoEP2314ooBebh5nr1ATX6OlleeCuPAzx70v+s0Y+an4OZRcxGbgNAyFn0az9uLAvjvKj8O/e7GS28dI6hTWUs9jVp9uNKPjfMDCAgrY9mX8URcUjOJ0cFR8tSME1x6bQGLxoYwZnAkI19JZfCD2Qgr2zIGA/z8tRfdLi3CL8g+8gvOlXlCx89b26E3swZR5x7FXHpNYZM8Vk6WymBUFMXGjQAhxAbgdiBDSnlRLbf3B74Ajpmu+lRKOavlIrS9pDgn5kSFceyQC/4hpUxdk8QFfc6MQf+735UDP3vgF1TGUy+m1doAqKRzgGHPZvDPr+4c/N2NX7724r5Rp1riadRKXwGfrO2AwSB4fMqJWhsA1VVO01s4JpTlE0PY94MH4xYk4+5leeW+06d0LBwbwh+7PXH3quC5xSn0uzW3KZ9Ko/1vmyeLx4eQf9ryR/LOJ04xYvoJHJ0bXoPgj+/dWTgmFPi3wftQFKVtsPVwwFvAoDq2+VFKeanpct40AKSEb973IXpQBNnpDkTNSgVg/F1d+WilHwbTea9v/3yeX5ZE3mktUQO68et2T7P7jPvLhdG3RHL4D1cenpDO3c/YrgEAxsV3Fn8eT6cexbz6TDjrXg6kvMzyV3sfvwpefT+BJ6al8cvXXowa2I1De13Nbv/HbneiBkTy96/uPPlCGh07GfMLVkyxj/yCshLBmukdeenxTvgHlbF21xE+Ofx3jcvH//zD3U+f4osNHRh7ewRJcfUfEqkohzdeDWTa8C54eJsvf6woyvnDpo0AKeUPQLYtY7BHhXka5kaFsvT5EC7oYyxAc9eITNZsj6XfrblsmBvItOGdyTqpQwgYeP9pVn0TR4eO5cx8rBMxL3akrPTMCc5ggE/WtWfckK6UlQgWbDrKQxNO2sWc9tCIUlZsiWPIY5l8us6P5+7oSuoxy7MYKqfpLfk8HoRkwtCufFitYQRQXiZ4fXYg0x7sgqdPBSu3xnH/aON97h2ZwVdv2z6/ICnOibG3R/DFhg4MfeoUS7+Mp9MFJbh7GWpcPH30PPNSGrPeTiAr3YHoQRFs+9Db6tUK05McmTC0K/9d7cetD2Wxcmts8z45RVFaBSFtvOapECIc2GJhOOATIAVIA56XUh60tL++PZ3lnm2hTR9oC/l3nytzR4WSkerIIxPTuX/02QVoKnsIYl4MwtlNz8QVyVx2g7FCXVmp4I1XA/n89Q50ubCYqTGJeHhXsHhc/KY86QAAIABJREFUKHt2eXLVLbmMX5yMp499fgv8+WtPlkwIQV8ueHZeCjfdk1PnfQrzNCyfFMz3m725tF8+k1YmUVaiYe6oUI7sd+PWhzN5ZmYazq5nv89//86DRWNDKC7QMnJWKoP/Y31+QWNJCds/8mb1C0E4u0jGL02qV5XBrHQd858NrTMPpNLuL9qxfFIwQsC4hclcN8Q4FKINjPtDStm30U+oGfXt21fu3bvX1mEoit0TQjTo82zvjQBPwCClLBBC3Aosl1JG1LLd08DTAKFBuj7H9nZq3qCbgcFAVSW69gHlTF6dyIWXmZ9/nhjrxNyoMI4ddmH42JM8Njm96rZfd3iweFwoeabxZQcnA0/PSGPIY1mNOtGdSnNg5yZv9OX130mva/Otmk+fkeLAvOhQDu5x5+YHshm/JLnOmKWEbR/4sGZ6EKUlxs4td68Kxi1M4drbzY/9Z2foWPBsKPt/9ODaITlW5RdYQ6+Hbz/1JuLiYsK7l5x1m8EAC8eE8u2n3vS8Jp/JK5PwDaho0GN8tMqPdxYF4B9cxqy3jxEaUXrWNiVFGmJe7Mg3H/hyQZ9CpqxJJCDkTFKkagQoStvRJhsBtWx7HOgrpcw0t01r7AnIztCxcEwo+37w4Nrbcxi30LqT0bYPvVkyPhQf/3Le3XvorB6DzBM63pwXiDTAPSNP0eXCEvM7ssIv3xgT1wpyGpZLKoRk+NgMHhqfXmcZ4D27PJj5WCccHA2898dhPNpZ13ORFOfEU9d3B+Cme7N5blEKDo6W398GA2yK6cBb842NrylrEunRt+HFf7LSdSwYE8qfP3nU2viK+8uF6EGRDH3qFE/NSLNuSEZKxENpyCtc4GEv8DbeKSdLy4sPdyb2T1dGv5rCHY9nVd0l4ZAzc0aGkXLUifujM3jk+ZoVI1UjQFHajoY2Aux6iqAQIgA4KaWUQojLMeYwZNVxt1Zl724PFo4JoahAy9gFyVZ1S5cUaVj9QhDbP/KhR1/jN7xzTybtAyuYuDy50fGVlQjWz+rIl2+1p+vFRUz9Mo6gzvWbVlhSpGHN9CDeX+bPgZ/dzZYBLi8TbJwfwMcxfoR1K2ZaTJLVDQAw5hd0uqCYY4dd2LXJh6RYZ6bGJFqcBqnRwP2jjWWA50SFMmFo11qHYayxZ5cHi8aGUlIsGDU7hd+/9WT1C8Hs/9GD5xYn4+mtR296Or2vy7d+/z8VI74tQnxbhAFgjA9//uzG/Ogw8k9rGTU7hSGPGT8WUsKXb/myflZHPLz0zP0wgV7XFtTviSiKct6waWKgEOID4H9ANyFEihDiSSHESCHESNMm9wL/CCEOACuAYdLWXRdNpLxM8NqsQF54sDPt2lew8utYbn2o7gbA0X+cGX1LBDv+683wsSdZ9Gk8/s1UVz8pzokxt0fw5VvtufuZDJZujie4SxlCUK+Li5uBCUuTmbI60WwZ4BOJjkwY2oWPY/y49eFMVnwVV6Mr3RoOTpLLbsxj5hvHOJHkyOibI9n1Sbs679e9dxExO2K59rYc3ppnSrxMt66NXFYqWPdSR158uDM+AeWs+iaOO5/IYtbbx3h6Zip7dnkYZyj85lbv5wMg1p4GQLoI9MO9eGt+AFPu74Kru57lW4yPJQTknTZWXVz9gqnq4q4jLdoAEEIMEkIcEULECyGm1HJ7qBDiOyHEfiHEX6YhPkVRbMjmwwFNrTUMB6Qdd2TuqDBi/3TltkeMiWtOLpb/D1LC5g3tee2VQDy89UxemcSl/ZrnAF81xv5iR5xdJM8vT+Lym5pmedzanvsv33ixYnIwGq2scxy/Ls/eGoGXTwWz3z1GRqoD86ND+ec3dwbcl030nFRc3CwPs1TPL3B2NdT53FMTHJkTFUb8364MeSyTp2ek1ZjDH/eXC3OiwkhPdKTvDfns2eXJK+8kWPeaHilF0z8JgMJ7vZmWeCWH9rpxy7AsRs1Ow9nV+Hz+/s2NeaNCycnU8eQLJ7hrRGZVxUhzmnI4QAihBWKBgRgTeX8HhkspD1XbZj2wX0oZI4ToAWyVUoZb2q8aDlAU67TJ4YC26LvP2lWd8Ka/dpxrb6v7hKfXw+ynwvnlGy8uH5DHhKVJVWV1G0KvN84wCO5SSs+rz65AJyUsHBvCrk0+xmz7FQ1LXDOnY3gZSz6Pr+r2/2FzO/JzdFXDGo3p1ZASKqrVGfALKmfBx0d5f5k/7y/z5/Afbsz98KjFxxACBj2YTY/LCpkTFcaLD3em/12n8fGr+RqUlwl2fuyN1kEy841jXD04r9Z9RlxSzOptsayaGsSuT3wAKC22rhNOrDfOkJACnt/Wh/gCNzp2KsXN08DGBQGAsWrkrk3eFqsutoDLgXgpZQKAEOJD4E7gULVtJFBZyMIL44wfRVFsSDUCWkhxoXFcvPo4vrUnvKJ8LQd+cUerk9z8QHajGgDVp5cJIWssM1xaLPhjt/G2AfedbtIGQCUHR8kNd59m5yfenM5woPf1ecx+51idCYOWFORqWDYxhIRDLvS94cw3bK0Orr8zh52bvElNcCIp1tmq172yfsHrswPZuckHaaYD4YI+RTy3OLnOUsSu7gYmrUxGXyHY/YU3f//qVnePx6kK2GR8LikRPqSd8MDVXU/OKR3fvO9zZjsBN917mlGzU3F1b/zshgYKAqonoaQAV5yzzUvAdiHEs4AbMKC2HZ012yfUvnv1FKW1U42AFnD0H2fmRIWRmuDEg+PSeWj8yXqd8Dza6Vn1TSxzo8KY/VQ4tz9q7HauawjhXJVTB0tLBGMXJBP3lysfrfLnwC/uTF2TREBoGc6ukpVb45gXHcqisaH8+ZO7Vd3o1pISNr/py2uzOuLuZWzMXHVzXqMaAAd/d2X+6DAy0x0YMT2Ne0aeqnqs7R/6sHq6cVjjlXcSuOxG64c1HJ0lo2anMWp2031h7XFZIbu/8MZgqHuapXgzF1Fm/B8HLXDlsyv+abI4mkFtT+jcN+hw4C0p5WIhxFXAO0KIi6Q8u4klpVwPrAfjcECzRKsoCmD7ssFtmpTw+evtGXt7BMWFWub99yiPTqpfA6BSY1bTKysVxMzoyMxHO9M+0Ji4dutD2YxdkMIL646THG9M1tv9hTGBzi+4nIWbjvKf59L59hNvRt8SSdxfLvUP+hxnLRd8XQELNsU3an9Vqyfe3RWN9uzVEwvzNMwbFcqSCWeqLjZVXkOLKDLAW6ahgF5OcLmzjQOqUwoQUu3vYGp29z8J/BdASvk/wBlo3yLRKYpSK9UIaCa5WVpeeiycmBlB9L4un5gdRxq9Alzlanqz30vg9CkdYwZHsvU9H4ulY1OOOvLckK58/noH7nziFMu3xJ1VVOa6Ibms2XGEsMgS5kaFVS0zrNXBIxNPMv/jo5QWC567oyufvd7e6jK15zprueCXU5m18VijKhdmpeuYOqwzG+cHct2QHFZvi6V7L+NY+L/7XRh1cyQ/bGnHY1NOMOeDhGYZ1mhWWpBT2iO7OCBHetNi5Qwb7ncgQgjRSQjhCAwDNp+zTRJwE4AQ4gKMjQDbLmChKOc5NRzQDJLjnZjyQGdys3SMnJXKXU9m1nkMLy0WfLK+A916FtGnv+Ws/8tuyGftrlgWPGtcTe/gHjeeX1azst4fu92ZNSIcByfJzA3HuHpQ7YlrASHlNZYZnhqTSOceJVxyVSFrtseyZHwIa2cE8e4Sf64ZVHMs+2SKI6dSHWrZO+j1gvRkR1zdDVx2Qx7HDzuzdEJwVXW/+oo94ML0/3QmN1uHd4dyHJ0k617qCEBZqYYfvmxH+wDjc7JUddGuOWngES/kQ541O9XtkJSyQggRDWwDtMAGKeVBIcQsYK+UcjMwAXhNCPEcxmf1WFuZ8qsorZVqBDSDjBQHstId8Asq5+IrCutsACTFOTFnpLEEMMDdz2TwxNR0i9Xu2rWv4NJ+Bez/0YMj+10xGKhRfOabD3xxcjGweptxcSFLdA7wxNR0evUrYMGzoYy5LYJnZqZx+6NZePnqeemt42x+05e933nyx/ceVfeTEgrztJQUaRFCmn2uTs4GnF31xP199op/AaGldLmwftnsJ5MdcXIx0D7QWARo3w/uZ93e/05jklxTlABuapU5CTcMPW3dHTR23wNQRUq5Fdh6znUzqv1+CLimpeNSFMU8VSegmRz4xVjRLS9by5PTT9TaG3DuYkDjFqSw7wcPvtzYnsieRUxZU3u1u7PKDFuoeT/7mTAS/3Xmte+P1Cv2nEwdi8aF8Pu3nlwzOIdxi1LwrGXp2eP/OjMnKpTEIy7cNyqDxyafqFGatrUwYL7BoGnAqFlD99fUcViiygYrStvR0DoBKiegmfS8upCYHUfofV0+a2cEMfPRcHKzznxVr1wueNnEEC7oW0jMzliuHpxH9NxUZrxxjLREY7W7bz89u9rd3t3G6nP/7HFj7IJkXlib2OTfeNu1r6iqdvfbTk9GDTy72p2U8NU7Pjx7awS5WTrmvH+UEdNbbwPA7mRWoJl8Cs38bDhSvxLNiqIo9aEaAc3Iy1fPyxuPEzUrlX0/eBA1sBsHfnHj8B+uRA2M5Mev2vH4VFPimv+ZxLVrBucRsz2WzhcWMz86jEXjQsjP0fL6K8Yyw16+1pcZbiiNBu55JpOlm+PROUom3dOFd5f4k5etZfbTYayYHMLFVxSydldsnTkMSj2l6tG8nYdm2WlEQvOUhFYURQGVE9DshIC7RmRy0RWFzI0KZdK9XQHwDy5j8WfxZlesq5ym995SY7W73V+0o7xUU68yw4W59VwBpxaRPSur3QXzzqIAPlzph0Evqubj11WaVqk/kX1m6EX6qhdYUZTmoxoBLaTrxcWs2hbH1nd9EBq4+f7sOrvxK6fp9bymgHeXBHDH45lWlRnOy9ayeHwI+37wYMijZlddtpqbh4FJK5PofV0+Ozd58/jUE1XT8ZRmcKpa/oVP4xtyiqIo5qhGQAtycTNwzzP1Pyn3vLqQnlcftWrbv/7nxvxo40Iyz7ycytARjW8EgLFHY+D9pxl4v5VZ7XaoOZL1zCmX5msgaCzsz0HoEFuN9SSks0DT0RE1aqcoSnNRjYA2Ql9B1UI5geE2XUhGaYzkcthhKip1twe4qgaAoijNRzUC2oBzl8wd/apNF5JRGkG8nYsw/evkE+0sb6woitJIqhHQyv3yjSeLx4egLxdMWpnITffk2DokpaGKDfCeMedDXuEMF1q3NoSiKEpDqUZAK1VWIlg/qyNfvtWerhcXMS0mkaDOak55ayb2lCJOG7sBVC+AoigtwaaNACHEBuB2IENKeVEttwtgOXArUISx1vi+lo3S/iTFOTEnKoxjh1ysKjFsay2ZkNfUVfXqYikB0JxSaWYxo+scMOzoiO6NPMoHOYE8u0aAptbVeo3JhOY05DVUFOX8Yeuso7eAQRZuHwxEmC5PAzEtEJPdqiwzHD0oguyTOl55J4FnZp6w6waAUj/yQkfKl7QHh9azZoCiKK2XTXsCpJQ/CCHCLWxyJ/C2aaWxX4UQ7YQQgVLKEy0SoB0pzNOwfFIw32/25tJ++UxamXRWlUFFURRFqS9b9wTUJQhIrvZ3ium6swghnhZC7BVC7D2VVbN71mCAT19rz5yRoWSeaH1pEP/uc2XUzebLDCutm+Mb+Ti8XwAG1aOjKErLsvczYm19ojWOlFLK9cB6MK4iWP22nEwdC8eGsPc7TzRayf4fPZiwLIkrB+Y3T8RNyGCAj9d0YOOCQNoHlJstM2wvK+A1REPHrPWy9vvpG7o/C/cz1HzLVTE3vn/KYD5XQFttf7qkCoJfzUFTCuV7S4xDAWY4mRn7b8n/l6IobYu9HyFSgJBqfwcDadbeed8P7kQNiOTAL+5Ez01h/XdH8AsqY+ajnYl5sSNlpfY77pqdoeOFBzuzYU5Hrh6cy5odR8yuM6C0TprTBgKeMDYAAPLvd7FtQIqinHfsvRGwGXhEGF0J5FqTD1BRDhvmBDBteGfcvfSs+CqOIY9mEdK1lKVfxnPXiFN8/kYHxt0eQXK8/c3Frlwu+OAeN8YubJ7lghXbEkUGAh4/jeMRY09C7hOulF7uaOOoFEU539h6iuAHQH+gvRAiBZgJOABIKdcCWzFOD4zHOEXw8br2WV4meP7urhz+w41BD2YRNSsNZ9czJ1BHJ0nUrDR6XZvP4nGhRA+KIHpOKgPuO91sy/Jaq7xM8Na8ADat9SO8ezELNh0lLLLUtkEpzaLd6kKc/zBOASwY4kzWDA8bR6QoyvnI1rMDhtdxuwRG12efiXHOHHN2ZmpMIv3vNF8978qB+cTsPMLcUWEsGhdKZroDw8dk1OehmtysJ8PZs8uTwf/JImpWap3LBSutkF7ieKgcty0lAJR215GxzAu09js0pShK22XviYH1ptNJSos1JBx0pt+toHMwv216khMnkx3RORgIDLV9tb3gLqXs2QVJsc7kZunwCy6v+040ffJfQzVkn+YS/AC0wj5GqywVBEo0M0njYFlIzSulZOCww3jHFaHLNz7vkwM9SNW4g2k/Xo4lZh/LwVyCooXXsKGJkoqinB/s4yjbhEIjShj0YDYfrfLn+bu7kp5Uc5xVr4f3l/kx8Z4u6BwlSzfH0/8u29fcf+alNCavSuTYYWeiBkby01YvW4ekNBGH3Apc0svRO2k4+pJxBkBRFwfS7287wwBCiEFCiCNCiHghxBQz29wvhDgkhDgohHi/pWNUFOVsba4RoNHAuIUpTFt7nMRY48n0+81nTqaZJ3RMeaALGxcEcv2dOazeFktkT/tZcvfGu3NYvT2WjuFlvDIinJVTgygtVl3FrZmm1MBtt/5N6DfZHHgumPyeTvz+fSh/7AihNNhCV1UrIoTQAqsxVvnsAQwXQvQ4Z5sIYCpwjZTyQmBciweqKMpZ2txwQKXr78il26XFzB0VypyR4ez7IYte1xaweloQpSWCCUuTGHi/7ZMBa9MxvIwlX8RXJQke3OPG1JhElSTYSmkqJK4Z5fSZk0R+iBN/fh+EXb7xGudyIF5KmQAghPgQY8XPQ9W2eQpYLaU8DSCltG0SjqIoba8noLqA0DIWfxbPA9En+eZ9X+ZGhdGhYzmrt8Vx8wPGBkB2ho6Zj4Uz+5kwcrO0zRpPXraWV58JY+aj4WSdtNz+cnCUPDXjBLPfS+BksiPPDook7biaQtYaGAyQk+KGvsz48eo1L6nqNufscjSlbTLh05rqnpFApBDiZyHEr0IIS+uGKIrSAtpsT0AlnQM8MS2dqwfnotVCWLcSHJ2MB+Hfv/Ng4ZgQSgq1GAxw6PduTF6VSM+rC5s8jgO/uLHg2VBys3RoNBA1IJKJy5O57EbzlQvLSgS/bfekqEBLxCVFePnWnoXW1Al5FZhPhNNR/4aSpYp7DqJhDS9z+zS30h5YWL2vDpkG8wmar2feaIynRFB02JWCA24U/u2KPk+HJrgc16gcrtyXULX9q3Nv4xqnuFrqXhppMd/bY+65WUqgbMGKgdZU99RhXAysP8bCXz8KIS6SUp6VkCOEeBrjgmGEhoY2faSKolRp0z0B1XXvVUzEJcU4OknKywTrXw5k+n86492hgpXfxLLsy3hcXPVMvq8LGxf4o2+i0vz6Cti4wJ/J93XByUWy7Mt4Vn4Ti49fBdMf6sy6lwMpL6t5/EyKc2LMbRF8ubE99zyTwdLN8bh5qExve5KX40zOd16kLA/k6HOdSFsTSME+N1y7FeN0ZwGGDB3FS7zwT80D4N+L/TnYp8bSF22FNdU9U4AvpJTlUspjwBGMjYKzSCnXSyn7Sin7dujQodkCVhTlPOgJOFfqMUfmjQoj9oArtz+aydMz0qrm46/aFsfqF4J4f1kAB35xZ8qqJKun6dUmI8WBedGhHNzjzsD7sxn9aioubsYT+fItcbw2qyOfrvPj7/+5MzUmkaBOZVXLBce8GISzm57Z7yZY7C1QbCPuYADr5w2kIM8FB78yvPrn4d6zEJeuxQgdpJd4ou1SRo+5WbgVGqef/tq/s42jbla/AxFCiE5AKjAMePCcbT4HhgNvCSHaYxweSEBRFJs5rxoB337ajhWTg9HqJC++fpx+t+aedbuLm4HnlyXT+7p8Vk4JJurmSMYvTuaawXn1fqyfv/ZkyYQQ9OWCyasSufHus6cgOrlIouem0uu6fJZMCGH0zZE881Ia+390V8sF27mftnfjw3X98PXLx2fsKZzN1JjQdarg4fLvqv7e7x/eQhG2PCllhRAiGtgGaIENUsqDQohZwF4p5WbTbTcLIQ4BemCilDLLdlErinLeNAK+/bQd86PDCO9ezCtvH7P4Df/Gu3Po3ruIuVFhzHqyE07OtXfDO7kYeGRiOrc/mnVWsvev2z2Z9WQnOnYqZfa7CQR1Ml+I6JrBeURcHMu86FCWTQxBo5U8PvUE94/OQHPeDNa0Ht9tuZD/vnYNPXol88Tzu1hf1M/i9pmh7mRnuuKTXUTxR54YemsgsIWCbWFSyq0YS31Xv25Gtd8lMN50URTFDpw3jYCIS4rxDyklKc6Z7z7z5r46TrKV0/S2vO1L1ona53LH/e3CqmnB7P/RnXGLUvD0NibUdepRTHCXElITnNj5sQ8PjU9Ha+GV9gsuZ+Gmo3z9vi9dLy6ie6+adQssJf9ZqmjXlPcBKMd848ncUrcNfSxLSX6WbjPHUhKipdf3aHk7APIyXfjsncvp1DuNQZN/JUnvwdafLkXvTI20OL+Q0wBMG30nEsF9G/dz4rgPmUmCdhear0tRbiEOJzPZhJZSK5ujMqSiKG3HedMICOlayprtsSyfFMKGuYHs+9G9zu52B0fJ0BGZZm83GODT9R14c24AowZGMnl1EhdfUYh/cDmrvqnML/DnwM/uTFmdaLH3QauD2x9RPaP27LsNvZAGwYAR+ygscmb963fQ/rQWKSR6F6hwhQoXid4VcNWCj54SZ+O0zg8HXoHHGzpEU2WcKoqiNIHzqsPZ3cvAtLWJjFuYzOG9bkQNiOT37xpetlWjgXtHnmLp5nh0jpJJ93Th3SX+6PVn8gtUGeC24egfgcTtCeaq+w7h5FnOxncGU1joQl4XA0XBkgoX0BWCW7LA64gG8Y03/ONSdX+dwXTyb1iniKIoSrM4rxoBYCzUNvg/2Wem6f2nM+vNTNOzVmTPYlZvi6X/XTm8syiAKfd34VSacQhBlQFu/cpLtex6oxe+wblcOiie9z64mYwMb4YP20FxkKSgkyT3QgNZlxnI6Gcgs68e6V8G8c5cfDCFhS9vYsvkFTgayhGqEaAoih057xoBlcIiS1m+JY4hj2byyTo/xt/ZldRjDa/I5+ZhYNLKJJ5flkTsARcm3NUVg2k4tjK/4KZ7stmysT0rpwY30bNQWsKB7V3Iy3BnwFP7+PGXnhw71pG7h35PRNfUmhtrMA4HdClFFGmJ+CeL63+Nw7OohC5F6aonQFEUu3Le5ATUprZpemPmp9SYzmctIWDg/ac5meLIO4sCMOipSj78cYsX/9vmhbtXBTcMPV3r/Vtyed8CC9XzyqT5Cn/OFmrem0vWs5TsprWQ4Gfp1TBXudBStUMnYX6xniKD+fudSPHGxasEjwsKOfGPL96+eYRfnMbxvA6IcpC1fIp0LuXogQG/H6y6rkdhCvuFH+XSfNu73MJrb+6lag3LMSuKYp+sOkIIIa41rRJW/brejX3wupYeFUI8JoQ4JYT403QZ0djHrM01g/OI2R5L5wuLmR8dxqJxIRQXNvzgqdGeOZAXF2pYNC6E+dFhdLqghJgdsfS5vqApwlZaSEmeE85exmmepaUOODkZf1/82VCcMsy0o0uMH5dfLu9SdZVO6kGqoSBFUeyHtWe6bcC3Qgj/ate93pgHtmbpUZOPpJSXmi6NekxLKqfp/ee5dHZt8ib6lgji/3ap+44WHD3oQvQtEez82JsHx6Wz8JP4RlUgVGyjOM8RF0/jib+s1AFHp7r/h7LE+NHa1/tMJd3+2f+YXTNAURTFFqxtBBwBFgK7hRBXm65r7FeaqqVHpZRlQOXSo81CSqio49it1cEjE08y/+OjlBRrGDekK5+93h5LPbSWjL+zK8VFWuZ/fJRHJ520WCtAsV8luU44exoX9ikrdcDJikYAxRrQGUjs7FN1Vaajp2oEKIpiV6xtBEgp5RbgDmCVqTxoYw9n1iw9CnCPEOIvIcQmIURILbfXKeukjqnDOvNAzwutmqZ3yVWFrNkeS5/r81k7I4jtH3nX6/F0OuNL0+f6fGJ2HGmWVQmVllNa4ICjqzGHorxca1XzV5ZqwElS7nBmFK19eT5ClQlQFMWOWPvdVABIKeOEENcCbwKXNPKxrVl69EvgAyllqRBiJLARuLHGjqovPRp09lP6/VsPFo41LhccGF7KKyPCue2RTJ6ZeWbhoNp4+eqZseE4t4b05FRa/WYN3DIsm9CIUq4YmIeFPLoaLC372tCkwSIzCYAlFro3LLUMyy20/UobkPpuLj4ABwuRmEs21FuIr8RC5cJSC8l1fkE5FCS5EqrL5oLOSez7K5IOFQWsf3gNo/c/WGtZaZnuDAbQS2MjID68A4FJpyFTcErvafaxQnTmqwkWydp7INyF+fdnqZn7KIqigJU9AVLKXtV+L5RS3g80dkm0OpcelVJmSSkrF1h/DehjJr4zS4/6Gg+65WWCdS8HMv2hzvj4GZcLXvVNHPdFZfDV2+0Zc1sEx484WQywPifw6rx89Vx5c/0aAIr9Cr/wJGnxvpQW6+h3+T+UlTvw+5/dcdJVoDGzrgQOBigzfrzGvXof41+9j0UXD0FzSmXrK4piP+p9RBJC7AOQUiY18rGrlh4VQjhiXHp08zmPVX2plTuAw9bsOPWYI+Pv7Mqn6/wY8mgmy7fEERZZioOjZMSLJ3j1/QRyMnWMGRzJ1vd8Gjzmr5wfOl2UjsGgIflIB0KDMggNOsnPey6y+L4RDhK2vrcFAAAgAElEQVT0AqmX7L8klFO+7nx/SXc0GaplqCiK/WjI15ImOYpJKSuAyqVHDwP/rVx6VAhxh2mzMUKIg0KIA8AY4LG69puXo2X0zZGkJToy441jRM9NrdHt37d/PjE7Y+lxWSHLJ4bw6sgwCnLVNzSldiHdTqHRGDh+0Dg55prL/uFEhi8JiR3N38lB4qCvYOvwVewcupSoN3/A2zUPTZZAX67ea4qi2IeGHI2+aqoHl1JulVJGSim7SClfNV03w7T2OFLKqVLKC6WUPaWUN0gp/61rn+lJTggBK7fGcc3gPLPb+fhVMOeDBJ6YlsYvX3sxamA3Du11rbGdg5OB33Z6VpUBVs4/RXnOODpXkHbUF4AOvsZiUgcOWRgRk/DMga/xyS3CocLAIx/9SjtdAcIgyM9s3NRTRVGUplLvSWtSyunNEUhTaedbTlG2ljkjw5gak0hQpzKz22o08ED0KXpeXcicqFAmDO3Ko5PSud+0zLBGAxOWJLNsYjBRAyOZsCSZq24x37CwVlNXBiy1kFyXb6j9sfIN5v/1rhoLCXQWQi8yk5TnJMz3m2st9CvlWOhvLzFTdc/RwmubVGF+Zsg/JTUnnhgqBBn7vdm/IQKk4N9+7Zj04zBKdvki3CvYExhIbkot+zRIRm7axcOHdldddbKjB5lu3qCTBPplo9PUHqelCorlZpIXDRZeX0tVEhVFUSz2BAghfjL9zBdC5FW75AshGn82bAZ+QeXMeOMYJ5IcGX1zJLs+aVfnfbr3LiJmRyzX3pbDm3MDmTqsM1knjSfJG4bmsHpbLP5BZbz0eCfWTO9IWYka123LijKciP04hO/H9ebP5d3AEfTRRZTrnSjZ0R6NRwUut2eg8aq98fXcpzuI+nnbWdeN2/QAFQmO6ELK0Tk0fXloRVGUhrDYEyCl7Gf62fD1dm3gmsF5RFwcy7zoUBY8G8a+HzyInpOKi5v5g6+bp4GpMUn0vq6ANdODiBoQycTlyVx2Yz7BXcpY+mU8G+YE8tlrHfj7V3emrU0kpGup2f0prYuhQpCxz5uU7/zJ/Mf47b5DzxxCbkhgT0AQZf+6U/ZbOzQBpbjclIlwOvPtu8/RY4z9ageFTk7E3HIj9+7ZW3Vb7EV+rHvhOmSFoCLJAefrVc0IRVHsR5utYVdZBvi9pf58sNyfw3+4MXVNIhGXmJ+HLQQMejCbHpcVMicqjOkPdebup0/xxLQTODpJRr6cxqX98lnyXCijb4ngtoezCY0oqXVfF/QpIrx77bcp9sGgF2Qme3LohzD++r4zZbmOOPuU0nVoCkHXZ+DiW4aUULrlAsr/9kQbXoTzddkI06dGJGoY/t1vzP3vpqp9XhmbwNvdb2Tsvi3EXuTHzNeMRTD1xxygQqDrrObtK4piP9psIwDOlAG+tF8B86NDee6Orjw5/QR3PZlpcQ5/aEQpyzbHET0okk/Xd6DLRcUMuNe48t+VA/NZ9Fk8T13fnU/Xd7D4+NvSDjTl01EawaAX5Ga4cjLBm/R4H07E+3DyqA9lxQ5otAbaX5pDcP+TdOiZQ/WF906ne1L+tycIicarAlmoQ3hVIMoNPLh+P0/8b/dZj+NdVMTnEVdyZJwXOZ2dAShPcKDoAy/QSHQWclQURVFaWptuBFS65KpCYnbEsvi5ENbOCGL/D+5MWJqMl2/tCXBZJ3UseDaU5HhnrhuSw9WDcqtuO/KnC3NHhQFwQZ9CwiJr/7bf98Z8s/FYqgxoTrmF5D9LlfDMJQCW1Lb+rUlehfkiSlphfkjFQ1P7CS7PQhJiiYXb0irMl2v+vbBmZr6+WMOh+EDI0hgv2Zozv+doQG9s+UmtRB8gqbhEog+poDxCkuXuwRE8zi5kDSCh083HyTnoxSVbUgjNy+TZ/VsA2HXLBTViWDD8LoaO+J4bIg5RmOfEVxsvY8+ubnj5FnD3lN1c2COJAK35RD4HM0skg/mlms1dryiKUpfzohHw//bOOz6Kaovj37ubTTa9kl4oSajSRFDEZwNFVOz16UMfFjoi/VmeolKkI0VRUeTZOyiooCLYUDrSkhDSSA8hPdlk974/dgMh2Ww2Ic3kfvPZz87u3MycnZ2dOffcc38HwMPHyHNvJ7BxnR+vvxDE2GFdmbkysYau/58/urNwkllmeMqiZK6/7zRCgMkEn77WgbfmBeHjX87iz+PoNUiN77YEJfmO5O11pyzDEUOGzvyc6UhFfrXT2dUEPiYIM0KfcorcHTAGgTFI1ksw+8YTf/KvBb/XWHXpD/FMu/Jhbo/7jfS+nuRNdiCycwIFmc7s3NSTrR/1pbTYkatuO8iwu/fh5Ny2CwcIIYYDywEt8IaUcn4t7e4EPgYukVLuttZGoVA0D+3GCQDzmP8to7PpNaiQuWMjmHlXF+6bnMEDT2ZgMgnemhfIp6/506l7CbPXnCAi2pz4dybbgYWTw9j9oweX33CGJxal4OFdf518RcOREjKOeXNsawQJvwdiMpqjKQ5e5Tj5l+PepxCnAAPprq7gZwJfE+jP34ahpFovWwJGzkYIcJJc/fMxgtPz2HpldzL93BES7n7Z+n3qy5v74/HPMxz270BuvDuntvqR+lcH8jNcAejcM43bH/+VwPAzjXgkWidVSoMPwywJ/qcQYqOU8ki1du6Yhb92Nb+VCoWiOu3KCaikS69SVn4Ty6qnQnhvWSDffeiDySQ4naHj5lHZPPrsueJC+3a68fLEcArytEyYl8JN/8pRNQGakeJcJxL+COTYd+GcSXHH0aWcbtclUjZAoA8uQ+N0fmg9/Yx5KMNUrKHsT3cQIA0aTAUOkK+DcmG+6VcIhOXm71layPCEvQQZs7lv3y8ATH7zBx585WGORwby1Zje3Ll0LwA/39qFDVMuo/iwK2XxTmg3aPgl6SIAHJ3LCeqZTa8b4hncP4aAsDPt6Vw5WxocQAhRWRr8SLV2LwAvA9Oa1zyFQmGNdukEADi7mpi2LJn+/yjglVmhaBwkz7558jyVQSlh8ZQwTmfqmLkykWtub/s9usbEUKYlM8WLlGQfSoscqVSclpKz9SINJi3lpQ6UlegoK3akrFhnfpToOHPalQJLr9q3cx5DHj9Ip8Fp6PRGqzkBVSne4UtFyjllPjdDCdJB4FuSz3UJ+/m2U3+yXMxTAfOdXHhy95c1tjFkVxzHIwP54YHu/HFjJww5Dpz6I5CCme5IgwbhaCK4aw4D7ztCcK9sOnTOQ2MZ7w90bHfnirXS4IOqNhBC9APCpJRfCSFqdQLOqwoaHt4EpioUikrarRNQyTW3n+HKW8wXbG21aLEQMG1ZMgsmhLNkahhF+VpuGtV0kYDGVhIEMNaSNJZprF36wVbyX6nRugJd0Wkn3v/pcmS6FplhfnBaA9K+g2XSgslRYNKZn406gfAxUnaRoLQjJAV6sw9viO0LwOVhJ61uZ7i/ueNZMUJL0Ooieh5Oot+hxBrtJu77ipFTn0IIyeDYo+zv0pG+JxLOri8L03L1TccY0D2BrBhffvjiIo7t6ohGa2LgP+K4YvgRwiKz8XKwnuTnrqldqa825T8AJ1H7T1InrCcNGm1sryFJqA3EZmlwIYQGWIod9T+klGuBtQADBgxQ5b0Uiiak3TsBUPPmX5W+QwpZsy2GRU+EsfI/oezb6aZyAqpgKHZg/8ZIDn3VGaPBARwkwt+IJqICMdCI0UNDRlIHszMgQFb6BRqQQmJyAqPe8nACkyNndSydA6wnXjpUGNEXmmci9Potleh96TiVVOCTXkTMqADir/XH1bGUu7/8FceS2r+nMeM+ByFwSTQQviyTpDu9+OvqME6l+pKW6EP6Fh/S1vhQXKDHxa2UYXfs58obD+PpU7vWRDumrtLg7kAvYLswe9GBwEYhxEiVHKhQtBzKCbADL78K5rxzks9f92Pd3CDGDYtm5qokLmrHswOMFYKjWzuy55NoSguciBySQsLl7ogAI7JcQ+kJV0qPeVKR6ISjsNzcTSAkCJNl2UrnUSIxOZodArz1VISWUxFgBAEao4l7v/2TiR9sx6vQ+o0441oPAMo8dBy5LZguP2Tinm5O8MwL0rN3aEeyXT04HhRE/jpXSvKdKClwxIAjWT94Ytpq9kB0jhUEhOfSc1AiUd0yuPiKEzjp23Z2/wVytjQ4cApzafD7K1dKKfMAv8rXQojtwDTlACgULYtyAoC0REe0Wol/aO1qbhoN3PF4NhddWsS8cRHMuKMLD0xN5/4nMttN8pexXJCb5kbWCS/2fNKV/AxXgntmcemDR/DrlMfavUMp2e5D2UkXMGrQ+pQh+xSTV2SpzigsUQDLQwJoJFIDGpNEWyrxP11IdFo6URkZdM84xao+N5Hj7YqhYzmGSANB2fm1OgBxvTtQ4uOIlJAX78a73YeQ5eFJXpI7xemW/IDD59o7uRlwdi/D2d2AT2AB3QcmEdQxl8COp/ELyj87vu+uUTf/upBSVgghKkuDa4F1laXBgd2VlUEVCkXrol07AVLCV+t9ee35YLRayfiXTjHs7lybN/XoPiWs+jaGpVPDeGdhEAOuLqBr37YVHpYSCrJdyE70ICfJk+wk8/PpNHcMTo6YHDQ4+Rrw7ltIkc6VLzf/g4J8VwwGHUJnwjm6EH23AkqlA6cPBZ7r78vzB451FRVcGXuEqMx0LkmNpdupNHyKis+zJc3Dmzf1w9EfdWLo0UM88oU5e/9kD18ODAlDZzCS0MOXQwNDKEp3wfNkOWmz/Cg8ZXY89L5leHQsImRIFj2ik3DvUIyzhwG9m+HsTR4gUNsq62H9rZBSbgY2V3vv2VraXtUcNikUCtu0WycgP1fLsmmh/LLFiwFX51NuECyeEs7eHe5MnJ+Cq3vtyVYubiZufiibHZu8KCmqf+JVQxIATbWU6QXQ2vBaXIX1XmxtyX9xu4LZ/OpAZMG5RAnhbcQYJCjo6UaZk84cyjfqyUl0RltoQFNoQFuQTXnfIEw6DaWpnpDqiQQcnMGhQxllRTocMKJ1NeHkbMDRuZwFaz5g8N64Wm3Pd3QmOD+XPj3j6HtRLL0j49n7cAilnXW4U47TCUncXyHEHQri1BeBGEp1ZAIdu2YwcvxuLhqYiLvXOUVHH03t35WtEr7YUPHTCevbtJWQ52YjabAhiXyaWmxQKBSKumiXTsChXa4sGB9ObpYDj/33FLc9mo2U8OFKfzYsCuTYXhdmr0lscz18W1QYNPy84SIObIlEG1aO44gitMEV4CU5vcePMxkeFAdJjO5GhEGgKdUgTE7AOYlhUQG6fHAtLSPqdBr9U08QWHiGq3IP4n6mjP9NH8TOS7pSmuFMSaYLJ50CGYzZCTjl5sOegEhSA73JjXShuKeOkB7ZREelMMrxG85kunFsbxipJ3xJ3eBLaqwvZSWOAASE5TLwmhi69EqjW6803D1V4SaFQqGwhxZ1AuqSGRVCOAHvABcDOcA9UsqEhu7PaIT3lwfw7pIAAsINLN0YR3Sfczf6+ydn0ueyQuaPj2DKyCgenp3GHY9nYaMD2SbITXVjy5JBZCV40e+mWOKHeoAGCg57kv2zH0XeGsq6GtEHFeHrWkpxqQNeiSVctC+Z3sdSKDA68odLOLcXxzL4ZAyhZ05b3U/HDQWsi7Xo7QvJD516UxjpTPqV7rh3KsLTrQhRVIpTtqDitCRznxcHPu1M2glfSgrNzobGwUhA+BkuvvIEkb3SiOyVhrvXue9QJ9SMMoVCobCXFnMC7JQZHQ3kSikjhRD3AguAexqyvzPZDrz0eAQHf3PjmttzmTDPesi/58BiVm+NYem0UN54IZh9O92YvToJd6+2OSUw9tcQtq6+GK2DiZtn/UrnAWkcP3INWd8Hkm/SU9LRhCmwjG76VB7cu4tLdicQtCcPlzPnJ1G+f+Ul3L3vT6v7OOwbRkIHfw71CiXgH6k4B5SgNVSQ95eeP5K6UPC5C0Wn9VSUnX86arQm/MNz6XZpEsFdcgjukoN/xBkcdCa8NGVNdkwUCoWivdCSkQB7ZEZvAZ6zLH8CrBRCCCllvbt7P2/25OBvbnTpWcLkl1PQu9iohudlZOrSZJJi9OzZ7sEf37tz7R1tUwHu9496UF6qo8cNcYT3yQAg/6AXpXl6DGGCCh8jU77bxriPfsLBaP2Ylekc+KNrR+7esZtjQcHE+QXyc6euHHHoTL6jG7qOpYSPTAQpcdlXQtG7bhji9CAkDmEF+ETkE9Y/E1ffElx9S83PPqVE+qWjrUWMR6FQKBQXTks6AXXKjFZtY5mClAf4AtlVG50nMxpi/SMNvy+HzFM6Plrpz4ThUfzn1UQ697A+dlxZLjgjyZFRM9K46tbGdQAalPxlI5nQVilZQy3rwhzMn+nxZ7awad0gDmyJ5NSBDtz6yG/MvfN/bN4+iM17+yOklhjnoLMOwBlfZ45fHMCeqHD0WRXc8P1fPDHhHhJC/OnT+UWMpY54lRkoT9cT6pHLmKt/oFtQEr/9GMlP33Uj/4wL/oF5XP3wfgZfE4uvV+09+nIbvp5bLcp6thIojTbW2VLqa0ipXp2N7TWFMqRCoVA0hJZ0AmzKjNajzfkyo330Vq/0Djr49+x0+g0p5OWJ4Uy6MYrH/5t6ngxw1XLBvgHlLPosjp4Di61trs3gG1DIQ7O/5/i+EL54/VLemDOcjt0yuPLWQ/S//zibfrqMP3W9eXfgSb6+sid7e4cg0SILHTAV6Zjf+3a05RLPzFLcCwUV6RqCvYsY2OcAMtPEd290553USxFC0ntAEteOOELPfilV8izaiciCQqFQtEJa0gmoS2a0apsUIYQD4AlYzzqzk35XWJcBNlYIFj1hKRc84gxTFqW02TwAa3Ttd4qpyz9n56ae/LqlO+vnDwUgMPw0AzrF8fbF15NW4YbmCDhojIgSLaJUoC0DrUEg0OOrL8C9LIfTO5354aduOOnL6d4rjatHHKbfwCQ6BBa08KdUKBQKRVVa0gmwKTNqYSMwCvgNuBP4oSH5ANWpLgN8V89eADjqTUycn8KND9ZdJOjCrWh9OOhMXH37IQbfeJSUOD9OHgkg/kggCbsCEKUm/HxKEW6SCrSIUiMagxGNwYS23IQolxg1Jny7FnLl3cfp1fcUXaKzcNCZbIb1FU2HlPDj514U5Nb2M49tVnsUCkXro8WcADtlRt8ENggh4jBHAO5trP1XygD3vqyIt+YFgZA89mwaHbvVPcc8/oieV2aFIoTEL7B2qeG/KzpHI516ZNCpRwbXcBCjUZCW4EP84UAykr1wdjXg6l6Gi0cprh6luLqX4epRSlf/Qpxd2t7x+LuSlujIggkRLW2GQqFoxbSoTkBdMqNSylLgrqa0Iap3CXPfj7errZSw6W1f1s4Jxt3TyLwP4gntYmg0W2wljGltqMLpZO3rwrTWe+HFsvahDs/qinY66Notl6u65VJq4/9qS8rz1jhZfd/8PzYSHhughGcric9Wsl6ZrN15sXXsm7FUb72pKDcfi8kLkxlyQ16N9d49m9sihULR2miXioENIT9Xy9KpYfz6jSeXXJPPtGXJePmpwjKK1o+LqwkPn/aT36JQKOxHOQF2YE1muK2rCCoUCoWi7aOcgDr4eE0H1r0URGBETZlhhaI1Y1JyBAqFog6UE2ADkwnWzQ2i75BCnnkjARc3dVVV/D04eVTP3LHmpMDACCWxrFAorKOcgDowGQU9Bxa1uANgKwHNltpdbcl6tZXArWtfehtTJxuSJOdgs0xv46ru2fofJ1F7ed+GYDPhsQmTCaWEr97xZe3zwbi6G5n7/gm69VPRK4VCYR3lBCgUbYSCM1qWTgvll81eXHxVPtOXJ+PdQSWvKhSK2lFOgELRBjj8hwvzx0eQk6HjkWdS20UJbIVCceG0OSegMF/L63OCrK7zDzVw079y0NbzU1fOt1a0T64P7lPrun5XFDD/Q/t0JpqKL9f58up/QwgINbB0Yyxd+6rwv0KhsI825wSUFmvYtN635gopKCvVsP0Lb2atTiQgtG5lOyEgPKqUj1d3wMOngtseya5TTlihaG5+/cYTk1Fw2fA8InspB0ChUNiPaAQp/lbFgD56+ce34VbX/fi5FytmhqLRSp5YlMIVN9ZUUatO/mkti58M4/fvPBk4NJ+pS5Pw8m1dwisNSZIzyuZLdLSluGfLjoYkBrZmBb+moqRIw6qnQtj6kQ+9BhUyc2US/iF1O7naoNg9UsoBzWBigxkwYIDcvXt3S5uhULR6hBAN+j23qyvm1bedYdV3MQR3MvDiox1ZPjOEshLbXXsPHyPPvZXAuBdT2LfDjbFDu7L/F9dmslihqBtnVxPTliUzc2UiJ/5yZuywaH7Z4tHsdgghhgshjgsh4oQQs6ysf1IIcUQIcVAI8b0QQhU2UChamHblBAAEdzSw5Is47hqXyeYNfky6MYqE47Vr24N5WOCWf+ew/OtYXNyMzLq7C28vCMSoEq8VrYhrbjc7uUHhBuaM7sTK2XU7uY2FEEILrAJuAHoA9wkhelRrtg8YIKXsDXwCvNwsxikUilppV8MB1dm93Z2Fk8IoKdQya3Uig4fnn7e+tFjDZ2v96H1ZEb0GFZ19b/XTwXz7gS/RfYrpUssYbEjnMu4am1Uv22ff25mbRmVz+Q35dTeughoOOMffYThg1j2dAeqVULj/ZzdS4p0Y8UBOnVn/5QbBW/MC+fQ1fzp1L+HlT07g4V1zCKsxhwOEEJcBz0kpr7e8ng0gpZxXS/t+wEop5eW2tquGAxQK+2jocECbSwysD5EXFdOpeyn7droTe9DlPCcg/oieuWMiSI7To9FI/jklg/ueyEDvYuLJJSn0u6KQ9QsD2bWtZti1pFBDSZGW2x7JwqEeGjR7d7izd4c736YeaIyPp2il7NvpXu//2fiWL79s8eLnrz2Z8UoSPv61h6F0jpJLring2w99SIl3IjfLwaoT0MiEAMlVXqcAg2y0Hw1ssbZCCPEY8BhAeLh9Dr1CoWgY7dYJ2P+LKwsmRFCQq2XciymMfDgHqFku+Lm3TrLza082LA5k/y9uzFyZRIfgcq6+7QxX33bG6rbfW+7P+gXWpyk2BQ3p/doq09uQyAI0LLpgq7dvi79Dj78xkVLg4mbkyJ+ujLk2mukrkrnk6oIa7SrK4Z1FgXy00p+wyDJmr0kkIrpZZIOtjTtYDTMKIR4ABgBXWlsvpVwLrAVzJKCxDFQoFDVpX1dSwFgB618OZNbdXXBxM7L8q1hu+XcOQpjLBc8Z3ZFVT4XS9/JC1myL4bLr85mxIpnpK5KIPWhOuvr1m+ZPulIoAsINvPJNDN4dKnj6n51Z+3wQ5YZz9970ZB3Tbo/kw1cCuP6+07yyJZbOPUqby7wUIKzK61AgtXojIcRQ4ClgpJRSFTVQKFqYFokECCF8gA+BjkACcLeUMtdKOyNwyPIySUo58kL2m5GiY/64CI7sduX6e3MY92Iqehdz7/XQLlfmjwvnTLb1csFD78yle/8i5o6N4Pl/d2Lkw9k8+kwqjnrVUVE0HxHRZaz4Opa1c4L59DV/Dv3uxqzV5lkBy6aHISXMXpPIVbdYj1I1IX8CUUKITsAp4F7g/qoNLHkArwHDpZSZzW2gQqGoSUsNB8wCvpdSzrdMJZoFzLTSrkRK2bc+G87P1fLS4zVnHmWl6Yg75IyDg2TWqsTzQvlb3vVhxcxQAiMMLNsUR1Tv2pL9zOWE35oXxGdrO/DXLleWbow760hUpyhfi6edmgIlRe0uKNPoGCvgs7Ud0LuYuPFfdSfQ2cMf37sTc8CFB57MuPCNNRApoajg3IdxcpZMnHeKflcUsnRqKI9f05XyMg3d+hcxe3USgeGGFrBRVgghJgDfAlpgnZTysBBiDrBbSrkRWAi4AR8Ls+rWBTv2CoXiwmgpJ+AW4CrL8npgO9adgHpTUS44eVR/9rXJBGeyHSjKN39UH/8yQrucH4VMS3LEZBL4hxjwC7ItsqJzlHTsVoLOyUROuo7SYk0NJ6DHgCK0DpIJw6OZtTqRnpcU29xm3CFn5o09lwC1fGYIY55LxclZRRnsJTNFx/wJ4Rz+ww2AXds8mLYsGS+/hs3jNJQJ3nwxiC/e7ADQqE5AfRI/83K0LHkyjAO/uHPLv8+fbTJkRB7RvYtZ9XQInbqX8sCT6fVKRG1spJSbgc3V3nu2yvLQZjdKoVDYpKW6nwFSyjQAy7N/Le30QojdQojfhRC32rNhH/8K3thxnDd2HOfp1xNw0EmK8h24a2wm8z44gbFC8MTNkXz2uh+VsyMfnpXOpAXJHNltTrras93N6raLCjTMHx/OkifD6TGgiDXbjlu9yfS9vIglX8Sh0Uqm3R7J+yv8MVoJCEgJn7/hxxM3R1JaomHeByfO6hdMHBFFwjF9zX9qYTQ2/lqKX7Z4MPa6aOIPOzPjlUQmzE1h/y9ujB0azb6d1r9LWyTHOfHETVF88WYHAkKbv1ddyYFfXRl3XTR7fnJnzJxTjH2hxhA7/qHlPP92Ag/NbFkHQKFQ/D1pMp0AIcQ2INDKqqeA9VJKryptc6WU3la2ESylTBVCdAZ+AK6VUp6w0u7clKIQh4vj/+zE5v/58Op/Q3BxMzJ9RTIDrjJnUuef1rJkahi/fevJwGvzmbrsnAxwwjE9c8eGk3jcmbvGZjJqZjo6R/PxObbPmfnjIshIceTBaencMyETrdb2MSjK17BiZijbv/Sm75ACZqxIwjfQ7DTk5WhZPCWMXds8uXRYHlOXJuPhY7Zjz3Y3Xp4UTnGhljHPn2LEA6ebtWaBrdkBtm725dJ6r9uWTsCFOA9lJYK1c4L5ar0f0X2KmbU6kZBO5pt2/BE988ZGkBznxN0TMvnXtLpvklLC1o+8WfVUCI5OkqlLk4k96Mz/lgQ267RNYwX8b0kA7y8PILiTgf+sSSTyosavCaBkgxWKtkNDdQJaRCxICHEcuEpKmSaECAK2S4Ev308AABnCSURBVCm71vE/bwNfSSk/sdWuXy+9vK3zFez8yov+/yhg+oqac6rPmwboZWTmykT6Xl4pBiR47flgNm/wo2u/ImatSuKXzZ68NT8I34Byu8L71ff13Qc+rHo6GL2zZNryJBz1Jl6eGEH+aS2PPpPGyH/XLEyUm+XAwknh7PnJnSE3nuGJhSm4ezVPzYK/gxOQGOPEvLERnDzqzJ1jMnlo1jmHrZLSYg1rng3mm/d86X5xEbNWJxIYZn24p6hAwyuzQvnxc296X1bIzJWJ+AVVsGFRQLM6AZmndMwfbx7WGHb3aca/dApn16YRdlJOgELRdvi7OQELgZwqiYE+UsoZ1dp4A8VSyjIhhB/wG3CLlPKIrW37OnrJSxjKQzPTuHOs7ZrqJw6be4spJ5x4YmEKw+8/fXbdzq88WTotjKJ8c3e/+o049qAzn7/ux22PZteaSFiVpFgn5o6N4OQRZ4SQhHQu4z9rEunSq/YpXCYTfLKmA28vMDsgr2yJbfAYd31o7U7AgV9deeaBzji7GZm23Pp8+aps/9KL5TNCEQK69S+y2iY5Vk92mo4HpqZz76RzUZ5KJ+DDg4eb/Nj/usWDxVPDMJYLJi1I4Zrbmy7Df89Pbgy8d59yAhSKNsLfTTFwPvCREGI0kATcBSCEGACMkVI+AnQHXhNCmDDnLsyvywEAc89bq5O4ehjrDKHrnU3oXUxIKSgpPv9mdMVNeUT3LebQ725IEwy9Kxchzo3jv/liEBXlGn7a6MXop9K47VHbZYbDo8pY8VUs7ywMpKxUw+in0mqdVVCJRgN3j88itHMZz4/uxJHdLjWkjdsjhlINFRUCnaPExbXu6MhVt5yhW79i1j4fRE6G9TGB4E5lzFyZdFYeupK+VxTy4SoTY4dGM+OVJPpdUdgon6EqZSWC1+cEs2m9H1G9i5m95tywRmNTbhC8PT+QT171xyzlr1Ao2jNtrnZA357Ocrj/lXWG0bd94s3K2SE4OEqeXJxs1831TI6WxVPC+WObB5cOy+PRZ1N548Vgq/kFjUncIWfGXx/Nf9edVE6AheP7nZk31pKjMTWdeybWnaPRUBqSX2AvVYc17ng8k4dn1xzWaCxSExyZNy6CmP0u3DQqmyfe3q4iAQpFG0GVErbg4CB58d14Rj+Vym/fejJuWDSH/3Q5u764UMPLk8JYOCmcLr1KWP1djF031v2/uDJ2aFf27XBj3AuneO7tBEK7GPjvugTGv5TCvp8tZYZ/rn82uqL+dO1bwqrvYrhy5BnWvxzErHu6kJ3WNIGtzj1KeWVLLNffd5oPXwlg2u2RpCdfmBcgpVmfYuLwaE5nOvDi/+J57L9pTeYA/PCZF+Oviyb1pCPPvJHAxHmnmmQ/CoXi70WbcwLgXBi96jS995b7c3y/MxOGR/PjZ9488GQ6L398Av8Q27oAxgp4e0E1meHR50L/QsDIh3NY/pWlzPA9nXlrfiAVtjeraARc3U3MXJnE1KVJHN/nzNihXfl9a/2L89iD3sXElEUpzF6TSGKMnnHDurJjk2eDtlWYp2HumAiWTQ+jxyVFrNkWwyXX2M5raCglRRoWPRHGggkRdOpeypqtMQwZkdck+1IoFH8/2nQBoW79i1n9XQzLZ4SyfkEQ6xcE4RdkYMHHJ+h92bnSwG/NC0TnKPnX9PTzZIClhGdHdWL3jx5cd485U7u2cfwuPUtZ9W0sq58O5oMVAcQecOGl9+IbdWpfVmrbmghuMsHcsRFk1/K53DyNPPVaos3seCHgunty6X5xMfPGRvDfUZ0Z/9K5glCVpCc58sZLQVxyVQHX3WvflEspYfP/fNj/szuPPpOKf2j52fyCeePCeenxjqQlpHHPRPsVcIsLNUwYHk1GiiP/np3GXeMz7SoN/O7SAPJztYx+Kg1Xd/tmCxhKBZNujCI51