{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
\n", "\n", "**This is a fixed-text formatted version of a Jupyter notebook**\n", "\n", "- Try online [![Binder](https://static.mybinder.org/badge.svg)](https://mybinder.org/v2/gh/gammapy/gammapy-webpage/master?urlpath=lab/tree/analysis_3d.ipynb)\n", "- You can contribute with your own notebooks in this\n", "[GitHub repository](https://github.com/gammapy/gammapy/tree/master/docs/tutorials).\n", "- **Source files:**\n", "[analysis_3d.ipynb](../_static/notebooks/analysis_3d.ipynb) |\n", "[analysis_3d.py](../_static/notebooks/analysis_3d.py)\n", "
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 3D analysis\n", "\n", "This tutorial does a 3D map based analsis on the galactic center, using simulated observations from the CTA-1DC. We will use the high level interface for the data reduction, and then do a detailed modelling. This will be done in two different ways:\n", "\n", "- stacking all the maps together and fitting the stacked maps\n", "- handling all the observations separately and doing a joint fitting on all the maps" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import astropy.units as u\n", "from pathlib import Path\n", "from regions import CircleSkyRegion\n", "from scipy.stats import norm\n", "from gammapy.analysis import Analysis, AnalysisConfig\n", "from gammapy.modeling.models import (\n", " SkyModel,\n", " ExpCutoffPowerLawSpectralModel,\n", " PointSpatialModel,\n", " FoVBackgroundModel,\n", " Models,\n", ")\n", "from gammapy.modeling import Fit\n", "from gammapy.maps import Map\n", "from gammapy.estimators import ExcessMapEstimator\n", "from gammapy.datasets import MapDataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analysis configuration" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this section we select observations and define the analysis geometries, irrespective of joint/stacked analysis. For configuration of the analysis, we will programatically build a config file from scratch." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AnalysisConfig\n", "\n", " general:\n", " log: {level: info, filename: null, filemode: null, format: null, datefmt: null}\n", " outdir: .\n", " observations:\n", " datastore: $GAMMAPY_DATA/hess-dl3-dr1\n", " obs_ids: []\n", " obs_file: null\n", " obs_cone: {frame: null, lon: null, lat: null, radius: null}\n", " obs_time: {start: null, stop: null}\n", " datasets:\n", " type: 1d\n", " stack: true\n", " geom:\n", " wcs:\n", " skydir: {frame: null, lon: null, lat: null}\n", " binsize: 0.02 deg\n", " fov: {width: 5.0 deg, height: 5.0 deg}\n", " binsize_irf: 0.2 deg\n", " selection: {offset_max: 2.5 deg}\n", " axes:\n", " energy: {min: 0.1 TeV, max: 10.0 TeV, nbins: 30}\n", " energy_true: {min: 0.1 TeV, max: 10.0 TeV, nbins: 30}\n", " map_selection: [counts, exposure, background, psf, edisp]\n", " background:\n", " method: null\n", " exclusion: null\n", " parameters: {}\n", " safe_mask:\n", " methods: [aeff-default]\n", " parameters: {}\n", " on_region: {frame: null, lon: null, lat: null, radius: null}\n", " containment_correction: true\n", " fit:\n", " fit_range: {min: 0.1 TeV, max: 10.0 TeV}\n", " flux_points:\n", " energy: {min: 0.1 TeV, max: 10.0 TeV, nbins: 30}\n", " source: source\n", " parameters: {}\n", " \n" ] } ], "source": [ "config = AnalysisConfig()\n", "# The config file is now empty, with only a few defaults specified.\n", "print(config)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Selecting the observations\n", "config.observations.datastore = \"$GAMMAPY_DATA/cta-1dc/index/gps/\"\n", "config.observations.obs_ids = [110380, 111140, 111159]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Defining a reference geometry for the reduced datasets\n", "\n", "config.datasets.type = \"3d\" # Analysis type is 3D\n", "\n", "config.datasets.geom.wcs.skydir = {\n", " \"lon\": \"0 deg\",\n", " \"lat\": \"0 deg\",\n", " \"frame\": \"galactic\",\n", "} # The WCS geometry - centered on the galactic center\n", "config.datasets.geom.wcs.fov = {\"width\": \"10 deg\", \"height\": \"8 deg\"}\n", "config.datasets.geom.wcs.binsize = \"0.02 deg\"\n", "\n", "# The FoV radius to use for cutouts\n", "config.datasets.geom.selection.offset_max = 3.5 * u.deg\n", "config.datasets.safe_mask.methods = [\"aeff-default\", \"offset-max\"]\n", "\n", "# We now fix the energy axis for the counts map - (the reconstructed energy binning)\n", "config.datasets.geom.axes.energy.min = \"0.1 TeV\"\n", "config.datasets.geom.axes.energy.max = \"10 TeV\"\n", "config.datasets.geom.axes.energy.nbins = 10\n", "\n", "# We now fix the energy axis for the IRF maps (exposure, etc) - (the true enery binning)\n", "config.datasets.geom.axes.energy_true.min = \"0.08 TeV\"\n", "config.datasets.geom.axes.energy_true.max = \"12 TeV\"\n", "config.datasets.geom.axes.energy_true.nbins = 14" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AnalysisConfig\n", "\n", " general:\n", " log: {level: info, filename: null, filemode: null, format: null, datefmt: null}\n", " outdir: .\n", " observations:\n", " datastore: $GAMMAPY_DATA/cta-1dc/index/gps\n", " obs_ids: [110380, 111140, 111159]\n", " obs_file: null\n", " obs_cone: {frame: null, lon: null, lat: null, radius: null}\n", " obs_time: {start: null, stop: null}\n", " datasets:\n", " type: 3d\n", " stack: true\n", " geom:\n", " wcs:\n", " skydir: {frame: galactic, lon: 0.0 deg, lat: 0.0 deg}\n", " binsize: 0.02 deg\n", " fov: {width: 10.0 deg, height: 8.0 deg}\n", " binsize_irf: 0.2 deg\n", " selection: {offset_max: 3.5 deg}\n", " axes:\n", " energy: {min: 0.1 TeV, max: 10.0 TeV, nbins: 10}\n", " energy_true: {min: 0.08 TeV, max: 12.0 TeV, nbins: 14}\n", " map_selection: [counts, exposure, background, psf, edisp]\n", " background:\n", " method: null\n", " exclusion: null\n", " parameters: {}\n", " safe_mask:\n", " methods: [aeff-default, offset-max]\n", " parameters: {}\n", " on_region: {frame: null, lon: null, lat: null, radius: null}\n", " containment_correction: true\n", " fit:\n", " fit_range: {min: 0.1 TeV, max: 10.0 TeV}\n", " flux_points:\n", " energy: {min: 0.1 TeV, max: 10.0 TeV, nbins: 30}\n", " source: source\n", " parameters: {}\n", " \n" ] } ], "source": [ "print(config)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Configuration for stacked and joint analysis\n", "\n", "This is done just by specfiying the flag on `config.datasets.stack`. Since the internal machinery will work differently for the two cases, we will write it as two config files and save it to disc in YAML format for future reference. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "config_stack = config.copy(deep=True)\n", "config_stack.datasets.stack = True\n", "\n", "config_joint = config.copy(deep=True)\n", "config_joint.datasets.stack = False" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# To prevent unnecessary cluttering, we write it in a separate folder.\n", "path = Path(\"analysis_3d\")\n", "path.mkdir(exist_ok=True)\n", "config_joint.write(path=path / \"config_joint.yaml\", overwrite=True)\n", "config_stack.write(path=path / \"config_stack.yaml\", overwrite=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Stacked analysis\n", "\n", "### Data reduction\n", "\n", "We first show the steps for the stacked analysis and then repeat the same for the joint analysis later\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Reading yaml file:\n", "config_stacked = AnalysisConfig.read(path=path / \"config_stack.yaml\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Setting logging config: {'level': 'INFO', 'filename': None, 'filemode': None, 'format': None, 'datefmt': None}\n" ] } ], "source": [ "analysis_stacked = Analysis(config_stacked)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Fetching observations.\n", "Number of selected observations: 3\n", "Creating geometry.\n", "Creating datasets.\n", "No background maker set for 3d analysis. Check configuration.\n", "Processing observation 110380\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "No thresholds defined for obs 110380\n", "Processing observation 111140\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "No thresholds defined for obs 111140\n", "Processing observation 111159\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "No thresholds defined for obs 111159\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 9.58 s, sys: 2.46 s, total: 12 s\n", "Wall time: 12.1 s\n" ] } ], "source": [ "%%time\n", "# select observations:\n", "analysis_stacked.get_observations()\n", "\n", "# run data reduction\n", "analysis_stacked.get_datasets()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have one final dataset, which you can print and explore" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MapDataset\n", "----------\n", "\n", " Name : stacked \n", "\n", " Total counts : 121241 \n", " Total background counts : 108043.52\n", " Total excess counts : 13197.48\n", "\n", " Predicted counts : 108043.52\n", " Predicted background counts : 108043.52\n", " Predicted excess counts : nan\n", "\n", " Exposure min : 6.28e+07 m2 s\n", " Exposure max : 1.90e+10 m2 s\n", "\n", " Number of total bins : 2000000 \n", " Number of fit bins : 1411180 \n", "\n", " Fit statistic type : cash\n", " Fit statistic value (-2 log(L)) : nan\n", "\n", " Number of models : 0 \n", " Number of parameters : 0\n", " Number of free parameters : 0\n", "\n", "\n" ] } ], "source": [ "dataset_stacked = analysis_stacked.datasets[\"stacked\"]\n", "print(dataset_stacked)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# To plot a smooth counts map\n", "dataset_stacked.counts.smooth(0.02 * u.deg).plot_interactive(add_cbar=True)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# And the background map\n", "dataset_stacked.background.plot_interactive(add_cbar=True)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# You can also get an excess image with a few lines of code:\n", "excess = dataset_stacked.excess.sum_over_axes()\n", "excess.smooth(\"0.06 deg\").plot(stretch=\"sqrt\", add_cbar=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Modeling and fitting\n", "\n", "Now comes the interesting part of the analysis - choosing appropriate models for our source and fitting them.\n", "\n", "We choose a point source model with an exponential cutoff power-law spectrum.\n", "\n", "To select a certain energy range for the fit we can create a fit mask:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "coords = dataset_stacked.counts.geom.get_coord()\n", "mask_energy = coords[\"energy\"] > 0.3 * u.TeV\n", "dataset_stacked.mask_fit = Map.from_geom(\n", " geom=dataset_stacked.counts.geom, data=mask_energy\n", ")" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "spatial_model = PointSpatialModel(\n", " lon_0=\"-0.05 deg\", lat_0=\"-0.05 deg\", frame=\"galactic\"\n", ")\n", "spectral_model = ExpCutoffPowerLawSpectralModel(\n", " index=2.3,\n", " amplitude=2.8e-12 * u.Unit(\"cm-2 s-1 TeV-1\"),\n", " reference=1.0 * u.TeV,\n", " lambda_=0.02 / u.TeV,\n", ")\n", "\n", "model = SkyModel(\n", " spatial_model=spatial_model,\n", " spectral_model=spectral_model,\n", " name=\"gc-source\",\n", ")\n", "\n", "bkg_model = FoVBackgroundModel(dataset_name=\"stacked\")\n", "bkg_model.spectral_model.norm.value = 1.3\n", "\n", "models_stacked = Models([model, bkg_model])\n", "\n", "dataset_stacked.models = models_stacked" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "------------------------------------------------------------------\n", "| FCN = 2.802e+05 | Ncalls=208 (208 total) |\n", "| EDM = 4.56e-05 (Goal: 0.0002) | up = 1.0 |\n", "------------------------------------------------------------------\n", "| Valid Min. | Valid Param. | Above EDM | Reached call limit |\n", "------------------------------------------------------------------\n", "| True | True | False | False |\n", "------------------------------------------------------------------\n", "| Hesse failed | Has cov. | Accurate | Pos. def. | Forced |\n", "------------------------------------------------------------------\n", "| False | True | True | True | False |\n", "------------------------------------------------------------------\n", "CPU times: user 6.54 s, sys: 1.65 s, total: 8.18 s\n", "Wall time: 8.21 s\n" ] } ], "source": [ "%%time\n", "fit = Fit([dataset_stacked])\n", "result = fit.run(optimize_opts={\"print_level\": 1})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fit quality assesment and model residuals for a `MapDataset`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can access the results dictionary to see if the fit converged:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "OptimizeResult\n", "\n", "\tbackend : minuit\n", "\tmethod : minuit\n", "\tsuccess : True\n", "\tmessage : Optimization terminated successfully.\n", "\tnfev : 208\n", "\ttotal stat : 280223.64\n", "\n" ] } ], "source": [ "print(result)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check best-fit parameters and error estimates:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Table length=10\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
namevalueunitminmaxfrozenerror
str9float64str14float64float64boolfloat64
index2.2670e+00nannanFalse1.156e-01
amplitude2.8155e-12cm-2 s-1 TeV-1nannanFalse3.269e-13
reference1.0000e+00TeVnannanTrue0.000e+00
lambda_3.9782e-02TeV-1nannanFalse6.225e-02
alpha1.0000e+00nannanTrue0.000e+00
lon_0-5.1978e-02degnannanFalse2.268e-03
lat_0-5.2714e-02deg-9.000e+019.000e+01False2.172e-03
norm1.2480e+00nannanFalse6.448e-03
tilt0.0000e+00nannanTrue0.000e+00
reference1.0000e+00TeVnannanTrue0.000e+00
" ], "text/plain": [ "\n", " name value unit min max frozen error \n", " str9 float64 str14 float64 float64 bool float64 \n", "--------- ----------- -------------- ---------- --------- ------ ---------\n", " index 2.2670e+00 nan nan False 1.156e-01\n", "amplitude 2.8155e-12 cm-2 s-1 TeV-1 nan nan False 3.269e-13\n", "reference 1.0000e+00 TeV nan nan True 0.000e+00\n", " lambda_ 3.9782e-02 TeV-1 nan nan False 6.225e-02\n", " alpha 1.0000e+00 nan nan True 0.000e+00\n", " lon_0 -5.1978e-02 deg nan nan False 2.268e-03\n", " lat_0 -5.2714e-02 deg -9.000e+01 9.000e+01 False 2.172e-03\n", " norm 1.2480e+00 nan nan False 6.448e-03\n", " tilt 0.0000e+00 nan nan True 0.000e+00\n", "reference 1.0000e+00 TeV nan nan True 0.000e+00" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result.parameters.to_table()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A quick way to inspect the model residuals is using the function `~MapDataset.plot_residuals_spatial()`. This function computes and plots a residual image (by default, the smoothing radius is `0.1 deg` and `method=diff`, which corresponds to a simple `data - model` plot):" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dataset_stacked.plot_residuals_spatial(\n", " method=\"diff/sqrt(model)\", vmin=-1, vmax=1\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The more general function `~MapDataset.plot_residuals()` can also extract and display spectral residuals in a region:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "region = CircleSkyRegion(spatial_model.position, radius=0.15 * u.deg)\n", "\n", "dataset_stacked.plot_residuals(\n", " kwargs_spatial=dict(method=\"diff/sqrt(model)\", vmin=-1, vmax=1),\n", " kwargs_spectral=dict(region=region),\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This way of accessing residuals is quick and handy, but comes with limitations. For example:\n", "- In case a fitting energy range was defined using a `MapDataset.mask_fit`, it won't be taken into account. Residuals will be summed up over the whole reconstructed energy range\n", "- In order to make a proper statistic treatment, instead of simple residuals a proper residuals significance map should be computed\n", "\n", "A more accurate way to inspect spatial residuals is the following:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/adonath/software/anaconda3/envs/gammapy-dev/lib/python3.7/site-packages/astropy/units/quantity.py:477: RuntimeWarning: divide by zero encountered in true_divide\n", " result = super().__array_ufunc__(function, method, *arrays, **kwargs)\n" ] }, { "data": { "image/png": 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dux7cC6JTCfs93yk0j8e2CG/F5a9coLoryw/88zhf/TV5fvzbJnMgujcIhPYot//R5rNf6dHVNXRDoyODGNKDITeu8Eo5FL9Oa+VcrqoEL1AKKuGb8S5vEGpOK6/MiRGRO19IcDxXV/foq3s9vfcy5d5A5PVPUYso8RZ01mnwPSHl6Od3/O/x5z+9+5J6YZkzpRyxhI4gNAxPgL7wY0gPbd3LtH4Df2uNVFTVr8E0UW8Hr6YT7tVZ96fwCJ1adBdCmmAMRbZdx4HwHRfAlvidy9eQUoxMCqx2OdttTRCkECSaRbufyr00Gf8yFzlJxq/abp0DCKyX7fZLoSGkaU9CLCt7ZvcytUEyPIkAIYg3i9QjuU0t7M76K6+6wf3TeeTFs3gWL0OvR9brZ3V9EV+vSeyrv3Vjnz8yTO7Y61qC7yHf+aGLrFeGS0Kax0M4HiWSiBJJhGmtJyheubljz7ud9fN+i8VAOITR11m6dGPH3DhC8SgApm7QbbV35J47wU4LYFCTgu28f5XFEv1uj5de9PCBL+h84l/v2vG6PBAIEJ7J3Jzhcne5fPkKrd4+dEOoH9OLOSbKjmWrZLRRC+ZcrmoLYacglhKe2XNp5PqMd5lSP2MLt62whJpFolmk7FMiyyneAIL1Ip14zhbJ4zgFNrmN5y2RdzHwOEe6rxK+fprWvpN2fct6movBJ0lHV4i3y6yE9rDYSnPmepC3H1ll1bObSCCGRBBuVwgYLXJmHU+vT7i2RDC0Sil+lJn2DeqhjP1MSxRa7gpSjlrF5/I1ezJwuHdatd2fI+NfJrN3eUN7M351rBYZ9MUWgeWsc9b1zr62LMOWSC/1M2T8y8QH7hz1cHbEFQU2CvhxSz8MVw1q0V2kayXEkTcgAWFKjECEXiCG6fXz3Is673nqEZVcEzz2PqLvyL3ln/9el+JinbXiysjxRHqK/IEset+gulzf8SV7IQT+UHBLMXi/raW18tbW39dKu97AF/CrDXkuNvWVNVq1dWb25PitP5fsmjH49kdsQBYCPBMasN3l7rD+xT+jH4gS9YU4NBXDkB5MBCbCFi+g/Hxr0V3EGiVilGxLaUnPbOp+4CTeKtnidVzgAhzP1W2xakpGrJiJ5saVrUSrRHC9DAOxVovkyODwIe6lR+5pYf19ZHpoTU77VpQ7xMCyakxlCNRLSIevsRQCHR99b4gbrQy6qfGWQ1UiWpOwXscQapwoRI+Ra15Sm7/MPoY/RGDlOpFojnJoP17RZ8ZXYbk/42j75n1n1SfjX4a+EvsjjIlcS9RuNRko9TLMF5TLl8yLkevK0+8i418e6euTlc8BShhbz65FclSjsySaRerhrLIWU7atwFIqUe/0wwZ4bvEYc7kqWU+JblJ9bvwv/jVaahqvJghqHlqRNF+tfYULlzMEzDb7jhzftB0PK5M89j5a34L3ge/58AJC0+h3h7tOo1MJNI+G0DSEEKxXm5SvLb2u52zmCyulvO9C937Q7/Zu6SJwr7E2Bd5vy7ve19H7OmfP1qntjnL5psmHv2MyB6a7g5hYvzSXnaf9F/8BLRTDZxq0Qin6cvTrrmxm7SXtGKObu+LNIrXI0GVgLj8Uc8/suYQUgnizZFtqLV64fsi2cFqcLcQH9xi4u+mCREs9rxqZJdkqkPYrg0C2+Cqd+NASXcw9OaxvbyguBdL2UQWwVprfM/2FEUFpW06B8PXT9vH82l/AG74RQ3iVWwheet4QU1oLXWroppewuc6aJ03CXKWmpQBYihwh37qMt7WGMHVkIEyg18AMeLjU3o9PM/AIiSZMhFAVtAT7ZsK93EuTrb88cgyHJV2iUe7N2ALXPp63RPQKaX+Fcm/G7t/xslb5ki/DUf0UtbDqX6ufPGtlABLxov1+SiHI+JftCYRVb+eCpWUdtnyEpdBst5D4U99AoFYCaYIQ6JqfotiN19QxhcaVy5ceMV/hyR17XRF8l/j6f/T39DpdpndlbZ9WIQSheBShCfq9Pp1Gi/VklNWlldvcbXOsSACax7OlFXmSxOCjivX+e7z331d55UaRbqvD4pUwiekYP7ucoLra5rf/aeq+1uteIMTk7lB22TkWLl0k2biJP5LE9AUxvH5M4SEjSpRNJYCcYibjXR4VjtFZYOhKYJHeu8IL1w+NWH6dWBbazTZ/OamGlbhOtgqUezPk6i8zHnfAEsK54st04lmq4TwZ/8rgOTMbnnE8VyfjXyZYUO1wWjctjKmMLfjQPOjChyE9RM0aoW4N3eMn6o+QbizQiGQIt9cIs0a4fJlw5hDN0DT/sHIM0hAPTRNpVxCmQd8XomjkmAo08Qodn+jjEQaV3pTqX/+y7aoxPkEAbIs3QhCsl+jEs5R6mVv2oZNkq0CSAtVwfmSi4MQWxvmTZFgBIegk8tTCWYJTw4mMc0Iz3r8b75lgLl8j7V0ZiT5RMrIQAUvu1yN5x+fOhyk0TM3Dp17U8QjJu9/88IWzHGeSx15XBN8F3vn+L9vCp7JYIhSPEo5F7I1Mzeq67aJw/ewVNI/HthbeCZrHQ3QqgTTNHd9U57LzTMqEZL1SZb1SpV4JU1go0lir8fbPwxc+/cz9rtpdR2iPkuX70ePTL+ocToa5GZkjFSpjaEpglMyBP+itth6I8Y1bYoN/79N7L0Nz6MbQieeoRXK2aNvMCjmOJdTKXmXhzOwbWntz9RLBQSQDT00J8CDYItkS0Bn/CoN9XMwXlM9uolUaCkqGQvpsIc6z+y6rpX8AoWF6/UT7VcqeWfyeIK1wjIheo4+PRiRj90czmKK5b5oaU/Z9V7txVokzFZpirRcj5akTo4VH6KzrMRLaGk3i9E0PXm3zGO6WdRwgve9Jyr0ZMv4Vyt6TZPwrSqiO9dfdQKLZYtiJ0+3CsmLb12yyGdGalAik8h3PQSmo7pmlREYrEW8WWB9MSipmml5fQwjJpx8RX+FJHXsf/p6/xzzzXV/YYJVt1xu0640tl8NNw6D3GiyE3VZ7ojZ/uTxYjMdYfva7/47n/uhr7lNt7gGCid2h7PL6+dSLOr2+Rtf0Y6JhaD7ijSVqUbUR9FwxiSkZiQcbbxSoRWc5lfkm+5gVoeDpvZc3PCPRVEvmCM0Wmc7wY6+HbOlVjBe/gG96sCqTmqGx93Gi118lMhDE1WOD+LYD0QiQ2bcyIhQta2+QoWh+7tohvj1dop3chaF5MTx++lqAnumjL/ws96ZI+ALEZXXEyhzprOJvrREJKxEcn6kS7SjXDf/qGvHUYeoyiY4HiSDqadAXAcLmOtMBQaUbp9TL2JZS570t9wVnWzb7eyusMoH1QWxfoZGgxDxv3fKa+UKMeWLM5VV/ZVjhgvck9Ebv6RS1TreTEZ/vnPK5ZsxF4niuZm+inMtVkUIj0VgEINYscin0JOeKSTRNubFIKfjUi/rDvUdjgsfeh7jX7z1vf8/ztzx/v5fCXVxuhaEbfN8/vcEf/tKe+12Vu8Tk+qW5vD7+5Es6fV2jpwtOFWY4nqtSkjlK4RyoZIojYgaUYKlFZ1VEgIiKJyuFhowIyClr4JH+KUC5FWQLL4PQKOZVIohkq8Cnlt+27TpaVuJn9i3w/LUDI+cS7RKeK2cwAePgCbxVZQ0O1kvIVSXMRGqGbOlVyD5uX1MLKSGe8a/YsYott4dOPDvynPOex9GlRspfp2/6uFlLciRZoNxNsVQLY8Q9nK1nyMU7TAXWSbUu0Y1M422omOzexhr+6Jr9d3nvVwEQp8rV7l72B66jSYOmFkdqgr+cz+P1wmN7WngdPsKbYYn4odvC8JzT6u0sY4llazJSC2W3bTW27jGP+u0U5POFGHP59RGr/lYuLi9cP8TTey8jHEsM84XE+KKC8g+22hMpcY4kpqniDKvPpcaffEnnO77qYZVkkzv2Pqw9fk/5pg++fFdCYLm43EvC8SiNaoP/8ZfX2Ls/zke+x3O/q7SjCAGad2fbJITwAC8Ci1LKd+/ozV1uy7WL53hp7Qg9XUM3BObY6vtm7g/jSSVARXhwxre1QnIBIIauBs5Na5aV9VbYm+FAbeDqzlDqpjmeU7HSzxWjlLppSlqaN6VexZ+agWoJubYKgGdt1XZx0JNZOvEs2dJw81yircTVRc8Jyt4Zjg68DKq5J0m2Cjyzb4Fyb4YZ/yp/fXkfug66EeatR2pMh9uEZYO9/iZ7MhrXOrsB+NtTfo7sSxPPHKUuE8xmIVK+gmhU8QoNuXgVLZG0+6suE0wF1ol0lTgOm2t0AnEO5Ax8XpNT18J4vXBid4MLxaijjzdaey1R6sQZ3cIuV4ghJRzJnqEaGvrxSik4nmtwzvGc2+F8j5z3H/97Lr9uu71Ylu3jubodpxhASGkn+jhXTJDxLhNvFNCqAwuyKYknChzPZQdllBju6QJTavzxFw2CPoNveePGdM8PMjs99u7kuOuK4NfJd37ooiuAXR44NI+HSDKG3tft5CWNtRqsKd/laiXFO/64yF/94Vfd55ruIHdnSe4ngHmG+2Bc7hFXL12gIyL0dGEL4PGMb1JomyY6cFIdbIQD5e6QaBZVVrGwRtU/2CTXmyGTG4pep8XREpoWIxbETfxHnVhiGKCx93EiN07D6gqkZjASqt7eagk96YgYkX2CZHu4ka8aykFPicqqf1jHwPoyuXqJjMeH9Pr5mgMhFhtTnF7w0jc9JHxNqqSY7V6hEZwmGWhgxiGjwghTk0lWu1HiwWkC0TWIKpcIXzKFjCaJdFZpBlPERY2aTBJordENTyE1D4bmo2cITDR6ugQEZ25G8WhwYtf65hEc7Fi8jWEItcAK5e6M/RoG7h/dGeYLUT5Veitz+dEso/OFWwvgcSvtuBjfTIhbQvmofmrY7+G8bWnP7Bu417RKKsNfOKv8gvUMmfpXMKeUeO7Ec9SjeTJSbdI8nqvaQli3ok2kSly91Gb/4aO3bMcDxc6PvTs27roi+HXw3h87R2VxY970hwUhxI4lsXCZLMLxKKFomFa9SSAcGvEtX69U8QX8TOdn+Lnf7/ELH3xYrBI7uyQnhNgNfBvwr4AP79iNXW7LwqWLdIjQkz76uhgNXWWl6HVYdu2kB4OkDfMMY9dakRUSzaKKz8vAr3bf8J5l78xw89aYAAY4YpwBlCBN76vYwm0cp6gDJdgsEXdBe4yjewCHN1I1lCPHKyN/W2UtUZhsFylrysJsHVvuTZOIZ4ncPIsxsxvdGySqrXMw1qW1axeG6SEm6kQ6q0TKV5TITR2GgHrOajfKajdKKtBgobObSHjVrkPn4CBcWuAgqx1VBqATTtEMDqPMHEmtUO+HuaBHAMmx3T08mokhBXP5dZW6uDsz0icjUTvG+sp+L7bo21uxlVCeyzdG/H8T7RLP7GPTsGx3ghTCTnNt+ZsnGkvD+NNGdsM1pgl9KejKAFJoLFy6yIHDR15zHSaLnRt7d3rcdUXwa+T9H7lJMBwgFI/alrSHDVcAP7w01mq3XMFYXSpz8IkjlAoNfvmTCX7mfQ++a4TYeWvErwE/A5uYjlzuGkoAh+lJH7rp3VQAWyIj413ekO1rPHnDuWKcszLOfxdwxOgdhCWDUX9Vp5VwLr9Ool2yhWmwXiKJEqqWGAUlUq0ytxNw4+IW4NXkO8gEVsiVXhkeDznuFQLGAgul/RVkW4A/iO4N4uuuEwo26HgzzES67AveJNJZJdhaRWoqCkaks4oMqr6qSNXOSidGuR5gKn2IhFYl0l2jGVAW4f/6xRRf+3iP+fIMc5kVGsFp5T7RvQJALZDEMD0cmJUsLAm6uoeAF7WNUBvujxkXws6+ywRW7P6zrd+Dts/lGyNlLevwVjjLzrOxnOVaYsf/zW+0WFfDeZKtYVY5q4xEQ7AxEoYlhEGF3ks0BvkABo8fX6WQEnRz0Eki/NAI4R0ee3d03HVF8GvgfT9xmWp5lfBDLIBdXHqdPsGwn/WGwe9+TuNH3zWZGxvuhDsI0zMjhHjR8ffvSil/176PEO8GylLKLwshnt3BKrrcgquXLvBS5RD9gQvE+DzdGdcXNm5o2sw9wZRKzLzKO+2l8WSrYIsdKwZtZt+Kvfx9PNcg7a8QLJXI1Ut2ODMcPsNOlwVLyFmW363EmiXUyt0ZJW4dWAK9GsptEKyboEQAACAASURBVNOWiHQeXyTLwd0x+p4AoWCDNW+GMA32BRtEOqsE2mv4igvUD30VwVaFRnCaSHeN06byh9gfVhENUoEEcU+NSEf5/NbMJAmtyttP9pUPbrpCXNSUT3AAGsFpAFY7UUq1IEKArkv6hkBzWOeddbVej1tsne1NUCK0XiKBIGElNxksYFkbBMex7ucUwADP7L/K81f3M1+Iktk/em67luZkqwBh7E17Eo3gennEb9xKsmGtPDwzsPI74wqbcpjsBNRmOd30kpFL+PQ2Vy/Jh8I1YifG3rsx7roi+DVQvlYgHI+yXqluWcZ1JXB5UPH6vIQTMdqNNp1WB49HY73mg3c94AZPIdC82x6IV6SUT93i/NuB9wohvhUVjSouhPiElPIDr7eaLlvTJUhfFxyZqXK2ODVyzpRDy5olfp2i2BLAzsxlzuQW476h1XDetg5a93x6nxJPFp141o7rC0N3BUsAV0O5kSgOMLoUb5EJrKhnDURdWZvZIMacG8Csa5xlrL9nAqsU2mlSgTrLMkev52WXp8tyJ4lJkv1BJW474WnIQ7BVoTJ1mEh3jSXfgRGrct1Q4i3SXSPYXqMdVu4OUgj2hxe52trFajcKAaj5kmBCQht+L2YTHQAuGn50QyAGIlggOea5SN0/jTawoFpt2UzgA4TWSyO/PdUyRjJDO5YlV36VcuIb7GvGxfT4e7CZALcnHY72O322AZ6/doBnBm4yTouwHfs59U51oKdWDpzi9niuvsHya4lhpxA+NwivRg68AZ0gHR54dm7s3fFx1xXBd8h7/vE8pmHcdjOclHKDr6WLy6SzZ+4A7UabanEFva8TnUpw4aVLTOWmefePXOczHz1xv6v4utipJTkp5UeAjwAMLBI/7Qrgu8uFy9dI9Fd4e3qdopy1N8FZ8X8tnNbfsp7eYP11CmArXbEtYhyJLKyEDU7xmWwXmcvP2MKsGsopF4jBZjXL4htcL+O5cpZIagYjqTZFbWWtTAcqI2Ib4Ih5houa+l+bL0Qhr8o5XQLsNjrcCAwpWGynMU3BzUaKnqGiZvzllWMc3qsxl1H1tqy1AMH2GlIIgu01DrbXyIdTNANT1IxhHrvYyhX0cJJmYAppCDsSxAmP+t30THG1peIxE1A+xYDtCiAlnFuQeDyC9725gE/20E0/2ep5usEkQpoQGrok1ELZEaGaDlTwVMvDRlfV++YBogMxnA5UIK/6Kx2osNwdtvFWWJOSeaKbWqJhGNnDEsWJtoomkmwV1GfFkc3PwnKVGIpblXTDGSrO+Vm1hPDxXJWMVkIgWZEZugS4cPkaRw85nNQfQHZi7L0b464rgu+A7/6pK1RLlW2XdwWwy4OC5vGQmk3TrDXx+X12whdrsle8chOAr33vC3z+vz593+r5elB+aZOZtcjl1ly8fJWuGUT3BCjKYTSH8fi/23V/eHbf5ZEkF+Mb3jL+FfteyXaRYL1EMfvEpnWzRLK1bH+kfYZ2LEs0NdhkVy1DLDtSt2P5BkdMtZmONkRvnqGx+4Tt+1oN5TC7cN4SaIUo6f0V2wpqUdaGdS52Z9ClRt/wcDRyjZKeIeZtsdxJ8vZBxIdKJ0ZeuwpAI5jitHmSVLwBBswA/uICvvWvwBPvoOZNcnD9JTqhKdZnDhJbucK0uEIt9iaC7TV8zTX6kSl8zTViUnI1tYtSLUBpsLsum+ja/X9k38ACLKDcTXFYXKDji2F4AhgePx6jR678Ku1Ylmoox3J3mnSgwgtX9zFPlGP5BvnBZMJTG1jsp9I0dp+w+77UnSYbqJDeryYLSdSE4aJ2Qk0oBhbedEB9h1uC1+ma4nw97nNs+Sdf6D5GSUuTDahVhgwrJFsF5RMez6rkGwyjhIy7O6R9K3Zc4XHL8LFsFSmhbGbJaCVmRFkJYTPwQCfUmOSxdzJrNYF85N91WCtW3IQXLg8l0jSplVdpN1q0xzLJOZk9vIcP/ovClucnHc0jtvVzJ0gpn3NjBN89rl66gCE9mGhbJi2wOFdMbHIsPvLzhnz9tlnerOcEHWmMc6VX7Ne3iv4AwyV7I5nBSGZskWaRDWxtTLFE9XmHIDuWb1DqTtOOZWnHNrcom1LjqO8SRyPXMISXx5Y/R8xcIxlokAo0bhmuLe6p4W1VketVRCxJsL3GrL7ASvIwAI3ANOszB+mElAuK9dtCj0wxFWhueX8LKSHpb2BqXsLdKtLjJdRaIdRcsQUwKKFaGrPkjrfbSGzPdzcdqGAyFLjbtRCP49zgCMPPSLb0KpEbp/HUloncOL1p/GNronauGKfcS1PqZ2wBbG3Y3AopVag53RD86Uv911T3SWCnx96dGncfzGnFfeArnz+/Ic2si8vDgpQSzeNB7/ZuudmzcGWR9J7clucnGiEmNnWny9Z0CfJyaRe6ITiW9dnHN02EITdGfwBHGLRWCXTseLrJVmFD0gunWHRucrLYbBMaYFt2nQLYEm7jgm4cIzGzQSiPkw1UbJ9hwLYWA5xbiqIbsO+gn2B/nWCnitZpMnPzZfS9X02ku8aBTkX5AYOyABsNpIRKJ4oMCmYbKsWv02xZN+Jc1fOkvE3qXuVGEvfUWeIAByPKFaIfmaITmuJcOUUmrip0ILLouEcC4lCuB8jEu0RZJ9BdJ1grIIw+pj+MEQhjah5baG7WD9VQjmooR55XYCCALQu6bfltD8sm28Wh5TyE7SpxzOHysB0r4PgGxyRFLmiP2e9/Fuw4zkIq/+bNwquNW4SdkSPGsazBoNx9hICT+WWCogPs3UatJ4wJHntdEbwNvuvHL91yE5yLy8PAdtx3TMNAaIIf/TcVfvcjr82icj+Z1CU5l81p//UfMBuOEx74AZ8rJjmeq24pgLfCyuhlYYnfajg/EgJtfCOUE2uTW6JdGnFDAGVtDJVLtuj11FZo7D5hi7BsRgk7S4CNJ7uohnI8v7CP47MNzi1tHjmi1J22l/gtzheiKqyWAd968ByBfgN/r0Fg+Rp4A4imitoQXbmCHpmyN7c91X2By4E3A1CsBUkFR624gdIC7QPTxD11tf3Iwd8vHeAN2Qr+iy/bx3yz+8gkH7P/rhlJZvUFCt799rHjaWX9DnermJqXbjyLkAaefodafA+J+g20fpck2D7P5weuEOeWopwjyjMHrlHIPGH3YTXzxMgmRIDc8iksb2ZPbYWg0EgCSYpk9+fsvgQ2CWo2xPLFTrD5pjpnjGcrzTVAVrwKqCgill+wlWzDGRUChkLYsgZnvMvDzZ1SuRFYvu8puYxP73DxssmRQ/t50JjUsdcVwbfhA/9skWp59fYFXVwecqyIJ6tLy4RjIX7qNxr86oe2n570fqNSd07mQOyykepX/opgs4bX1IkFwphRD+dIcq6Y5FhWCQOJ2DL+r4W1FO10gbDEb8a/Yovf47nGiJXX6Q9qCSxrw5YzwoPJUNRaovfmkXcA8KniWzg+29gQx7caypHoKJ/hRKdMLaj8XbcSwM7rnNZSKcEwwTDg1Pph3hg5i6n5wONDNGvIeo3oiorbuzJ1iPwX/wh/LIkZn+KgeIl48jCpYJzVToTFY+8i0lsjNigfalVY8uzftB5xT53u0TfhayprsB5OkAo2We1EbEHdDEwRp0bNSNoJNeKeGk1tium1S6wlD7AuEvjo0zCiiJhJU4vjEYbt3/v0/msAZA8oAW0dT3TK9nsihUYtmLH7EyDYWMY72EjnrZZtHZ+0fxc5r916k68Vyi6zf+NqgNN32DtIcy2mVOSMTjzL3JQSvRn/CkfTp0CHC96TSARH+69y0XfSvt4pfEu6+hxkvWWev3nE3ihntdPQfHRlgMuXr3Do0MFb1n+SmOSx1xXBt+DDv9mkUqhsaSHzBfz0u727WodIIkaztjG3uYvLvcbr92HoBr1Ol9LVIss3l3n/R6b5g3+z+35XbZuIibVGuIxSf/H/I7h4AdlqIvo9/F4fcaFxLJtlvpgk4122BcNWjG6Y0+yQVlZSC8JqN//T+65uGp5LhULbzzP7rzruM7qka1kSozfP2Mf0ZIZkW4ms47OjlmXLF7jUnaYkpu1jzy/cfue/Jf7OOzZ5mQMRfDDfZyrYJtBdJ7xyDen1Qb1G/9ibaIdThFrKkCN3HUA0qmiNKkSm7DZJBH+/dIC5bIKDkTUqiYPUjOGkYrUTASAVbPKW2atEeqOuEM6+sYSwRONqc+hqciCySN1IMNtfAKFhCg+G9JCQqyTMFSK1RWKBMJ1gkhLTtqi1JgiJTtnuM+cx67dz06AlgPXBZjpvtYyezNiCGYCumnSMp1G2rPUmw4xyTj/iTGBlJJLEzWPfSK70Ct5qicbex1WylMFmOWca66P6KarhPDV/jgwqQ2EtkiPedKRaHlDSM8xZ4ndgEZYIDE0liOlpAT7z5T7vfvPQPWiymdyx1xXBt+D6pdIt3SDutgAGXAHsMjE4P+/N2jpCiMH/xwMignc+Y5zLXaKQnGPvyk3oDzcC1SN5MmIZBi7pVgzgzcKgmWOuEc74rjgywaX9FXKlV8gx9P+9oD02Yumz4gJvleQiG6jYYsuiGspxbkGVHRfCAJnAcHVRIuwym1mCndfXghmyVAZWYIFugK7Dmate3npM47T2JuaygzTnMwdZ8h1Q4jR+gNnugormgBKv7fCoO1M20VViN/pGGOz/jnvqRHurENxvv15iP/ghcfUlADr7p2j6p1htDq3AcU99RABbx/P6VRrBFI1girqRYLUbpSqipINVriUPkvMU8ZldpC7s9o5T6k7b/RdaL1FIP05++VX7vLe+jJ7M4K0vq9fx9Mj7Ywnnkpje0O/HZxv2RMW5Ec4KT2e5RTyz/+rI+WL2CeUc7HhPrRBq44xnlwvWi3jWygSTyhpczj+58RorE6KZ43wpidcjCfgeoDwEEzz2uiJ4C777p65QuHTjflfDxWVisZLBfMsPv8pnf+/x+1yb7TC51giXIZ96UectkWV66T0EWgMjgNCINwtcDD65MSvcmAB2JsAARnwyLRLtEglKBEuDbG+rK0RSyzT3PKY2uOVPbBC882PRGkAJ4GS7iHjp83hSSlTq++c23diVCayO1CvZKVENZil3U9vqF+e1UgpMqWEYKhubrksM04MhBUv+A8Q9yg3BsuAWa0HOMs1bZxcgiW3JrRkJ23LrdGVQgncNDBVHmOh+9TeCWeMaDc8wOkRs5QrMHKRUO0CpFhgcVW26dF3n8N6BzAjCIHqaLYBLtQDZhErk4dMMdJ8fgWQmUIPuRsv7OIW0GnfasSyh9RLeunovxaXzGIB809fa5yx/7dB6iWL6pG1NzwYqnNskjbKFU+xKhO3XOxKPemyT5FHztB1JpBPPEqpZ2QeVW4QzgoRnrYy5uoKdmN7OQCdGfIitjXLHslXOl9RmuQcnbNrkjr0PQu/dc37y/153BbCLyzZZr1T53p+5zn/+5Qdg1/L42qfLRHHl8iXeFlyhp4WpxfcQOzhc7q1Fd5FBCWCJINFUwqLkH1r5TDkqTjL+FTL7VAxgK2uYRIxkeQPQKxW8qRkiN07T2HNS+QPn2dTyeyzfGAlxFmws2wIYlCXyXCO6wQJc7qZGBHuSEslOyd54VupsvtF081jHGn1TQzckhgmmKSnUgkgJqUzDTnTh3PBWrAWpGQkSno0huVY7EYrVAMWBSn3rrjoN/xQztcv4WlVmQ9cItofW64Z/im72AJ1Qyv47m+hSrAbIJZW6LNUCHN7rJZvo2s8gqAR2pROlXA/Y9zOkQEiN5d40Ps3g7y9P4fXOcmJ3g0xglVJnmhcKw/FF5gfhyYLD96EdyxICxKXzw/ejvkyIoVi2sKzJlsi0LMClrnLDsKI8ODcw2s9GjFiFE+0ShIZC+Kh5WonmUI5c6RXV9zmHdddaULPGIqGhpWYwpjZavS0hnPEu23Uqm1kVH9uEvi64cvkSBw8d3nDtxDGhY68rgjfhxuXy7Qu5uLgAyiK8eOE6kx66R0zwkpyLoi/9LAUOMkWFeGOJWlRlIZODdLvxRgGEoBZR5rJqdNYWFaZkg8V3HEsgW64PkRunAfAeOTYS0izRLiFDwk684IwP67TyOjdjkZpBj6eV4FoYPO8WsXkBqsHhGno2WOE8kZHzx/JN+xwooSwRnLkZQtfBMJQV+OBujUy8y1SgaVuB4546oMKcWcyXUkCKbGKQcGSTsLNz2bXhH0KgNWoEI2v4WlXWp9VmrGhvjU4oRcM/NfKMN+RWbeuzk2JNKf39kYJd9nhGlbWswQl/k4uVaXxeJeyFCWcXo5wTUY7lm3ZfnC9E7P7Ir5wCoB3NEDvzvHrYzAxGZRXP1BTru1TECsvqbmG5UyQ65dH3IFChhtpkF7txyt7gaGGFXfPUVojKU/Znptyd4aipPkvBeolcvUQnnuXV5DvIBFZY7o1OcJ6/dgArgsS37y0OrivSieco9TMIIZkvJBACntl9EVD/A0KaZLQS50hyNF3Fq+n0pX/jmzhhTPLYO5n26fvIz360jde383MDMaGzIBeXncA0DJ797r+739W4NUKgeT3b+nG591y6vEBP+jGk6n9/rUS8WVA/DWX1rUVnqUXyJJoFqtFZyr1hxi0rHJXFZkkLxi17VjILVlfstLzVUM7eZJUvvzJSfkT0MowGQUpZAb31ZZKdEsfyzQ0C+HxhKA6PinlbfFlCDoai14nT2gkwvxi23SAO7ZIc3C1sAQzK5zTuqdsuDxLBVLDFXHYVKWEuu8r+SIGpQIupQItiNbDhmTV9Y6SN9emDBDvqnovafhr+KaK9NWp6whbcTgEspfoZukjAQnOWs6XpkbKZeHcQrzjGuQXJ/IJQ7h2Gut7ZJ9lghacPXCfRLZPolmnFsrRiWarBLPXHnqX+2LOQnMZz6AjG2hqhxuA9dQhd63WyM1wNOCrn7Q2CuWX1foz7eZ/XTtiTocbuEzT2nBxJ8OGcYHXiw+PJdpG0v6JWJQbRSCzm8usgBMH68HOZ8S8jpWAuX+N4rralS4iJwJAeetLPpcsLm5aZGCZ47HUtwQ5+8Q91qqttjLuQFU7eKoili8sDTigepV1v8L6fuMwnf/3Q/a7OlkyqX9qjzp++1Odg3E/KLGNoPvXFLzTqkTyxZonwtVepnxhutKpGZ0eul4gNCQqsEGjWBrgqKq0xXex4u8XM48pN4q2P8/zV/byXf7CF8u6Lf6VuFMuOhDHLOrKZJWJZLog5nuC5Yd2CWehs3k5bCOfnyKLEbSuWJdEtUwtklODNjwpf61yiW8YMaBzOeegZHk4veFUCkZmKcg/xVIl015CG+oyHWuoe0i+oG3Hinjq5ZGQL9wpBJjHc+Br3Kp/gTnAKX1QJX0sAA1Q6ESpEmA4mqHQi7PJf5THfUCCvdcPD90bCpWs6R/Z7RwTx/oia2Dgt1Yf2pFhYNDFMgcdUkS/GfWOd/QFQCwzFani9BNXRSYMcGKCs60BNPNrRDKHGMKqEM7qE9doKyWbFcIbRzHUjyTjaqq61UHZksnVBe8z2P3Ymx5jLr5Pxr1D151W0koFGSDSLEMFOrTzaFo2ynuZ4rkpGKyGQeMw+dTHN1UsX2H/46IZrJoVJHXtdEexA06Db6dNtdW9f2MXlESYYDdsZFL0+L6FomHa9QWNtsqOZTOqS3KPO0cQiXy7u5W0ZZVGMNwt0E1nSSy+jVZcxVyvkzn4OYypDOf8kL1w/xPGcKjtuKRsRw3lI+ytDUTJIwkB7mPzCiv0Lwzi8oCyB3oUzBJPLaiMVKlqB0x3igphDSrEhpW82WKHUmR6x/lo4LZuWkAPl6pANVjZYfp0k9AqhUJOeFqS1aw+pSJdKJ2qHJJNCozlwUWj6p4j01myRWTfimFLYAtbJf3tV422Pj6aOWPeniPZHoyO1Q9M0fEnbBWW+NKXcJ8zhNehKVFu+wQC5JFghJyw/ZctSnV/+0jDUWgaESHF1SdIXcHxPn3Sgikfo9r0sIesUv6XONATVsTxqYhEeCNT44hnC8RLeWhl2n6QWyNCKZe3rQ42yLYi9tUFotXgab32ZTFq5TTijRoAKiTeetjl64xSNPSdJtEsE18sQytkuEhbVUM72UbdWKpKtAsGB+0SwVqATH83IWdbTHOm+Sj0yPH64rRKVCGmClFRiWbzaZLtFTOrY64rgAR/+zSaXz9ykvrx2+8IuLo8YVqIMzePBNAy8vuGGJb2v01hVm22kafL+j9ycyNjBk+yX9iizcOkifSIcGwgOiaAeydsC2MLaOFTqq99nC/GNNxtjvhBD5sRQ/A6whLO1Uc6Sf6XuNITUZjcAptJ4q2USsbItgMfDmB3LN6kGsyQ7JaQQIxbHY/mmLYStsG3zSxHmZpuUOtOUGIb7yrC6wUqb7A3cMlZO4W2s0ZnejdcbwucLcTQVZLkzdFuI9NZsAbzQnKVUCzCXTdhuB+Yt/JOtlcrpYFNZgQfid0nsJRRR4q8dUuI/2q8yHYxT6US4eLVPJhEhHt0Y4aJYDZBJ9JgONkl4N27Ga3qUSLdiFjcC08SpI2UK05SYJuimxmJrmt3hZQSSZK/EBTk3EmLOotSZZn4pwjMHBu2MQfz0cxiVVbyHgWqFcGJ0Q6TlLhFbPI2eyKAnMhtSDyY6ZRKUbeu+9dmwfHRh8Lk5+i5AuT9YkyLnpMqKT10N5UZcdZybNDuJPEhpxxC2rMG1SJ6ynh6xiNcHfvGJxiKnihkCPpPz1cmMHTzJY68rgge8/MKZbaWNdXF5FLG+JM2Bq1BjrWYLY4BeR1l9mrV1/KEAkxk7WKjlHpeJoi/89E0vptTspWsLcyqDtlZGHj5BN54lsF7mXPH24tfCSoPszACXaJe4OEg48Xjtr+00vBbOpWw9maGYPqnE78LmYbTOFyIqrFVw1LJrt2FsVXtutjki4pK9ElW/CpWWCaxS7qZ4svGcfd5bX+H6gW8g67uAr1VDC/Tp+GOYaLYfMMDp/glSnqYteqUcRn0AeMuua9R1JV4BStWh5fC9b2kMxW8fkle/TDe7H8J7bfEbaldYjh+irsc5W1Ri+/A+sMzCdT3OrLxOXcSZDjY5EFXuDun6ZQACpauY0QSFvErXbFmCjVgKb6tGJKxEfCbe5dJ1H0KAaQoMU2DiwYPOBTkHsGlYufmljVZ3i/YX/x5/agrv1AqWo0YtkMFbX0GPD/y5r81DcnQDW7JTGnGTsFcE0idHyjkzAjqFr0WwrkLxBcEWwsu9aTL+FYq5J+14whe8J8n6HasD/QxZX1lFQomotMtlPT2S/bAW3YVcB90Q9Cd2fJvcsdcVwcD3fHjBFcAuLnfIVn7ua8UVvvmHXuHP/+MTm56/bwjQPO6mt0niyuVL9GQEQ3o4W5zi6VklAOLNwkgIKXHpDOEZZYF7+g1KVJV6G0NKjfsFzxeiIxnfyt0ZypoSxIm2ih2bbBeVpTg/SJowe4IneM625kmEEq2zw2gP424O5wsRzhPhWH4gojbxCX7mgAq7meyVbHeCqj9L1a+eM78UIXNg1faHtpbmAUw8rEfzBAJN+t4ga2KGXP8aS94DnC1Nj4YhG5BLdvn8Kx7e9riyxtZ1NXmYHrgjTOeU1ReUdbdBknjlClqzihmboh2aZlZeZ0nsJe6tq9/UmZXX7YQl4zR8Sc7enOKtu68R7VeJr1xCK1yDWNIuky98mUL+zQTba/iaA0swEApXbEu2KdXGON0UaKaGLj0j/rSZwOqmsZgBnl/Yw9xskzIpnpo6Q+/iZbqrdbqrdZLTKVq7Tqg+l6DHZyjMnCTPKUgMP0/tqHodWxx1Z5Dp4STN8he2Pj