on7n0jngScz0LbpX7xCoagvbf6S4OphYvaaJIbcmIeDTtJrYNHZ+fiV5YJTTjghpWDPT+7MXpNIeJRZUVBK2P2jBzePymaCHeHTyjLDehcTX67rgLGCRhk7DosspVP3ElY/HUrWKcfz9AuagobODqgvUpp1G47ucQXMSouVN/zcLAeO7nElNcGRLj3rLoITFlnGsk2xjB0azR/fe5znBPy00ZNl08MoLdKwc5MXe35yY/LLKbh61P4583O1LJsWyi9bvNBoJHt3ujF1cTKDb8gnMNzA4s/jmDQiml3fu9fLCdBoJDoniTSZpyWajNh0Ak6ddGT+uAhiDrgghGTvDnf+syaR6D51z0gRGnDSmxNfiwu0GI0CrUPbygFSKBQXRpscDqiOEPCPm/MYPDwfDx8jUprrs0+6MYqiAi3zP4znhQ3x5KTrmDA8im/f96FqvqRXh/pNDatv+7pwcpYs2xTLiAez+XiNP1Nv60JaomOj7qMl0Gph3vvx3Dc5AyGkpaebytz343lganq9t+eol7hUubGXFguWTQ9l7piORESXsu6XYzw8O42dX3sx7rpoju11sbqdv3a5Mm5YNLu2eZiTP3ccIyjcwPOjO7FydghlJQIHHbh71/971rtIXtlsyS9YaTu/4IfPvJhwfTSpCY48++ZJFn12ggqDYMrISD55tQOmOgICOkfJki/iuHV0Fl+82YEnbooiOc6p3jYrFIq2S7twAqqSn6vl+X+bywX3G1LImm3H6TukkIHXFrBm23G69S9mydQw5o8Lpyi/9RwevYtk8oJTPL02gVPxToy7LprtX3jV/Y+tHK0DPDQznfkfxlNcqGXyTVF8+aYfUl7YOMrJo3omjojmm/d8uGdiBos+iyMowsC9EzNZ/Hkc0iR48tZIPlx57mZqNMK7S/2ZfkcXHBwlSzfGceeYrLOFo+54PJNN6/2YfFMUSbENv5nWlV9gbRz/8hvy6TWoiNVbYxg0NJ/X5wTzzIOdOJNtO5jnqJeMfSGV598+SVaq2cnd+pE3bWxSkEKhaCBtborggD56+ce34VbXVS0XPPqpNG59JLtGKNZohA9X+rNhUSD+IQbSk5x4cFp6vQrIvLfcn/ULgvg68UCT6LnbKoncGDTXcEB1qk7BrGT11uN2DQdUMnFEFFmndBQVaHHzMDJ9RRL9/1Fzbn9hnoZlM8LYucmsLDn6qVReez6Eg7+6cfVtuUycn2J17P3PH9xZODmM0iIt/qEG3L0rWPplDSVru0lPcmTeuHCO7XXlhn/mcN09OSyeEs6peCfum5xhdRxfSvjqHV9eey4Yd0+j3foF2WkOLJgQwcHf3Ljm9lz+8+n3aoqgQtFGUFME6+D3re7MuKMLDjrJsk1x3P5YTQcAzCHq+ydnsuizOCrKzb3Rv3a51Bl6tUZKfOOEXg/86sr0O7qw82tzbzEgtJxFn8Vx3+QMvvvQhwnDozhxuPUVG6ovXr5G5qw/yePPn8u/aMjc/9wsHb0vK2TNthirDgCAm6eJp15NZPLCZP7a5cqE4dEc3ePC1KVJzFyZVGvy3SXXFLBmWwxd+xeTHKcnKVZ/QRGjyvyCu8dnsuVdX568JYqSQi0LPj7BqBnWE/mEgJtH5bDi61jcPI3MvrczP22se6aCX1AF8z86wb+mp7WJKJJCobhw2o0T4OVXgbObifxcB07VcXOWElJOOFFwRovO0cS+nR48/c/O5GbZl0d52XX5ePpUMGlEzfyC+mCsgPUvBzLzri4c3evCi492ZPlM85h01TB6UYEljL7Ot1HCvLYqBZps/DUGQsDtj2az8psY3t1/iPBuxfXa18iHspkwN4UXNpysU+ZXCBjxz9NMXpSMlILyMg2Jx/Vnnb/ayEnXkZWqQwhJUZ7WZn6BPRQXaM8OL0gpWLoplj6DrcsbV8WsXxCDs5uJQ7/Zp0+h1cI/p2Sy6PO4BturUCjaDu3GCejWr4TVW48TEV3KvHERLHkylNLimh+/arngbv2Lefu3o0xakMyhXa6MHVp7meGqdOpeesH5BZkpOqbfEcl7ywIYdncuH+w/fH6Z4ePmm0ZfS15DvyGFrH46lOf/3ZH8000kndeMRPUuqVH4yR6G3Z3LzQ/l1Dntriq+lv1cdn0en7zqz5O3RpKaUDPx0mSCT17twJSRkVQYBIs+O8GSL63nF9jLwd9cGTssmj3b3bnsevP8fTdP+1Un9S4Sna7+nl99imApFIq2S7txAgACw8xh9HsnnQujxx85F0Y/vt+Z8ddFs2OTF6NmpjHvg3j8giq48cHTvLI5Fg+fCv5zfxfeeDGIcoPt3qJvYAXzPojnoVlp7PjKko2+z9kuO3/e7MnYYdGcPKpn1qpEpi5Nxs3TxCNPpzH3vRPk5Tgw8YZovt5gjjJ4+RqZ8445jP7nD+6MHRbNod9dL+hYtUfuGJPF068nkHrSkfHXRfPj5+dC5meyHXjmwU68PieYQUPzWb01hl6DiugxoJjVW48z+IY81s0N5j/3deZ0Zt0RI2MFvLMwgJl3dbHM/ojjoksbvy6BQqFQ2KJdOQFgnrf/8KxzYfRJN5qz0T9e3YEpI6MwVggWfRbH/ZPP16Lv2K2UFV9bpumttm+anlYL900y5xeYjIInb4nio1W19xbLSgQrZoXwwiMdCe5kYNV3MVx92/mV5C6+qpBXv4/hokFFrJgZxouPRVBwRns2jL5sUxxOzpIZd3Zhw6IAjE1fdLBNccWNeazeGkOn7qXMHx/B4ilh/PqNB2OHRnPgVzcmzEvhmTcS8fA+11uvml9w5E9XxlwbzZ8/1q5cmHlKx/Q7u/Du0kCuvTOXVd/GEHlR3fP+FQqForFp82JBtVEZRl/8RDirnwkBapYLrk7lNL3+VxSybHoo466LZvKCFK661XbJ156XFLN6awyLJofx5kvB5GToGDsntUa7Z0d1Yv/P7tz6SBaPPF27jrx3hwpefDeej1d3YN3cYBKO6Vm7/TharTmMvvKbGJZNC+V/SwLJPOXI1KXJ9Tw67ZuA0HIWfhrH/5YE8N6yQL770IfwqFLmvh9Pp+7WZypU5hf0vKSIuWMiePqfnfENLEeImt9hQa4DGq1k5srE88oFV6oYxh925qJL684JAEg54Wge1mpEZUqFQtF+aLdOAJwLox/d44KU0GNAsV1yspVlhueNjWDeuAj27nCrc5pewnE9Jw4746Az0bWv9fHYHgOK2f+zO3/tciUzRUdI59rLyeZmObB3h7m32f3i4vOiFslxTsQcdEGjlXTrb9/NxF6acopgS+6rOloHGDUjg0FDC9BoJeFRpehd6h57j4guY8XXsXzyagcyU6xHinROktsezapRLnjw8Hy+eNOPGXd14aEZ6TYlhaWEbR97s/I/ITg6mxh61+l6f0aFQqFo104AmHtfPQbUP0kqILScxZ/HsWFxIB+s8OfIbldmr0msMafdaIT3lwfw7pIAAiMMLNsUR1Rv66HfUTPSieptTiYcf300E+adYuiduTXaVZ2rPmVRMtffZ74BmEzw6WsdeGteEL4B5Sz6NI6eA1UC2IXQrX/9j5+Ts+SfU+yXEq4kMNzA6u9iWDYjjHXzgtj3sxszXkmqkSBZXKjhlVmh/PCZN70vK2TmykT8glp+3EcIMRxYDmiBN6SU86utdwLeAS4GcoB7pJQJzW2nQqE4R7vLCWhM6pqml5WqY9bdXdiwKJCrbzOP/dbmAFQyeHg+a7aax4gXTgrn5UlhFBeav6Zyg+C154N4+oHO+ARUsPLbGIbfby6Gk5vlwNMPdOKNF4K59DrzuLZyAP5+1JVfEHPA+axa5L+mpzH/oxOtxQHQAquAG4AewH1CiB7Vmo0GcqWUkcBSYEHzWqlQKKrT7iMBjcF5+QVPh7JvpzuDh+exdk4w5WWCacuTGHZXzR59bXQILmfBxyd4f1kA7y4N4OgeVx6amcbHq/2JPejCzQ9l89izqWcrHu75yY2Fk8IpKtAycX4KNz6Y06jVCxXNi7X8gtsfz8TTx8iGRQF4d6hg4acn6DWocYd6LpCBQJyUMh5ACPEBcAtwpEqbW4DnLMufACuFEEK2NdlSheJvhHICGonK/ILP3/Djtf+G8Nu3nkT2Kmb2mkRCu9Q+tl8bWi08MDWDPkMKmT8unLljOuLmVcGzb57k8hvyz7YzVsDqp0Nw9zYy/8N4OnazX2L378z0O7rUum7hp/WT8XV2MxJ5UTHOjSi93BhU5he8PieYz17zB2Dw8DymLE4+b3ZCKyEEqJqBmgIMqq2NlLJCCJEH+ALZzWKhQqGoQZurHSCEyAISW9AEP1rPRU3ZYh1li5kIKWWHxtiQEOIu4Hop5SOW1w8CA6WUE6u0OWxpk2J5fcLSJqfath4DHrO87AX81Rg2NiGt6XyyRmu3D1q/ja3dPoCuUsra5ybXQpuLBDTWRa2hCCF2t5aiLMoW6yhbmoQUIKzK61Cg+jzYyjYpQggHwBOoMa1BSrkWWAt/j+PT2m1s7fZB67extdsHZhsb8n8qMVChUDQGfwJRQohOQghH4F5gY7U2G4FRluU7gR9UPoBC0bK0uUiAQqFofixj/BOAbzFPEVwnpTwshJgD7JZSbgTeBDYIIeIwRwDubTmLFQoFKCegKVjb0gZUQdliHWVLEyCl3Axsrvbes1WWS4G76rnZv8Pxae02tnb7oPXb2Nrtgwba2OYSAxUKhUKhUNiHyglQKBQKhaKdopyAC0QI4SOE2CqEiLU8e9fSziiE2G95VE+YulAbhgshjgsh4oQQs6ysdxJCfGhZv0sI0bEx919PWx4SQmRVORaPNJEd64QQmUIIq9PLhJkVFjsPCiH6N4UddtpylRAir8oxedZau7ZMazqHG2jfk0KII5Zz6XshRERz2mePjVXa3SmEkEKIZs12t8c+IcTdluN4WAjxXnPaZ4+NQohwIcSPQoh9lu96RDPb1/jXNSmlelzAA3gZmGVZngUsqKVdYRPtXwucADoDjsABoEe1NuOAVy3L9wIftqAtDwErm+F7+QfQH/irlvUjgC2Y6+9dCuxqQVuuAr5q6mPSWh+t6Ry+APuuBlwsy2Ob0z57bbS0cwd2AL8DA1qTfUAUsA/wtrz2b23HEPO4+1jLcg8goZltbPTrmooEXDi3AOsty+uBW5t5/2flWqWUBqBSrrUqVW38BLhWiCYRFrbHlmZBSrkDK3PQq3AL8I408zvgJYQIaiFb2jut6RxukH1Syh+llJXFOn7HrJPQnNj723sBc8eluaVF7bHvUWCVlDIXQEpZ/ypcTW+jBDwsy57U1MJoUpriuqacgAsnQEqZBmB59q+lnV4IsVsI8bsQojEdBWtyrSG1tZFSVgCVcq2NjT22ANxhCVV9IoQIs7K+ObDX1ubiMiHEASHEFiFEzxa0oyVoTeewNep7rozG3BtrTuq0UQjRDwiTUn7VnIZZsOcYRgPRQohfLNfJ4c1mnRl7bHwOeEAIkYJ5JsxEWhf1vq6pKYJ2IITYBgRaWfVUPTYTLqVMFUJ0Bn4QQhySUtZP5L4W86y8V33Khz1tGgN79rMJeF9KWSaEGIO5d3dNE9hSF811TOxhL2YJ30LLGOMXmEOj7YXWdA5bw+59CyEeAAYAVzapRVZ2beW9szYKITSYKzc+1FwGVcOeY+iA+by/CnMkZacQopeU8kwT21aJPTbeB7wtpVwshLgMs+5FLyllayk8Uu/fiYoE2IGUcqiUspeVx5dARmW4xfJsNYQlpUy1PMcD24F+jWRefeRaETbkWpvDFilljpSyzPLydcy15VsCe45bsyClzJdSFlqWNwM6IYRfS9jSQrSmc9gadp0rQoihmDsGI6uc481FXTa6Y67DsF0IkYB5vHhjMyYH2vsdfymlLJdSngSO07zOsD02jgY+ApBS/gboMdcVaC3U+7qmnIALp6oU6ijgy+oNhBDeQggny7IfcDnnl1i9EFqTXGudtlQbnxoJHG0CO+xhI/AvSzbtpUBe5bBOcyOECKwc3xZCDMT8u8yx/V9titZ0DjfIPkuo/TXMDkBzj2XXaaOUMk9K6Sel7Cil7Ig5b2GklLJBevONbZ+FLzAnWFZeJ6OB+Gayz14bk4BrLTZ2x+wEZDWjjXVR/+tac2Y2tsUH5nHJ74FYy7OP5f0BwBuW5cHAIczZpoeA0Y1swwggBnNm61OW9+Zg/pGD+UT9GIgD/gA6N+HxqMuWecBhy7H4EejWRHa8D6QB5Zi949HAGGCMZb0AVlnsPEQTZkrbYcuEKsfkd2BwS5/Xzf1oTedwA+3bBmQA+y2Pja3tGFZru70pz/kGHkMBLMHcQToE3NvajiHmGQG/WH6r+4Hrmtm+Rr+uKcVAhUKhUCjaKWo4QKFQKBSKdopyAhQKhUKhaKcoJ0ChUCgUinaKcgIUCoVCoWinKCdAoVAoFIp2inICFAqFQqFopygnQNFiWAQt1DmoUCgULYS6ACsaFSHEM0KIY0KIrUKI94UQ06qt7yiEOCqEWI1ZM7+lCggpFApFu0cVEFI0GhYd8jsw10VwwHyT32OlaVfgYSnluGY0T6FQKBTVUE6AojEZgrkASAmAEGJTLe0SpbnWtUKhUChaEDUcoGhMrJWxdBZC7Lc8xljeK2pOoxQKhUJhHeUEKBqTn4GbhRB6IYQbcCNQIqXsa3m82sL2KRQKhaIKajhA0WhIKf8UQmzEXGErEdgN5LWsVQqFQqGoDVVFUNGoCCHcpJSFQggXYAfwmJRyb0vbpVAoFIqaqEiAorFZK4Togbn++3rlACgUCkXrRUUCFAqFQqFop6jEQIVCoVAo2inKCVAoFAqFop2inACFQqFQKNopyglQKBQKhaKdopwAhUKhUCjaKcoJUCgUCoWinfJ/FWtEoLMfZTcAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_four_color_color(hsc_stars)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The stellar locus in the HSC data looks very good." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "------\n", "Let's plot the galaxies on the same color-color plots\n", "\n", "Clearly one doesn't expect the galaxies to follow the stellar locus. But including the stellar locus lines makes it easy to guide the eye between the stars-only and the galaxies-only plots." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/global/common/software/lsst/common/miniconda/py3-4.5.12/envs/stack/lib/python3.7/site-packages/ipykernel/__main__.py:6: FutureWarning: read_table is deprecated, use read_csv instead.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Couldn't plot Stellar Locus model for gmr, zmy\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_four_color_color(galaxies)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/global/common/software/lsst/common/miniconda/py3-4.5.12/envs/stack/lib/python3.7/site-packages/ipykernel/__main__.py:6: FutureWarning: read_table is deprecated, use read_csv instead.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Couldn't plot Stellar Locus model for gmr, zmy\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_four_color_color(hsc_galaxies)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Questions for further study:\n", " 1. Is there a better comparison sample for the stellar locus than the Davenport reference?\n", " 2. Why is the stellar locus in the Davenport 0.1--0.2 mag redder for the reddest stars than the observed data. Are there different extinction assumptions (this should be a low-extinction region). Are there different bandpasses used?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1D Density Plots" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def plot_mag(filt, log=True, range=(16, 28), ax=None, ):\n", " if ax is None:\n", " ax = fig.gca()\n", " mag = f'mag_{filt}'\n", " ax.hist([good[mag], stars[mag], galaxies[mag]],\n", " label=['all', 'star', 'galaxy'],\n", " log=log,\n", " range=range,\n", " bins=np.linspace(*range, 100),\n", " histtype='step')\n", " ax.set_xlabel(filt)\n", " ax.set_ylabel('objects / bin')\n", " ax.set_xlim(range)\n", " ax.set_ylim(bottom=10)\n", " ax.legend(loc='upper left')\n", "\n", "fig, axes = plt.subplots(2, 3, figsize=(12, 6))\n", "for ax, filt in zip(axes.flat, filters):\n", " plot_mag(filt, ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The sharp cut in i-band is because that was the reference band for most detections. The distributions in the other bands extend to 28th mag because many of the forced-photometry measurements are consistent with 0." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Compare to HSC and CosmocDC galaxy densities\n", "\n", "Test inspired by Rachel Mandelbaum" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To compare number densities, we have to calculate the area covered by each catalog.\n", "We'll use Healpix through HealPy to pixelate the region and then count of the number of pixels with significant numbers of objects." ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "def calculate_area(cat, threshold=0.25, nside=1024, verbose=False):\n", " \"\"\"Calculate the area covered by a catalog with 'ra', 'dec'\n", " \n", " Parameters:\n", " --\n", " cat: DataFrame, dict-like with 'ra', 'dec', keys\n", " threshold: float\n", " Fraction of median value required to count a pixel.\n", " nside: int\n", " Healpix NSIDE. NSIDE=1024 is ~12 sq arcmin/pixel, NSIDE=4096 is 0.74 sq. arcmin/pixel\n", " Increasing nside will decrease calculated area as holes become better resolved \n", " and relative Poisson fluctuations in number counts become more significant.\n", " verbose: bool\n", " Print details on nside, number of significant pixels, and area/pixel.\n", " \n", " Returns:\n", " --\n", " area: Astropy Quantity.\n", " \"\"\"\n", " import healpy as hp\n", "\n", " indices = hp.ang2pix(nside, cat['ra'], cat['dec'], lonlat=True)\n", " idx, counts = np.unique(indices, return_counts=True)\n", " \n", " # Take the 25% of the median value of the non-zero counts/pixel\n", " threshold_counts = threshold * np.median(counts)\n", "\n", " if verbose:\n", " print(f'Median {np.median(counts)} objects/pixel')\n", " print(f'Only count pixels with more than {threshold_counts} objects')\n", "\n", " significant_pixels, = np.where(counts > threshold_counts)\n", " area_pixel = hp.nside2pixarea(nside, degrees=True) * u.deg**2\n", "\n", " if verbose:\n", " print(f'Pixel size ~ {hp.nside2resol(nside, arcmin=True) * u.arcmin:0.2g}')\n", " print(f'nside: {nside}, area/pixel: {area_pixel:0.4g}, num significant pixels: {len(significant_pixels)}')\n", "\n", " area = len(significant_pixels) * area_pixel\n", "\n", " if verbose:\n", " print(f'Total area: {area:0.7g}')\n", " \n", " return area" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DC2 Run 2.1i area: 291.75 deg2\n" ] } ], "source": [ "area_dc2 = calculate_area(galaxies)\n", "print(f'DC2 Run 2.1i area: {area_dc2:0.2f}')" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "HSC XMM area: 2.22 deg2\n" ] } ], "source": [ "area_hsc = calculate_area(hsc)\n", "print(f'HSC XMM area: {area_hsc:0.2f}')" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CosmoDC2 area: 439.86 deg2\n" ] } ], "source": [ "area_cosmoDC2 = calculate_area(cosmoDC2)\n", "print(f'CosmoDC2 area: {area_cosmoDC2:0.2f}')" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "num_den_dc2 = sampling_factor * len(galaxies) / area_dc2\n", "num_den_cosmoDC2 = sampling_factor * len(cosmoDC2) / area_cosmoDC2\n", "num_den_hsc = len(hsc) / area_hsc\n", "\n", "# Change default expression to 1/arcmin**2\n", "num_den_dc2 = num_den_dc2.to(1/u.arcmin**2)\n", "num_den_hsc = num_den_hsc.to(1/u.arcmin**2)\n", "num_den_cosmoDC2 = num_den_cosmoDC2.to(1/u.arcmin**2)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/global/common/software/lsst/common/miniconda/py3-4.5.12/envs/stack/lib/python3.7/site-packages/numpy/lib/histograms.py:824: RuntimeWarning: invalid value encountered in greater_equal\n", " keep = (tmp_a >= first_edge)\n", "/global/common/software/lsst/common/miniconda/py3-4.5.12/envs/stack/lib/python3.7/site-packages/numpy/lib/histograms.py:825: RuntimeWarning: invalid value encountered in less_equal\n", " keep &= (tmp_a <= last_edge)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Now we plot the *normalized* i-band magnitude distributions in Run 2.1i and HSC.\n", "# They are normalized so we can focus on the shape of the distribution.\n", "# However, the legend indicates the total number density of galaxies selected with our magnitude cut,\n", "# which lets us find issues with the overall number density matching (or not).\n", "\n", "plt.figure(figsize=(8, 8))\n", "nbins = 50\n", "mag_range = [20, max_mag_i]\n", "data_to_plot = [galaxies['mag_i'], cosmoDC2['mag_i'], hsc['mag_i']]\n", "labels_to_plot = [\n", " f'Run 2.1i object catalog: {num_den_dc2.value:.1f} {num_den_dc2.unit:fits}',\n", " f'Cosmo DC2 truth: {num_den_cosmoDC2.value:.1f} {num_den_cosmoDC2.unit:fits}',\n", " f'HSC XMM field: {num_den_hsc.value:.1f} {num_den_hsc.unit:fits}',\n", "]\n", "plt.hist(data_to_plot, nbins, range=mag_range, histtype='step',\n", " label=labels_to_plot, linewidth=2.0, density=True)\n", " \n", "plt.legend(loc='upper left')\n", "plt.xlabel('i-band magnitude')\n", "plt.ylabel('normalized distribution')\n", "plt.yscale('log')\n", "plt.savefig('dc2_object_run2.1i_cosmoDC2_HSC_galaxy_counts.pdf')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Blendedness\n", "\n", "Blendedness is a measure of how much the identified flux from an object is affected by overlapping from other objects.\n", "\n", "See Bosch et al., 2018, Section 4.9.11." ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "w, = np.where(np.isfinite(good['blendedness']))" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "95.6% of objects have finite blendedness measurements.\n" ] } ], "source": [ "print(f'{100 * len(w)/len(good):0.1f}% of objects have finite blendedness measurements.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Question for futher study: What happened to yield non-finite blendedness measurements?" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "good_blendedness = good[np.isfinite(good['blendedness'])]\n", "plt.hexbin(good_blendedness['mag_i'], good_blendedness['blendedness'],\n", " bins='log');\n", "plt.xlabel('i')\n", "plt.ylabel('blendedness');\n", "plt.colorbar(label='objects / bin');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Extendedness\n", " \n", "Extendedness is essentially star/galaxy separation based purely on morphology in the main detected reference band (which is `i` for most Objects).\n", "\n", "Extendedness a binary property in the catalog, so it's either 0 or 1." ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hexbin(good['mag_i'], good['extendedness'],\n", " extent=(14, 26, -0.1, +1.1),\n", " bins='log');\n", "plt.xlabel('i')\n", "plt.ylabel('extendedness');\n", "plt.ylim(-0.1, 1.1)\n", "plt.text(19, 0.1, \"STARS\", fontdict={'fontsize': 24}, color='orange')\n", "plt.text(19, 0.8, \"GALAXIES\", fontdict={'fontsize': 24}, color='orange')\n", "plt.colorbar(label='objects / bin');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While the first plot above made extendedness look like a simple binary property, the truth is more complicated.\n", "\n", "As galaxies get smaller in angular size and lower in signal-to-noise ratio, it becomes harder to clearly distinguish stars from galaxies.\n", "\n", "Extendedness is based off of the difference between the point-source model and extended model brightness. Specifically objects with `mag_psf - mag_cmodel > 0.164` mag are labeled with `extendedness=1` (i.e., galaxies).\n", "\n", "See Bosch et al. 2018, Section 4.9.10 for details." ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.axvline(0.0164, 0.4, 1, color='red', linestyle='--',\n", " label=r'0.0164 $\\Delta$mag cut') # psf-cModel mag cut from Bosch et al. 2018.\n", "\n", "plt.hist([good['mag_i'] - good['mag_i_cModel'],\n", " stars['mag_i'] - stars['mag_i_cModel'],\n", " galaxies['mag_i'] - galaxies['mag_i_cModel']],\n", " label=['All', 'Stars', 'Galaxies'],\n", " bins=np.linspace(-0.1, 0.1, 201),\n", " histtype='step')\n", "\n", "plt.legend()\n", "plt.xlabel('mag_i[_psf] - mag_i_CModel');\n", "plt.ylabel('objects / bin')\n", "\n", "plt.text(-0.080, 100, \"STARS\", fontdict={'fontsize': 24}, color='orange')\n", "plt.text(+0.025, 100, \"GALAXIES\", fontdict={'fontsize': 24}, color='orange');" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hexbin(good['mag_i'], good['mag_i']-good['mag_i_cModel'],\n", " extent=(14, 26, -0.75, +2.5),\n", " bins='log');\n", "plt.xlabel('i')\n", "plt.ylabel('mag_i[_psf] - mag_i_CModel');\n", "plt.text(14.5, -0.5, \"STARS\", fontdict={'fontsize': 24}, color='orange')\n", "plt.text(18, 2, \"GALAXIES\", fontdict={'fontsize': 24}, color='orange')\n", "plt.colorbar(label='objects / bin');\n", "\n", "plt.axhline(0.0164, 0.92, 1.0, color='red', linestyle='--')\n", "plt.axhline(0.0164, 0, 0.1, color='red', linestyle='--',\n", " label=r'0.0164 $\\Delta$mag cut'); # psf-cModel mag cut from Bosch et al. 2018." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can zoom in a little to see how the fixed 0.0164 mag cut works at the low SNR limit. Specifically at mag 24, we're starting to run out of stars and most things are galaxies. But that's a population prior, it's not something visible using just morphology information.\n", "\n", "You can see the effect of lower SNR measurements as the horizontal line at $\\Delta$mag=0 puff up due to increased uncertainties." ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hexbin(good['mag_i'], good['mag_i']-good['mag_i_cModel'],\n", " extent=(22, 25.5, -0.1, +0.5),\n", " bins='log');\n", "plt.xlabel('i')\n", "plt.ylabel('mag_i[_psf] - mag_i_CModel');\n", "plt.colorbar(label='objects / bin');\n", "\n", "plt.axhline(0.0164, 0, 1, color='red', linestyle='--',\n", " label=r'0.0164 $\\Delta$mag cut'); # psf-cModel mag cut from Bosch et al. 2018." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we add in color information, " ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hexbin(good['mag_g'] - good['mag_r'], good['mag_i']-good['mag_i_cModel'],\n", " extent=(-2, +3, -0.5, +5),\n", " bins='log');\n", "plt.xlabel('g-r')\n", "plt.ylabel('mag_i[_psf] - mag_i_CModel');\n", "# plt.text(14.5, 0.3, \"STARS\", fontdict={'fontsize': 24}, color='orange')\n", "# plt.text(18, 2, \"GALAXIES\", fontdict={'fontsize': 24}, color='orange')\n", "plt.colorbar(label='objects / bin');" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'objects / bin')" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hist([galaxies['mag_g'] - galaxies['mag_r'], stars['mag_g'] - stars['mag_r']],\n", " label=['galaxies', 'stars'], histtype='step',\n", " bins=np.linspace(-5, +5, 51));\n", "plt.xlabel('g-r')\n", "plt.ylabel('objects / bin')" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hexbin(stars['mag_g'] - stars['mag_r'], stars['mag_i'] - stars['mag_i_cModel'],\n", " extent=(-2, +3, -0.5, +5),\n", " bins='log');\n", "plt.xlabel('g-r')\n", "plt.ylabel('mag_i[_psf] - mag_i_CModel');\n", "# plt.text(14.5, 0.3, \"STARS\", fontdict={'fontsize': 24}, color='orange')\n", "# plt.text(18, 2, \"GALAXIES\", fontdict={'fontsize': 24}, color='orange')\n", "plt.colorbar(label='objects / bin');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Shape Parameters\n", "\n", "Ixx, Iyy, Ixy" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [], "source": [ "def plot_shape(filt, ax=None, legend=True):\n", " if not ax:\n", " ax = fig.gca()\n", "\n", " names = ['all', 'star', 'galaxy']\n", " colors = ['blue', 'orange', 'green']\n", " hist_kwargs = {'color': colors, 'log': True,\n", " 'bins': np.logspace(-1, 1.5, 100),\n", " 'range': (0, 50),\n", " 'histtype': 'step'}\n", " for prefix, ls in (('Ixx', '-'), ('Iyy', '--'), ('Ixy', ':')):\n", " field = f'{prefix}_{filt}'\n", " labels = [f'{prefix} {name}' for name in names]\n", " ax.hist([good[field], stars[field], galaxies[field]],\n", " label=labels,\n", " linestyle=ls,\n", " **hist_kwargs)\n", "\n", " ax.set_ylim(100, ax.get_ylim()[1])\n", " \n", " ax.set_xlabel(f'{filt}-band Moments: Ixx, Iyy, Ixy [pixels^2]')\n", " ax.set_ylabel('objects / bin')\n", " if legend:\n", " ax.legend()" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, 3, figsize=(12, 6))\n", "legend = True\n", "for ax, filt in zip(axes.flat, filters):\n", " plot_shape(filt, ax=ax, legend=legend)\n", " legend = False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The stars (orange) are concentrated at low values of the source moments.\n", "\n", "Would be interesting to\n", "1. Look by magnitude or SNR to undersatnd the longer tail. Are these galaxies mis-classified as stars, or are these noise sources?\n", "2. Distribution of ellipticity (see validate_drp to type this right)" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "def plot_ellipticity(good, stars, galaxies, filt, ax=None, legend=True):\n", " if not ax:\n", " ax = fig.gca()\n", "\n", " names = ['all', 'star', 'galaxy']\n", " colors = ['blue', 'orange', 'green']\n", " hist_kwargs = {'color': colors, 'log': True,\n", " 'bins': np.logspace(-1, 1.5, 100),\n", " 'range': (0, 5),\n", " 'histtype': 'step'}\n", " for prefix, ls in (('e', '-'), ('e1', '--'), ('e2', ':')):\n", " field = f'{prefix}_{filt}'\n", " labels = [f'{prefix} {name}' for name in names]\n", " ax.hist([good[field], stars[field], galaxies[field]],\n", " label=labels,\n", " linestyle=ls,\n", " **hist_kwargs)\n", "\n", " ax.set_xlim(0, 20)\n", " ax.set_ylim(10, ax.get_ylim()[1])\n", " \n", " ax.set_xlabel(f'{filt}-band ellipticity')\n", " ax.set_ylabel('objects / bin')\n", " if legend:\n", " ax.legend()" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, 3, figsize=(12, 6))\n", "legend = True\n", "for ax, filt in zip(axes.flat, filters):\n", " plot_ellipticity(good, stars, galaxies, filt, ax=ax, legend=legend)\n", " legend = False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### FWHM of the PSF\n", "At the location of the catalog objects.\n", "\n", "The Object Table stores the shape parameters of the PSF model as evaluated at the location of the object.\n", "\n", "This is not the same as, but is certainly related to, the distribution of effective seeing in the individual images that made up the coadd." ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [], "source": [ "def plot_psf_fwhm(filters=filters,\n", " colors=('purple', 'blue', 'green', 'orange', 'red', 'brown')):\n", " for filt, color in zip(filters, colors):\n", " psf_fwhm = np.array(good[f'psf_fwhm_{filt}'])\n", " w, = np.where(np.isfinite(psf_fwhm))\n", " sns.distplot(psf_fwhm[w], label=filt, color=color)\n", " plt.xlabel('PSF FWHM [arcsec]')\n", " plt.ylabel('normalized object density')\n", " plt.legend()" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_psf_fwhm()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see here that the model PSF FWHM from the coadd achieves the best seeing in r and i. Providing the best seeing in r and i is one of the goals of the observation planning, so this part looks successful." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Questions for further investigation:\n", "1. How do the above distributions of PSF FWHM compare to the effective per-visit seeing?\n", "2. How do the above distributions of PSF FWHM compare to the OpSim simulation, minion_1016, used to generated DC2 Run 2.1i?\n", "3. Are the model PSFs from the coadd reasonable? The coadds are generated by combining the individual images -- that may not result in PSFs that coherently make sense across a given region of the coadd, particularly as more and more objects are intersected by CCD boundaries and gaps." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "desc-python", "language": "python", "name": "desc-python" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.2" } }, "nbformat": 4, "nbformat_minor": 4 }