/jUURATbiqoRxJVCQ8KyqJRbmnBHiSAtVwngwrSDSev3ZgkDK5rlY+Bm+rtYJRj+btVMtCMEifrZKnTGQmuQkeex95EfzDv1CiUdu4I9fFxWUUr8+L3tdvXxCITsX40P9V4zc+vHGX+f1DTOyS3KNI9aW/JOENUg8ew5CjViLL0lWefSO56udYP3+F6JHH8KyV7aXi23E81yATWBkRJ5nAihLC3RkSlDaIFmvzUzF90hYcVngtp6vCeBSH84XIBouvhWX5nV1VgqoVTRNfPKOW3gfG5XBjmWdUxCyOaucAqO86QbixjLdWZt/i33I+/07y2nWC3TqxcAgpVBSIbGJooXZGesgkerznq9c3uDcAtvh1Mu7/G+yojXEmgoWGWno3gwJ8EGd4fVVPUHVEk3jr7mv26/rMYZLF6+raaIJ+ZIqV+EFqeoIZoDD7lIpF3FxTKY0HqZoP7/VyIrvCej+E36MTFzWutPewKzR0j3GmoLY4Pqv2KVjvnZ7IEDp6BHFJTZyYStuTjnI3xSzYUSbii2eo7zoBYG+8W9/1GLHF06zvesy2CDsjTQDDNNYOIWx9ri5qJ8iwYscNdmIlcZkvxCB/chg/eIAp4VwxbgthISRHuq9SDqQp62nmi0mcw5lpgm5A39AmUAhP7tj7yIvglaVVauWtNyK4uLgotiuAAaQpaa53gAkSwYKJXZJ7FCknjtCTfs4UZjAHTrklQwmMdP0VOvGcLWZic4fh8lmYzoAQtki2oj+MY7lBABuELqg0uLTHQqaFsKMAWMIqE1jlPG/YYNnNBiu272+pMz3i7wtK+Fqvnzlwg2SvZFt2w477WPGPnVwwj/NGSva5fjKL7gtzuPpF6ondRDp1Uv0WK8nD1IwEqWCTs8UUb8itkso17XBlm4XWinvrzKyrcFr+pnJHWMq9yY780ItMQWSKTlBZZG+KfXzmHyIc3qcElUyofkoOfHyj/Sr4lBBOemsjQjpeuUIvMoVZr6HFkyplc3ONaHCNmpZgJbF5FBmr3pJBVjzTgyG8mFK5RWhsL3pTNlChqWWJ7APvvrkRy/q2s/QJoSYrDKNCvLCwdyQRinPDXDWUsy3Epe40GkNXHGdWOSsJy2bZDGEY7s85scp4l6l586CrvpnLVTcK4UEq7YmLfjvBuU761wAAIABJREFUY+8jLYJ/7JdWEUKM+Da6uLi8dqz/pW6rg0xG+Ld/Kvnxb5scC8CkWiMeNdqf/Si74tOYXj/tzNs5V0xyPFflcPtlAnUlVoJf+RuVTG0mM8yoVV1RG4nCyjJ5OwFskWgP/TrL2sZIEFJomy6vb5bF7aiYt31AE90y+cYpmH3WPj+/FGF+KcLx2RbnlsIk+suEG8t26K7m7pMk6qOpn5tj0SWcmB4f9WieYL/BmidNTCvga65BEmaNqyx59pNLdlntRJgKtJAIYr1VYpUr1GcOE69coT5IclHVE0SDU9wU+ziMijAgESzHDlLT4+yW12xBvO6bIkGdw/uGrgypUIuEd5iWet2nxLJ1bN03Ray/RrCzpgQ1wLEn6AyEteVTXOlEiEfrpOsqIx1C4GuuEU/UWSVCNtEl7qkj/JL1foiVforpYIOEscL6IGWz9X6dW1LTiuOzrRFBCpBYPI0eV24DeiLDUuoxnl/YMyww+ywZ/yrJXon6rhO2zzEdIDiI2DGTsT8H5xciHMsry36yUyK0XBqJDCKkaVuES9rm7hpOpNxcCDvdemwf+NwwxFrWq/5HMrtVJrmymeVcMYk5CCsnxOS5RUzq2PtIi+DlpTWEpr60p3dl6XW69Ls9AuGQax12cXkNWJNJX8BPu9mlvNIHJiN0j0AgNrG8udwH/EFMrx/pGX5JnysmOexYONCm07T2nSSwrr7wO/EckeqKnYLWaQW2RIMSFVHm8sMNcUfMM/Y9q6EcaSq2tc6y3Fkcn21wbkmlPHa6P1g+wJYbhBV+qzUmXiXCXpIHZQWOrJZoxrIkppTwTZx+Dn2fEluRwX2WUo+N3Gcp9ZhK7ZvK0Jc+cp2r9H0hoqzjL18FYLp2hU5oilnjGgT3qd8mrJNi3Z8i0fgKcXHFFqPrvilW18MQ2gfAcuwgsb4SvDU9zmo7zCpzHIgViepVFtY3WtBX22ESsbp9DcBn/iHC2x5X//epUAsGb6klkIkNy6KDhmQ62LStxv2BQLayz6WCjs19CBL+Jk09xFIjgTem46NvR0nIBiowq34n+sskriqXEz2eZin1mP070R9OOizf7OcX/n/23jQ2kjRP7/u9kVdEXhGZZEYmb7JOsrurj9nZmdXOqGd2115DsHYXPrCGdRiQFpIAC7It+ctasL/YBuxPEgR/EVayBXhlwPAhQLuGBFgje7p3ZOxqjz6qusm6mnWRzIPMjLwjr3j94c2IzCRZ1T2zdXC78gEKyUpGJoOZwcgnnvf5P88aEkGpt4Al1PtwTewCyqvtE9/TF0JnqprH7+F0cYYPDwI1+LwKblAXbbnoSfA7nb6w8ySB2iulQAipXpfWIY3kElJoSAnbBYe9osXIUxuPwheHdF7kc+9rS4L/8n9TQWiC48dFtFCIk4MSCTOFNxwRiV2cq6c55viTiLbTxI2EeXg/yn/5j7L8t3/pbCvVS4cALqga8Tqh/Q//K7j+NuHmCWhhSBGowNNT70Ek2pIivWa7yEeX/xy7D89fQp7GNBH2c4Bzp1RCnwhPe0v9+LOn1R3n9RPix4r0hBvHOAtvQ+rp25d6C5ipPPVIjvrmz6nfY6VCPZKbIWbmoMJvPflGoB6zrKwY6VGVsljGMQroozbxnsMopZbyXSMDCFrRDMetJMvRib0iOVDDbb4C3IxkAiJqTvmBm5EMv/dktu48a6TZ707InG32KdfVhay6LQRfTxdswIQkn/fzqt04l1JHJAeOil7rTt6P6SKORkg9rj5S8W6LepOhp7EYbzOSIY57ab7Z+SEyq3zb17S94ELDz/cNNyqQnSjsd7ztwGvtI3itgfyW2m65egukBykokyWvn/Dh/uT1ub6kou2u8/lMakS4UcGAoFDltvZm8D3/WPSPx/PIcLm3GKi8pxvlfHLs+4MBlRYBQZNiWZ80J27bNfbKGYYjwT//qM+fee8CiBAX+Nz72pLgZDpG/VgdUOFImP5oROHSEtWjKkkzQaMSC2Kf5phjjh8P7boiKY3jGk9uG/CXvvWK90hhXon86qFtXmEY0dEGfXqZAramyEQ9uRJ8qLumsjvEGiUYt8PVEwXoT5q2phWznaUmnx+mxl/P2iF8L6av+OZjJ4HaCyoH1tHz2LEqeyTPrS4+fV+4oeLWlqu36CRzZ7afXpZPVEvUszkkgpWqquQ1H30A1gKDsd/04/j7wGRpH5QCmYzWSYfqlPo2ibBBQjfwFkO0ohNPq19x3IxmgzgyUP7eJ0KpvgwVCS3Xo2QNRTKr3bhSbiEgs+V6lL3ixP5wHqbJb7ke5coGZI3ZobpA+QWSQ0cxDUORc92tsaxDpKN8xdrRA0iaRJI19nI/H5C+dKgBOiwNH1CXb2KFG2TdQ0KxTcKlE5iy9frRev7twLSDi4wg3WMw+3vkYyfsEQ+U++XqLcL1MkPTJt6q8K4scRh7mz+9+RghJB/ur3P7KBEcC+FGhdH9u4QyGYabStk33TJ3hPr69pjsXl9qBYowqOPTj+uDiS89sOcsvTljkVAqsYe9XqHcz7F7ZGKvqerw6UxjWytBAXJaCTt/RGTkjo+TrWe+ny8LF/XcezH16ZcAtzMgmzeJxQ36bo+oHqPX6ZPMpOi23DkBnmOO5wTL/mpDKC8cKrH9q/2b48VBCxN2ykhN0DhVf9xILs383yfDZruI2SlhR4+DooHpwoHT0WjTmCYcPjmdbgDz1Tt/WOq8ljf/PikFnVQ+yJbtJCdpA09DO5UPCHg7lVcqJYBzQqR+Nld42k4hUUOAmUhdVfKOzIAAT9cNg8rpraQv80RscLO3Ewy3nUa1Gw+IbrU7Id0+IZ6GbfbxJGf+weR2Wg02w40zNopW2Aq+Nw2tPSbOSUXiB2PbhpQiqFS+1PoIKTSsWAu7dR+9U+XKv/5HACzXJvFl/uvYSU5izpzI2Qi96WHB0x5wXzU+76LmNBw9z9C0CWXOf43V7/GlTxNAb5QCMjx9XP+kkEJDitC5w5GvBBf43PtaKsG/+rf2MRdT3PvoXkB2I7Eo4UiIk6MThLggB84cc3wNUHpwwK/+rRD/29959YrERR3OeF3w8O4enfXv43oxFkTlzId0eZijZP9b7B4pYvT++v2Z71sdlafq4+roMxyjoFrhmF1qvup9dm4jnG+BKFRuzgw1WZTY46fP3W9PTnJ8YewFTuW5Ld+A3qyCC5DfOgl+tzve9tkntBbAOWFg2hxm3oKeIk07K2NldmyFGIgYiX6N48gyKa1BvF+nFcrSGKVJhxr87sFmQEL9OuSM3kFK+NTdCYitrwLbZp+s0QkG3OrDNDeMvYCoenKiAhesPsWpQo17Dwdc2Yhw76Hy+ResfvA8i80Hk98tNfEYA2AoApwcOkghAi+yl7DoJzJEAa05sUNMt8u5RhaQLPUf4GkRQt0SnRt/msT+R0Skh5Us40Rs4mNFPd4qMzDtgAzf8baxqQbfi1NWr/dTMDTtSWLHFCGTUvCnNx/zOw/WgnIUM5UnnZ1cxIQbFTjtER8T4emVgcop8q03SoT2d0mwi8hk0a08v5I74g6nCjmmUB7mKMcUWc+Hy+w+scaDc4roCySe0LC6RR7eddm4es4x+JJxUc+9ryUJjupRig8rRA19pumq2+rgjUZE9QvgX5xjjq8RqqUqF2JZ7oLG9LwuGGpRhl4oaIcre3lsTcWBlYc57PCYGC+pSKh0u4TeKILQzi0aMFFWCl/t3SU5UX67k1SIp03q+xmwPvya42k1eDqmqtzLwvTHwzkLhu9vPXmmAudbICJAJ5nHGlQgBnJZLdv7g1ieCDHSwniaatOLDybkUErBFy2lopfrUaSckFQ5NVzoE1Hf03saKzya+b8fuwVQdBTRBdhKFdkppLEiDf7U2tjiAOhddRv/4iPkuBBjEUgaFhgTL219mA7Yhk+G/YE9P5ZNSI/0OGViuh5Y79ZwjQzpex8xPDwkfrVH/8EDIm+9CwisQYWPjO/BCK4nBbdH2+QjinTasSrWQBHlafL74f6k0dIfqgOlBt/xtrmWUkkPfm11vFnicOHtGVtMPWZzurvQaJbI59T7uzcOgT6dWDG9MgGqQCORrTAyJwq0E186kxs8DX9Azg6r/d4pONjhCpXR5Dk8EaIY2ySunVX4Xwku6Ln3tSTB+zfvnXu/HIdVzq0Qc8zxdPy4kYKpBYulrS8vN3jR8OMQ53h1sNqHGLEUB6zz4eF1APawuJ6f9ZTa4QrpTol6okA9USBf/HRGAS73F7k6+ozTmPYDTw8uYb7J7aMk729Oihy6YzXXaKqYK0fPgzshwnC28nj3MMEuiRnLwnREl0+64i2lEPrES91fId4qE3m4C5kcCI14q0SkcYyz8X2uh/ZgACUWkGicCJveIMIV94DNwSGR/Vv0rryH7jqQvsQJk3pkpc6ej6IT5d7DAd99R1J0ohSdKDsFB2eQJinU6+6TWiJQsOIzCnBG76jvR2Cx+QDXsMg8+ggA0XTO/Dwf/ini9J/cAeus8IiukeWAdVblQ1oRRaD9VrsV70GQFhFACzFqtwm3G0TsHAPTxonkgouGvH6CQw5GzN53ji3Cx/ZyZ2ZA0cdvPfkGv7z6RwjpEW9VOFx4+9zHP778Cywd36SbtEk1Khzl1HbTJH7ai+5nB4Oq7PZfqPbv/R6Jb397hgj78Fc/JusZU7Fp4z8Jv04ZCC4sERojGWLEq/fiXuRz72tHgn/xL/zRUz/Ep+/Tk3Hc1gW5gppjjgsGe2OZyqOjLyXDkVgU6UmEpvHr/6DLf/9XjJe0h0/BBVUjXgc8uHeHTvwSrhdj72iy7O5J2C1abBfqMwqq3iiiN4qUlt4NVOByf5Frw5uqcWLcdH+6rtYvJ4BJwUE+dsKeTAZ2CFC+zqXKp8E2llvCFGXuyJ1A8fMLL07jtP3Bx7RPVe1LNiDAoJTf+IYix/59ZuOY5dotOsnxvuonHHYXycTaHLVSXI6GCHcbeEubxEr7IDRk+nKgAOetPn4M4b2HA9hQtodpIgvwo08Ev/RtRVqtyNifO+6/8bN3kcw8TiIww00YKQJsVPaJNx0GT54QWV3FazYQy+szZNg1LPSuQ43tgHD/9u8l+O47k0G8AyYq8Q9K72CbfYRQlc7K1vEm9OFSEg5DG1xqfYRnLhC7dAnZakEkTPTgDlhvkNdPKLkLKrUhtEeJiepfchdmIs3898S3ntixKvFaObBP1CM59vbVe3vH21bHSpKg7W9ZehwuvE25l51EqCW/r37GyuRnmG6Z723N+o6nv7Zjx0G8mpvOw7//a4wapZnj3B+OuxNWbXICOSG/wM7SZGVgGntFiz3U35emQSzicbc+4N/+xitOvbqg597XjgQnM+lgcv1ZmBPgOeY4H1JKjp+UvpIa7Odut2otYrHxiPirghCIC9pf/zpgJMKMPC2IE/NzTadhH31MqFYO5MNRxsbslGa28UlBOXS+GuwT4CP7nZlGOD8DmOlZvNxE4Vs6vsnR4o0z7XDPwrQiDGowy1eBYRKd5kSmFL4kAQGOt9TvFmkcEx/fOhvfR0rwpIad6NCM2ISGaqfcxcvobo391lJAgDN6hxLjxIYNpfrekQKYqL/ffUeS0TtYkQZSCpJDh2YowxO5jhluUh+qwcLdqffj3sMBP7NaZL9V4Ibh0DUyxJtKAQ6ZioxpqTTDhEV9/RsY3RrRjvL2VpJb3BjtsZnM8KCV57vvqHOFn0gxbdPwPc1SwufFDHmrT8mJjg8B9WYtG1ki7Rpeq4m2aCOjOsfrPxXsa0B0B5OvS+4Ce4cGLM8S4d2DONvL6grKGoxb/FqKCC9Xb7G9PGudibfUe+UnR1j9EmWy7B4m0IRaOfhwf53rSwvgjtVnPf/UVrrdoyS5TbU//gWYrxw7RoFC6ROupsHemBBi8Bv0Jklju0dmQIR9C8npBjkpYeQJPO8Vq7AX+Nz7UkmwEGIN+J9RQYMe8BtSyr8nhFgG/jHQBP68lPJs5c9zQunBwYt66jnmeG3gjb5adSkoIpzMJBn0v3rt8gvDBR3OeB2QaT2hFd8mp5V4f3nceLU88QPnwsczBBhUQQYQWCHs6HGwPDzdAmd1iyQe36Jg2YScMjgntG58H1C2CL1VgdwNWCbIAgaQSyIgSJ1UHrNXDtTgaZwmu3uH8TP3nRvDNVYp8/rJRPk9/IzBOF0CoeHt30HbukZkHLsm0RhJjQ92LfoDyX/wnhgPiKk83a6xwIJos1BQqinAt1eVtzdrpLFNRTCVottnp+AoNZcJKde7DtIQMwzAL6jIWwNKToQrGxF+98kaOwUHo1uja2QYLm0RatXQhIbXcPCuvUM9u8XNrhq82rKLilAPCawWvrpfciIUrP5MIsV01BoQDN2pfZ3sWyuaQU9k0DMLyHYL9CSeCCHRKLsZbF2R71pk4hvfOzSC2z0mHmAf17TbmAdTyn3SVgkR3ux27VQe88nNmfvsWJVdEnjy/DSR0/Aj+XxLjtUtztp1gGL+HYAZ77vVOaIcPtuK+FUh5ZgIX4RC3At67n3ZSvAQ+M+llH8khEgBfyiE+BfAfwT8DeAS8BeAv/+idqBwaZXqYeVLfb/hSJjh4AJ8aM8xx59wRGJROs0ub767/OUbv2Bc1Nai1wFeKIInNUpykg0MYB9+RDqtRttHGRvxhWrtQggS4hZetQLv/XxAhOXUezhtg9Ctqbgxa4HkzR8q722twnDrTQqVm6rmYVxxPE2GYbYFzo6pRIHT/t/z4G8LKpbLyUxqdve+MALVESDerlBffnPm8ebWNerLbxJvT3JtryUeYm7bJMJdpFCFGIuNL1SzWsTipKVSIDL67L6Z4QZSV19nCh3McJPUqAYjRXy7RoZWyCI6HmjDgFbIwgw3MZNNtpIoEmspYreVLJIcTawOfcMCw4IcwXOBannzUXUTZPU2rZAVKMygyPW01WKnoJ5XiOl4NvV8vsf53kPBd8Yqsmtkqb7xi4S9AdFhlxOZIyaeMT12Dvz3Iq+fYD78bDKkWC9PvMNT1KDUW1CDkKsqqUFIL4jE21luz9hlAjLs+3T9iuPYCdeWdhGex/U8OMzOR4ScMq21G5R7i1zzZu00/oDc0yIA/RQVXxH2X1OA2yX1Wo48EbTIvUpc1HPvSyXBUsoj4Gj8dVMIsYty0oRQ118evLhgu//k7zXYul6g02gTiUWDmuTzMCfAc8zxfNCq1dFCGns3Nf7uby3zN3/5FZ0ML3Br0dcdX9y/R0ffRHqCvFYM1EH5lA9GLbuoBnsyNiEUGSj3F4MMVf/xfhHGew//VwBG1pjICC0gwADhsTo83NzhmtzF0fPskQzirvL6ibJCAGavHHh5/Ypdf3iq7tsalifk108fgKkl+FPwm/A6iYktwlct42YlIMAH1lukvSoDLYYVbtCTMaTQqA9NknqGA22TNA22kkcsNveJtmvBa9hY2AqizqxIA2eQJtfap2tklFVhTHzN7j7h4kP6W2rb+jA1Y4mougkVmxaySI4cDNcBIWiFLFpJi1z7AV3dCkjuFfdTkkaGA7lGcuSQ1VNU3QRmctZ2WHIiAbm9shGh5ipFOKN3EEIReNuMjws4lH/V374+NKlrJiv9fcrhVdoYxBhw1MkQ1iYyZ2Ywubh6/xKU3cyZ9yOvn8xmDDeOqa/cYLl2Kygt8bF3GGePON8bB9uYgwpWv3SGCE+fVqYLNUD5g0Ed60J6rN79l7RW35zE86Xy3B03zPmFGXpj8nuUQ4vsLDUDIjxtiZjG6VSN7TEhDgmPqNbn//rDRf7sT70iX/AFPve+Mk+wEGITeA/4PeAO8JtAHfhzL+pnlh7XEJqgcVz78o3nmGOO5wIhBH23R6fZpVzuA/qr2hPEBR3O+LrDQ8Wijc5RgkENwbnmEr10HvmektISj26ppeHx8rBvhZDj/FO9UcLOK1VtZNmEvvhczcE7U4NQPhF2TujcvU88uwipPJZb4vrSQqDe+ZYFKQVONI9NNSA75qBCoqlqec1BBSdiY8eqAVEG5fG9PZrNYt1e7mLrNUXMBkoFPrDeCoiaNazghHMcWG8F/4ex91OE8GSIlGiQaTwioWdoRrOkaQTbRNs1+okMkU6dfjyj4soMWHQfgAsJIxMQYIB6dgujWyPUdpApE+P4AeQEZmKi2K6Ix6CvKeJ7zp9pcuRQSWySaz/AwCGpW4F9xR+g820V+60CJScS2Ctmc4YV+TXDTYSQKqli6JA10jOeYTaUpcPHgbbF3bJFLCKJhj1i4RG7B3owlGaF1WsKTGwS4wUoW69RdjNINA4zb7GMIsL15TdxIjn+ae09duKd4D0t97JBtfIH+2sqSUKrBATYPwbOw7RF4trS2e9Pr2AIZKA+l3uLFBqfzFgignKYDXVb6S/MDMh9GUZSG//tvUoSenHPva+EBAshksD/CfxnUsoG0ADef/aj/vhonNRJL5hfvuEcc8zx3CClxG11GA2GHDxKEqwXvmwI4IIOZ3zdkWkfEB9Ho+0VLWQerrofBwqp5hwTd45BCNobk2G1xMOxF3NDqcF3wjewo8dIBBaTZIhuKk8yW2Z4/y7hKyp6rbWq1LUknzG0bGLVE6geB4TJJyr+rb05ITXTFodEs0S4USGB8of6w1RlsrO5wWOb/PZyVxFqNFacW3QSOeLtSqAC+wrwinMLkpBolWgn8yRaJfb0a2SiURK0Oe6ZrOhdIm3lA04OnCBKLDVQBLhrZJFo3NPf5or7KaBsCubJF0S7Dn3DmrEtGMJhlJgdRvQJsBlu0sLCpElXWIES3NXV9tO2iK5uKaIMGJV9Kps/F3zPt0asiMdk9TWqboKdgkPeSgAD8hbAgKqboEqCraQaXmyFrSCtwifCttkPEiNAeYf3n4zYuaSGvUae4PpKN7Dx+gT4PJTdSeRaoMwn88RbJZyMetzuQXwm5cGHb4mpR3KYg0pgi7BjVVjmjBp8Gqf9v9NJERpqWM6P9/vU+oWZLOFpdVft+/k/yA5XqAwXg6/Lw1xgr/ekxrZ1CFOpHC8VF/jc+9JJsBAigiLA/4uU8p98xcf8JvDvAmSzP3kFa7fZnqvAc8zxijDo9ZGng1dfKsTZ0NI5nonnde6VWghPhMiLIhTUsM5d/V3scIVGcomc+IRQrczIUmTkbuQGV9ehnigEhAVUQ5xemhAKXzGrG3lYA9ZuBCqbnwzRXLtB6uYPIbvAcHNHERIheH/rUaAA//CLdT7YXwPUEnept4CpVTAHFaUAj6uOfdvDcu0WdmZigYDJINb2cndmn4PX4JT1wye+0/+XA8EHtxf5M2902Ig+Jto/60f+orkELLGVGidfGIBU0WR+1JkRV7f39LdZ4XFgeagkNlmv7NPNbQXkttqdEFEfvtWhzoQgB2SZ5sx2WSDXfkAlsan8xf73R3Cld5OuoX7OigE3u9tsJdXwnK8Y+88rpQha7ABuGHscsE463AgykXfyNYTIYKc6RLUhTs8gp9cJ4VF0MxTdDAW9RtE9W2fsD8/5SnwnmVcXJGNr+PcuPQm2nVZ4z/OEn2fjOc+mcH2pzR2xwzuUCDtlmms3uJP+/pnHPgtmt6SO7ylsFxqBGvy9tUnvgU9+P3hydcYfvEiJJk+veH7xuLjn3pedDiGA/xHYlVL+na/6OCnlXwT+IsA3v/nNn+hT9Jf+2u5T/b9zzDHHy8EXn9zlr/53MX7jvzi/wetF46IuyV1UPI9z7/69uyREaEbByodKlEbqgz3dOppsPP6gtKMV6tFZAuynQkz7JX2Y3VJQeuHD91fWdRvGSRGOPskEhvGAVK/Mr6yUcaIq1koiVD7sgMAGEezDYLYEw3+OD75Q6QPvXzoEJkQrUi9jPdpFWjlF45KwN7ymnitcoT3OBvYVTNkHT0o+r67QG2hcXaxxKTFuZ3N9AWeykuIM0uy7BfXa6uuYNCeKrRCsiMcBMa0PU6yIx4wSVuDp9eGTZGeYDry6xVqEnaX6ePjKopAZBIN4rZAV2CWqa+/RClnstwqBCmyGm7RCFgYOZnWffjxDtFPjRhalmIehymyqgk+GV8UjWmGLm81tskYHZzhZvT1xE+TNHla0RXtoYMebKvFCQGFMcqcJsP+1fxSV3Qzo6vZ6aC94n5Zrt5Q32B9ajE0ynv1bgQwG5cxBJVBzTyu1p2HHqhzl3sZKlajrNnlUacbtccX3zlKLnaVWoP6We4uB1x2gElrAZrZl7vOjdEC4pRBYLXXc6fUjWH4PCupvrOzllQdfCkZo7N+7y9aVq8/c3xeFi3rufdlK8HdQJ9SbQoiPx/f9bSnlP3vRP1gLXcw3YI45XifE4gbtRvfLN3wREKiBqTleKjLNR4R6HaJRA4SgFFdKrR2uYB+q3FnNUR/yfiTah48us11okIueYHWO0MdFAvnSp4SdEq31t9EbJfRGiUKzPEN+fZwu0TCapYAE+zB75SAVgpSyOMAkFSBBSQ3DjauVp9vHfAUYlPq7d2gEPtRaJE9mUMJZuUHCLAVk1yfAPgIleKxGHrDAtdUR/aGGlHDcTbJkqJ9znNoiOXCCJIX9ZoGiEw08t9nCxLLQNTKY1X26uhUQ3BXxmAO5Bll4ItcD68ENY099MSanNRQJvv9owP1Hcb7zzsTDOw2fRD+R61hjr7Kv7kpdsCpUbFt/rEr34xkMV9krkiOHrfHvnBw5wXPVh6lguO80FqYSKFKiQSQyJCp6tL2nR5TdPlDqvBBgX6oFarCt12bi7Px4Oh9+lfU0pi/i6pHcuZXZ56nB5V6Wa3I3+L/pltUFxPhaxmNc3exH/hmTgc+9onqR7I3jIC94GtuFBmZ7VsW3Dz+ibP8ipVEeIaDkFdCQROQAT3tFloQLfO592ekQP+IFpj88CykryfFj9SHc67yiD+E55nhNIYQgtWCRsJLYK+d/yL2EvbiwE8pfZ8RqRei7hHSDyso3uNL+mHpyhXTrSJFeIYg7x3Q2bgRSXMllAAAgAElEQVSP2S40+Pwozc6SwOIIN51HCg03nUdnrPKOt/WJrq/8+tBbFcypD95uKj/TIOYT4PCYAMUBeyE/49f0VeBp8qsax9RxNF3M4A/C+fCXzP3BN4BCWC3V3z4wKFzOsadfYzt8ByecQyLYvR9jMJBsLEmkVMSvFbZwhiZXmh8TbdfYEQ9oLGwh9XWkJdhKFsnqSkX1SabhOoTaDtn2Rxg5B3rKxytRKQ8WDfZbBTJ6J/D2VhKbYxJdoFiLcHmdGfXXj1trkkEgJ4pzGJxhmmJNJQ8UMgOlJuvrXOV8H/E0fO9x8FyDydCXX6ayXXA4cRNsJdWqgUSQb92nmlyj2LGIhEbk9adXOF9b7gaDh4HqPk5rOI2ZYhOYGZTLx06CITm/ebDUWwhSRMq97JncYHlqIM1oltTPHYdWWN0iDoUZy8Pu0SS+Twj44OHWzHPsLDUDBVpvFOmlbGLjFRI3XQhsET48hBq4PMem83Jwcc+9r01jXKepiO+cAM8xx8uHlJKoEaPf7aPrr+a0I3h+WZVPK/55Lk/+NUMnt0kvmmSoqYzYRmJJfUCPP+clgvobfgbw2A5BBXujgkRDr5bG39Mo5t/BYqyUGcyQXlBE2K9GdpM56rqN6ZaDBq/r8nNuu29QYoFr7CoCHMSonWCl8mcUwOXqLdqpfECET5OaaUUYJgNYZTJ4KOILkzSIaRT0GjUmBFs1xfm3gs+LGd4oqKa17rgww78Nqo/HWBGPA6LZ1a2gm9Go7DNKWKrNLQtGW5FFR08Haq1PkAE2kyWkzAf7A7CiPaGFGXiOnWEaB0VWa614QICVeqwec3ndpJb5mYBEv1n9gHp2C7O6Tz27NaMAn0bVTVByxqR6XLCRNTokBw7p43sMjTTDSJyTQYbr8X3uuxvj9+Ls811fUZ/506+9b4sAZV2Zzmmehio4Gb8IMUV4fY+wf5xdF5/jMCGw15faZ4YuxbIqX8lzQjeVP5d8B/vW+8nKMUK1MqOMPXOflCoveLvgIKXAk6+GBF/kc+9rQ4Ldzo/RhTnHHHM8V0T1GPVylUGvz4Ft8koSIoR4nhPK5xb/SCk/f14/4OsC3Tmkm1ckoOzlz8SjAZSHOa72PsVJLmO2i8FAnNU5IlSfkJMCn6hmrfFStGMUWLnzA1prSkW+rb0ZKHRSaEFGq+WWKIsst3kjeK56zCaeLgUfgkPTJt6q4GQnhOaOt42dtbEG5SAP+Hpoj3/6+D21wbhid1oBhsmQ3DW/nncq/gwUMTs95e8hgoavOw8l/f4QKSV5KxFYILpGNrALnCbj0zituIaLDxkWNmiGMkhDw6zuc0WoiLCI20BqIWKiTTuWodq3GI40MvEuq1GlvA6JoqN+lyf9JcyIsiY0BwmGI8Hd/cm8zfT8U7EWoYhJITOgH88EBHjaFnEg16gzySr2q5vvPVS1z/7vboYb6M0aCI1wp87QSpCJ1PGk+psuuRa3Dwyur3QDG8TT4DHJEN5eHnuI9W1lCZkqw7RCk2PPGpQhNvEAm4MKdc6qxqdj0/zMYDtWVQOXlGdsOo5RoNL78hmJ6axgUL55s13ETRfQ60d0Nm4Qf3gTUrby2Sfhdw6U/3evaPHmUhWPV2WHuLjn3teCBP97/+l9IrFXFBI9xxxzzDQ0hiNh/sbfbfA//M2vnnX53PCcJpSfUfwzJ8FTaPz+P6eXWSPVPERqIUrxAh8eXud63qE8zGGHFcmww5UZj2X+6GNcUw3BjcwcUmiEvvgMd/1tPniwGcRJmd0SralECHrw4YMNri+1QFf+Sz+eys6d9Q13UnlI5UkffEb4ofJtrtdVdfOjceyXPwwXb5WJo76eThI4rQT7kFJ5Um9j8P7lqaFA3aHkWmdUS2/c6iWlxJsSCv/VJwJI8LNvq0ExOfay+mrpz6w2McNNjLYiln7qQzRhUc9uofcalDe3WD35CI8QjrbAcDFKpv6AqrmFETHoRE0kGs1RiqNmnEuZGqlQkyERss1H9HSTdsSkOUox8EIMZRinH0cDUrEBaysGQsD9fZcrl3S+eOBy+36Py5sxhAAr1iXSaNBLLGBW9wGC/VwRj1Xt8jm5xBm9wwpKWjaL9+knMgziJq6eITzqkRrUcMMJpJz8aT+NAPvJEdawQpHZDOHThRp+s9y0NaLcy2JTDUop/Li0eKsCSYi3KnycmE16vb7UDiwzlltSv6M7OS6F9JRNR1ODcv5x7d/uHiXZLrQQQmJHj4Os4NNwzSUa8TxsQCMxIdjX807QHAfqIuzBvTtsXrl23tO8WFzQc+9rQYL1eAwtZOC2urRq9Ve9O3PM8Vrj9r/+nIWVPPAKSPBXn1BeFEL8wdT/f0NK+RvnbXiq+GeOKZxkrpDo1biX/CYegr2ihScJ1L5dfM9nHRJgtovojSIh5xhn6RsUAp9jHt5VJPZ7mw9+rCXjbiqPo6uCjOnBOLM3JrfNEjgnjKonhLILIATDtCI4JRTBjbfKROplBqZNpHHMMrc4zLw1Q4B9G4SHUoB9MnZ9pUtmOKl0roXtM/5VnxB7UnJtXdIbaAyGIrAj2GY/iETzPbMlJ8JOwQlsBZXEprKWDFOsaE/oJReJDdp4WpiBDFNZ3KY/UmLQMBShbF0jPmxwoG3hDQX1ntrflD6k0k2xEFcXKK2ETVukQcJeWamcg1SIaitCNjlAE5JMSqIJ6K/qDAawtqLzxnoXp+OxkHCxoxU6qTyp4y/QGjWQHo3cNxF41IcpMnqH3aJF3lIMP2+pPOFV8Yj0yX7wOvkFIQCxTo2+GUcKgW3UOe6dfz7x1WFQJNAJ59jmjtITx0kR/mCjD6UQT6yT08UovjcYwDy4xTCdI33wGQDvyh/SSeXJb9l8uL8+S4DHt3eEai0s5iYe+DwnaEvM5AOfd4z7CSnl/qJSpMf2Y7NdxGwfzWw77QkGtXLge4NfCS7oufe1IMFup0ckFpkT4DnmuADQQqFXszIjxI8zoXwspfzmlz/lmeKfOabgiRCl6Do83QIZED0pBPVEgXqigGmWKPcXKWf/Dd6u/iDY1jEKATmwusVzP9ClhL3DpFL59IkFwSfAPnE1hYpFIwXxDQ1R/ZEiwow/GM9JnIg0jhmkxz9/UEHqGmU3M1PEALNqZF53qGEHRNi/rYXt4P8lLPae6IBEygn5nUZ9mEZKqLnx4Hequgmkvk61GcfSXVKRNvGQS5UcybhOY2QiEdw/yZCJp5EI0tEuJ14GxzUwYxmcnsFq8oRhJITj6nhSsPswRPz6KkuxCm0vQaMfJx3pkI6PqDbDXE4eUIgnaA3i1HsxDsrwxuaQfjrCQmqAFevS6Ov0BoL+KMSQCI1Yjki6QzQcQ3hDdDokejWGsTAPG4vY5gApCYhwdioNYhA30cv7uLYaEGtGs4TifeqhRaL0sOQJi+Eit3nn7At3Cr415cuwd2gEdpfroT0ccoElwvcDP9r8OVWekVREuJOa9Qafh3zsBKbcmb6vfan5CUX77ZltfUX46ugzxm4UrM4RxEHgUe7nsKMVpQKP8azINinFq0mIuMDn3ouZWfGc4Y082vXzD8g55pjj5cIbjfBGz2BFLxKa+Gr/vgJ+kuKfOc6Hb4uYuS/qx6ZN5fR2i9ixY655ys96uonrJ4FfgwsoJRgYpnM4EZu9wzjxVnlm+8jDXX4c+CqvT3prYTv4evr+p2G7oGLRzHADK9JAIgKCmNE7KgPWE4zGg08JrYUnNR52l0mE2qoy1xPceqgz8gR2uIInNbzx9iNP8LCxyEnHoFyPcNwI43mKjB+6Np7UgqGqlaTDLxQ+JdN6wqJXJB52WU46XFsbsZyoYSWG46E+9fyjcaub7nUYyRCRXpOQ20aGIngiREvP4kkNU3cZeQLv1AVAM5ShH1fV0K69hatnOE4pInwYuxRsl+ioY+X9y7Nq6PNAXj85kxjxx8F0+ohPgI1miSP7nUlMGkoV9lMipj3EMCbCKF8wqAvIDx5fUc8/tCkN1TGVD5XYLjhsF56enPHScEHPvV9JCRZCbABXpZQ/EEIYQFhK2fyyx10U1IrHZJcmB7EWCuGNRs94xBxzzPEiUSseA68gtP05qSA/afHP6wY5tfzqx12dhw8eX2G70Ag+1P0l3+mvc9Hx0vI4/7fcW8S2J8vHHz5QCQHf23oY3Ge6Ze4INZQ3XYUMajCu7Ga5JnbpJHOkswuQmSxB+wNOh5m3lAI4rtiN1M4S9uml9PNUXB/T6u9p8nt1pc+t/QinSxX9ZIRpnHQTDEdQbiWxDJfVlEMi1Gah9YhKYpOBDDMYhTjpZ0hGOqSNIckVQSLa53FPGWFLToQSERZSI06ak7+LhdSIbHKioDcGSgX2v07oJlJX30uE2rRHCdJ6H09qpGJqQC4edrFjxwxHqxQSdaLDLtnabUJtB89IUl28xkBGEEgGXoRC7JhkOIkmPFqDODVXD6wdKcPiOLVJcuhgdNV72IpYpEWdLomZ1YDMsMz7l+HD+2rw9vpK99zotHi7TCdhK1XY9yIvz7b+nQcnYgfHha8Gw2yDXJA7rSvLTT1mY7TKdJNjYho7waio4gwf3VSepfInhJwyhqUeX7TfDpTg6RQUJ76E1Tmi1LcD1ddvj/vg8RWEUPai3aIFhYkVN6eVcMi+QjvExTz3fikJFkL8FeCvAlngMrAK/H3gF/64P/xlYW17AyMRw+241MsncwI8xxyvGK+kvVGIH8eX9mV4ZcU/f5Jwq7rGllXFQwRq1OdHZ8nwzlKdt45/EOQGO3FFYnaPUuyS4pft38VhkgcMSinzrRHPWle4Jndx9Hxgg8jrJ5TcheD/TjSP1S8x3NihncqTaJb4KPE99g7jbC93sAblWTU4k+Mw81bQZmfrNfZ4ehqBT8Iyw3JAvuLtcuDn9Mnw7SdRrq0NsQyX/ijM0FPPH9hFpLqgMGMu5Xac4QgeH4dIrIRYpITnhQgNXfLNu0RT6wwiBYZSo9ZLkYz2KejHZNtPqCZWaY8SfGf9mCM3x+/u6djjQIOFlPpsPGmGMA1Y0iu0RkkkgmSoRU4ekT55QqjbYGSk6Sy8QSLU5uODRRZSMUyjx5I+ScK4bh2w8uR30dp1BgsriJ5LY+1dUu0iT6LfRAhJoxdjpAuWtQM6Wop4rEMhNuJmbRM70eGT7g5CwIKRZlWXtCIWjWGaTLhKelQlMuyCEEghEOMX6/3LRwERLrlW8B6UXNV0txe7BkPYDt+h6GbQgGvhO7A8OzDme3p9WIMylqZSQqxBGQYqQSQfOyExThcBRYTrMZt6zFbH2eLE/1vuZSmlv68GQY2JMvwuJUaWrSLUkOoib3yMO0YhILwTFfiYSl89drpGGWCvaM7UJvvIjY5oaa8gp/0Cn3u/ihL814FvMTYeSynvCiGevX5zwRCJRQiFNOzVRaTn0TxxEJo2J8NzzPG64flNKL+y4p8/SXgje0BnFA/+f1ol3S7UscOVs0M9YxV4Z6mJHT2mTv5MA5xPEiSCUm+B9zcfKsWsq5Q53yoRblRwLud5t/VDukk7yHTdPUyws6xsBU40T5xKMOh0TduD5W32DuNcW4VOcmqgrnH+hP7p389XIaeH4iLNY/xXI94uc2C+FdglVDyaoNiIMxgKhiPBvYcDLq1HOKpFGXkWIw88D+7d77CxEUdK6I9ChEc9OlGTY+sKxrBJbNRhKDW+KMcpVz1+ZntiQi2cfE7DXKVDmlo3FnwvFVHq56OGRSY1+WxMhlq0RmpZXu+rBeCRkaZvmMSHDTrhNJnUCA+odWPUuquspxUBW3dVG52XMAm5LbyUhSc0jlNb3HmUDP4cU3afsOxhDTpocsSJvsJgKPjkUYq31lqEhCQVaiFH6gGXOx9RTW9guA6DiDGjxIIiu/4w3Mx7oM9Gqe0NVVmJj/fc36GTyHF7tD3zfCovePy+tco4GVu1xgH0GBdoKGXY6pdwovmAtPoXXXn95Ex8WnCseJ8FrYd1I0+h/Clvy3+Jm85TaHwSbNdLqZ/pXyT68AnwztLs3JMdriCkR7p9hJAeoUGPWKwBbJ67Hy8UF/Tc+1VIcE9K2RfjX0AIEYZnOK8vIG68s8DRUY92S/2x59aXKD88fMV7Ncccry9M+8tzMV8ILmh159cVUgou1f8ALxzlbvwbM9/bLpwdVNYbRVxz8gHv+4L9uuQkn/Lk+i/OPMbqFrEoBoNDySefMbRswg8m3t2l9KeEGxVkKo/ZK2OKMizvzFgk2uO4NFC1uDZVWJ60xVmDCk4kh7PxfUruArZemxmIu3ZqCX2afMXbs0R4kFqkkxgPy/mlDdfa9LwIj53U2K8Lo5FkOIKRBznTY+TByBP84nfCpKJN7ldSDEeCVnSyzN0Om7RHCX53T+c8jTx8ckD20R7ZRIrCwgpF/Q1ao6Qafot2sPQ+jhvlTe9jItUGzfQK2f4BbjTFo9h17OghqcYBRu0Jbn6H+LDBetqh0Y8jhKTWVW0j673bGLUnjD5Rg/7hpSWGGzt0wmmO3FygOptGj+vDT4h2HQaxFNGuQ77fJps8pLq4TGpUoxtOcdTLEY+0MEYtPBEm0avR0TO4oQRLtY/pxVLUwnZwUXH7wAg8wr7a7n/v+kqXgq7a+6bRTs4WWfirBX5KyPXQLp3k0zXAci97pmzFJ8B+RJqfLmG6ZerYylLRnaxwCCTdVJ66kZ+xQbjp/EyrHChPcLl/vl/ZDldIt45oJvLEnCO0apn+2nV05xVxnwt67v0qJPgDIcTfBgwhxL8J/MfAb7/Y3Xq+ODkZ4LoDep0+6QWTvquWYsORMMPB8BXv3RxzvH6ol0++fKPnjee7JDfHV8D6x/8Hw8NDIobOm1dL9KwlKLwLjD+k20Xq4SVijRIhpwJCQxca19JK7SoUP54pywBFeu9ob6mhoSUwmQwT6a3Jtp279wGIX71MuDH7HPFmCXtBEQpfufNRj6gKY2tQpsxEuXMiuZna5bKbCUoy7Evq1idV/vJ7LTxJhYg92sPLLDJIKZXbt0YAWKMKZaG8ulIKcuk+g5HGYC3KQnrEj36/h/mugefBjUKJxcGRUrsLKzxuZIgP1cBcJ5ymNUrSHCh7hp1Vx3sq0uXIzRGPNYgDst1CAOH2HitukycrP0ODOI2+0qktvU83ahJxG2S/+D0Gi6sYtSekjAOK2TfQ9SYDPY3eb3ISX4URpKMdGv04lq4+XyNuA9Fp0i1WiKQSdP7wE9JAy/oWX5TjAQkGqCZWg1daaiFC/S6ukWVAhKEWxeoc4cU1ov0ObiRFpNfkJLWB6+nouPSSiyRaJURCkgkrv/Xtcywq/vviq7Tb4TskWiXaybNJIJPHTJ2rBkoJJqkujgSSvcPJSsdp3/npDOmlyqcsoTzA055gnwBPD8qdJrzT//dXSnaPUmdmyexwBYFUhRlAun1Ez1o6zc1fLi7wuferkOBfB34NuAn8NeCfAf/wRe7U80a7PaD48IRGtUHzxCEWV38ccwI8xxyvBunFzJdv9CLwnJbk5vjqCOcWETGdrjWl8I5VKoQIrBDtjbdVPFqnFAzDTc/Ey9qYYKwrP7C9eYzZLQW2B385eTj2VaZ++luT/F+geeP71GN2kA9s9dXjplviEs0SCUpKFeYsqQH44ItVYHZ4yhpWSLRKYL1F0c1Qci2+0fvRxP8L9NbVErt/34H5FplhmcywjBSCtd4dQkOXdvJn6Q7CpGJ94oUBnif41Z/vM5Ij8tEyVvMA17BIOY+RluAxGcpimceNDKtph08OFigeKzUzkxpx0gjR6MdZMiqUR8ukFlcZffwRse98D9FuMPr0D1nIrBKPNemEUuzWVtjJHATNaYPFVcLdBt3MKifxVVqjJAW3EdwXHzUhBPFRk4ShGs3aowSRY1UoEkkliC0XiC3DcGMnsFv4emsq0iU+VAlXvViKXixFynlMtN/CiHZJtYrUkyvEvC71SI6QGPFR8ueI9ofY0Qp9GaMZt4mOujghpYqqC4+zrZTT1hQYVyknOVNnzWgyJJe/NGuHgNkBOXUsdAIrhI/fPlQpX9eX2iwd33z2xKT/vEYhIMIrd35Ae+2tL33MeZgefmsklki3j+ibeTrxRWKxFPFnPPaF4YKee7+UBEspPeAfjP/9iUS33adaqtJtqEnLXuf8yc855pjj5SCeTryCnyqe24TyHF8No3IJORyhGTqGuEl3azIg1EgukTv6hF46H1ggyv0cxCdZqMXCu+SFskKITJahNauO3dXe5GpKKWeOUcBidlJ/uLlD90Yeo1nCaCmymX5yE4RG+uEuZHIMTZvlqopc8wfjEs0SUgiczESt81U9n/zuHRrYl2ozubN+2kDRzQQk9zTpBWa+jrfLhDt1WgubtPUs/XaIVEwpwSOpkY66DL0wHmAMWujOgYoa6zZIiQPMxBUagzim0eNRQ5WR2AsaC+kRlt5nPd0JUhwSoTbhboPwcgHRaSETacJXriPdBg9jqjbY0vt8Xl3hjezBTJ1NxG0QjzWJ06RvWIS7DSJuA6P2BCOzSjdmKkIMtEjSWX0Do/YE/b2fgladzvVvc0u8x3rU4VHDwtL7CDFLDH3yVlp8M7jP1TOMRJjD/hKNfgxNSELCw4z2GMgo5V6WZb1MWPRZqd8KHvcfLv4LOsPZKDpfmQ/sKQnYG17jziOD9y8d8uEXy+cdxjPoJG0+3F8993vTKwqnMb0aYcCMEgxqQO6699mZ2L9PLZVBIPpypjb5POwemQH3F0n12k7bO14dLu6596kkWAhxk2d4f6WUbz/texcN7aaL25znBM8xx6uAEAI5pYJoz69D/sfcES7sktzXGb4S7E3Fj/lLtb10nnpiCfvoY0rL73G1fROGE8XI6hxRyr8NeeULhklhxnS7FsBS+ROO7HcoVG4CShEONyqkHuzSvPF9fuvop/ml1B/QWL1BvFlSH361CmGgsfKmav1K5TnMvsVy9RaRehkrqciSE7GDAScfPhlOtBRpiTSOSQCOlQv8piXGyQSJSSxaybW4/dDg/cuw3NxlFIoRddska49pFd5lMNRIGD0GWgiJIB52aQziOF2dcnqZpPGEprVGzGjixtLUmjEyRo9aNza2IkRnXheJID5S5JURdDOrJI6P8EoHiPwK7dU3AGj2DVJR9TtlDGVpCLktxP4eXqtFOJlkwT5ksLhK5PgJJ5e+jd5vEjk5JN7ZI7KwTN+wqBrL2CP1/lYLb7Lw6f8NSVO9R0aF3doKJ40QEA0G6DphRbfLYpnmwOCLwziXbfWZvaTDkZsjHe2Qj1Uo9xdZDh9yr7tBp5/ljcwjCsWP8UIRItVD3KUrICVCesHFxzSm/dmJVontJBQu5c5tjvPh5wT7Fdq/vPpHgRrsx6RZ/RLxVoVOUm17fSnL7aMEt48SvDvNXavHkM5huuq56rodEODk45uTbYAEt7CvqeP9ywjwafiNcVfdj7lnKAvSCo/40P1T/Ds/1jM9B1zgc++zlOA/O7796+Pb3xzf/nmgc3bzi4tESieeTtKuq6vUWNwI1OC5L3iOOZ4v9GScXrtLKBxi6coaKStOb+zJLz04fDXxaKgrenlBl+S+ruh995eI9JqE2zUqK2owzhZnc3Zdc4lyP4dJkXo8j0RTjXHhRRgfLqWxIkZP3ZjdEhjgUAjUM58AA4g/+hEjVAGG0Szx/tYj6ig7RLhxzOjebUILakk73qqAc4IpblHf/DkABqYdDMXBWX+n7wf24TfJAXxwfzlIJ4CJ/9cfhPOWBAMZpp5cweg36C2sMogmGcgIab3PcTdBKtonGemQGx1Rl1cw9R5rnT0GeppU/YCGuUpZLAdEUkp1bPueXMeNcr9skE1Fsc0j0vXH9A0L3TlklFvh4B1FheIjZYNIjdT+pqJdElpblXAYaUJb20qf3d9Dlg8JJdKITpNMSQ0e+qQ45LbAUINn9/uXSMW6PKqb/PyG+rnRrkM8NqkXWEvXkQg2ent0Y4okJ0MtkqEW2Dmcrs5aWr3G6WgHe3RIR0uTCHcZaWGS0R5hTRIbdRhFDcLdBrhdRqEYbWOBdOsQ4Z1NgPJ92PF2mQPrrUDJ9wcdTxPh6Wi9ZyHeqhCul4lLL2iO81vjutiQtEkd3ILsorLrPL5Jc22yMnJbe5OfYnL8kl1kZM7aNHaWml9KhveK5uwdhXcDc4TvO3/ZuMjn3qeSYCnlQwAhxHeklN+Z+tavCyH+FfBfv+ide17otHsz/z9th0gtWDRPLkCjyhxzfA3gttQ1stA0WrUmUT3CFx/fJZmdnJw7jVexMvNjVXfO8ZzQSi8ztDYBKI0UOSjravjsau/TYLurg5skHn5KQqgl7RVglLEpFt6dGgRK8r3NB5R7i9zV3sTmOPBQhh7sMjypEr5yXXmBp/Yh/GAXK5VHCkG8WWKYXiR8BRgXX4TrE3Vw/cH/yzCde2YKgI+ym8FK5rEOP8NZnizhf+/yYbC0nxmWidb9Zi+NdPsuicIN7Ee/T335DaL9Jo3UCj3N4G5tCXeg0R8KhgmNalenYSgH5+Xwfar6GvFhg0ivRSecpuka3CvFuWx3SUc7Z4oQLF2RWr3fBKFh1JRPd2SoAbqE1qatpUFCQmsT9xRJ7ZBiwT0AQOzvoSVTkEwxLB4R6jYZ5VYQ+3sIW5GqweIqfT2NUXtCFmhFVaTaG9kD7o2+pVRmU33uSgnZ8VBcs2/wMLaNzRGZ0i4pI81AT0NcKcACqfzCYWAE8UEDImCXP6OT+xar4hGpxhGhfpeutYKuhUg8+ITR5Z8m3G0SPjlkWWgcpt848975ZPjLsHdo8CtrH+FwNoXBV4EBVbgyPo7izRL5RXuSRa3nsdwSw3ROrU7c/CHDzR1l02mWVG4w0Fq7EajBIzNHMf9OsOohltRq2s6Seo92j1LsLDURSOxoBbNdDOqTBZIPnryCMqKn4uKee7/KYFxCCPHdcTYbQoifJYj5/pMDPRkPlGCYt8bNMceLhJ6ME/AA7hIAACAASURBVE8nWSioAbhYwqDf7QUqcOO49qyHvzhc0BPx1xnJxiHOmAT7uOJ+SiO5BD0w20fEGiUQAq82IRVC03A3bnAafkGGD6NZIvRgl5P/7w8xFi2EdofD3/mEhG1iXt9kVFXPabTKfJz8PvlFRX7kgoAtWP/of2e4sQOmHQzE3fG2wQObKuVelt0DRUSnh+H8eDQnnCORXgxSBqxhBSecC0oa4u0yzvKbSCHQuw5eRCfj7OPFDMzHnzA0bU5kjmIjzUgSNMatpao8amRJRbo0+nHKYpkkLWK9Jg1TDahJKXhv9YTL9d8PIuIa5hqdUIrmOB3hUd0kkVlhAeimVzH6DU70FR7VTNbH16U51IVER1Pkt6On6EYVqdWSSnn0Wk2GrQ7cv4t46xuIwgqD7AqRqiLLyUe79Nd36EaVtSGhtTnoKuJojm0Wzb5BxuiTinaV4hsFG6VSi06LQWYVN5oKBuUqYok4DeLDBsn6EyKVJ1hxtT+rzc+J1kv00zaDlE140MGL6MjFFRK1R7SyGxwufpeQGPGjezY7q2ofAosKk0G5wNc91R4Hk4zf6dpkvyjDGpSDogxzUAlWExivCJi98jiXeAHLnQxwUj1Wx+Tm7HGdj52oQpg1MKwSbmpC0su9RYSQQWQggL1xHFwcwlnv707BYbdokQ+VSLePiDlHDBMZ1vQU8F1eOi7ouferkOBfA/4nIYQv4zjAX35xu/T80Wl26XXcmft8AjwcDOcq8BxzPEcY6STS8+h3exzePyRqxAJ12EckFn3Ko18sLuqS3NcZrbRiFGVvMjR0T3+bK61PZybGQ7VykBjQvvMFsVyWyP/zTyh88ztQeBezW8LenC3L8DE8qWIsWkQXMoQuXWMZ6J04hLJKiRtVTzhavAHurK3hmlBL+oESnMqrEoSe/zNmyw2ml8l9QuyrwX7CwPSgHKghOA/BcvuuGmjrtfEiOl1rBWmt0jBsKq0UR7UIV/IdjHCf406ChNbGGqvAS3qF+LBB6uSAvp4mU/wcPatEnS4mDXONbPEztOMjFk4OSS8sQ/YNDro5ThohDo1F4tEmHS1FR0+xW1vmpBHCNAyW9WMMt0HUbdCxdoi6DUWYo2m0bpNhqUTo8lU0oaGnTGS7ycBI082o2DTPmCzPh7oNst3PIQ94cCXa5F5/i3pf/Zz6mJjX+waPuiYZo48dVcR94UTl16YaB0SOn9BZ2WGNBr1YCt2t07TWyFaUkt3NrqLJIQiNqrlJZNQjNerRTi8Rb5X/f/bePEiS/L7u+2TWlZmVR91Hd08f09Mz03PtLhbYBQVoFyAESCAl0jrCsoOm6QiH8YdpWxH+x0FFUGGbjqAjLDpshmXKNsMyLZGSLIE0D0mmSBDEkgB2ASxmd+fomek5evqqq+vKuo/M9B+/qqzu3QF2ccx2Y7dfxMRUV1dVZ1VlZb18v/d9j3rsIh3JZDgOEpRkHAdcV0KWxRnGNC84HhTv+/QEJj4SRDUeKPnEN6tUZxnREx9wmYQfjZZdqRJtlfx9KGgfMD5kjckqVeiL9JKGkiUPBGNlpibMvp4mG6lSGiSRgYqcZM0Qam6sVwT16L4+bYwDkDTxibE6xcn/4ndKswBzz7EWewN7Mik3tLLI4+OxosHJPfa+l3SI14FnJEkyAcnzvHcmnJ9wFO7vHPcmnOIUHypENJVAMEBtv3xkBWaK46tNPpkTyh9USJ7rV9mCeAvSgUPtW49v+L9w4hmc+5sEkzPiGUomkJoVDmelvb05rmdk0c9dIJicPW4gkURLJBkvrxO0KwQSgkRMfZ2lfpKN/Sjn50VsV7BZhkaVqFWimXjnsvfLZ3f9aLQppoT44lyPe+PzZIKz1Y3DJQyOJ2PSYBxUiAxLSJV9guEIoYiGJ8m4ao5SI0w2NsYKd1CkPqrRRxvZGCFhWZjb+frkdZIJv/onYOiENIvQ4w3UzDxj1UTqivQjqdsiEG2T6O1PbAkqzV6Y+6wwpxzQdnQsdUjVnhH6cN8mVNsjjyCyas8mrJq4qkFgdQ2pIx7bi+q0114AoB826GWFzUAd2qgIm0Xw9jf8zN/a5PdzygGa28IKi0Xk5lBl0WoKOwYmkuShLFwi3GsQeryBl5mnHzHpBk06ThRUcSKlnBGPF+o1ccIqTNTP1O4bUCsRyi+D5xKzt9EiJll3zGboKmPHY+zKzKl1AtIkPm5c9k9cGrE08w1hwwlNLQ0TIrsfF4N1IibNg8jRk6PSIEkp+jLP8RV/2LI7f9mP42tGMqjtMr2JvaZ3qJTlsHo7tVZIeDQ5lAk8IcCZ8MERAtzQ8sS6BZpalmY0R6wtTiKU5qRWef86crVEJFFiYGUJN0s4Wux40iJO8LH3XUmwJEl/720/A+B53o+MJ9hMxY9v+fUUp/iQoWe3/TjCE4cTOqH8gcVkSr/k5rhTnNQDZ4UdQrGLuLEUckMs8fbNHMrHPoHcOCB6HuREGieeIdCsYPVKPvF9ezpEQ82hcwvigtCMYxmCwO7aZ7D6ZRrpa0L9nSwGZpUq56UNzs+DuXeLsZURy9gTWKMKllzxl72nw3Evn92l1E8eIb/T4bjYuAJjEbdVZEaA97sJxq6MavToRfL0cwZKYonwwKanpdiXFqm2o2SsIVakjyHbWJ0i42AEVw4RlYV33lFNQtU9vE6bgKGDLGNbZ1AvmL7PV+q2GBcLyLqOrNmo7LIYh23zY1TtAGfMvmiGGyk0e6KEo9kLAynygNRpE9BaOKpJ01wQPmLFwjj4Bl6nxWC/SGQuhw605y5xf7jCufAjlGELtbFHN34Gff82kmHRji8IO8XQ9ol3R4rSHKqcCz+iyYqvBi9aTbabFouWLuwR185QmZz16LTxkNi1Y5wx6/QVC6O+DcBAsQjbgrCOoxbjxGzoK9yp09NS7IVX2akaLOc84kqXsRck7hWRPUekeuhP3m2lZpVws0pj/SU/I3iqDJcHiSMFGTAhsNMxh3garVVCa5UopK6KfS81s/Xck9b9+5QGk6E7Du1/vRISnp8ZXJbFvl4epohxtF68OfEAl4dppKiH1SnQt/JoW2/iHor3mzbGSb0OwbDCseCEHnvfix3i8ASLgkiN2PgOtz2ReC8EODGXobZfftfbneIUp/juCEXC76r0Tgtr3l9IJ3ZJ7oOK4Jf/X7QLF7GUDTJnnueV/QuAyAi29TyZ/et0l67SjOYxuyX6Zg7MHCxJKLZYmnas9Dvas+CQQhY5wLFmy8XF9FUsoywIxrSm9tBkvzUoo039mZOINGLJo0R47ybMXznSDvYkTJfPtU6Fjp49UsV7e1tl7MBo7NGbXyShDbDCCk4wi6nYNMYW9b6G58GKUUR12iQKG7ghhUBIwZVDeJJEWZpjfvsubruFpBs4nS7BXM6PHpO6LewrlzElmUBaqMKHcca0AVN4cA/BDPWxRwpmqE8zvEAi3ULu2jiKIQgwEB7YtNZewNj8BpFn87iaSTcmfLum1/eJsAZojV1czSTQafsEONy30cImbXTO2d9iqJgwhKu8CcC2dZ6o3GE93qHjCpW4GzCIInKN244+eQ51Mp5QOt8wPs2zrS/TC1uM81dINLcIdoRdIv74dfqZFQBa4QS54Q41XSel2ISkMUFpRKz8AGk8JHBQgDPitdiLXSFm32JkppCaomBFjk0836E0sVGF8iBBJlLjvHyH8wsT3zgIQjwHMT0NeppGOEtsWKIZybwjUWSKO/u67zuGWVPcdD+P7tz0t+1wFOBU/Z1iWpl8p2hyB5OXzwhLhBvP4N2/jeO6BAA8Fy+Wppm/SGRgP6FL72nj5B5734sd4lcO/yxJ0t8Hfu+pbdEx4ZQAn+IUPzjea9JKRDsGNULixA5nfFDhjsa4lRJStANn4GKucaQ4q2/ObA2boavcKZq8tPiAbFGkRhQnFctTiLxUnfW8IHRvzwruGVlylRsU01dhgK+0AcT6grAae2LZ2164ijnRc/rf+gYASiyJNSk1iLZKBLfvYMXKM0IcvwJzQg1+rvcVkGR/+Ty+vUEcmFu6xGPzGX7i/B43GysMHYmENsAMd3E8sSTcGFvcKca4mGtQ6wlVUcIDz2OkmIyDCi0lhYdEZryP127R3y8yaj1k2OqSNPTJfeDg2ucok6cTM9HMlrAm1HdFw5syD44gwporPMFTJdgM9TFDfTJSAWXYYqya2Jl1zNYe/bBBVzZAmaPt6FxMC7W5lhEqpjJsQSiPGRLy+pQYAyQmvw/3xXBbVzaw+wpDxfTJ8XR4Lk2RLuJ+GQqUyfvEd8cWY0iLZgMPiU7QIjpuYoR6tGOCIZqNbdxg2LdFTAnwFJ4kM3ZlKj2TtCq2xw0pSJIM6TnaRg69JQjo4Yg7eeU8IzOF1i7RiKdphNI8W38FujO7xHNmif3EFZ/MHqnejsxOmrJK1d/3GsrsNnf2xfP86dxr7yjIcGJPPunyYwMBhofqn3P2rHhk8gELJFM4lTK9lauoD9+kcuYjREZt6sYZ3ve+zhN87H0vSvDboQFnf9gb8n7jvahVpzjFKb43vNch09R86t1v9BTgndAD8QcVnuPgOc6R4K6NYgxys4SIw7FeLy0+AKCUu4bVFcRgFo9mHCHQUwKcK79FoFGmfeaqsExMlpFLcnJyu1n1sdp+p9gxNlMo51bFZUsUbIzNQ77gRhWLm4ysDHP1mz4R5lDSpvvoHgDS2mUipUes1fZpLlxjNVam1I+xW1dxXaG/3X88AuDcEtwpxshY4nuoLVuM888QdnqM5AiFQRrPk8grkMjmUXPzKMU9kGWkTJ7uwiU/X7c1VGmi0uzNsR7fR8sKkqm5LTRJqLplL0/GLWCGdM6FH1H28kIddoW/t6YINte1LrLfTx1RiruxmR/abO0xjAhleRqpVlPm0FwxBHcuI0jwQLF8YjynHBBuCGU40Jv5h4eKiYpIq+jIIvJtmhwRU1TMcJfWSOWyc51adAGjsUOsd4t+bJ5AaMhIMWlG86RGA5Reg54qvLp9JX5kv3I8majcIeCNkYc95FGfbnIJq7KJ5IyJR0t0o5P3fBH2Y5f8YThAvO/MCPAU1qhCCbGfTZViwK/mtqQy5ut/KlYaAIObxOavkF0RBRnZSPXIfqS2SvSMLH0jg2KX6JuCNMd6RWIUUSd+3+n1eB7NaM5XhMvjNGUlzRqAmUNampwcrFz1/fmp+gPgHO83Tuqx9714gg83xwWANPBLT3Ojfth4kjolSdJpPvApTvE+YxpNGIqEjuGvS3gndDjjgwp37IDjCG/w5GtEnnCT+8o1vPE7l0itThGlNSEbWv7I7yTJF7qI9Yp4SAQaM2IyHZq7K18+cr/yIOHHX3mToaRmJIO2tD6540wxbs5fEQkRCJHvcN3tFFmlSjcgHsdqlgkkkgy2tggGwzjFfeSIgq7HiQaKRJIX2autcClX53Yxzrklse/ffzzyLwM0xwZKsEcnaBF2++QjFTwk2o6OGxVk17n8Ap4kUUxcItnd9QswVsMPKZOn2QuzUZ/jjGmTkQrv2O6yJ17Prmyg06bt6LQnxli7L14gM9Sn0Y3QIDJ5D2A7dJ5ooEPUtRlGTJ/cTh9PtJKI+5a9PITyZKSCT7yVYYtAv0Wgso+TmqQVHFKGFwqvARDNrvNgeJYWKnm1QseJklcq0IFc9TaB299CzubRWrdwYmn25z5G31UYpJ7FHusssI3aq/lkGCCudKn3NRrjGLFgg4PMJQLuCKNdoBtbQGvuY5buMNaTgghPVOXDsWhdPSNWAhpVxosXCdoVsV9M9qVspOoPy02tEPmDG2Lg0vXovvYa/YMGiR97HsO9AWeukmvdoK/P/kZv8lhqq+Tv09FmBd17i/biNZpq1ifB0cc36CzOmvCyobLfEAfis5UJVrDae9jRPBIesucIIvyEApGnj5N77H0vSvBfPXR5DJQ8z/uRqlj7//6vZ/jMv/9N3LHDsC+yb4b9AdIJNWqf4hQ/yjhck/z2ymQ9bjLsD/g/f/GdE/jv08Ydz9/9kCL5i/8b/d/5VTxjVpRyIftO4SETrFAaZcgW3phdKcnEugW+Ujm6xL2eb5OJHNAgh9Ur+QUD+u4tUX5x9VPEKOJJMvekdZ+clPpJnwhPB+UsI0sjnGXx8T+HeFqQFuOd/uPmxA4hqpQrRwjS1tKPs7T7FZpX/zLx2gNCmTwM+/SMLE4ghDayyVhDXCQu5sRzr/U07iP5mcCeJ7EgbTNCoe3olLt58tEGKbeIho1U3gPdxNMsRoqJ5rQITewGU0TlDlU7wbMLsxmYrizI6kZ9DmtShfywpPLsApxrf4thxMTY/AZOeqICxxaoBuZZT3TYqM1Ra8msJ4RXWvPaKMMWWmOXsGpiAgVrnahrc3+4wuLoHu3QeTJSgUR5g93cC2TcAqmt14RXuLKPFxWEezf/ol/GEd3fANcTLXTA5XiL2iQNIk0Rs7ZDsDsLpfI6bXFiFUuTbD3G1vMMUDjXFxYaDxm1VwMVdqUlrKDNQuQxeNAmRtNNEpActGCdmjKH0jkguH2PsFYlUPlz5JXzxPTDJz6eIMBw5GRpbKaJtko8Rwk6UI6+dOT9CDbLjK0M0oNN8doe2Fi1Kt6kJKOvp30bRM/I0lBzIhlCzRIzhEVDsUsEGyUUW/wLNCt+kLRiFwnUyzQvCUtRJljxifD08p8113gpeheYJLXgYbzwExwLTuix972Q4P/O87yfPXyFJEn/+O3XnXSk5jOUHx89M357c9wpTvFhxeEq8R8Uh0nv4csAqq4RCB6TIiCd3NaiDzL+zfzPczZeJU6VjCy+9D1JpjxOkw2W/WXr88M3CdQF2XAmk+2NtynBIGwQ00GiqWI89VAGAH33Fu2Fy0ieK8oOphP4T6i9veetwwBiVz7lXzdVgUuDJCSuYBkiKQJdeAFBxGVp7RL78St4SFTnnqHiZuklo8x5Hl4giBMI0wpPFMlp1XNwQlxV+MkXhDWk2AgTVwyaGGj0MQItKpJBe6SRCkAnaBG58CIA/YiJYe9xU3qOVQvM5g7hvrATADx3psY5+1v+c7EQKQpnzInaOxJnAVOVWGvsiha4qM4wuUB4YNMJnffvnzBcNK9NsnSLsWoSru4iddpUr8yU9rKXp9GNsG2dxx4p6IqBMrFPTAmw3LXxOi3otGDJQHOFZzi6v4GrGsido4Rec2axisXEJZLKrhjGU00CPRtpfwu53SAcDJNpFpBGAyS7zji3DMB+9jn0cYN5trGKD/zHUjWLNHBgnuVN6XkyNAhVdvHSebzSPoFkGg+hApf6yUlGcNlXgpvzV4i2SmwvfxprkhoheS5au3LEdnMY9r1HdMpN2mXhYw82yoxjGfTdWzhWCu/1r6InE3BV7IMSnj8U2jez6A1BhB0rzXDznogNnJDxztI1kQwhHT3OHlaFy26WrFxEPjYVmBN97H0vW3VkXUmSpCDw/NPZnKeHUDiIfFxfvqc4xQnHeyXAEU0lGHrvowRyIIBq6mSX54loKnJQPr6iDERg+3v5d4ofHiTJI+PsY7b3MTsF0vtvPPF2zaggvE48Q6Bx8I6huMM4nBMMQknrGVkcK3UkKQKOVtuW+klK/aRfkjGNS3sS7uxrRwbrpgkRUxV4P36FUj9JsRfndvccjifhEqCaunCkctkem5QaT97nc7Eh2djI/1nGo+3oxCJdjFCHbtD029OmBHikmBiTBrZAv81QMYX31235kWpDZZYQUVPm2G5avr83YbgkyhsMI+I2gdU1XG12+7RcojlUsdQhljqkK+mMVZNgz8bVTLyojmU/OXt/OijXDxsk+iLNYfS1r0C5gNNqM9gXJy+J0m0CPRtXNUT9creFpwkyPFWBAdRBk+i4SbjXxGzuzp5XRpD+0eEkDEkm0BFKuz4+utogF7aQOw0ipS0ipS30YR3PA9eT8YIhkIMQCIh/T0AjlGE/foVGKMP16MuAOFlqhtKiKQ6Yq75FbCjIa/7gBjSqDP/t7+O5HlrKRM9M8tgaVYKHLDzBcyIxZVO+TFPNvmPfBhjHskIFBkaVo8OgmXCFTHCmXEscJcQAJVc8Zi268I7fvR84ycfe7/htJknSLwB/F1AlSZqepknAEPjf34dt+6EikTU42A+/o7nqFKf4oMNMxVGiKmElTGWn9AMpvpIsMR69dzeU6ziouoZdayIHA5gJw/eEHgtOqBrxQcaVxA6xe9+ETgsvlQNJRvJczvXf4r5yjXTwwK9OdmsHEM/QWbyChIv3HXQavzBjQhhy5bfoGVkCWxs4y+tHbjslsocLDpqRjJ8bPPVvgmj7Yh7uepe4ONclG6nSZKaqvaG9JFTdiV02rTRYKr2KG1JoqfOMvAg1L4UrpzCDNo/aeVb0AhdzEgveY5RWnYpxFs9DxKMhUWqESEx4T3OkowYG2EOVcTCIEwzgBSWUgfgKbpnzKMMWGQokireQum20R39M+NILBHo21kQpZUIWm+aCn7bQ6EaYSxyIquSKiD8bqybh7kyFDfZsutYsPPecsoXVFITXj15TTYYRk64kbhcNdLDUWehW29HJte8Q7NkM3rhOt1Bh1O6g5rMoa2tUspewbJE2EejZyLrBuFgARMbxfPQb1LPrlMkjRXJkvH1sa8EvzlhVGjhhFXk8JNyp46gmUnhEsCUsE3ZyhXYwRqq1xQP1GqQgXtjC29tGyp9hkF0W+1Ckh+MFGMezjCNRgnqcYHUPb/sBLH1qts9EZvvSlGB+5dEZXl7Z8UlvsFlmbKZm0XsAsSTai0l47TUiyRiJn7wAtQOIJWkvCG1RbZXESZuVYs29BT0Rk+YPvgHtxWsodgmvdkAomcBdWadjZn1z/FQJPmyHeDtkPCqBPBrHyH9O6LH3O5Jgz/N+GfhlSZJ+2fO8X3gft+mpIJPR2NG100G4U3zoYB/UUaIqo8HoB05EGX8f929VG4SVCMP+gEF3QDJnvvudnhI8TlXe9xvpxiaOlSbQmS1xm50CTX2eDBXMdgFt+yZOPIO3ekmUZthFNkNXuV04uq+s52ePEesVxbLxRD1S/vS3GQOF3/s1khfPoJ1fRVm5DOmrPhGWJO/IsvU0x/XM4w3GS+uMrQxau0I2MbNRTJe9AWLyrDzDGlcZyyECpW3kQZ94uoI9dwkvmGajFCdjRUkqHfRRg1T/kf8Yj1qC8U4J8GHUeiojR2M0lonGhmS8fe73z6FFbLpBk7ajs8hd1EGTsWoS6rZx20IN7plC5bMQBHOomCjDFou00CdFEprb8gfhgj0buWtDuQDLgtgOI4JozqkHaF4by94h2BMkeTwhv1pjl6Z5ho4TJRoQeb7NXpg59YCOE/UtF/LWXUbtDlpeELNgLo+TniO19Zr/fL3iHuN2m95+mZCpE9Z1HEVHHTTRNYNCL43NOSTJw5B6SHi8oX+KM5F9BihYowqx+6/hqVE8w8KJxvCQaIxMHvFxEnQxq4/AjIlPfrtJaP8VQuevcpGHjLQYXSPLIKSTbN2EsIK3doV8c4OYlvSzgOGdFdpTHK5Ltucv+0R4bM1WAwbVBlpCKLi7a58h92/+V78Zsfq110n+xOfAyKK2Sr4aPC2EifWKBBslSKTwagcE6mUUz6Vv5mhGc6x1bmBrWaxOgXJkRoI3irEjgoMsucgckx2Ck3vs/W5K8EXP8+4A/0KSpI+8/fee5337qW7ZDxnlcvc0C/gUH2pELQ1JziPJEgc7pe+LEH8vKvAUo8GQzGKOWqnG/HKShfljaixCwpO/n1TIU/wgaJiLaIMG+t4DhlYWT5Kxo+/0+gbqZTrLzwBQyj/L7cff+WRp2qYFiDipiTc4mEyQ/8Q1htWjBUnTdq4pAY71S360VVapsvP8vzsr0ZBkofBFeCJiozL1UI74/VfxIgqEFTBijKwMenULcy4FJEgqHea8bWLbs6/KXmaVj/Eq3+TjlBohsrERpUaIWj9KQukgSx6flr9MO5GjGUjRkwwuD64T7tgoiokWEQ1xUreNV9rzl4/1e68RXhQKeHh7AxbXj1gi3g6/8KK1x/2lfwcQVcYAFj00r406EMrqWDUJ1/aPkIX01muw/CLdCaG21CEbNUG0F60mQ0wiUQPjuWfZ+q3fx1xIoqyt4SgG3dgC+htfQtKiSLqB224TPX8WKXOoPQIo9NI0+mHi6oB6L4IR6hENdMi6eww9BUn2ULtVRplFgq0qTlQ0Eu55IkPYQ8LzYCP5MlfavwOm+L0MDKJxQp06oW6DvhpHGbaQ+x0GyQXG4SjyeIgnBchEan5D3MW57pGmuNIgSUw6mu9r7t3Cnr+MefNPGS+tg+ehra0euc3C5pfgUDW4mor5lwONMjFDrHKcd2/6yrAOeLUD3wsM0IzmsDrFQz/nYTyJIGSWwnKnGEOWIRJyiUacY8q3PbnH3u+2Vf8l8AXgV57wOw/48aeyRU8Jv/p3TD7xxz9SoRanOMUPDY1SlV67y2gwZDwYfl9k9vtFZmkOK2WQWUhw7qzCFz57TIqAxKnf9xiwtHaR7iv//Mhk/RTlcVpU1y5JROwSSrNAae45ysM0l/L2ESV4Pd8iEz7A6h0lHkqrTKBRZgyMq7UjBDjYKLPQ+BK7a5/hvLeB8eAmrfkrqO0yz1LmDf1T/gBUI5xl0ttAI5z1FeDo24oMPEkiVnyNcWoeediDZg3JdQjVbzI49xzN8SwJQ+nXwW7gtWyk+UXC3Tpf1T7vq2JTJbjUCHE1v4NpxAnt1zFHA8bJMImDTQKDDs7EiqAMW+zOfxzNaZHQbtFNLKLfew233SLQs0X27uI6TXPBT4bQ3Jbvzw0PbExEzq/Z2qNpniEqzdTcaYLElAADwjucEP+HJ7YMVxW+YDVigjJPVO0AqUkNs8DgwX06e+LkZGD36G9uEum0CEcNPMBtt5B1A1k/2l0cqu4zmjfJqxXMsGiRyyvivdDGNpF+k7qeIcSQurVMHxUjVqcdEOSv1o76r+nUZlJfDp7cXQAAIABJREFUep52MEbuD34VXJeIbkGrAUYMRRP7yyiWpaXnMVt7BIY9FLuIlF6jjCCshwnw1Cqj1SoikWSC3uYDzLUKvc0HhKs1AqtrjJfX/ezp4NYG3ddeRTu/6tt2tMnnoqlmkc54vgqMOmuS65y5QtS94Q+M9o2Zyqw0C0ieS8QukfVcsgvPAeKzdbc0JcQekgSff+545jFO8rH3u9khvjC5+HnP8/qHfydJ0nFJOac4xSm+R4SViCC/ozGu8/4vh5Ufiy/g1Fyc8oHD99fR84PDQzqxge0fdOzNv0jX1Ri6ITJyiVf2L3Ah2yATnNkh3GoFOZlmrvFvsZausRm66tsfNgrGkcebTs8HHm3grMw8wPt/9ibRjEn3oEX1zg5ayiD5iY+xsPklxpMECb+da/KlfLcQJbtSZa76lvAEA4i5KzxJnhEYuwKNKl56jnFyDnnQYfStV3EGQyKZFPLCEkgSZtAmY0UxgzbhzoyQe3vbcOHJS+ofX9hB7TRQaSC3G0i1+2R27iFFFAgGcVSTcN9mqIrWtE7QIgFotW08zUDSDKSO7ZNlgGR/j8ehCyRG4vPXDxt+E1zb0bFRyEtiaDAa6LBo4dsbehGLzM0/AiCYnmOsChtENXsZix0i23eQ9TaB+18m+Rd/mvDAJhkxuaE+Q1ouER7YBD/+EuaN1zHPrxAwdKSoeA/HxQKB1TUkwFENAuwxnCjX0d3beJogxcnuLmgLfn1yxttHwmMYMZBxaDs6CekA3WvSDsTQHWF1TCiTfSUWxQq2MJw67aAgg4GPfgK5sAXAaHeXgGVDdhk8j0C/jRMPEa7u4oUV3LCG0qvhhZ9M3mLDkp8pDIIAb79ym0VAXVule/c+4efEftOav4Kxc8O/bffeA5E0Ek/jxDJ+RjDM6sCBI3XhnaWr3AteJRsuH1GAA40KEURKxRRWe4+KOrNGSBIE5HcOzL1fOMnH3vfybfQ14O12iCddd+KRXZ7HrjXp2e13v/EpTvEBwWgwxPM8PMdBNfX3df+PWgau5xEKB1GjYUzjmBNaTqga8UGHjEt2vMMooOAi9oFsoISHjK3nUWJFZKbJEBUUu0gmL5qw0uEqmaUDYt0CjCfEtFFiHMvirKzTN7MokoT0fIbFZILuvQf+EvPjV26jpjbRXkwS3BIpEMHahOgmUlzQb3OXjwFQSF3ljP1lMeDUrtDVxfR/c/nTAFhGBTN4F6nbItgv09/cJJzL4BXLIEkMsiscmLPFZntsoifP0so9jz5uoPQaHBjLeC2JhNKBWJQVvYjuNEhsXaf32tcBGETC9Mp1tHwKWVHwPvIJgo83QDcJaDYkzlCW5vzEhsMYKqYfl5be/BKLaxL6/m2kTpv+5c/QlUVqg6fMEw10SPb32J5EoqXlkljjDQAeOOk5ApV9qtnLpLdeQ2rbpHvi2OF1WjjFAgFD99XhKZKlWwQq+4yLBXqFEqNWl/jnP8d4kpcbzOUZP9gksLpGL76AOtnufthAjZrCE1zfZaya5Pq3CXab1HOXMJu74LkEW1XGi88zkCJEB3UGoSjpzhYA4W4di0fspZ8DBQynzq63iDSGebYZRuMobOHubxOwTJymTeT+G6Cb0GqgJpcZWxns2CK9oEHY7eMOju7LF+fEcJnWrhC0D+htPqB/0KB70CJzaZK3fPc+kaTwG2NkaSoZDKB7d5NwMk7hq2+hnV9lfP8u0vMpNuXLYuBSxY/TKw9SZCMV0ZiozZoTy8M0CLGbZjRH1BPRgm61gud5mJMq8nO9N8jM5fmzwgVBgo/70HdCj73fzROcQ5wPq5IkPQe+q9lkFpf4I4VrLyxRKrS5+bVbx6KIneIUx4HDWb09u/2+VIZHLYPxaIyia4TVMHpcJxoNEzhmMeCkqhEfdMzd+xKumWSs6HhygIu5LCVHqFzn+m/RN3NoDTH0gySJ/ye24VzxDfpmluiOqK5tL15jHMtSzD7jLxcXM9cAyL7+VcLJOMNqnd7B24agY0mch/cYVBtEkjECiRQN5WgxxticqHATVS02LIkyja0vgxxE6rdFI5yqEs6mYWmNiCI8wUgS+rCO0q9jayZne2/SV+LMF1+nmVqlr8Z41Mqxohd51BZERXcaJHauI7WahCyTUdOmfH2T3IuXCWYytG9uEBl+Gc80kKM630z9NYyQSHe5b73AknIHlV1/vw73bVDm0dwWwzMX0PdvQ7nAuNUmkd4g1RUxZ/2MgSfJhAc2UUWQ4V7EIlm6RaYilGOv02LcamM9+DXIZRkUS4RzWZxOh0A0SuVbt0l/9BLh2j6uKtTbOeuAwP19vE4L+94jQoYmBuPKghCrefF6B1bX6MwJBb+WvUSidJvwIRW7F19Are/iKAa9+ALKwGaomOyq57GSDYZShEe1BLuBOOeUgl+C0lNm/topFqRtAPZYZF6FcH6Z4bk4SvEhstHAbTaQdZPBuedoRVJ0InGC7ghtbNMPRnFcmbV8j3v7KpIkbBEvr+zQldJonks4ESeciKOk6vQPGvQPGkQSwhIzrUEGoDGL6ktePIOzvE7/alaovYeI70ZBZz3f5k5R587Ec70x8ekIS9DMfmF1iuLEsV5GTiRxqgdIiH3XjuYpu1ku5Woo8gCVDohC5WPBST32fjcl+C8D/xGwAPyPh65vIaLTfuTwX/9siF/4dRVV1+g0W+9+h6eIiKYytzrPsD9kb3P7WLflFB8uPG0CHNFURoMhcjDAaDBE1VWS6SidzpCf/4njdFJJJ3ZC+YMO9fP/Cd2v/DM6epaxHAZXKMEAtp4ns3+dxp+/irm+yqjeIPjCJ8WSb/TQg7ieP+3TN7OUBynK8myCXmmV8YDm3VkSw9pf/4SYwq9XGK9cJpiooiUm3uTaAazCSytHj79dI4vWEuQXBBEexvN4coDAoIuTW8U25kntXceTA3j5ZQAipS3IQqhTZ5Xr/pf+Xu55mmOT2wVB0JZ1SCgdan3x5Lz9bXo7ewybHQrXt9ASGsFcFkZjelWbSDImBsiiFkaohx4QdccSHtqeyNgFGC6uE+jZLG3/tniN7j+g3e6gn1/FvvcIrdUm8uxzjFWRGhEeiArkfFMo5L2IhTxRep30HHLnLk6nQ+G1DZLr4vrCaxvkX1zHabXJffoF8YKV9ug++xm0xi5L1T/yB+Gi88J+Er72LJQLhPTJ843quKohCDv4/wMEKns4Zy6g3X0NogYBQHu8gRTVqa7+GBIePaL0HIVUtMdy8DEdZuRZ7YsTn/ZkSE7pzU6EVmnQV2PInQb95FnBm40Y5JdoJs+i9GrowxpKr+5XQ+f2XqeRixOSRmTPNggw9vcJrVUi+HgDBxjW6qgfewG1UfUb3UikaE0SH9RWCWJJwkmxCqGdX8XhkDVnkjA3tULcKeqs51vvsAFtFAykvMfaSFgrlEmNcuHS57Da+2i8xdshI1IhVs4dHwE+ycfe7+YJ/g3gNyRJ+pue533xfdympwrH8UjOp9HjJqWtve/pvnIg8ENTkEeDIbqlcmrMOMUHDZIsYaWTdBotYpk4nuex8/CAROb4otHEhnFi++s/DBhYWWTXwezu4+niC3EalQZgrq8iJ9NEkmkcz2MzdJUMFX8IaDoUJHku94JXuVPQxfQ/Oi8vQ65VJri6JlrSDmpEL5wTnksrRc/IorQrs+G8CZnOV97iDePTXOA2artM18hi7on65TkASUZ+6+vIigLBEONyGfflnyK1dx07ewGlV6evCp+votepmKvoaoPY9rdxp0SsXwfjLOuTIS3daUAQzvEW2u03qd+4Q3Nrllx0cO+A3O4e5dfvEtYV2tsFlG4PFViM36EfMWlLOqvNb0K7ybg88Uen55Ee3cHLzc8e69Y2aj6Llk8TmcvhPNgkOCnGiGzfgcWLBHs2gco+1qIYePPu34ViAQydod0muX6GsKnT2SsTMTU6e2VChkY4l/V9vnrhDnguzoNNag/r1B7Wgfssv3QOz71OZC6HsraG12khddo4iXmGiki6mCJ0IC6HqvuMi0WCObH87GXm8QBlYJMJjRgFFM4cbLKVeZE2FhIear/hq8Dhbp2054G+Ql+dKcNKr4Haq+FGYyj9Oq4RF7tCq47BQ+RWnf5ygkjpEZFmHT23gHd/g4uuQy+xSFeJ05ZjJIb7ggBP/OOBcxdQJysH00SIQvoa+cpbqK0Swa0NxsvrUK/4xRiOlSIwLcwwsv6KBiqQn0T5hQ/ILM2KMcrDFNnw5D6jWW3y4N5dsi+IyDQ3lmZTeVY4D1zIykUaJAhKxxwKcIKPve/qCfY874uSJP0kojlOOXT9f/s0N+xp4dxZhXh8jnsbB8jBM7SqNp2G/Y561yfBdRwimorrOD8UNa3T6lPZrbz7DU9xihMI1dQZdHrvODEcD4ZkzyRpm8I15Tgu/U6fYOi4l8Ok71i+cIqnD9kZIXkOkdo+Ze0jZOSSH5VWnnuODNC1jkanvbK9yl9LHhoCqpdp5J6FoVgavr0vSFh5kILMNXK8Rf9TV0UJARBoHvjL0cX0VXLcEN7gxGz4KKtUaZCdWSPmQTMnJQiPN/BCIdxeDyk4IpjJEDx4zDCW5eboMgldKLrFRoSMNWSFAmqvCnaDYWYF4B37nFV9SLK0Tff2bbqAvjRPc6tMbCWHUheqrjd2qNyp0N7tsfpXVpBDIbi3iaab1M5/Fp02wZ6Nl5lH7rRxOx2kR3cYFstM5/9HE+//vX/5CrHFBBlDJ2DouIiMYCct/KuBif0hsn2HwYP7AHT2ypjnV45sd8jQsHer6PNJYWvICnJaWRaVzok//r/pFUokzsa5/zvbJJ4xsHerlG7usfBja+jnVyGTh06bUG2PgHrUS+xGTYZvfJvIxDLR3xTbEsllkLN5pNgcSq9OdDykHT+D6TX8wo5KdNkfjBtqcXpKjPnKdQLtuh+dNsUwGvcv30l9CjNnYwxrKJqIz3P1GAHPxZMD9AtlIo5DNHOANh5hrD5DYDycDVDG0+C52AtXkTzP34fKgwRS+ipWv4wRK4uGuPjbiiwaVcbVGsrmXbGvrV3g3tKV2X7SKyF5rj8EyqRBMVt4g/7E9+vEMzifvUqoWeC+cg2Ua7719k4xxl0pxrNzxWPNBxY4ucfedyXBkiT9Q4QH+NPArwN/C/jGU96up4YvfFbiF3/DIRCQaddbKLqKkTQp3H9yDeTb8YO0bR2G6zhs3XyI6zh+kcApTvGjhLcP2EmShOd5WJkkkiQhB2UG3SHzKylSqQh/928fb07ktLrzFMcD6/nPMbr5dWoLz7DW/bafFyx5Lp4kT8L/81idgn+flxYfQEekQfTNrK/CZMIHlIcpJMkvzgKORkcFGmXaZwQh9l7/KrFP/Q0AxsvrghBXZtP6sb4gGne5hCWVfZLjtmxkVWXcaBJ87gWkgwJuMERPS5IIdPx8X2JwJXQbxZ6lQSj3r9M/95zvBY4rXd+fOtrZZtBoEYkZjJo28y8/R2d79ry3vvQm8eUY477Dxm9usvCZLIsvXYK2TaGf9n3BUnmPcatNwDTwVi4SbLeRdQO33SJk6pgLSZb/+jUKX3qVgCEIY6AiPLvu8gUi23fwouJ6VzP9aOSpyqtPlEtKYtV06Qs/g9S28SbFJ66q+ykShW/dBqDXEGFSyy+do3Rzj+rtOmpMfL+++V/9U9b/1mWsi2eRo+Ik2Vu5KKLdFJPosx/B03Q81SRy+5vgusIKUioQSszhhiIEH7yFFUsijYZ0l66yGRF+cIKwFzmDFWyhOw2aiRUSbfF+BItbjHPL4n0pP8KNxrCTsyHGPXkZy4qTaj5Abjdw9naAHeRQkObtB6gHNZSFOYKv/hHB/DyjOXHfYLPM2MqIBkLw4/YAQYB3RH2ynyIRT7O79hlivSI6G9z7l3+OnjXQUgZqrcH5M1e4J18hEz5A6s7SHgBi3QJNLesT4MM7vjiJrCB5LmVXEPGLuQb3KxZBxpxdPcdx4iQfe9/Lt9Jf8DzvmiRJb3me999IkvQrwG8/7Q17muh1RgRDwq8YzyYoPvzebBE/LEwVtFMCfIrvB5mlOXrtLq1qg2Ao+L5m/z4J09WUdt3mrT8roegaEU2lFo1MVp+PPyz9pA5nfFggj4ckdm7iqcIfaiIGeL6yu8Z6Lo03lrAQZHBtdANG4n6HyW2sOyGLGpCH2/sGGwXdt0VMoTfKqK0Sga0Nxgj/5dvf/8PRVFM0IxnM+p+CHMBptcF1Ca+u4XXbjBbO03nCfVxPohVO0AoLa4R+JYnSFxXJ+rhBXBGJAvHt60hte/q0GDRaWFcv0rxxh0Gjg7mcQ4kbFK5v4ToeSjyCTZeFHzvPqNWFe5t8NPP7oiq4M1NSB/tFlMwc3iRz1223CeqTlZhWm8T6Mu17D2jvCSU3bOpEooZQfj/9V2cZwGkYv/oKgWgUWm2g4MebRVYNfNqVFZaLsWoSQJDqiKkysHvUNhsknjHY+J1beCMPLadw/3e2MReEFWVgd9n542+SWj9DyNQJttsM9svon/wkAFLHJtSxIaqD59G98CJqfZdQeZth/iySFgXPxYsKW0csaNMYmzTHBlawRbqzRU+JYdUe4URjDLU45CDQaSC1JoNw86BE65ylTl+Jk+49oK/E6asJQnodeAxAOBlHWZhjWCwhhcNIoxFuq4knBwg9uunba/IHN8DziBlZGoj94560zvkzoD38IoGzIoHDscQKhL5zg1d/8bcwF3TaJXFCoaZjNNQc0nBGbn0VeHrZ81DsIn0zx2BSraw0Cz4hlnB9H72ERzg7IiAdtwoscFKPve/lW2kqfXYlSZoDqsDKd7n9iYcaDREMyeRX5ti9t00wEoZTInqKHyFIkkRtv4wzdk4EAT6MQbeHomuMB0NUXcNxXNRo6N3v+D7gpA5nfFigvPkVXMdBNkykQADJyvrK1UYxxssLmzCAiF0i0KjgxDO+8tXUskdIAUwGhSZq8Hq+7Xsrozs36bwm6nklSaJ6Z4c80P/U36Ch5vjKoyUuzgkCk6HGPWkdz5PIKlVeebTI314SQ2ah8RhvOMDrdSCR8X2NxsFD5lIwF5LYZwkAfdSgHZr5gMOdOrraIL59HSUtluq9/W2fSOpn8oxabRy7hb40j3XVQDYsyr/1++x9+Wi76eu/+jXCiSCBSICrskwkl6G1+YiQEWXU6jBsdRm3/xx1TpwsBHN53HYL6+JZeoUSB7e2qW81qL3ZIvGMgZpQWfixNmFTJ7zxTcKZPFKnjddpEX7mI1DaY1gsEYhGGRZLBD9+AXnrrsj2Tc+JAbrSHmGgdf0N1HyW6HyGgf2Yj/5nn2Zot9n9+iZqTKHX6HPpZ/M0t4W6PrB79Bo93vxH32T+4znMhSSe6xKdqM3jSx9jpJiotR2kbotw38ZRdLxgmGCnjqdGkQZ9HM0U/l+gEbnGvLQDjkiIUHt1hmqMii6oiqHGULQG/cUY8RtfEu/R/eu4+WX6ysweYVQfihxhy2K4vUP5+ibWUgY1l6Z96y5yKEgkkyJ48zVYWBaRbc3ZezWZb0NSxLtsfONPGLse4/sTy0OyMg09Ye75PO1SC3u3TebyHJFEjFivyCvlZTYw+Ol0gWLuWf+kr6llsTpF//MwVcCzc+Jnqz0T8yQ8ZM8hIDsEvREnASf12PteSPAfSJIUA/4H4NsIZfv/eKpb9ZTxSz8X5gu/XKWyW2E0GL5nf6+RjNGqNt79hqc4xVOAlUnSb3cZdHt4nucT35NEgKcIBAL0R2OGvQGKFuaXfu6YmoqOQMI9ocMZHxZoP/f3aP/aL4A6gkAA5dENLicrZOaf9ZUipVlAbkyGjuplFKBv5pjb+GPcWgVN3qD7zKeIdQus54WydnvfIBM5gJ4gwNQOqG7ssPnFLX7sF18CRKWy8qe/Te6jf5GfypdRbRFf1SDLeU8kJDTI8tLKNp3hHLHKLoP9fQJRDe/Cc3hygHB5Cy8rMYrGMQ4e0kqtYgZsPEUC7ygRbqZW/XQCtSJUSadpM2y2CFsG7R1BbsI//vmJSila2pRYlJAZwDwXZdx3aN7u4PRcOlsDMh+Pc3DzESlg0OxQvrnN1r/eJ5wMEp1TqN9oE04GufzvXWFgdzHmUxxs7PgEGJgQYdj8V2+ROBtn4cejVL78uyT+058X9ogJAb71T79G4mxc2Bv+8DqxxQS5T7+A3LnrK8HOhNzZ9x4Rnc+QWF8inMsSvvYs2VYXLZ+mfnebxnaN6u06/dLI3xYlG+LB7+6w/jOKUJELJZRzs4rhXnwBJvxUch2caISGmiPTuMc4pBHpVGkmVmgHYtTbGpIi6pLPDW7QU+NYtUcsVv6EXnqFA2OZthEj1drCmTtLoC38v3Jhi1irziC7jHXzy+KPGTFoNRg2WiixKINmh9f/l2/gdF2u/seXcEdjjI+/SGPhGtbOG1A7oLv5gEgyRvCcIMJNJUNpkGQhnp6RrIl/+DD07Cz9IZhMcjNw2f/5XvAqDPEDaWMd4d1uRnNIngdjuFO0yC4cPWGSJqdZZnMHVWmSvPqJt38MjwEn99j7Xgbjfmly8YuSJP0BYjju4lPdqvcBihZ6T+R3qmgpepSIpuCOjWOPVzvJmEa/9Tp9unYH+6D+7nc6xbsif+4MXbtLRFN+aL70p4npZ8RIWhQfV4DUd7/D+wCPk6tGfJjg9vsErWW8bgdJlhlYQgm22ns09Xk/M9itViZxaRmij98SeaiIYaCpIrxmCeKcXs4R6xWPKMCbX9wC4MY/+wbn/tJ5xlVBfPp6GmPnBuNYhqaS8f3AILzBniRhlDfp3XiLoKHT2yui6zfwFmYLoH01TqhTx6g+hORZvLDE/ngRM2iTaj2iYgjPaLxyHYDxxk1RzgA+AY7EDAaNFsHiY7pnnyV05w/obBfoNzroSyqtx13GtljKDieC9Esjyq/W6dcH3P/9LeSgROKKyKMdVscMq23/8vV/8AarP30GYx56jZ5PgKfoFvv0S1OF8FtETE0M2nVavm2iVx1w/03hYVYXwtQ2GwzsLuZCEvN8m2AuDy2hJlc3dhjYPSKmSjiXpT13CfO8KMTIr62R67QY7BepbWzR2K4BLdRMBDUTYeM3N7EuRVl5WQzkWReKaKtr0LYZL60T6DZwwxr11BoyLpHCQ1rnP4nkuSISTYEVHZpjg3lp54lZwVMcGMvMdev0MysoCG/wSBOv4eDcsyLmznNx88vc//v/D5293qHXCTb/YJOVv7RMMPoWpm5Co4pTq9I/aFC7s02i2kBbW2WhUSYXy0C9QvVrr0/KWx7geR7RF8Ug4dwnrjKoNVj8qVWclXU65lGbzTQebZoR/KklQaAlzxO++ShHCPB0yNRq79GK5ujqGSJvKzI5LpzkY+/3ZNLzPG8ADCRJ+hfA4vf6xyRJ+ivA/4zopPl1z/P++4nF4p8g8od/xvO89yU1TJYkFF17IqGYX1tEkmVa9RaKpiDJEmZCZ+feLoHAyTybOSl48bPXOLcSIap4PNx1+Vf/5KvHvUkfCIwGI5zRmHa9edyb8l0RDAVxXc/3u/faPXLL7/RQHgukk1vd+WFCeO0CDAZgJfACISTPxZwMw5ntAtrjt3DjGWQgkkxDvYxbO4BJRFqgLr74nXgGyXOJtCrEEJ7J9te/Tr9q0z0QpC+6HKG92adzzQYekfwLz/vZrMFHt1iYtMg5tSreRz5J0K7Q//bryFeuEsllcIdDlEwKp90i2Gni2U3C9huErTju3jby/CLtfPzI87uvPouFTbr1EBAWiGGzRRh89Xdqhbj/hxucA6xWE0wDKKDEomipPvUbs6/Cw0TMviv8xQ5Q+lrtO77OD353h9rDOpIskXjGOEKEk5fi7JXE69hr9ImYGuV/9I/R55OMWl0ipkpvdyYSTS/XknUipuYP2QEEolHyL677l9vPfkZs3wufxgGCmo1zxkCJ3qXxh9+mV+tz6WeFR/b+v35I/pNJurU+t37zFqs/uYIFeMU9BsUywaV1pOIugUQKOekgew6dpavsuQvEJp7gaSrEucEN3ws8VdY9XVgmMJZJtbbQHl7H001GmiWIcPkRIQDPpZU8S4QtEZ1250265f6R1336Poy6A8adHuFACEkOMKg26B68jWzWK0hWCuJp1FSMcDJO8+4jkj/xOZxYhkCjjPTRTxJtVnCsNMXsM0LBnbzk07rwKTYKBuVhmky4cmRwtDxOc67/Fq3oJJXCzXKgZZBxUUIDtGCUo3vnMeEEH3u/30mV75nSS5IUAP4B8FlgF/imJEm/B/yHwH8OnAX+A+Affp/b9D3hf/ovDP7m31Hp1Gd+yoimIskS45FDZsEiGAoI72WpTqvaxBmOGIxOvgr3NGCm4u+q6qqmzic/EkAL98gqDULBLG9eWGb37tb7s5EfYAx7A85eWcJxXLqtPo9u3D/uTTqCaR2zaup4rsf/z96bB0ly31d+nzyqKrMyKyurquvq+5oTc2IGIECChEiApLiURGtlS7tWSCGtwpZXsfZaa1m21qtQMFZer2l5vQ5tyBt0WLJWK1vSHrRCS4oSlwyRSxKkQMxgMJgZzExf09NHVXV3HVn3lek/flXZ05gBZggNgB6gX0THTFdVZuVR/av3+/7e9z1Zkel3e+imzm//avL+O3iH8DCrEfea1D+0nb+Hof3Qf8HNxRUy26/iKXu14o6ZRYvl9jzWt5NIg6jjvj0CkkzLuvfESv/BH0H73jfRk2XCPx+hsV1lg02MlIWWiNLbKdI6mUZ76Vt0dkqEP/AUje9+h53XbpPYKdMBVEOnt76KYhgo49N4gSDICi4gORU6a2sEZQnZsqDmMOIssRg+6x/DuHcLrSrGymZyhqBhE6w4BMbHMYHOYJXEWclhJHU2L6wQsiMUXl4EYOELDy88qVloo6dCewg1QLPYREsH0OM6zWITKJI+MUZtfYe20yBxbOKe+yteqhKfbdDJ5QGhGW5u5tm5dtsPyDA3ruKGLT8rph/5AAAgAElEQVTW2bv8ErUby6x8Y8E/ps2XN8icymKMaqRPCmnF8tcXaVUa9Ko1GmviM6CtXEEKG3j9PrLnInt98DzGpVVq2Jj9MnqrzHpoAoxpxrYuIt+4JAQBo7t1utH8RZR6mV5mGqVWRCss00rNsDb3McyuINEb0iS1QzHMTonepT98w2u68IVVon83iVx3qF64ROTUY7S2y2gjNuFDc/SLOyixGMrKNRo3FgkmBA3VElER0GKn6EeTKMvX6M8cQ1m+xng5T23yFAXl7hWzdLCAlPVIBbeEDGIACY+UuuUnxIHwBf4PuaOcyGyhSl2m5vfPov1+HXvfKgm+v6nu3XgSWPA8bwlAkqQ/AD6DOAl38POO1stTY3G2b+cwohFczyM6YrN9O4esythxndJWldzSGiMTGfJbxQfyEn6v4kFkDZ7rcvG6xNGZEBulLOUqbN3O33e7B0V8NMWJJ8SS5I3L6+SW1u6zxXsH8UwcZfC5bNb3XxNnOGLQdGp3TCg1PM8jHNHvs+U7i4dVjXijSb3neVcfyhu8x3GjMkYvESDWzaO1SkieS9DZInrHa1x7BBav0Vu4SSARp/eX30R98pm79qWW82iDfwGq20UkWUZP2jS2q4yey6IlohhH5n1JBIjULkrCpz1xdILwoTnKL10C10W1oyIeWFbomQnURpmuEYNDMUJWVFhoHT1N14z7CXFb1hwj1WW/0aqpx6mpNpNLF1n++svY0xsgS2y8uMzoEzOEbINwvM7WdWGpdeur63SdPgFLoes8nI7+Vr57VzUTduUQw2owVNFtjeJSifhsjJtfvDt5bIiFL6yy8IVVPvyPP4mayaIDxS++QsgK46xdY9wwUDNZZENUR2ubea7+0at7jqOV72JPNbGnbIKRMJ1qg9h0lJUvbbD+zTxzn54hfnRCpK/1ujSmT6M3tilZx2mGDSQ8yj2LMhZSaJewd8IxgodPo+Zu4cFdHsFKvUzfjPtEuKyfwZEsLNWBHizVRpk17whEuAfMQxr2E2foxdLomSSoKtEj07S3iuC5wgmitAWxJMGE+Lypc4dQ54DiNrnUKSHdiW+J6O/BhK6ip33/6yFSwe3Bv7t5Aq+3ERzGI4MgwYrscXMnwbmR/bVquF/H3jckwZIk/Qn3JrsSkHgL7zUG3GnGuwZ8ANFw93tABfhP38J+3zL+j1+O8ZO/MsX2+jYjmTimpaMGVKy4QXG7QblQotftvSnZCoSCqKHgXZ6pb4Rhxey9iFatwa3lMtNjCYoObGy28Fz3/hs+AMaPTPO//9wO9mufp724QPDTZ/i3+s/yW5/7xkPZ/37HyquLbIZ1wpZBKbd9/w3eYXTbHUYmMrRqTTrNFunJEZq1Nr/366Pv9qHtwUOsRrzRpP6ABD8APv14gJuLXUqBNJasYjS2fG1w20oRcna1juoTH8IDemez7BgZCp2kfx9TwW2YgHI4S9TKozl59B/8EQCUyhahuE27WBY6zOLu3406f2QPUenslCA+gnVsHq/bRZo7htxpUUsfYi04jxVzMNs7RLaX6K/fpnF7A3N8itbIHFuWaOZyehbjhWU0lsEpo1k2TJ3DrZSxp1OYU6Pc+LffJpwIE7RMbv3Fq2xdLNF1+qx87bJPfB8WAX4ztPLduyQSwwr06/XDb4T/8N//GT/wmwb9ep34bMzfR8gKEztSQzt0iNbNm2xfWb0nEdeiOuVbRarrO1z7/ZsABCwFt+fRLNXpVOro/T6diSN0giaqrOJ0DcptnZjWwFb3ShDM/iA1zvNgYKXb0W0hhwCkqqj4Kp4rvI5dl+PbohmuG46CNQcamJ0SSiyyRw5yJ6afmQFVJZC/hZdK0Zk5gTx+CNdM0qtt0TKTmKW/8CdYaiJO3x5Y/EWTIuLbybN++HnfzcRcfQXNTmNHkpTDWQodURG2G5tolU3y2TO7WmBE86hW2UTeyZM/8Qnmmy8jeS71cJLT6U1UqcvM3LsZk3w39uvY+2aV4N94i8+9Ee51BTzP824BH3kL+3soyE7ECEc0FEUmkTSoOU267R7dTg9JlvwAgHvBGonh9l3630eUcu8hJM3tZ9QqTV693qLXdXG9h+eB/JGPTWJ85TfJX1lk+3qeQ4rC/Kf210z37Ua7IdLZAqHgQ0ksfJiolRxGjDSaqVMrVWjW2jSq+0s65CHhSg9N0/9Gk/oDPCBkXCRc4WdaydO2RWNPqJKnFc0SuvA1lJEUlAqDZrgcmpMjamWoGBk/gUpz8hDOUtHTGC9/jf6s6LDvR5OoiW3UxKBmEx9BlXe/hsRStajUNbfLhCUZSVGQIxasLSOFDYydFcjO4/QtRpoLyLUy7cqAfFXLaK0S1WAcpyf0qcOoZAwbJb9K7NZLeECrXAc2iM8JaZA+OQa8Snhco7HWYuPr7/zEdujQMCSoryfFD4LmZn6gIQ6z+OVF//Hci68xNZqheG2FZvnucSCYUGlVmjSKLUDcg4CloGdDONcb2FMjBCJhYUHWqCCZaRohG6m/+1081AID1BTbj04ODhw58DyfAKu5FQDcShnJFPfKqzrIrIBlEwBMvYwjiefapSqJxy12Luwl2sGEiiRLwh+41YREikCtSF8zKesZ0AX7NmNJnwRjJ1CWrtKfPe7v5045z7DJU3qdc0QquI22I0hvtJ5Dq2z63sAtK4Pm5HDjqT3bSGKUQ+bhFJ8eFvbz2PuGJNjzvK+/1Z2+AdaAO4VG48DGg2woSdLvAX8dIB6PP9SD+o1fMPil34K+61HcbtBtd7l9bfmBtm1W6ygBlbAlmgQepMK738jLw8bq1SXKhRJBPUTENpEV5a5Y3beC45NNNn73st/xvfnNL/HcidMc+8Cnufbd90/xbb99fiRJIhAKEknYKAGF7FiSeNpmcibGZ396P9ii7cX3kVo0IknS9+74/fOe533+jt/vOal/ywe2T/F2jr1zc7MsLi5hFVfoRkb85LhhRXjrIz9JauMiniRTyJ4hWt+kbI4SredEdOwgYrllpRm7/hV6ttjO+943URMJ+jOiWYv4CL2b1wUZjo+ISOXoiN+spI/Y6CM2XTtNYDsnXCvSY1THH/NtnSxFkCHXtAlOTtB59RpEbOEQoRVJthYJNCpIN15BilhgCTIs1Rwaa5sUF7eALcIJ4XfVXF2nviXI4TtR+X0j3Fmh/X4JMAibtaGueLivK7/7GgALX/gXb7idMaqx/O/ECmuFOiCuQ9dpoIRlNi+tcfKZ83idDlKvi97YphsZI6pWKRFmXFolWlymEt917FgInaTYNDg5+JjGVy/QTIrnncdmqKk2o/mLdMNRFqbOcOLWF8QLnTKy62FXX0JPC2lK4PRRWuWG7w6hpQO4PY8zP3ce85OfoqdbOBPjbDBBWs4R7Il7+Y2VKY5ka2SjIyiei2onRCPcQAZxJzL5SwAoS1fo7BRRzu/2TlzbjJCeKvhkV3NExTjkiCjlwqjQoA/1wJLnUjPSBHpNAmqXublZ9hv269j7TkY4vQgckiRpBlgH/gYPKH/wPO+ngJ8COH/+/EP/ovmNXzD47O93KbkeakBcEllRUFTlTUnH0GM4qIXesxKHt4Khfnj7wZKoHwiNToCg+TqlliSRzES49vDe5gDfJ8KWiRmzaNYa6KZOseAQscP7kgADeN4DD8Tbnuedf5Pn3/Kk/lHC2z32zs3N0lh/EU8J0B8QzqHVE4g4WKu26S8DFzpJ0s7LKKUC+tI1vLnHRFXN9ZA8Fyk+Ir7UPJeWlcaM5fGK20jnn4HKrq5SKRfoAYkPnqO3U0RNJZE2FvASKaStPD07RWT5Ap3sHHMU2YodYtueJ3Pht/EA8+mnqb3wAkHbIvIkdI0YHSMmYocHBNitlGmffZZwxGa0XGXjpRXs6RStch1nRZCaytX6w76k7yjiszGKSw9mg3ln1dm9o6L75C8/xcV//iJdp0/6g3HsCZvI2Aj0+8jJNH3NQHL7jNy+gDx+mhnTg77Q/8ZvX6SZnGE9NDHwBxbXXm+W6Bs2Ld0mtnqRoGGjhWM4CUGGozi4ho1cL+M6FbGm4HmEWBEewU6V6Eya1OkasZkkoahBeGoMdWySjfHzSJ5HzYvQ78n0FRVXVvCQ+Mi0SJpTygMHk4ETBPER7GZOVIuB8et/Tm1SkGIznkeZOUYuc2bP9YrW72gQ9TzaVlrogWtimKkaaaz6JgU3jWR6qG6HUjDD0bl7NzW+29ivY+87RoI9z+tJkvR3gD9DNMP9tud5V96p978f4rZKpx3EiIb9BK43q2DKisLY4UkqW2V0M3zgh3sPhML6Q/O0/fqLPZ76r3+Zjz71p+xcuIasyixOf4LLf7h4/40P8LZBVhXCER1ZlalXakweGWN6JnL/Dd8VSP4S+kPAW57UH2AvOmaC25ETdL0AfU8GF1LybkOtY4pY5aOZCmm1gDK0TJMklFIBY2CZ1rLSGJUtpPgIXnEbzcnTs9P+l1x94oS/9Cw0mjf993ArFTg2Qz02SaTfR204uFYctV6ia4rSotEpIUcsOmtrUL1CpyIIbHDzFszHaGkxtIgFjliO7zlVUR0eaFFHz01jTo1iTg0cIl68TfS4cRcRjp0073Jz2K8Y6oi19P0TIYcEOJjYSzvalTpdp491JIxmhQDQMwlat9fp3VhEDgQIjcTxjDD6d75F4riQFbjVClIkis4yYxM2Tc2mptgka7srudbOst8cp28tEzRs9IEvsFwv462v0rq9Qbt8HXMyixJ1kEcnCY67eD/wQxw6cRHJtGinZ5DrJVzAaJfQG0VG3D5r8dMY7RLtgIHryX5E8frh54k286KBL3XKr/oONcBDAgxCtqNUtrCtTcphMQE8nnX8yPBhJHLIySMZGb8qXDXSYsLowraXYqy/REDdH+lwd2P/jr3vZCUYz/O+BHzpnXzPB8V/+WmJf/j/KJTyZZRAgF63hxGNIMkytVKFaCpBpSCWSoZL/EPZxJAAP6yl//cKHmaow7f+3V/yT7WnmZn7ILHTLhvbMn/0y9/el2lp7xcEQkF63R6byxt4rseRc4fodfv88o/tTy/th2nYvt8n9Y8S7MefJ7dwm76nMCIX8JB83+CKOUahJ5aJU6qo5LrFbeT4CO2bN5B2igQPHdkToAEgxUfIp08x+sL/iyfJqIBR2WL98PMAZAqvoMZiYCdQJRkppNGTVUKtMqgB2FxFjsboZGbYscXScj0Yg9PPEZW/BkD82GO464IEhhYv4c2fBcvGNWw6Rkw0xtWK1C9fwZjcrW5vX7pJ+iPnGDm0yPbNXbeKc794ns0LKwCUeGdJ8NhHhbb09XHND4p7Nb69EUSwR4/sMwnSJ8cwRpOkPxgnc3KMzUtreK7Hd379zzn1s2fQRmy+9atfJZhQSZ6K09huMPfxOsZkFsWK0MuIyOqaIoiu2S8TbJZRaiWkqrBEcxIzWDvLNJMzSLgEGhWUWpFWagZSM4THlglcuYwSFXrg2re/RdC2CEXEPsszoii5bc/fIT/w0Bo7pBrLqN0GSr+DGuyi9DtInstN+bHdDGVEk6ZZ3v181iZP+RrglpUGK72nIS4dLHCTk6SCW7taYM8jtSHCV6pGeo8jRKy0TEeP7ksZBOzvsfe+JFiSpK8A/4nneeXB7zHgDzzP++RbfdP9ikK+Qbfd8cmbElCp7pTRLRNFVYgkbKIjNo1qg16n65PfYaOSooov/wMi/Pbga//6hXf7EA5wB14fOX79pZs8+fzJd/GI7o+H6VW5nyf1jxpulrPM2Ftsuylm6y/fZaf07PhN8j1B1LKxBG5xm9Chw7jFbfr2CK0BicjwMrnMGUEmOjAK4Ll4JUE2h0vSudQpSJ0i2szjTimE2g7dgEGgW6eePUIwlqWlx6hpcYx2iVpo1xCpPX+W0MJFOteuEDx+EqplMAfmbk5Z1LuM3YgC4+RjuJUyyLvnVHn1Oo2dBvOfPMbLKxeY+eQ4AIc+8zSKHQW+/I42y+1cLRHOvJkx2L0xrAB/PyQ4mFDp7PRInxwjGAmjRkxiU3GCkTC6rXHry5sY0yFe/j8v0m8IotjZ6fkEfSO+RLxUJfPXPkYrLK7zci3DjJlDb5bo6DZ6rYQXsdlIn2WkukJn8LohAfaPpT74Dj92AndjlebqOpXlPNlnx0QYiiWIcT0otk+Ul/Z49XqygicruLJKX1aR3S5hJ08qNQivaAtSm4kmfQu/np3GXH3FrwD3o0laVtonwNId8tat7ghbyY+TUreI1jZoWRkkRLhMQU+TlnNEndtIvQ7hzeuwLyKS7439OvY+SCV4ZEiAB29ekiQp9WYbPKr4zV+0+NnPjtBqtOg2W/S7PdRggOxMlu31bV8moRsaDdf1l/uHRGC/NS0d4ADvFCRJIjmR5h//Z/vLF3gvRN/0AfYffvi8yo3FDgk3L7SZlU2QZOEbbOJXgwEaUycJxfL0JQkFoFSgkj3DVidBIf48127tynFODpwiQPgIDzWZQzJc0dOkiq/RCxqEWhUca4yeHMTTRkiUl9CaJTxJQmuWaIYTbCjTjOoQAtQnn6FtxCANTT2B3twRemCnTNAQ5GoYz9u7fZudVxYGLhGieUwJyzSKLczp3b+Zm3/8whuS37dbJjH1zBx6fIOdq4Njv4PYjn00RbPYRI/r2JNx2k7D1wLrcR3tqRCLf3zvJpDRZ0f2nJOeDtHZ6dEqN4gemUExRLNgIBKmVhDXp77SRksHfBJ8J5rFFtbHMrhV4Q60ZUwzQ07EJjfL4HkipKRRYjR/0SfA4SVRRfVMa889wvVwIzHkUQiUK0Rn0siWhes41F65im1a6GnRYBeol6iOzKI3irTCCb8hbcMdIyPlKAUzyJG+T35ToW3//97Aoq/5ne8SSsRQzid9AnxDFcWDdHC3Ep8O7P5fwkNzcrSszJ5rYdU2kHsd5E4D/RN/657Xf39g/469D0KCXUmSJj3PWwWQJGmK92AX9BDJjIVTtMkvr1OvVImmEjSqTZrVOpoZpnJrE1mWDpbhD3CAO5CeGWPq0P6fG38fzRkHeIcR9NqovRahnTVfRxsCJCPrSyHyvRQVI0vKEWS5P4hSjtZzFAJ7kwmPZauoy7tL0F6p6JNfzckzdukvQFHobGwQfPqjqNvrRHsdPEWlFRaVX7VeopqcoxZKMFJeIGrHoA+Vk8+htUpsW7OYnTv6QZwybnYa2LVLa6Vm0GsOaStC5dUbbLy0ghKW6TfcPXpgzTYAYRUGd7tGlC7XfCKshGX0sSC1my2/svpXRfyJUzhrO3dVdbV0gPGnDxEwDf+xbq2O5w60qpZOyAoz+myTVrntu0yMPjvCxNOHUc0wE083cG5vsfAnS/45L35xmcUvLnP8bx6nuLxDcXlnjyVZKBGkle/uIf8BS2H2+aOEjx+nl5liIXQSehBVqxwvfcPXz4aXLtLLTIvwjEaJTjhGc/Y0IKq/ndSMXwV2IzHhExyOEgKCAJ6LHLEJex79iNCEt/SYL42RPI96SJBrxethBxxcT8FFwZNkn/wOCfCdCCXuDjJOBbfZ6uyuNkTrOZywqCYPK8OF0bN7bdRcqIeT2PUbSM3932C5X8feByHB/wPwTUmShpZpHwH+87fvkN5dfO7ndX7il1TfG7hS2CESm0YJqLi9Pm6/j+fuz5t5gAO8G5AkieiIxed+fj9XgR+uLu0ADx/T84dpfvX3kNotvH4fL5kFTyz9VkwRrZtWC+R7KQrJj3Oo/QoVI4snSX4nvYTHsWyVa5uiGrx+5OPYjU1C1S3yRz5OtJnHbuZQy3lBLRIppHwe6doFPNMkkF/BjSYwG6LKKFfLRKsvwew5AMauf4V+JI5cEyTd1GJEb12knZ4mlF8R29TLuIaNkxCEqRqIYT4WR/r8/8zNL1/Dud6469wFMVxl4gOTb1oJHn9ykpHDDcqrJezJGLV0laAZ5NaXN++5zRDR4wbNfJvOTo+ZHxqnfKtM6XINLR0gflRIOYovvkLI0u+q3I49lSFy9gz95ChyQ5BUdfEm2QEpDjz9EZTtTYLRl6ne3qJ4qUrspMnE04eJPC6IZy+3SegzP07I+m3Kt7ZZ+dKGT/Jb5To7r1TIPr13EmNPWqSOJVn5iqgwn/hZYXkXPXmUXmaKSnyGMW6jNwWZVWq7kxEvYvtaYCexa6OmN4usZ84R6YrXBusl5M0VAplJukYMdyhrgQGhvoW8vkzIihJimY35H6PYMpCkMRi0vCiSx3xgAau8SjRkoG3dQs4e8TXBdjMnnErieTo3b/i7VwYNnRoghdO8lrP8kA8pLIIxKgOnlEIvSUrdwqpv+glxiuRSlFI0sxHmn9k9x/2I/Tz23pcEe573ZUmSHgeeQviz/aLnefsvsuoh4g9/Y4of/Jmyb5PW7/fJzoxSdxq4nndgh3aARxJvFvzyVpGZFVrG3/7V5H1euT+wXwfiAwjoz/0UO5e/RbBZoR8QTgGOkUXyXPL9tF8RTqlbVNQshV5SVJgMoAOHupepGBkOJy9DD/EDtCN7P59D1wivUkQOqPSrNXBdlFQYuVqmk50jmNt1GYiuXMA1bbyaQ+/qFVRbkKXI+iquLAtrNNjVBgO1gE25F2WsJ5rnoicOM1Guc+X6a/c898rVOpWrdxs+DmOUT/3cc9RXBdmNyRKdeptAOMDIsTE6tQ6b39zZs511RMgMZj82T/TIDIUXrxKydOJPnEI2I1QvXKJTbWCMpdj87jWCkTDRo7OUV7/ha33Hnsow8fwT9JOjNOxxsCFy8y9RIiZqJotXr0KzCp47qBRvETtpEp+NsX3tNsbhWZpnPwaD8LLokRmCkTArXxKOVkpYZuFPVjj+N4+iakHWvppn8hMZVv88R3Qigee6mFM6ifk4rXIdzTaoXH6NKBAfLdMcmQbwAzKkahkvYtM3bGqqzXriWcYQ119vFmnqcZLVJYL1Ek5ilu3IDMmBW0SgXqKamKUWjJHd+B7VkVmi42W/+uqaNkdyX+UF+0fIV8QdH1rfnjTLQh8sKXTtXT2wJHlI+qCgduTj2AOHEmUQAAPQiuxdQRvKICpGFgkPq7aJxSZVI82CfobXNmwkCVTFIxTw+NEn92cj8uuxX8feN4tNPup53msDAgy7PmyTA3nEhbf/8N492KkYkiRRLTqoAZVmvUW9XD0gwO9DvB3k8d3A93sO9ztvzQwT1IKkx+y/6qG9Y9ivA/EBdqF26sidBp4k4apBkusXRJqcAZFanoKW9CtjQ1LsIZEKbmEsvIIWG/irSjItK73rGjFIlRvCszJEbv4lXaeGaho01zbROqKvI+BUcM48R/ib/x9K1MYbnRLVX9NCjVr0nCqdskPQtug6NYyIaKAiYtNKzbAd2VuZi13+KuVXbwxCM/DlEA+CIQkEsE4cxnn1BqGoiazKrH13gXquzMiRNJMfOcqL/8u3cbu7f7Ojj4+yeWkNYzRJ/NgU6qB664UjmM88g9So0sttkv3AMVRTkOaJDx1BtweuF5ZOr1pD29og7HnITSF16FdrNG8sEjlzCje3jmRGCJ05S8oME7LChLMj9GoNZDOCXlqjGROTZXXuEO1rSz5Bj81EGXv6KK3tMt1Gm9RTMTa/M7inrktxSdTbGkVRPddsg3a5TuXya4Rur9P8j8+iN0uouVt4puUT4E44RqVnUWyGiQ5cHtAFEdYKy0Kr3dqtHG9Zc4zWv4fWKqG1SlxPf4zZ2kXa6ZldFwddyBjiap2EVuNaIUHKaiNJHrVQkmivhScrqPUSbT1GKrS9p8kNuIsAA1QMUf49mhFV9q/fnudYVqxEpFVBiIeewBhABlSpz2IxRkBxEQYJ+x/7dex9s0rw30PIHv7XezznAR97W45on+APPjfJZ3+/S34zglOsE9QCeK5HvbKbqjO0RDNjUWql91eE7/sJ7wUC/FZwv/NWAwF0U+Of/lf71Rd4Lzwk4UN7gH2N6LlPsLC4TKS9jTZY6taXLhFKCDI7D36T0E1NLLef2PqKnyCnlAogyfTtEfSLws5Mjid9H9ZCZ4SCMkLfkzgxXUeLRHE1g9CF76BEbbqHz+BKMjUtjnbuWdTcMh0jBkaM4OIl/zjbpequV/DamrDYGp2hpe1qPse9W4JsWTbGZJZpyyCcEBVmzTYoLm7RKLaorTTfkBTPPn8U+5OfEBZfjRLR0Um8jVWcV28w96lzNPI7eL0+V/7VS9jHTYqXqj7JTD9xDLhGba1A4slTSIaJlxqjHp/EvPFderlNKtdXCEbE67uDIk/2A8eorxdoOw26tToaIDer9BdvIp14HNVz2f73L4Lr0ak2iB6ZRjar3P7qS+J6RMK0KzWMqoOkGwR0B7Xp0EsIR4jRx0fxXFcQ5lOnCHc7tJeW8FwP3dbYfHGLy//XVb8KPrSM2/j6Nh/87Edpl8X38FAK0UtP+vpfJzHDmjfJtU2bjN2h0rOIqg6xW+LYWikxQdEKy7QmYzT1BElnkWpi117MUhyWzLOM9lfE+zR2iGwvATAXLrIdmwMSFJwQ6WiLcFtUgl1JAVnogu1mDs3Jo5bzfgNcy0pTzpzBbmxSCaf3BGIMK8BSVoy7QwLt26EZ4rGstE5JGiGgevzQufv7M+8H7Oex981ik4e63095nte68zlJkr5/L5VHEL/2kwE+/5UohW2TVqtPLqiSX1n3n49lRui2OzQq33/c5AEO8CgjEApip2KPjAxiiP1ajTjAXszPzXBjUSbs5NgZPU2CS8jFAv2dLcKJAsgSGsCABCulAnd+KfXt3YYkb+4x+ogqXEE96euFe32YmsqwY82Qyb2MeuIsniyxE5un4tpYVGiG43hZiW17HoAxcxmy0wRrZSJAcGICt1JGjg5S4jxXuEQAWqvkN18BBMaErlmzDVrlOtZ0huLiFpWr9XuGZoDwDjanxvz4XzV3i15mCjVSwZjM0qvWsM+dprW8QnTcwhqNMvr4OLKqULktjiP9xDHUQ0fojowLIqpbBDLeWzwAACAASURBVJtl3JEsSjhC2KkRGs0gpUYJFjZwazWkk+eJN6u0X76IGjFFMIVhoqbT9AG3VmXiuXM0NwoYYyl6tQYqMPHcObpOjYBl4rkukmH67yvVHZTFa4RHUwQiYVGVdl3o9ejcuoWsaax8c5lgOEDyVJzYdIL17wk9cGI+7jcOAoTsCIGI6edJOIkZqkoMKTJNuWtRaoXJ2B3ieoMxVtGrA1s0p4zGrswFQG/uEKiXaA303XguUcCcfpzI9hJKtYjnVJCsKK5p0wzvxoenrDYAVzhNKlIiKLVpZSI05Agjzduiiux6/opEPnPKJ8B3QnpdwUHC41rO5ho2xzJlJEk8JnkuRSmJJrf4zPl3NObhr4z9OvY+yFX8NvD4Azz2nkQ61idmyqxsyuQ3Jd8mTZIk3H6fVq1x4BRxgPcdglqI7GT8/i/cT/D2b4fyAe5GyG3SMeLY5VtI2zn6paIvwnTtJC0rw6HWJSrmKP1YiraVJgR+RRhAmx2EEQxwuHcZsifxPInLayY7pGh3AzTTT2NSxUOi4tpE5TKVvk1FtSEyA30otgyMmfNozRIBIDg+BqYF2Snc1y75RNh/74WLfniGa9i0XngBfXKXCK989TLhRJjsMxBOhBk5JP6eFv/4NqPPjhCfTdIu14mejKBu7SafqblBNK8Vob66Sbd6BS0Z59CPfhBlZAQ6HVAU7MIWSsREMiN44QhdTUg21KZDMzZOYEcoHPXDh3BrVaRGFQ9Q5o9As4pUE8vzshGmkytAroBqhlGB6o0lOtUGwUjYrx57rot++BCyWUVKjRKZPYwXNqlaY8SaYl+SGYGqeP2r/+LrpE9k6H3nKhsvbVJfaQ+uXAuoov+oxtj5CbRYhGDUQJsYo3V7nXa5SuyDH8B1ykjNMuvJs2LfkiCSdsDBDjgsVzMUm2HmKRKsl0RMMsK1Q95c8fXbTV24MmitkmhwzC3hmuJaV0dmYWSW6KWv4jkVZNdDDxeRPI90dMy/1y6w3Y6S0bZxpV2XiJaV9idnLUtUfjUnB57nyyDuRYCHkCVIK2IFxKquo/Q61OMWIffhBVG9I9jHY++baYIzwBigS5J0FnwabwHhd+DY9gU+c17lTy92UFWVVqPjp8l5nkcpt42sKH5YxgEO8H6ArChMHp14ZGQQd2K/ViMOcDemDh1laXGBdGUTumJ8VeKJu14n4dG20r51mhNO+44RLSuDVtmkFc2iOXlymTOk2MZD4sOzVb5yLct0tk9MD7DlRclXNFJWmyImALGQqM5aioNlOGz0p4lGYyRYIpAFeXMFuebA+PTdJzAgwCAcI7TnP4W0uYI1mcJZLVDfalK4UCL1eAzNNhg5fYjA+Dj27IsELRN9cozW2gat088CIvbXrVboO1UCY+O0bq8TjBoEohZSQMVttVG6PdB0vEYdJazTPPc8emmNvm6B5xHYXoN6FR1ovXwBbX4OZFlUf1OjyEBfF3/XyoAEd3IF6usFEWxhhvHCEQKWSeTx01QvXKK6vk1kTGiAe7lN2h/+EQItByc6geS5WJU18Dy8cASp5qBETHYuL5A6nqa+VaXltO8gwLsYe/YsihWhcvk1AoM0N21iDG1ckET38Gkq8RmStWW2zBnKXQs7II650rP8/TT1+K4d2iDNj/nYnir9nRKWYZPjUIqzE51FP3TGf37HnmWlMUa+EkKSIB1tEQ/VkHExu2Vy8jghqYOHhAS7uvSBtlgpFWDg93szcBKp55FSt3wv7CEJlgdDVcEVoRgNI0mg22ShknlkZBB3Yr+OvW9WCf4k8DPAOEIXPDwDB/j7b+9h7S986myQizd6jE3FWLs+yEo3w4Qtk3q5+lDjgQ9wgP0ENaCihoK4vT6aGUZRFcbns/zz/+4RqwIDIO3basQB7o3ZuXnKzi06pz5GV9VIXPkabmyErVFBSjxJptBLUggl8XoSZM/sNhYZ+EQYTyxJ2w3hrtCXA+SDk7iex/VbEp1OiPlJoVmMh2qMdsWSeU0Rn3MPGacvltmjRoXAkEANmq4qU6IaWQ3GSTqLWDtLPgEGoUNtaTHsehl9coyOUyd5NMHEU2KJ35rOoEQt6leuYU5kUY+dEIEPh8soW8sUJ84SrlZgdBKFVdxqBW1CVCL7ThXv9NOorSqV9BH6cgCtU6WnBAl0GjRj46xqRzGVGoxBsOWgtKqEsmm6U8dQmw5KOIJrWMiAXHdwDUvYmp06g2tYGC98g2AmRe/4k0hNxyfDkcdPo49uosweFpXksCDQge01tqJPYKo1LKCvWyhNB8kwod9H1QKUVnao5es083cT4PkfnUSxIsiRKNGTR5FGJ5GqFVynjGzZeKaFUisR9bxBE1yEcWmVGravAUaHYjPMOpNICY9awMbs+rlffsOb5Lmsy9NE1Qpmp0Q7PUNLjzOMQ3D6FkY4gd7YoaXHqPTFfV1YFdunT0GxbZIIVamoCdy+jItEWc+w3YlzbTPCD0wt7up/rQwVI8NWd8SvXn9jbZ6jmYpPgK/nxXsczZRJyzkUt4vaaxPo1h9JAryfx9430wT/LvC7kiT9mOd5/+YdPKZ9ib//Eyo/82vbBEJBet0e/W6PhlOj3707LnLYMHeAAzzq6HV7SLJMUAvR7/bITKcfUQK8v70qD/DGsM8+x8LiMk1XxzvxPK6kiEYh/GwEQFTQCr2k31kvDZaco/UcNwMnOdS9jFYVzUe12AS2t4Pnpjg0AVcW4an0Aqm17wkfJElG2ljBHJ0mN34epy8qi9PGJkanRHcQixwA5FrZdxqoBuNsWXMkWQQgtHVLpJNlYUE/g5YqoVy7AkDq1Awdp44xmfUt10LPfQrve98EhO1XR7fZSp4lWV8R51St0HOqKNbuKox69DGkzWWQJcJGgYaZohMw6MkBzNJtFlLPkHI30OoOwdZAllB3wDCFVrewTi+XIzA6ilsT/S1yCvqA1KiiNKp4A+cIpenQ162BrMBCKmwgmyZe2KQxdlQ4QYSirM79KACbrSQkjhOvr9GKjiN7LtbOEtZ8nmAkzMKfXSEY3xv2MQwLad1eR//AJDJ3p3P1zdiemz8uraI1y6BDBYvlaoa43iCuNyg2wxQ5RiEfJG0LqUxCq2NZgmgu17J8+xWZ+akYT41BbRCRPLznEh71YIxNZcr/HWB+UiYd3SXwpXaE+cACAbVLZuMl3KDOjvVhfmBqkUIn6U/KNCeHVtlEyoqJ3DfWhN78tZz4DMh3DFGv5Wyy2XXUviDA9tnneBSxn8feB9EEn5Mk6avD6GRJkmLAf+N53j94ew9t/+H//myGD/3wdTQzTLvefEMJxAEBfu/h/Sp5MWNRet0udirGE89M8d/+9f3Z4fug6O/TasQB3hyiUe4W38ofp9eXcF9npHAkXeZabrfy+pHxBWCXCB+qC/9gzcmBJBOubdGOzXB4ok+7J/Ohkx2MVtHf3r0qXCDkUfH7aE9UhjeYwaBEoC6IsLy5AhHbT45LOoL8BuoluHEZLEFsOkaMce8WW5FZxs5/iKj1CtLYJCEzjppbwa06SKOTqLkV6pUqkmGj5m4hO5fgQzM0NdvXIAbGxnGrFeSI2Hf3tSv+4wFnm+jyq3TmTlM30+ykjiHjsi1n8LQsydAgVCM6jlVZQ2kJ0qtETNyqQ/2mOE8zNYpsmlQvXCLy+GnUjCCPfcCxxrCe+AEWok8yr5kEdjbo6oIw9nSLLTKkvA0hgwCoQ0ezaKoRFK+HETIIzggnhtN/+1PsvHSVnfECsekE1//NDbpOn4UvrJI6M0f+D79AcWmLQ595GiVq0VxdR58EdVDF7WWm2Y5MM1JdIdgQE5FoxCYaEZpggLje2PNvqRVm1FuFrvByTmh15qf2Et9iy/C9gAEyUVGxj2tCHnNCvkw8NeNXckGQ4+jWEqo9BpKE6myTGtkSBBgodJLY3gbtSMoPwXg95NcNT7LMgAA3iZ356D23eVSwX8feByHBn/I8z5c/eJ5XkiTprwHvOxIM8K0/eZYf+7uL1Cs1qjvl+29wgPcE3o8EGKBWqhAIBUlk7EeeAMP+bc44wP1xeG6KKzuiwND1pD1V4OHyMcCxTNn3EQZBhIcRtPnsGTxkOl6IthskadTp9FUmQhuYq4tItTK9tVV2Lolkr4QsMWLEaIbjbKgzFFsGRY5zzhBE2M1OI2+uMFJZpKXHCdRLyDVRiXYBzChuRBAsrVWiGoixnjkHmXOYvTJ6swiZaciAUhffJ8Zjx+gBnmmBU2Zs66J/br3MFEq9jBSJ4gF9wyZwx3Nq7hbeyCiB6jbt6AwlN86IVOBKbY5eX8aI1an1hd6ZqPiJAVJhHS81hlatoWYy9JduoMwexkyNsj37AazKbTq6TSsoKtBOdAKAheiTTGmvoZfW6GoWXc0i5W2gtUXFWWk6rI8/Ra41gu3WUKU++dgRRltVgrJCNzlOcnoe87sv4KzkmHpOSDwaxQbOSo6QbZB93ECJWkijk+iAe+gUt1OPE+mXqKk2Zm/3ezjYKEFkGrNXJq4Ln+A7UWqJ3zekSQAsHKJqhafGKuIe9uNEthfpGjF2Rmep9KOUWmHiWh1LcZAYzL66EJXF+zrebkBKx4ijN4q0rAzh9jLRRh7C+KsRd2JYUT6WERO41xPgYSDGC9Uzj0wgxpthv469D0KCFUmSQp7ntQEkSdLZ1Y6/L6EoMm7voNp7gEcbQS2EEgzsCYAZup8MIUkS82fmmZy27rWLRwqeMBl6tw/jAH8FaIE+rqfgedDr7yXCsgSuB9dytk+Eh0ipoiKXCu6Ga9hyiY4SItFdw2vJ9MwYiixRW/mOcCSwIyiWRSE2R6K8hGUnyAaEM0OgIirBLT1GBAg0ygMdKX70br/iII+CXC2h1cvglJmwlilPPo4nSdRU24/W9ZDR62W6a2sExseRb74iSG7FQblxCWlUkDb5xiUky97TIAfgRaJ0wjHIQCcco6HH2exkMAJNvrt9hF5fXK/XGPevyaVqgg9N3oL0MWIAy9epXF/GqNXR5ufw8utIhkk8d4Vi5jEaSoRwv8piR1Rxs/oW4X6VnfA49dARTKVGZucqwaaYBOQGMgijVyEa1LEo05Z0kpUF5LUl6sc/iLF4gcbVq3QqdbSYINjFpS3C8TDWtKjkrnztMpWVAmMfPo30xIdRaiWStYHXMoKIBhslOuHYLklF6IFnIjkkPMxumVrAxjYrOD0LS3VwenvHtJYepxaMoRm7TXJRpUKJMJbiYLZ3E/m0Zol6SLzOkio+Ea6FkwR7TVoBE9UWlWfJ81gIntjj+hCtbfj/L2hJ3wZtiIy0gep2qagJlqtpHpVAjDfCfh57H4QE/0vgq5Ik/Q5C2vG3gN99W49qn+OP/skMP/UPQpTyIcr5Hcx49KAqfIBHDp1WG+mOCrcRjdDv9/eQ4KCuEdQC/MqPP9qD8BD7tRpxgAfDp84G+eKFLiBWJe5HhIdfvIVeEknysGsbuEqAgjZFYvs6/aCO0mnSNoWvcH1kFnN6FCQZZaDTzax9D2lzlZFD+DIIEK4BHhKMiPe4k0CF8ivwxIdgUBXG3T1IP6lMxyfCerOIVC0TGB+nfkVEJxuPHRPnFLGg5ohK7/A8I1Gk0cm7tLKdsHh/yXNR5D71rk7aamKobbquQlhtcasiHDYSkb7Q7JLkrLaGmspi/fQTqFdfBCMCqTG6uuVbq9X7BrWBa8ZccAm9Ic5tURKk2NRrLNhPYio1wj2HcM+hHYrQUg2ibom2rKPSJVjdpnH8g4TqOzRmzxAG9EiU5ndfwPNcso8L6cEwEANEZbhTqcK//xLtH/+F3WvZLNPSxSpAS7dFZR1YZ5KZSI5kVQRctLQYI9VlJM9lWX6G0dAqEa8Ig+FvXZ7GpITZEfcmUC9h6OL/8cH5a80Skuf5yXEV16bUMYiHahTbJjIghTyCAYMQLepmmmC34R9rSt3iJqf8FDgfPe5JgAO9Jpra5FNng7wXsF/H3vuub3qe9zngfwSOAY8B/3Dw2Psav/fro9hJm4ljM8TScayRGLLy3iAKB3j/QFHFZ1ZWFGRVodPc26ndbjT5rV96dGKR74dhReJ+PwfYv/j04wEU2UOR95KH1+Nazt5TfbszYtlFEsRXkvydLMXOozWKqBNTqOMTPnGVNlaQTGvXEQLohaMYA8I0bKQCQbaGr5NrFdyBHKKdnsbNTgMQrIsQDb1ZJFldYp1JAo0KXsTGrZQJP/U0zkoOL2IjjU7iVh1cRxRZehnRnOVFovQNm2Zyhr4hooKDjRJNzeZm6JR/PJLkMRHawFKFd269pxMLNzkaWyOqi7/1UjOEEx2nOPsBqtYYzByBepVS+hhVa4zV0BG2yLDq2FQ7OlldXMfAoMluPrDAqF6g1jepdnVqfROt7QzCHcSP7PX93/u65et3AbrrazS/+wIAlZUC5tSYiEZeKdAu14nPJonPJqmu5uk4NbRmWUweEMTX2lmmpdusM0lT323arfQstiPClUNrlZA81/cErgVsqkFR+V2Xp/doe++8z4AvgxiS3zdDqSOq2deq05SVJDfkE/6KRKGX9AmwVdv0Hxt+hlNynrScQ/b6yG4Xuddhev7wfd/zUcF+HXsfKHLE87w/Bf70bT6WRw7/8h+N8bOfzRMIqphRndytAMWNwv03PMAB9gmGVV+339+zmpGdn0BRFP7wN6berUN76PC8/duccYDvD//REyp//L0eINPrQ9/drQgPtZXD4quE8GG1BhZVniRjuzviS1eS6YRj1LQEs8Xv0QrHCbBC7/Yt6qubRJ/5IJ3MIK2tUaZrxGiGE9SDMZ8EA7zaPQ5dyJWneWos5lcU/arvAK3UjO9PuxWZJdItEVUdnMQMsdpLSOPT9A2b9EfO0TdsnMQM1uDfqhLD7JfRB5XPIXsaVn+bmnj8UPsVmpqNrTqUexaR1jZ9WcUJJYkFKqzU0lgBnUozRFRvIwMN1SLcc7AqazTtMVrpYzRUi6ulXfnEtWWJDx73MHoVtE7VD3loqBabrSSRQJOsJgjyVeUMTj1EXG9SbwRJaDVsr0SktU1gc5FeapJKfAa9VRYNfYPcieig+pv+CeEu0bt6mU6lSsepET1xBIC1geZ3SIRJzLCOkIvozSKS5hGh5F/77cgMtcAdE/k2OD2LnZYx+LyI87AGVfwI0DVibCjTfmyy0R7sKzYHIKQQLuQrGkR3q4l5R2dHGUML9Ol7MofcKyjdDhUju2dCVjXSSJ5LWsn7TifbbgpF6jPaWybQrT/yjXB3Yj+PvfclwZIkPQX8JqISHESIU+qe5z36IsGHgN/5tTT/0x/1WV+rEQg+iv59BzjALoJaiEAoSDwV5fO/cncwwaOO/bokd4DvH585r/In3+vRliSkgeb1SHp3Ive6IC4cI4NVz6FX8wQ0E7XTFBVQOYXllWmHY2iNoiC9mRmiE8s4M4+jNUsEc8s+GZY8F6dvUVGiXNuIk462yZVDZOw2GVtUV2vBmF/Viuws+RKKYL2Ek5hFa5Wo9CwqkkUUh5pqY5lxuuEoHrKfMhZbvegnxUX6JapKDJ0SW+aMf15mv0xNsTH7u/pYgGhjmWQ4RqBZES4QKTAqG5iJORwpTiLcpO9JRPU29b5BGFHZDbYcWiGLWt8kprepNEULUGZE5juvaUROjjLf/EucqCDIm60kS4UwiUgIsLH1Fk47hCJ71LtBKs0AKb3PSPEmuH16qUmUehk9vLe6reZuET15FDkSxV0X2uva7U2Clkl5SaSmmRPZPY1wICQlxapoeNuKCGlGpFvaE4Dxeliqww4GhYqQGizc6vFNxjk0rXIsLajNaH/Fv9eOOrBL6+9+qEodww/KKLeFTOTmqossS5yckyg0o4SMLAGvw1ZvhPnWKzhm1vcnBrDqm0jGbhxyQOoR7FQfWSu0N8N+HXsfpBL8z4C/Afwr4Dzw08D823lQjxp+5ccV/s4/ASO624n6frXUOsCjjU6rTWI89Z4kwHA3MTrAo40fHhDh4ZKyjIeLREoeRM3WN3GMLN4dyr9mJE2gW6eQOErHC/HaVopUxGJKk33iWtMSpOslPzWsMnsOEBXA5foYuR3N398wOQyEj7DZEVXIIQmrJmZZl6eZ4yJb1hwj1WW2IzOMdwXRqxJjuZrBTAhiqzeLuIdO4SRm0MK7hE9rlnmFY3ynPMHCpS4fOg0n9deIFpcZ+hNU4jNU4mI/wUaJLWOaJCt0wjHaARPJytJWwlj9IgSh78nccsTfusMco4kI4Z7DYm/OJ7871V2Z31NHW5hKjY5m+RZo81EPUvMDItzHaYdwGgopq01Cq1HvxBhrLYDbR63t2tABg+MT6MzGCC+9jBeJ+ncreuIIcsTCdmrEnn6CXmYagMvNo3z7FXHR56dE8SkVFd+3d1Zc78RybdeWzOlZyJJHxhYTmDtRbBnC7mzYIDfogY8qZZy+uNJRuUxUK2O2dthkhlhIVLAPTSZRFY+UUSMrrdMg4h/PgnZqj/73UOMCjjnqE+Cg1GWhnOb4+dF7Hv+jjv069j6oHGJBkiTF87w+8DuSJH37bT6uRw7/7O9F+dufc5k8LmainVYHRZFp1lsHEokDvOsYTspCYf1NEw5DYZ1//b/NvoNH9k5CaEEP8N7CD59X+eKFLo8lcnS8IHFvC88TUgdn4Mc6tExzjAxtNG710nTKMrbe4uhIgWLb4lZrnKkBt02UFsiPP0HF/f/Ze9MYSdL8vO/3xpEReUYelUdV9VHVZ9UcPbM7S1o8NENxDVokl6APyZBs0wIkEZJhwYb0gbYg2wAtGzBlfdAHHQYp2xItgiZMS6YpQ5Aokpoll+KKu9zZ2Znp6p6eru6eqarMrMqz8s6MeP3hzYjMrKru6dmd6c7tjgdIVB5xvBmV+eYTTzz/569U2PowgZRQrVt4UnDngbIRXbkw+wndiB8E9wd2hmTtLsdT1fcyDQ5Tl2lPUiTsDM2Jg59ttntcotqK8JutGxScEZvJMonoTNXVu03IK2K7mSgDJYppRYCj/QZ6p4GbyKjlsgSqsE+GfZuE7o2Jdqr0rDSGO6I4uEs3mkPXsmjC45J+F6Y1sWt2lZSZ4MN2hlxyloTU6lu0+ufYzkjOffQu49w69qDF5wa/TTv175CNDjgeRTB0HUOTrI13yaWqxB7cQRy36F2atR8+jG/QmiQhvqFsHv0Gvc1X6EczRPsNIv0mFC8guk2S/96fpBfLMIim6Rhpys0IoBpV3bmv/hZuqGOpSOYqmwn1/9jtrJKb5vv6aAxngtWd+xOuXDQQAraLiqQ7eovEsMa+sTldPk4DlR1cdIY0RJyXeJuunQ06eTSGSYqpPnmrSXa0jznq4YweMI7EqdrTlshCeX+dzh5Wo4zjuWjjIbF4E3PYYfsL6w/9nH93Y3nn3schwT0hRAR4SwjxN4ADIP7ZDuu7E3/vZzL82b8+Ye1cis7xiMnEYzSccFxrhqpwiKcK//MXiVoPJcGJjMM//8VXz3ztWYBkeS/JhfjO8OOfN/ln3yhyKVnGmAyRQmeimSA0Kp4iRr+zdxVPwma+RzHWojS+z9iIcne0SdZqUx+qS97xQZ165jKJQY1WJE1Kb1EnoQhMaki5ZS+QX79r2Or+1wA4XlG+0ePcJZUYMfWm5tsfkJgWZmlIdjurZGzV1cy/LF9tRchGUySm0V9+drCPpNvgRrSB3W8SfbBLP79J/cLnAciV/xVOfRem5Dc6aNKJp+nofme0Epu5NHGvje6O0CcDhlqUjeQhUbrYnSYIgTloY9spOtFtzqcaqt0yBApx0lTzR299m9iH76EnUnhWnFysjy5cTN2gmOpjCI+hEaenJXHj6SDky48zS7hNWiTZ7ZR4OdpcsHg4vbvo3SZuPI3cf4C+BsQydIw0u8clSukRpbQ6XlulJvV+jGy0x85cw5ScrXy/Jwlwzu4ihCSlK/sHr6wSyL0oAjxvgagP4mcWYHbtWRGeQwPHanB/dJ5i5w715AUi5oCI1eO+uMztyixLmBIcxQpcG/8++qiPNuoT0XSS3/tjp3fyjGCZ597HIcE/hfIB/yXgLwPngf/gsxzUdzP+t/9WnfH9T/+XQb0+Yn/3ECO0RoR4yvBbeT8syu8rv/7GEx7R08GyXpIL8Z1DRUldoP7WLlI3EEaU/WmrW58cSQnXtB0qnEcKddE9E1GXsrNWGyE9BJKWTBOnrhoiSNUhbN/cRCLI2l3q06KqcstGIJGIIDcYJJ1IlsSooTqQTbvJ+WS4Y6ZhMm3da7RpTpzgUn61FVFjLU3f1AWChhCp2i6xu6pxRu/S5wDU40ufI3q4S2/zFe7YN7jSf1v9lYtFeQCtSZIWSdYiewgkawdfY5jIY466GM0y7u4ddCcNG9sUrT21kgdd06FnpKaX8yXxsYpHk7EkYjJGGGMyZou+F2XFbuPQIFt7n3HUQbMVwexP1exWdpM9eZ56P07W7pK1u+zJ8zABxzhWY8y+gVM4RgjJylQB3uMCTFTnN8dQBPblaFMV6EXV/3mr1GSnnJ6qw5kzyasQkjX3Prhg9+vgQGJUZ1/fONNKUW0ru8SdBx5XLxIkSbRkGkfM5tPEoEbGTsNEkBjViYy6VOObgbruj29V7GG4I8yPbiOdHNEv/tTpQT6DWNa592NJsJTy/vRuH/jZz3Y4zw7+6z+p87/+pk2vm6fb6nz8CiFCfIbwXBfTiuBO3FNtvZ8XAswSVyiH+PSQffUN7r+/w1CLYnpjBOpS9+urO+xP1miaBdJSXfZua1mcKVmMD+p07BwdO8fa4G6wvZaXpmUqRbjtOqT0Fn7l2kb8IEiJMFvq7yCaITGq04lkqXfjpOJt9rQNnFSG1sSh1olTaUYopkfBdk6SNV/Z/FZ/a2p7mHlpZTJN9HAXN55G239ApNcIItLWox8CcGXwNv1oJiiW25Png5a/jnFMrFPDHLTpp9cxh8dMIlHM0Qg9t4IwTYT0SDQ/pJp/Wz4QsQAAIABJREFUkdi4TXzcomemWLOrHAzzYK5RjHhYVhQ8F8+0GXg23YmFLiR9YTFYiZHv3lPH0Ce+gziVA5NiehyMBZRKnbW7yh4BnBMPwIVUbXd6TNM4RpvWJMWV/lsA9KNZnCPVpjpdUic58w0w7twfc3VjsVg9N+38ZnfqQRRaIlpXGcAJRaTbbor6IE61bXH7vosmVCHblQszX3nW6iCQtKXD2vAuB9YmwpZs1P4Ao31IbNDHza1CfDNQQIUAQ7iYkz7GZAgR+7khwMs89z6UBAshvgUPcZgDUsobD3sthMKf+6KALzp86afD1IgQTx+6aaDpOsmcgx2zn6n4s8fBMl+SC/Hp4uLVLQB+7WsTrqarvLx6iJAehcghsVGbsn6eeMQGqdIepNB4V3uVi3wYqMESQVs6CCGpDZILfVIdvUnLVcTLX18/VkS15lwiPlWBs3aXe91ZQVZtoBIJXig1SE3VTIB0okVi3GTznNrm3eNV6v0Y1VaEvegF1qOK9M1HMo1iGQZ/5CeDqLCV43vKSzu1G0T7DQbRdFDsVx/EA6LZsm/gJI5JuE2E5xL/6F3Gd+/gjUYY2Qx6NA6ajsgrAmgNFAnueCoFYb+Tpm9bvBCp0EmtMTDiGHKCIbyANAIgZWDHqHfifOWbcOUiASH3SW92zrJwTjwgVdtlFMsEdpBorE4nmWadBwH5jXQbiNtvI5IpVuIZlbqQuowQqqDNJ8DVViRI7XCM1sLnxE/tENIL7BFtNxWov9r07OTqxUUC7CvAbelwYM1sHKNYhnHUYRSJY477vHn3HJYJhg4vrx5iignH1gpXXtiEGz/I84JlnnsfpQR/6YmN4hnHP/2FF/lTP/OAD2/uPu2hhHhOEXeSlC6t4k08Vkop/tZ/kXzaQ3oqWNZLciE+G/zkFwzuftBDJ4I5GSCFRtPM43fXrY+S1GQqqO5vk2aj/jWG8ZxKCBBNdgfnTm237Tpcbn+dfiyL3W9wlL5CGtD2dlk/ruMms6ytwDvjF4P0gfIci64N4qxH7iGFRsdMk29/QD+aY7ejCrrm/a31fgwnqSwR7dwmqdou45jDB9Eb1PuqwOvl6E7QOQ0ICsgCjBXR9O0GMLNGOLFjOAdx16V1+XuIjDr0ojlczaQn43T1BHnLo+vF2e+kOZ+sccH8iIEW467zBe63M+hCcsUpc6uS4vvOPwh2e8e+Qb2jrCNf+eaj/1fzavg45iDwgng4H9F+nUi3wSieUSR4/QK0m0HsmK8Ei0d1UUGp9dadbyAuO3SnzU58BXgeVy5o3Hng8f59j6sXNYrOYDZe6eHQoE2atcEHWJ0j9E4DpIcdselnL/CT5/+Q36h+HtOQ3G3keCW3y6XLz2e41rLOvQ8lwXM2iBCfAv7Pv3EBuMAP/Yl/HfqDQzxxRKIWuq7xi//96scv/AxjWSuUQ3x28ElH460PAMEoYnM0SDKKzH7+GsMkWatNSi565tvSUQ0RAOFIpBTUSZC1OhxlLrPS+AApBCvNO3iJNOPiJlZll0nMIXl0l2xxg431A+51V4MsYQBPCva0jUAN9juZ+UVc5+R9KEFjEENKlXqwOT1v3cu9Qb0f4/e+Kvj+G4pZ7HGBdRT5PEpuAKpjmmO0Va6uCYlJE7vTRExf95cRQqJ5YyYr66TKtxkns+jWmNvjK3iewJUaqViTvmuRjfZIezUGepy+F6U3sbmWrnC/k0cTHi+sNmlNUoGdozGIUWn6V0LHs+M9UK+fhGO0YQJmrxUQ25HfxGLc4DB5ifXu14P4ORFzOLz8wyTGi/+377/hUW3BC6U6Kb1N200FSm9ipBT70eVX6MdyxEcNor0aJC+qEwW9Sc52WBvvsm9usl2AncOzIyMTgxoJaiAljdwVMtxBP64xSeQQnovhjoiYEjvi8ZNfMHie02WXde4Nm2U8YfyrX/0+fuAn3nzawwjxnOG41uSf/sKLT3sYTx3LqkaE+OyRefWP8f4H97DdLqbmoQuVHuw75HeOClzPCcheDiwEjWGSojPgK9+K8L5UCQ5XL2pUpEXRSUAGVhofYPSaaO0GxDNMPrwfaL7OWotc6y7CkWRtJyBkoC4P+53LNhPTFSYEhE6buhF9Mtmaqpy+TQLGQTrCOg8C5dcnoQB1YgF57hhpiCoyHO3XuRN9NSgwO0xeImk3OC5kiE9auJrJitGmOUrgSUlD5rA0RWJHuo0hx2SoYUfitN0kuejMzuAYbZxkO9h/KT2i2opwbcPkzv0xdx+M+b7zZfLHM9+12WsxjjlBNz2t22RQmLU8BtV9r2OmGcUzdMw0++ICa/IBifFMCfZ5lrKc1APiu+beAxf29Q0S1In2ahylr3Cvu6qsGMmLOLo67olBXXm1xyoPWEGR4GrbpooNrPBCvoqwJS0yCCFpDJNk5PsMCpsYwy4G4HljPl98wNXLG4/8bD4PWNa5N2yW8RTgFyKFZDjEk8BzU/j2MZCIpfWlhXgy8MnI+IM7RNwBfSuBK3USXovMSo6UbJKp3WEUzxLpNWhlM9w8zHNFdeXl/fvq0vhPfKFBfZjgXm+de9Y6G5k9VmIfYHYbaOcvItstRldfZaV5B6PXIsdd4tEMdqdBO/E56oN4oAxrQvJLv7fOT3yvsmQI6fH26EVydpdKMwJpFmK+hEAV1RGh4Iy40n9L5RKPG0gh+Gr5QrDsVqkZkGfHaOMcfRAQzHPyPozhI6FqA4QpSY4V0UyMmwyExWXjAz6SF4jpvWA7q3d/F6THoLDJMKm2863hNulEi3PyPsdkgmWz0V5AyP083ysXTVqTFIloNij4O85uYA9m3fSIZwK11//bMdPK7pDcpD1JcbOSoeZMI9CmX+v5/N+U3g5U33kc6BcheZEUbTbiBwg8Wm46aISBTdAS+iTev+/xR18eUW7bNEZJGkw9zVYbISQfFV4jPa7SjeWJDprkbvwg6TO39HxhmefesFlGiBDPMCK29fELPS+Q4Hofv1iIZx9t12FtXMcVBq5mYLgj2pMEaaPGKJYJMmAbQ0VyVEbwgOK0HLwxipO1VOqPT4bJQDzWIBqrYySaWJVZDYi2t4u5vhkUYgEL3cquTKO36oM4WBsB6RVCEeDa1KvqE+NiekQxPSJj94gcNYJ2zELKBbK5U04HDTiS4wZatwntJpH4NMnCzkwtCxFeKEmEKdGZYEwGFK0yrjRYE3u0ZZa43qfUvYObyCCFhjHqkxoesmdcImd3AwU7OW6QZBbPds6G42SGO/dnVizHaCPGM6K5EB8HpGp3EdLDqtxjWNygH81x7v3fpLnxGp0prfRj5eaJb9busrF+EKjtyaO7QXRdN5Kh0Z0ti60KHO/11tmI7QVP3+ut85L2LexeDSE99q1Lwf9fXLQpt220OT6nCQ+DCabmEhFDhkacoRZFsxZTeJ5rLPHcGzbLeIq4/r0vcO+d3Ud28AoR4jtB6dKz2oHo24NcUl9aiCeLa+XfAimx4xnaqXXMSR8zMuEj9zxOLMO7RyUKyQHVtvIDl1KqIGr+d9zPi/XJMCgF0eg2mMQzEEsjhSDy/lvItYvox3WOV1Q3xkrLmm5DrSclgTqcLXWRUuAYLbaLTO0SqvtZe5KaqsCKEK/JWRGaj7/4ve+xLy4srNecOCRp4MXTEFeWAl9hrTQjfPBggqGneaE4QRcultlj5eBtXDvJYe4ahf59ju0VXD2C1E26yRKuZmAP2+imy9EgibDPI6Xgck+1h06MmwGpbU1SXLloBgRdILEHirxr3SZ4kubGa0rpNYHcJaVIR3Okju4EY432a0T7NUTqklJs/RMHZgkTPgFOjOpMYk5AgP1l/OXrgzjClmStDm3XoT5UnpTN6Ee8O3gJoup4Zunw/n0Pv52gJqCY6iOQHHWj3PlI8MKGzQf7BrrmYBjwxzdv0dazPJsNkL89LOvc+7jNMjTCZhmfOnL5OJPr53nw3r2wWC7EZwLTeqyLPc8FJOAtqS8txJPFwfr3EBu3SdXuYk76jMw4rWGUnN2h48YwDYkhPFU0NvfjraGI8LwKXGnZbOVrtF2HtumoVAjvZV7U3yHaqyPXLioF2I/jOpE86necy9pdylgBSVM+U+X/zdmpIN5rXhnumGmiMXUZf1/MbBApo00qMRfBZrSUgpq7RLRfI9KpMbQc9vWLGLrEMASmIemOo6xYdQZGAjcSQxv1iLgDqrayTHSsJOuTIYY7RPMmjM0Y3XEUU/fQhUtSb3OUukRyVCdZv8f+yg9Nj9vie/bbRwvpQcyhH83xreE2m4kDdjur3IjUSU6tDFqnBTnwEk5AhttuKiDA2RMd4Rx9GoPmQj+WQ0gv8P7Ojq36H96s5ig6Q7JWJ4hFE0IJB5v2R2pf0uHqRY1SakD12KaU6ik/ufAwdY+XL0k+2DeJmKBp8PK5Y5pkSYiwP4CPZZ57P0mzjAFhs4xPFYP+hE6jGxLgEJ8qrFiU8XBE/nwJwwxJ8DyWtTgjxJOFwCNZv8c45mCO+9QTK0Rcl6/u5hhPwPPgAzfO5XMe+VgPVwokgkzkmPowhUBSm1oltgtHpESLtnRICUXAslaHAza4RJ1JLI3ZbVBef42Wm+a9iiqyeqFYI6W3iY8adCMZWq7D963v0pp6U1N6mzpxSukhQsiA+Ekp0IRk3btHh5m9Yj532CeQxxFl65gvHhvYGYTnUtbPczyKYhqSSESwuy+IRmzao1W+l3+Na8XQB8ckj/dJss+e8xJfuVvk9csertRwaPBe9zKuJ8hFe1hiiNMt04muoHkTJnYCx2gFCmAxHUeICHfuTyim42BfgNiF2diHi80uOpEMqwdfV5Fj/bpS7qce4pSTYaX1AWvRDF1dHYOV5h36sVxQ6Zg6vMPxyiX2jU02rT1abppq2wpOOnzlF1T6Q9EZBEkg8+q+Q4NVJ6Faa/csTM1F1zx04RExPAzNwzRNfvjSPWrjDKv6Ada4gzVoAZe+jU/ns4llnXsf1SzjJ4FzUsq/M338VSA/fflnpJS/+gTG90yjXm1Tubf38QuGCPGY0HSdeDpJLBlDeh7ZXOzjV3qOsKwTcYgnCyElPWeNQUQR2fo4TUSbYBpKzbtSGvDuAxvL8GgMbDxPkI93OR7HOexYZK021bZNITXAEc2A6N0brCPlObIolZHC5wFIZWZNGu48mHDtoh4kF/jkVCC5111lI35Ay3UWFOP5VAkhJFm7yz4XqXfj3NOnXtupILoRPwjW88lwJ5JBIDl2k2jCI52K0hnbRPQJ59MjPqym0ITg7oHBC+cHlGNXWW+9wzi5gnl8xDi5QmZS5fXLartHwxRf2SviSXBduOOluLIeIx2tMhAxelYS1zqP52kcDVJICZqQvFCqs10UbB3+FtqBOibD4gYA9/USjWEMTUjeGb8AY7iX+hKk1HtKRGdFbm03hZg2JfE79s0fS7s/e25tssu7w5fIWp1A9QVFgrcLNRxNRaIB4My6wWnSRUgPTbpc1d/nwWSDiOFRMivc7l7E0DwuxKvkBntsXFohc/whkfiA/Id/iGvH8SLRx/swPidY1rn3UTLRz6BSIXxYwPeg/MD/OxCS4O8QZsRACIFc1k9HiO86xFIJiudX8CScv+iQzYTdCn1ICa63nL60EE8WAqk6w0mPslxDCNDweHm9iSt1XCl4ZaPHitViv5fF9QTNYRTXE9w7EBj6CjcKBxS7HyB7Gp3oiuoiNq1DvVldQQhFtHzS1XYddqpZwGWrUKftpoJYrtW9PyCxcolVU6OLIqwt1wku4QdRXsy8w39k/R7YBJf4XzLfA6BLGpD0Ig5CSgSSdL9Mz0oT0Ww0XCLjPhFtgi4kunAxdIGuK7+rpkkykyq9eIFYt4rWOILkCrFuFeLQMAoAXF/vc2svimaoS92W4XKgX8RzNVwp8KSGRNDoRZAS8okhWa1GbKi61I3y54lU7wcWBz9GeN7ecDLb18eae4+urry+8VHjFPkdRDMIKelaGdquQ6VukS3MqbtaE2FLUqJFYlBD2KoFsi4kx+MouUgbczKkY6ZxBlW6VoaIN+F8ss7d/nlsY6LsEGJM186SOf4Qq1XhOF4C6SG8CZHqve/sQ/oMYZnnXu0Rr0WklB/OPf5dKWVNSvmAsDDuU8E/+NlSSIBDfKroNFpUP6oxGU9IJg3+y59YzonnaUHKx7uFeLaxceUaR/Z5BJKiVgbgVkUVcenCxdTcoNrf0idEDJeI7mIZLhFTcMFpkRvuMYrE0ScDTG9Inzi6cGmN4gjhJzsc42hNEoM6a+Ndvpj5Gn/0xoTGMI6jN4kPG0R7iuDZfUXm/M5ljUFMkXUkOVsROEdvkbW7lNLDQBn+nvGXydkd+maS+HEZp19haMRxumVMb8iAKGMjylCLkhvtkRvsMTATWPqY5jBKfZjgi9cPFhIPfKIL4GWUGmweHxHrVslMqhTtJkW7yfX1Pq9fPmD7XJ+1WB1TG1MU+8G2f//9BJbhcT59TESf4HT2GJkxxLBPpFlhkl1lYCbom0lydicoGPRxr7tK203RjcyK26K9GtFejZXmHRJDdb9rZTC7DWrpS1gHd0kefoDRbbDS+ICU3gosEEJIdUOSpo4uJ+juCMMbEREjSvYREW1CRAwxJ326bhxj3Mdye9jaEEsMuRArB58PXU4o7H8Dq1VBq1dZ2fsG1MrKuvFjf+Ez+OR+92JZ595HkeDM/AMp5V+ae5gnRIgQS4eV8yVGgyHj4YRELCTAJ+HJx7t9JxBC/M9CiB0hxNtCiH8ihAijQpcQAo9DSgBBi+J5aMJDw0UXqkjO0DzuHFi8eGGALlx6VhrdHTOyUiSOy2i4U7uEja5JdE2i4ZEcHBHtHmH3ameOox/LgpQMogs/uYEi6qvBjUGMtpuiMYiRsztoeOrmTshodTTpgueiuWOS3Qp2u4zuKcWyazqUau+hexM1bm+Mhkcx1mTbvAXA65dnNorKIK2U3ynGyZWFsWUm1YXHRXvW4OP28DIaHu/vmeiawNAlRz11gjC0HHRvApMxbjSJcCcke1U6Msntoyy6JmkOY2h4CycBMEt9ADC7DQbRDMkj1XCjtPd1JrE08WEDL5lmEs/QWblELa1i46pti8Yojga0RnE06dIVKXRvzMBWY9KFS2uSQp/6r3tWGl24lBNXaetZdKGW0XApmRUKxiGpzgFaY/FYLG0F2FPGss69j7JDfFUI8dNSyl84sZO/APyb72yoIXxouo7nhnmCIT49WDGb85dWuP/hENX6KASoCuUnFNj+G8BflVJOhBA/B/xV4L96EjsO8fgQSIpyjz15ga1S80wifDhe4XZFFVB5EkwDdqs26xtHWJMe5riLFBoN5yI9L0ZzoHzEUgo8ICJGjMwYemSARCPW2sd0XiAd6aB7EwZmkmz9DtX1zweFdc1BDE2TNEexIKFAj7o0hkmOp0kMnbFNxjom7dWYRKJE3D6x7iGeaWGM+/RjWdz0OQZGnJ4bQwjJJBLlwNpEFx4Zt4pueGQmVWLdKjGqmMdHrK+ssGe/RGWQ5g+tH1QHwYIt4zZnVRf45HeeFGfMKg1R4KWLyi5xt2wiPTDXYxRjMeLDBqLfxRgN8JwcxrhHJDbi/oHE8+BcZsLxOEoxprZdH6YwpgTUcEeMrBQjK0WqfJtO4TICydhKYvUaivQ3Dxlnz6N7Y7okaAyTmIbE0tTvrBCSgRajM46y4g4Q0iN6XCES79CPRtGER25SUTnFkRhr1beoFF5G4ClCPclzdfg27bg6gfLSM01w5BTprb6INeqEl8vnsMxz76NI8F8G/h8hxH8E/OH0uddQrqd/91MYbAjAtCJhTnCITw3RRJT8ahpdF0Qij7rQ8xziCV1uk1L+i7mHvw/8ic9+ryE+KVZ6DxhaSYpamYpX4npRka6CcQhAZVLg5oETLK8JFY8mBMoLajokmh/SddboiSRfvZvDk3BtbYgnBVJC14tjGiOSoz16iTx2c4+r2m2YQMtcIek22Mu9AijCPCBKs2dRTPQA2B+tsqHfZYU+lj1kp6mSZ0uJDpYYMtDj5GrfwEh0MdpH4Lr0V68yNBPkyu9gJrpYsR5NLU85cY2jgVJTK6TZ4jYNo0CMKpGWes/Wgx0y2wWwlRpctJtUBmkaRoGGU1DPGeo4VQbqpGHLuA0QKMd7zksIJLf2VGGYrsHWuT55u8ndwQXytoP38iWVtkGNulyh3HH44kstPAQZo0liVOdY5JSnuK8SGSqdGOenvudeNIcXsTAmfSKdGqNEDqO2x7GzjpstMTLjHJsZdhuKoN4/ENimn/MraQ9LlOIthlqcpsih2xc4HKQRI8kW7wZFcbnJRwzjOcRcQvRLh7+hPietAwapEgNnFYFHe+1VBBLDG1GLnZs2Wg4BLPXc+1ASLKWsAt8vhPhh4MXp0/+flPK3vqNRhlhASIJDfJr4aOcercM0K+srrJRSQORpD2mp8Akut60IIb429/jnpZQ//23s8s8Cv/JtrBfiM4bw3IX2uEKoH+rqJI9EsFN2HrpudbRCIXJENa9+GhvDFKah1r9bsQJ/4/rlEdn2fczqA5yjD5FCI9F4wDCZZ2WiHkcMpRk2Jlm+fEsRy8g5m1JctVE2x6oxQ0SPcSHV5Hdu57h4bUzEGyCQDHLnENLDzZ2jF8/T0pV1obv6/Wqsg0xQdKYBBXuanDCBzQe/jWjNbBrSyQUFcBXSVAZpRWbneu745PgkfCKdiVdpGvngmL5+aT9YpmQ3yIwr3HK3KNgNuqSIiDHnEjXSnhqH5+kMjThdN06ll8IyPFpDmwtOi8koit09IjXsolc/wjBttEEXw7She8xQj1FdfZXk4Iiudo6I4aqTFlPHMlyl/sea6HhUBxlse4AlhlSHWUzNZaecYP2iOn7p3sHC+3O6ZdqxYvBYa1Sxgera5xDSo+oVKWplDrVVYvQe+tl5XrGsc+/j5AT/FhAS388IphVW74f49CA0DXc8YTJ2MU39aQ9nqSBR+a+PiSMp5Rce9qIQ4l/C1FC6iL8mpfy16TJ/DZgAv/TJRhriSaCevEDPizH2TApahapX5OrgLaRfKlN6ZUEJhqkaPP0xr45mPlm/e5wQoM9d9bXEkGrqCo6VQgqNWKdKN7lKwyiQdg+RCLpegmpf7SdiTKPWygYXrqr8+GEkQVNTumJjGCdiwu/vriDECm9c+ohe4goAlUFOkd0xFO2aejyHnX2lzBYuzeLDxqkVInMkeOTk6cULqjBuMlvXV3WDx9N2aq9fPqBBgcykGqzrE+CPg6+uCuBwkGNF3wcEsU4FhEYkMSCSGFPuK690RBtRtjbIRKb5vpkNsuV3kREbfdilduNHyBw/4KPkC3TtBBYjIobL7f0oVkSdnGgCrLUEGrAerZDuq6JILepxOFLHqzpa4drkW9jtCnqjiptW/2e7XQ5SKAC8TAGtUcVJ7XEn+io75TS3RBrTkNgRj6uPdRSeDyzz3Bsm6T9lNCtnF0uECPHtQNME3dYx0VScw3KboPdnCODTq1mRUv7bj3pdCPFngC8BX5RhBMxSQsNdyOK90n9r4fWCcchNHq4Gn4SvJANsr6o0B3/7mufSjObRo2M6ZhqDMcZEJRYUeYAVVwrjbuRC8BltjhJIBBFrhDmVctejhxjnZuT2y7vn2FpbVB139qOw9vCL8enJIfFOBbN9hGjVkE6OkXOauBbtpvL6rl8LHvvwrRACSXpySKxbDQhweZAJjsdZaJp5imaN9Phwtr2peaBp5onLMkgXIV10JrxgvEfLzOOMD4kfV4J1eok8rhWnlyzSsgo4wyrV1BUizJpPmZqLcUILmDeJ2e0Kg1SRk2jGVim1KwEBBhikSrRjRQrtCsNUEbt1QO/iDe7YNxDAVqnJrUoaTYAuwq/8SSzr3PvESLAQ4j9mZlDuAP+ZlPKb09f+FCqX+BellH/rSY1pGRBLJei2jp/2MEI8I5iMZ/JNPBkWxS3gCfnShBB/HDXXvSGlDK+LLiluti7yvZGv82HkKlWvSL6lSPDAWf22trdVmuXQFqwjAErVtwHQW0c0r5ZoRktUhjl29hNsrWUpWrWg0QbA9dUutw6UPeLWQRxPQnGzRnWYRSIoWqdFk519VbI2/9ne2Y+ytdZfeHwSojkjob34LBKtaeTZfPDbgbK7Zdwm1q2yZ7+0cNJQmtoqmkYe4iwowCW7gbZ29nHyFeoKOYq2ej9Fs8bt4RYF6nSTi6Q0flxBJDxinUOYKrG9ZJHYlBC3LDX299mCIRStGpXh6ZOA66sdZQexjtT/ZXrA7HaFNJCmDKsvKpvLaAVKr5Lu7hO//zaklPBYOHjr1HZPQsWwfexizxeWeO59kkrwLmpgDSHEjwI/D/xb09f+FKoRxy8JIRJSyuem6fa/+Eef54t/+g+I2BamFWE0GHJcO+23ChHik+DowzK/9nevP+1hLBU+4SW57wR/G1VA/BtC/Rr+vpTyLz6RPYd4bPz450127qwjphLV0FHkq51QJHie8J3EzYNpy+TV44X78xXw67f/5cI6lWGOWweJBTIwT9akFBTtGrdO5Aq8uXsegK21HpVhboHkba31AhJ8EmcR39cv7SPGsy/B6MI2kQc3YUpY450KzXQ+UIb9YjfrwQ6bzmFAjNPGIc25pFSfAJcHGTSmPuQpqoNMQMpPkvPKIBdYSXb2YxQ267RMta21+jvEqdBLqMf+32akGKzjbwPUScPWWudMAgyLCvAgWcBuz1Rlu12hUryBLyIXIkeBJ9jNzE4QqquvUp3k2Sk7bJdO/077+dA//vnQ5jiPZZ57nxgJllL+3tzD3wfOzT32Zw45d/+5QTQRw/Mk4+GITr318SuECPEIpFYyDDqhAHkWnlCF8pXPfi8hPg3ke/cZRRKMdYs70VcXLBGVSYHtVTUfn/QGz2N79ZhCRCm/laEiaqXKN08tV7Rq3CIR2CaUGqz0noKlGmakBxVe31TLf3n3wsL6Ahksd01ngO3wAAAgAElEQVTbAeC2txUQ4e313vS1WzTNfEAO58lwdZAho1foxfMw3fzowjbxToV5iDO+KOPUSvC8b3so2Q3Sk8Pg8e3pvuaJrg9/HCeJcPD+p0Tctz0Y7UMmqTypvXehWYO0ej+tS4qU+gowAwL1fGc/Md1/Jzi+11c7FK0ah8McBesIp1/BPq6itw5xz7CBgCqKa8WKFA/eYpAq0YqXcLplqpM8Nw8chICb5fQCEd4pKz+w9twxmMfDss69T8sT/OeAfzb3+B8DXwP+kZTyufMGJDJJhBCMR2NiqTjHtVZokQjxbaN91CC7Vvj4BZ9DhO7cEPPQvHFQ7FTQKrTjqwjpIYVG0agiEVQned44f4fKePE79d5BKiC/AE6/gowKqsMVBqkiNiiilT77u/jG5n3e3L0YEOH0oELTnlkBfGvE9dUuBatOelQJlEopTscf+gSZsSQ9PiStH3LL3TqlwDZMtY9GusjG/d9i7KjxdRPFgAyfvI8SozHbR8SBOBXK9h+lPMhQJoM2mSmtZxHgh8FXdKvDrHo8p75PUnmMVjUgwJPUCr1kEWeo1OnbchuYEeB5zJ9g+BaSq967tJgeXynpnn+JZrQU7He+0LEZW1WFcquvqvGN8lTNvGreIWCr1ArG6lsfXig1MLUxu60wHO0sLOvc+8RJsBDij6FI8A/6z0kp/yHwD5/0WJYFiZQ6Q44lHSZjj/FwHJLgEN8R3EnYgOUkVP/6JZ2JQzwVNJLn6ck459rv0k6uU/FKFLQKqc4B7cQqTvcA4uB0D0iJCq14ierobPWwFS1SHa5w8yABqy9xLQW2EOhNRdoOnVygSvp4Y/M+MLVFnGHhv77aPfVcMzLnmVW1dby++RHpcZVYp0ovUcC/qDqfEuET4eogQ2EaVXbv4g+TGSuy2zTyNNN5vnx3ja21DDv1V3j90j7lQYatBKfU4tcGv0M3UeT2RBXOFewGn8v+DgzU6714nl/78HOAIsbX9Z1g3VvuVqAMC0FQ3FcZ5nA05VXuJovEAaNZY5JSBDW19y4A7fUXuc57NO3iKfuIj6JVU+kPfWhGS0SnHmKBZJAq0oyWSPfL3NZeYqecYHt19ptbHa1MibH6X++UZ93qtldbC2TdTxYB1WUwLIo7jWWeez9TEiyE+M+Bn54+/DFgBfj7wI9KKR87FkEI8X8A/z5ANpv9tIf51LF+wWE08qgddql8eITQBFYsGuYHh/i2kcwkn/YQlhLLqkYsK571uVe1y/XoJEozAtw9wGopwmS3y8Gy8xmxoGwQ81myzdgqQsggGQKU91Qmi7SixYCwPi58AusXj/mFYEy/2j4Z9j3CaU0R4Fhn1r2tmcmr9ddyC7YIgTdThKd/fe8uzKwLX747bc5xSRHkdOLwFBn2c4fXm+9gtmb7jkkvUKF9Ahybrvs5KhQvvaT2O1WB/ffRMvO0stOc4YRHKl1dKIRrr78YWCFOxsD58FVgH+l+mXLhxnR/ilAXOOLXKn8kUHJ9bzdzdZGFiCLkxfPqfVUneYrG7P48hJDoeOhaOMmchWWdez/TllJSyr8jpXxVSvkqinD/Y+CnpJS3P+F2fkpKGZdSxjc3Nz+TsT5N/Ox/GmE4dMnl40QTUTRNYzwcEU0pf5NpRbBiYdRVCIVE5tGxTYZp8Ct/8+ITGs13Fzzv8W4hFJ71uffi1S00XDSprpz4ip5fJAfQiq/Sip+dGNGMrQa3+cvpALc1dbn9fe3FgHhpEGTTzmNnP3HKAzxPgJ2hIoK9aXLCLfkCb+6eZ2c/dqoQTEgZkNH0WP31t7OzH2VnP0plkKM6yARZvZlxhYLdONPK4D+XGVeIdyrob/0ukQc30d/63QVCbLaqeLu38XZvM/z6v8G8f5Pr+g5ba31inQrO/rvBcvPwbRx+0Z9/vzLMcVtu015/cbbw1LqSHlRIDxbJ+Gy8nWAb8/D/B/OPz0pxuHmQ5OZBkkLkUNkgRnmc7gFO94CCcUhh/xukOup+UZ+NQcNDw+VHPxc2KDoLyzr3Pkk7xH8H5IC/O63amzwqEPl5g2XpHJaPmYwnigAnYowGQ1avnGc8HDPqD0Nl+BlGIuPQbbZ5nEjZTqP1yCsF8zFpIWbwu3iFCDGPneYag9E5ruSarGhVrFZlgQTPY75grBipzhprMFMSt0qdICINVCTXPAHzfahn4cu7F3h984Ha/gkleB5Fq0ZxsxYQR2d8GGTpGm2lXpr3b+JwEyedo7X+Mlsn1GCYEe2GWQwSHXz19iQaZhGn9S7DuioG0zavobWqZOIVGmaR1tqL8M9nXWul9wG8+EMU7Rpm5QikNyXK72NuQjoxI8PCkgHxBZUUsb3W5eZ+nJsomrC91uVa8ubCmISQp1TfeT/wLe1FilaN1eo3KRTm7CrB+ovv0S9yPHlC48PpqlbJdrvM8TTb+cv711VXummTjDCT5zSWee59kukQfx74809qf99tMEyN4WDMwZ0PF54/uPMhdiJGNHF2DE6IZwefpKfCo06ITCtUIh6GJbWlhXiK0IWq6L9ZySBlhtfXINVVnuB2YpXqJE/BmGXqFiKHON0yjKEZPx2GKz7GE/rlexe5vtrhuvcutzSlcs4TuQWFc+oT9ovAinZtIYYNZj7atfo7AQEe/MFXiaxk0TLKahDrVChm8uwshDLNFOL5SLNHobX2Ig7g7d5m7BQwW1WaZj5QlO2VNIOjJlY2RSSXCRwg9y/+EGsNZZfQMlla6y+deg8ncXN/5vXVxLQAbnU7GHNlkOPWfvwUCRYCbh0kAv/1vBWiYB3BKgtE2Md8ykcxUlVpEGZeWSKmBYmt+CpOZ59BqkTFLS4qwWGTjEdiWefesGPckuCv/5kIP/KfLF4mE0IgpSSaiNFthoVyzzK6zfantq1/9avf96lt61mD5y7pTBziqeFLr5n831910TX4geItkl01DzudPSQaKQ4CyTB2/1t0N14BoBUvIfCojGbpD35x1clL76CI1/Zqh+3VDh5KES6y2NihaNWCwrLocYVop8rBysvqtTlFuDrMck3cVImoAOO5QrL7N7GvXAbAa9TRptFivvf2k8C3QvgkOTMlfe4r3x9YE+ZhZtNof+zH1DLT59LjKk2zwH7mJaqxLIWNOulxNcgDduY6x8Gj85nnUbRriLXTy15f7XDrIMGtgwTaKojo2dt7VEMLZ/oZKEQOEVIGdpjqJI9ISJzOXkCA31jbQffGHOsZtq6cf6yxP49Y1rk3JMFLhJOJEFJKDNOg2zxmNPiEVRUhvqsQdtb97CHl8qoRIZ4uDF0ynggqXgkZn7GjZLdCO7FKYf8baE2lEsbvv42bKQTZsTKuke4dULiofMGFiMqinbc9vHlvY2F/jyrGadkFJEKlGUznhfmUh7Pgx7oBkFmBhhqrtnmVSSpPL1GgYNZhXS0SxKlNcVaKxFmvN808sdQKvUSRWKdCa+1F0uNDmmaeppnH2byGC8HrTAmt702ukkUgue1tBYWCFXLs7MfYWusFBHh7TaVi3NyPn5m7+yhCf+sMlfcszKdBwGKDjGA/o/wpZb86yVO184jpOUBRK6sCSyNM5HkYlnnuDUnwkmMynsAZHs+IbYXEOMQpGGb4lX4UwnONEGdBFxJdA114CGTQythuHWC3y2iNKl59qsRqGoOLN4J1BR7N2OnCOb8ArhktLSRGPArzxWEA/WQxsEc4osqv7yt/7PXVrrJITH8CqmQpROq0snmc5CHxlGo20Vp/iZaZpzLMUaAeNNmINarsZ2aWhMrgtF94YVzT14uXFMEFlRlMYtE7PZ5GmcU6FXqJgiK7UxSsOju7MXZ4WIe7WEB+fWhiFhM3r4T7JP5x1O3qcGXBo33zIHFKBfZtEM3YakCEW/FSYIMA2CnPCpLnm2QI6SGki05Yi/EoLOvcG/5iLhG+8utv8AM/8eZjLRsS4BA+IraFZugULpT45Z8LL8c9Ct6yyhEhnip8S4RAUvGUgislyPXPU9j/Bm7tiEm9gZnLomVmiuz75sswgnxEETSfTLWiRSSCdL98pjUC4HCYw2OmXAYkYWozTicXCaaQkp9Y+1oQD+YMq4uZwUB6VEEKjf3sS5CdtVx+Y/ND1urv0D2xzaBJxSfwsvoxZz7hZc6+oDKKoWkWWGu8QyFTCPbxMMLqK8BnEdv59wuLDUV81djvEnd20sNUFT7hAz6pAvuojlZIy/0gDzpo6Vx+eCKP03rA2E5x6XLYKPJRWNa5NyTB36Xw/cIhnl/EnSS9dofRYIhpRbBjYUHcoyBZXjUixNOHoUtuH2UZTwTXi02EUJe+fQpm5hQ5czMF2rFi0EihEDnE6VWw2xUGKUXQrOPD4L6vQs4nE2yvdk4VZ823UwZgbVt1ipsjfvNFcy2rQHUwI4zXhEpOECe8ultrvcB3Gz8+O1bM3z+oMZxFirfXe1SHWdLTLGK/KUfTVER33mKRHlcxW1XSiWqQ/FC0agHBB6X8wozMzm+jaNeCznD++/ff+/wxePPg4sLYH4aTiRA3D5JnEuFipEoromwuxOFwfPoERhNwq5Jmq9SkqJW5l/48Ma1H2Cfu4VjmuTckwUsGOxFj0Ol97HIhAQ4xHo6Ip1MMOl0MK4IdDUnwI7HEMT0hnj4MTaJrkokQ7JTTAFwvNhmkSsRyipD5lojqJM9OOcVWSRW0tuYaadw2XqZQVMTXt1WcxEkCfH31dMzXzn6Ca6uK2KYHFW7xAmlmBNAZVqmcoF6pvXeZOAWYbn5rTb3eMvPE59bdz74UKK6+H9eHEDOCurXWC+77j2FR8fW3wRpgwXr9W4Bqewyq8O3N/fMLBPhhOEm+hZQk994hOrV3TFJ5+skiLbswt87Hb/fjsOAFljJQ+HfKqYXtb5eaQUGc09mjEy9iaC6GHH/ng3iWscRz72faLCPEJ8dv/vL3PNZyfgyWpuuf5XBCLCGiqQSFi2sULq5yYesck/GEaCLG3/uZx4s5en4hcd3Hu4V4/vDjnzcRArQ5IlbUK0H8F4CWyzNMFYPItJ1yKmio4DfN8OG33vVxVizXo7C11gnIXtMuLnhifZV0/jm/pbDRqhLrTMc3R2B9K8S8JWKeAG+t9U7d5tf34RPf4H1+jC/XT4F4HPjFeZVBjpZVIDrtfucTYOOeOilwBtVTsWonTyTOwjyh9ZtiALP/m5TKC8wiIZ/3AC9sT6oGGRtXrj3Gu3uesbxzb6gELyFMK8J4OHrkMnYixng4QtMEXliU+lyhdLGElJJUJo7QBMWNdZyVsE3yx0FdkgsJboiH45WVByRGDUZGlIpXouoVqdhFCi+uk+ocPHJdgbfQPAMImi6czPadh180N29imO96VhGqqK06zFIhx/XBe2qbQgSk8Zq4CY1p1FgmD9Jb8AtXhjmwCNoR+17heQUYZq2LH4adfVXYtrU2Jb7DGdH2X/vTjlKCu8misl8klSLtb9v3//rxZgWrjhAyeC+3DuJBMVw/USA6952dbGwHJwbX++/C2otBIeHhMPfQAsRH5QKnewecrGkrmlWqkzzbqy01RuMQSizkAiMlujfBMMKCuI/DMs+9IQleQmy8uEmrdkz1/v5Dl5mMJ5hWBCHEmekRIZ5NRFMJdr91h2QuzXGjg27o2HEbuaRFB0sFGbZEDvFoGHKM7o7QtcWfxsLeHwYy4sA5u4XyPE52HNspfzIVGFhIifCJqWoY8YJ6cu4r37IKxC5u00sWiR1XgvbKwELR2fy2HrU/Hw9Tg896zsd+9iWc8SHx4wpGq4pI5INt+3/TowpYSkV+WFFeZZADW+UlH+RvkB5UVGzcx+Bkhz4fC7aGqR/Yt0HY7QqDZAG7XVZFcZM8Nw8c3jh/B6ejfocd9rBaFQ7XXkUg6cYLRMa90ArxOFjiuTckwUuIf/CzJf78/6Bz+ODgoWdPuq7T/xi1OMSzh367g2EaZIpZWket4PPxD3724a1YQ8ywrGpEiOXAxpVr1L/5ZTTDpqiXFz29UioCPP0Mba+2uHngsFNOAfCeTC1sa77wanv1mPf2kyden6mWBesIiXikCutDCLmgLF/nPeRw2sxjjiTO2xT8+yc9yieJrzM+nDXg4OGK8cNI8NZaL1Cd41SUP3luDAVLKdppUUEIeWZLaJiSfVBqcf5GYCvpJ4tBkV0zWgoi4uA0+V1oXb1xxOEoF9gfHoZBSqVC+F5gnwALTjM4TXo0oqtcu3zxkdsMobCsc29IgpcUxbUUwxtXuPfOXTz3tN+h02g9hVGFWAZouo47npAtZtAMjUgk/Bo/DiTLG9geYnmgTwboho2rGXhCRyIYOjNltZ1YRSBPxWZp4uGfr0LkCNYWbRHzJA3U5XwNZYvwyalP+ILECFTR3NZaJ9jWLV6gaNUCAmy0qnAiCs3HvBXBV4fTI7VeM1I81cVtay13JuF9lEIcEOHsS6zV3wn2kRYVmky9zcOZr3k+As3H9dVuoBB/efcCW2sd3jy4uGATOfm+fAKc7pdhGnmc7pex2xXKxVfU/2CVBSLs5wIPkoUgFs0/qTkLQ6eIQHIkC0SMETG6D102xAzLPPeGhXFLiv/xz1oITaAbYeFbiEWMBkP23n9At91DE4K//988fuHJcw0J0pOPdQvx/MJ57Uf4Svc1jigGmcHtadtcgfex3uCTKESOKFbephA5OkV8Ty1rHZ36UX6YOiyEXFBT+4kCvWSR9rmXVSMNONVtrWDVSY8qXBM3FTEdVWhGijQjSmH196UaQHgUrRpvbH74id6vQM4KAufi2lpWISC288S3MshRGeQo2jWKdo3XNx8sKMRba53gJGBnPxG0RAZ1snA4zAUE+OZBgtuaagLiNyvxxwSzHOd5ItyKFXnffDmIvIOZdaKdWKWdWMVqVYLjAlCSH2EyDrOBHxdLPPeGEtISI5WOEXOStKpnXzIK8XzCtCJYsSi6qdM77n/8CiEChMkPIR4Hpu5haBM8T6PqFSloigS146tIoVGd5NkqtdgpOwvRTyfVYL/wSkgPp6+2UdVO+1VL1bfxDU0l4KDwCpVh7pEtgH1rAcz8swEGs7vzhWZrtbeD5432tEva5mLzCV8ZfhiKVu2RiRA395WVgTWoJn5o5l0ezLKMfdW6nygELZkrgxxCyCAbWdhqxfmTAJ+cXl/toKHUc3UslBXijY17wbLNaIl0vxzkNcOiV/vmQZKbJNEEbJXaZyrAb350le1SE8cp0o6v4nT20KSLMRliGqEd8ZNgWefekAQvMf72X3H4D/9KnWGv/1jZwSGeD7gTl8KFAqPBmF/5m6Ef7XEhpVxaX1qI5cKXXjP5J/+mwHAsmLgCilCNFsGb5Z36pNH3BvvwifDNgySsAjFIo1REKbTA0+urlwXrSPmNU0Xs42mDiH6ZQ22R/PkRYNfkTZAQPayQThZpUpwS3feCpho+sfTJr/+c8e5NlR4xxWTa9a06zAbktbB52kpxsrgOYHutOyO8Z+DmfvxUG+TbcpuiXUOc+B4W7RmxDtpED6q07IKyg7DY6nheLT+prqf7ZeUX/gSYJ8Anc4dvVdKI0qvgwVGswLXG74Ud4j4hlnnuDUnwkkM3DRKZVEiCQwTwXJfJ2KXfCVXgTwq5pBXKIZYPpu7hehqup5pnbJ3Iii0Yh8iSYkzbqy0KxiFvfnglaKABs3bK8/nBN++rS/EBJ1iF9FStHCQLQfHafKzXfAZu9Lii8nLTOZLNKtF0ha21LLfZhuHMdzyvAMPUg5vOzb4EQlFJn3w+jNQGBPkxml2ctF/48BXgllUISK5P2OfHULRqMFDvsZx/GVBK8CdpiDFPgN/XX3xod7izxntyP/OvF7UyujdGGw+I1g/gldcff1AhlnbuDT3BS45f/rnz9NtdEpmH9y4P8ezDiqlKD8NU5631gxr/7/+y9TSH9F0JT8rHuoUI8aXXTAxddZETgqCLnE+UqpM8AknRqAbNM944f4dC5DC4pbunYy63V4/ZXj1GCL+F74n2yUha0bML2wKkc0zSBSbpAv0TRXC+V/ikCtyyCkyc2Q3pcbDy8sIy22vdILZMCLmgEJ8FTSzeTuLWQZxbB3HlBz7xvUoPKsENFpMq+ski6X551m75E8D3AgskhcjRKQLsP34YYT8LO+U0h16RmlZkf/ULRH/0pz/RmEIs79wbKsHfBbj+2hUOHhyFiRDPMQzTYIjKh4YwHeTbxbJekguxnDB1iWtIpIRr+SbvlWddGa8XZ8qw050Vy7Xiq8g5SfFwlCMfqZ3KDvbJmJSCplUKyFszWuLNexsLy86nRhjNavC8sfsuyUyVV9IV+skit8V28Nqtg3iQIuEXnvUTBZp2kfSgQnPl5aBBxUnMN674JGTxLLy++SAgun7W70H+RvB6dZhVhW9TpTkty9idQ4zdd3kt8y6dcy/y+oby//onDP7f7dUOb97bCOLmqsP/v70zj3Irr+7852opSaUqSeWq0lK220vZ7a1xu7ckk57gHrbTBDosSQYYwgxkwkwySc4MHEImy0xCDllIMiQMy2ECCZDQGcIAk4YONFlxJz1AAOOlje223ba72y5JVWWXai+VpN/88RY9qRaXt9Ir1f2c846lp/d+7/5U8tVX993fvX0MB3vBk66b7hhpeO+9Xfy8NEeB92TH3H0BDFleYFx6CRvNBb4R/Op7VQSvAT74jgQ//weQP/eCbz9Iyu1lqmR9YYoIxhie+tLBFlu09jDGv4szFH/yqnvDnD13nplajKoJsjs7RjpQcBfLFaoZEpNDRMfzGDu9ID1eaGioke4YXvYaVsS1j2Kgb9nWyk5EdHLTPmITBatSQU8/lVSafP+LSM4WF5zjVFV48bbnACsFoTDbS4HehsVzK8Gp3bsrN+U+XgmF2V5SNC62a15Y55Q+A4hODrtVGKrJhYsIm3EE8Kl815JpD82sJA3C2ZcJ5Lli+ghW5wmHymwd1BbJ14uffa+K4DXCB9+R4OGjSeamZijPzl37BKXtSPT1YIzhiU/e3WpT1ixa/ky5XnYMbuP02eeYlzDbxw4zlrwDgGKtnoYwm7DzUEWIjFsCNWIvcouO26W6cgcolBfWxLVOM1b+sK2dFxPDw3O99HtSA4Ila0GYIxhL0bTdxrjx3N0Dkw2iU8Q0HOOK2ms3wgMaxTDUF+E1v+693liksQJFM449r8l+EzE1a249/QRLI07JX1LkIbcPsN6f5hbJe3ITi+b/Fst9pDtG3IYXTim03dlxt2Rbc81ngHSggGAImCq5ygVC1TI79mxb5p1RlsOvvldF8BpiZnySVLaPkefz1z5YaTvmy/P0bdSawDeK0Xxf5QbJlk5RDUWR6jyJiUvQjVtD+Gx0P+nQMInJIUrxHMRzFCv9pOPDpPNHXYFcLPc31Kf1ijWnfm39tckGobezdgKAEhm3dfALO19Krni0ISe4WQCvBEe0Xk+k1yuAU7MFN9I7Fs1YXd6abPGKX2/KRiYy2rDw7XRgH7u6ge4MXc8fB3DnV4plGjrEefG2Xm5+Lw9d3Aa5Rhu8Ahis1IeTds63EyUWDGJqhKplwvMzBCvXGTpXXPzse1UEryEOfeFBXvETh1tthtICOqIRkn0pPvO7d7TalDWNX6MRir9J3vcKxr/1FQLlGUyg3sBIpF7lwekkZxDSoWHSQ0cWjLM3N873hqxyXA0tfHPOeFb5tHTE6m7mlP+SGesiTq1hh+ZFcU5awVJi2F1kNlA/xpuKsNy5XrwCciU4C9yaG384z1+89WK9HbJdMTlm5zk7iwS9LZGXsmVPbmJB7jUsjEAvZb83TaJQyxKWCpFwmVi4i607NA3iZvCr79XqEGuMv/70vVopYh3SEYvy+Q8MttqMNY9fuxYp/ifxwCvJD9zHbGcvwdo8mYBdhUCsShHFSj+HXtjpPi7mDjScf63cYIfFBNpYLMtYLEspliGfthaVOVUkvlj4flIzeVIzeXbVTrCrdsJKK7DzWh1R623FDHBw28UVz333wGTDlo5caagb7ESnnQVwzvhegb1U5zvHLqf5hWAYnuvlWPIlnAnsa6yn7OFUvqvhvWr4UWEjGPbmxhfsd68dKpIJFdkxe4yHNp5uKIMXkiqhQIUOmVMBfAvwq+/VSPAa5Kt/eoAHHznUajMUD5HOGHPTt6dub1dPkq/+6YFrH6gsj/Fv/3plbTA4uJ0z5wLM1GJUjPX16XSTA0hvGqZY6ccgFCv9JBMZoqWhhoVyTjON5txV5zZ+pnDM6nIWa2z969S/Tc3kme2u5xbvyU3CMjVYmxd97aqdYCyWJTlb5EdyRTBWPrEjUlcSTXaits5ivKOJhxbsL2E1unCaVzjjLxYR9lKc62uo/uDsg3qutDMnbw7wntxEQyUIq0TasJsD3NwQ4+CmM+6ixrlE/f3cnR3jdCHFMyMbiIRrvPYBlUk3jY99r/511yhPfekgP/Taf6JWrbbaFAVuiwDeMJAm2Zvg07+18ZaPvR4xGGpVn1ZsV9YMOwe3cvrsc/RXh6gEwhgCboOLYqXfrRmcvvxdjASYS2TcxWte3NQJW7ilpocY68xRyOwnUzhGirrwdUqmHdx6gWcCd1kD2PmxJ4e62N+5fKtjL9HJYYhlXZuik5a9BWlMWdg9MEkmMsqh81ZXSidim5wtkqTYUF2iuZavd77OHLyRaOex0/bYm67gpII4j5vTIJZrnFEs97ljeSPv6Y5hyFpC2Hu+lcJSt3Xn9GEm4lk6cvNEZZZdOzT97FbgZ9+rIngN05PtY/TSyp2fsnYIBINkt/QzPaGLMW4ZBmp+DUcoa4oO5ghVZonPDDGW2uoK2kywQP+lI27k1ysGvc0i9ubGXZFmCJDuGCF6pQCdOVLTQ4ipWZvbmtlaKLdUXmwzM90ZsJuM7slNujIvNZNHTI1c8ah7rFOBYVdXzc3HdSK4zMDBbbiPHbpeOOGWZnN48oLdwj0HbkkHG6/w3VU7wZm5fQ3neSs9NM/RmwYhA/N4V+oAAB4bSURBVMZNe1isHJrzfp3KJyALO+ePkySPlGukuIzk9ruVILw/WBzGuwYI1cp0BObpWGoVnnL9+Nj3qghew3zxo7t58BEVwe1IONJBMBjg0d/e1GpT2gqts63cCrbt2Mm5c0FmolvoqQ5zmc2kAwUSU0MMDxzASIDoeJ7ZRLYhHcK5JX8qnyB9hyXAhBqGAMGrRchaLZZTWP86t/at/Nel7TmWfMmi+x1x6U1LACs66wjharKP2a7+hpQFqOf5enHOjyULi0a3HbxpHNYJjft21k5QimUaGl1Ao+BNzeRdUQ5W0xFrTgvTSLwRYOc9TncMwzxES/VGJplcEcnWfUBy8hLj8RzJyUskJy8x1dnPlWCamMywbXDnkvNTrh+/+l5dGKcoPiQUDtGXXnlBeuXaGPy7OENZe4RqZUJUGAlk7YQIw3i8MQLsCGGHPTmr0+OL7zjXMFZqeqjh35XgFYzpyEjD1ow33cARsg7NFSYcwRwsjbi1iGMTBbpeOLGkLamZPC/eepFdtqD1XmMslnXTHm6UpeoLr/R1L070d+fsEffvdabzXs513sNIIEuICqGadoW7lfjZ92okeI3z1JcO8pr/dFprB7cRHdEIma1Z3vu2SKtNaS+Mf8v0KGuPLTt3c+HsM1anuIAlfAtmwF0oN5dIY+w403g8W7/9nrNqBjvpEMmpPKV4ltKejHv8M6EXcfJi/bb/wS3n3es6ZdLGyJKOjHBn5mmihQKziUyD+FyQYhCzxKKbbpC+uyE6m5rJUwj0kprJN0SBncfVZF9DNHmmO9PwHDwRZ7JuabPUTN5qdGGPNdOdcUXrG2KPkY80Nv9pjiLXc3xHFpQ/S3eMMFzu5VQ+we7seMPit2K5H+k0REtDzCUyYAyJSetHRpJLACSmhjgbO0AAw5mRFHdnhogyw5adu1FuIT72vSqC24DHPrKLh986y8To2LUP9tARjWj3OR8S7erkz9470Goz2pDVLdguIu8Cfg/oN8YsDM8pa56tO+7k2XNnMQjBWoVMIE+hliUdKHA2dsCtIZxmmEyoSGIqD3ErH1WMwYhQitdFpJMa0Uxqeoj4808DYK5YH6Xo9nperVcAeyspLJdrOzzXi8QMyZkCpViG5EzBrdM7FsuS4yjBsSLBsSKTm63cX+caQ+m6cHVEq/NvKWaJY0cEe/fNdqfdx6mZPPlMXYg7Yz8TuAsR4wpcp2qGVwA7+4QaO+ePk74jS7Hcz+6sVQ7NWgBn3Aodzh9ivCtH+pJVaz9wpUitp49MPEuoViaWmeVcKc2r7wsveP+Vm8W/vldFcJvwxCfv5qVv+hazk9MrPicc6VAR7EO+8on9rTahLTGwaiuURWQz8HLguVW5oNIytg/u4Ny5Z7kSTNNTHWbn9GHGu6yIcP/lIwwPHKB7ssB4Vw6MITk1BHamkxhDYd4qz+VEhoWaJfI8bYyj4wVX/E4+c46uO+s1w2cTjekMy+Ftx7wnN0lxro9ioI80I5RiGYbnet10ipnuDHiaVQANrzs40V3nMdRFL0B0okgpluGZwF3cWXvajUovRXOdZEf8eusA39l/nFKn3Uku3pjekQkXkVx9DCcKD7Bz0mpgErhSpDpSpHzqFP33l6l1JpjJdqsAvk342feqCG4j/u5/P8DB1z9FrWbYMNDPxGhp2dJdU6WFq2uvRaKvh/Ls3HWJbWXlPPWlg602oX1Z3RXKfwC8G3hstS6otI7Bwe2cPXeeUHWOybglzpKTl5hLZijWMiSwbsOPd+XcW/IOIoZ0aBiDkJzypCeIVTItNT1E4PxJ5kevMHbqAgCR3iuEOUF1+z6i44UGIZyOjLgl1byidzmKc30LxO2ZwL5FS5Qthjd9ouv548hm6/9ZdNxuojGThxg8M3eXZZOnG95YLOtGhgEkZp1bLPctaIDhLIordTQKfzFmyS5wxUq/2xJZcgfYN/YVaj19MFIknOxG5mYp929hcHD7Neep3CA+9r0qgtuMQ194kHd8aJKx0SmSfQkCIpw7erahnnCkM0Z1fp5gOEwqvYHixcsrXrk5XZqgMl+5Xeava1QA335WIy9NRH4EuGSMOSrLLelX2oodg9s4c05IzA0zH7JCnc4CufF4DjE1jATc9sqFSr1Bw6Hnd1i38uO4QrjUmUGoER0vIKle5k6dJX/8Etse2kO4dwMAhcx+N1Kapp4zu3dgAmOEU/kulnLtS6VLeNMpTrKIiM41LspzOtg5+cGp7nqe8Mbnn2Zq813uuF5R7lR7SHeM1POHp4fcesmLkemwmnM4edTWe7z4BL2L5fbYDTAARjbeQ2LyMoF7eunIn8d0dtNz4F8tOoZy6/Cr71UR3Ib8wc918aufCHNldIb8xRHCkY6GiHBXT4JYV4zKfIVQOHRdaREqgG8PKoBXA3M9ZXr6ROTbnud/ZIz5I+eJiPwtkF14Gr8C/DLwihs2U1mz7BzcypUjVjviQLVCLWh9xRZrlsg7lU+xK2Ot3XBqCwN2i2PjCrrouGdxmKkxteVFxK8Ms7s3xZy99kNSloh0o6VNutGJjHq1wO7sZIMQXSpS7BXHi7FYLV8nouv82/XcMQC6njtGJZUhncm6dX5P5Z2OcBOucL+zcrweOQbotObkzM/b/tgrgA89v8Meq2TVAM56FtOFhhFTo1jLNLREnursJ3nlPNOb9rDhgPre249/fa+K4DblvW+L8J5HA0yMTTN5dbyh7HetWqU0MkZnd5wXTl9olYkKkEz38uU/vqvVZqwLjAFTW3Fe2ogx5v6lxzIvW2y/iLwI2AY4kYhNwGER+T5jjJZwWQdsOHCQs+fO82TpPnYmRgkYQw3hlH1L3otg3Fv1joCjs/66I4ZLnRmig/sIcYKOnbuo9qQXjOXFWTjmdl7rWBglbsYbGU5HRkhvtRekNUVwvS2N3f32dZz8YoDJO/Y3pGoIZkF6g7ft8Vhnjo0XjzfMrfl4B+fHgpPrK4LbBMP5F7AEsWeqAQxPFXYRCsLLYqMqgFcJP/teFcFtzK+9Ocw7P5ykcKHx7381P0IoHLruahLKjdHVk6QyP8/A4EaeP3WR+bky8WQ3sUScxz6yq9XmrSuqt3lxhjHmOOB+i4vIBeB+rQ6xvtgxuI2TVyucvbKBSlWoVOtKzLktv9jd4VP5JCdNkoObrednwi8i3TFMsdwP2f0MXC02iMTFSoalpocY67ByielceAxAJlLvlGYQinN9yzbjaMYSnQsbeKQjVkUHp+qEe3xTY43FGl6kpoeo9qQ9ornG3tzCsmdgLX6rj2XVXnbE7x5PxDcTtGwo1jIEMIQCFcIhQyRkNAVilfGr71UR3Oa8/2fj/OtzPUyVJoglupgZt37pa1rD6tARjdDV000oHCIWj7Dz3p3MTpdJbojzoXcmrz2Acusw2ghDWT0euT/E49+ZZ06skmeVqjTk5wZsAVkzdeHmpEfUI5ymIee1muoDU6OQO2DtWKKnQ0PzjU4715Yhngm9yN3v5N0K1qIyrzD15tOKmAVid09uYtH2xU6eb7HcRzHYRzpTX8B26OK2xY21KXXapcycKG+5v0EAn8onXMHrvD/NttZtpuF1RwB3yDzRcE2rQKw2Pva9KoLXAZ99/zYefOQ54sm6CF4NRMS3rRJvJcvNs1atMj0+RW+ul0qlxu69GxARfuH12qxxtXG6Fq3qNY3ZuqoXVHzFq+8L81eH54EAIpYQbr4rHBArYmmk7hMOvVBv2XvSJNmTK1Es91PsfblbSq1Y7ud0fmG6gCNum7vPjXXmoGxFXcc6GhOI0x0jHLq4bUGEthnv68sd681TXqrCg7fWr3eh23KcHEq6And3trRAAAekUQAXaxmCUiMcmOfMlT4VwC3Cz75XRfA64akvHeRXPzHH0WqNscJoQ7WI20UwFCSV7aM8M8f4yNXbfr1WEAqHiCW6qMxXFv2BUZmvEAwFqVSqDG5JckdWeOODKoBbRc2sTq1KRXF41b1hvvLdMrPzQQIClSpUa+IukNsxc4TI5QJzSbvubdfGBZHhdGjYjX56u801NIfAICz8fDtRXyctwhG7jghNTdcjxEuJV2/k91p4axw31zs+OdTNyaFuHtpyrqEcXPziMaI9+XqEGxZEuZuj0YsJ4IbnGAJSIyQVzl7tp7Ojyivv6VjRHJRbj199r4rgdcR73xaBt+3h1W8/wez07KKiLZ7spjJfWba+8EqpzFeo2iKwXanMV66ZWx0IBunLJnnPv1UH3FJ83LpTaW8c8fXYtyuICFQskVZDrHxZUyNSsoSwN3/WqSCxID1hkTtPjjAGGgQmQGrqMhKv8bWLg82nuRFir9BdLNVhT26COyvH3Uizt4mF9zi3ZJud5yudNXu/JeL35sZJTuXdRX/Bq0WmtuwnOp639pesCLbkDpDZXFw09eFkPsXJfMoVvi8eOE1moOC+LqbGPxX3EA4ZwiHD674vCLTv95Dv8bHv1ZDUOuTxj+1jQ2bDgv3dvSk6YhFMrUYgePMOIxAMUq1Uqczbjr8NiXQu0/rIZn6urPm/PsBg5aWtZFOU28Fr7g8RDde4J3uJcGCejTzHhJ0GEBjNExkbov/yEXfxHFjCzysEwW67LPUGEbuz467IBGtBXSmebdiK5X4CYkVMTw51M1zudTcvS6U5uBUnFnnuiOZMR9HdhJrdIa8uyB3RWopnmU1YW7UnjZgac91poqUhgledWsBDVnc9m0yoSDpkCf092bGGBXDO+ySmRqhWJlydoyNsiIZrvOZ+jfW1Gj/7Xv10rFM++/5tPPzWcSrzFWqVKrvu28nU5Czl2XmyW9KcP3HhprvC1apVOhNxJkZLbZsbvFTEfOPOO5ibLROJdvDZ9y+/IERZJQxUVyENSFGW49X3hfnKdzMMJoYoSR898wWkMk9tQ5pyMkOpayO7a3Y6hMdtekt/7c6W3MdOxznrBDAi7Jw/TnQ0z2zCk2cbh1Mk3BQKb+QYrOix5Ky0iGYh7DSpKHVmGC73uhUrvCkSgmlI1XBYLNe3WO4nZS7jnWQpniMJRIC5RMbdnwnVo8FOlHyx1IiAqRKqlglV5whU5zX9wU/42PeqCF7HPPHJuwF423sKhCNBzLhBRLhSKN2ytsj5Z18gFF5fH7O+zVkG9+b47Z+KttoUpQmN8ip+wBJnW7hw9hk6ypPUYt2U+gapSqihscZSNNTCBdKbLOHpjZxijBVZHbNeK+1dKEabF6Q54rY537ZZ3DpR54C7SG18UVHdaLNV6cGJXpfiuUZ7gfF4lnRpqEH9X1MAC4RqZUKVOUKVWULlKRIPvJJXLpit0kr86ntXXZ2IyAPAN4A3GGM+Z+97I1av5z81xvzhatu03vnEr1lO9xc+GuLqyBQTV8avccb1sZ7KsWW3b+LzH1iYd6e0HoPB+HRxhrI+2brjTuBOzp17lnkTpmw6CFGlZhZmKnpLqjVTrPSzc/aoqxAj4/UavXOnTxG5cxeZy9/l4GZDYd4qpVos95Mkv2xlBke47s6O8+Rzgw1R5GK5v+F5ZuhI3Z7s3ZwJW1FlynXhC1aFB6fU2ZnIfnCyOCp2zu/APe6xYmqcvmz9GJAmEwMYQkFDIABfH7uLjqDhEU198CV+9r2r+okRkSDwPuCrTS+9EXgAeFREuowxq1fHS3H5vZ/uBDp59dutW1+hcIhAMLjilsprmUhn7KYXA2rrY5/j48UZyvpmcHA7AGfPnWfedHC0kCMQaCib69JcXzgdGiYxOUTnxWNMb9nPeFcO4lmy3/sbaqPDhHsb1394BakTXU1NXiYyXrBaDHc05h9DXQyfytfTKbwNKzAw193Yxc57HfC0NbZxI7yeFsfFSj/FSj+ZYIEnLzc2EnIi43uzVzlV7CEYMHSELSGseb8+x8e+d7UXxv088Hmg2LTfucFhPI+VFvH4x/YRT3azefdWIvEYXT1J0lsGWm3WbSEcsXLGlhPAPdmFHZeaUQG8NvDr4gxFAavT3LPjaaIdNSLhmhvpFFmYBuDUxE1fOmxVVKhZ6Q9udQlTwxiDMYbqSBExNVdwOmJ0PJ61zjWGuUSGM5H9iBhOFxKcLiTc63q3TLjYUJ3CTWlwFLsxDQLX2bwCWDBkQkWywTyZYIFMsMBwtd+9hpMS4h5v7w8E4MxIiki4RrSjpgvf1hB+9b2r9ukRkY3A64CXYEV9vXwB+DbwaWPM8tW6lVXhrz99LwDveTTNRKnM7GyF0vBVyjOzdMSi1KpV5ueWaFe0hoh1xwkEg4uKYBFh0+6tdCWsChCz07PUKlXmpmcQEXo3ZbTt8RrCGOPbxRmK4vCqe61mDn91eJ5KTdxOc8bUVbCjFTbXniUwZS+Si0QITJXYMHqGqeRG5jNbIbOV4DNHkECASiTOuElyfjTBgY1W/m6kMk01Eic8N8FkchPRYJmTxT4i4aXFSLQy1fB8LpIgWpkiPGd9dTvjQGMtX2dMEYgGy0Tn6zd846VLlHp7Go4/MFDg1Eg9uux0rgsFDaGAcd8nxf/42feu5k+oPwR+0RhTbS6XZYz5FPCpVbRFWSG/9uYwEOajXzVU5ncQCgcpz1WIdoYpPH+VarVKLB5lcmyKiavjN9SRrifbx9RYva2zMYbejWlGLxXp3Wg5wdFLRWLdcWYmpq4pviOdMeIpa9Xy9Pgk/ZszjFwaJiDCtD1+oq+HeKqLgAjb9t3BaL7EzOQMo5fquXSJfus2ogSEge1ZOiIhynMVLj+b5/GP7bvueSqtxzS361IUn+KIvK98t0zNLBTCANHZMczVK/UdmQEK/XdZr0WsBkWhgTsAqETidAamiUVqxAOWkJ0KJN3jpsJJ4kwRiywsn+llMpyib+K8+3y0eysnrm6G4F32AYufF4vU/+91BqaZ7Ohxn0/1p7hj/GlGE/VKOt+7egfRsLMYzhLAATFa8WGN4lffe1tFsIj8LPB2+2kS+IwtgPuAHxaRijHmL1cwzp8BrweIRCLcf//9t8niOufPn2fbtvYobeX3ueTtu2neWwCTFxr/Bcu3rmQuc4B3aV/pzMJjhofAWcv87BLjFIcW5u043IqPoN//LtfDaszl/PnzN3evzMd5aX5Ffe/N0Zq5fPC2jOqXv8t/uwVj+GUutwL1vTfHbRXBxpgPAx9u3i8inwQeX4kAtsd5C/CWW2vd8ojI1OjoaHw1r3m70Ln4E53LauPfFcp+RX3vzaFz8Sc6l9XGv75XM8oVRVkXGKDm02iEoihKu+Jn39sSEWyMeWsrrqsoyjrG+DcvTVEUpW3xse/VSPDSfKHVBtxCdC7+ROeyqhhqPl2hrDSwBj5LK0bn4k90LquKf32viuAlsHPh2gKdiz/RuawyPl6codRZE5+lFaJz8Sc6l1XGx75XTHM7GkVRlDZERJ7AqkyzEkaMMQ/fTnsURVHWA772vU5HGd0MQBD4LlblCoAB4O+Bx4CuVtu3wjlsBv4BOAmcAP7zWp2LbffDwGngLPBf/TwXIAr8M3DUfu/fY+//deAScMTeftjeH8aqj33c/nv9kmesh7AayPzuWpmP/dp+4Ov28ceBqF/mo5s/t3bwu7bdbeN715LftW1rG9+rfneV3+9WG+CnDXgn8OceZ/w7wD7gEeCnW23fCueQA+61H3cDzwB71+hcgsA5YDvQYTsF384Fq+V3l/04DHwT+AHbeb1rkeP/DfAZ+3EncAHYaj//CyAG/A9g9xqZTwg4BtxtP+8Fgn6Zj27+3NrB79p2t4XvXWt+17a5bXyv+t3V3QIoAIjIJuBVwMc9u4NAzd5ksfP8hjFmyBhz2H48gfUrdyNrcC7A9wFnjTHPGmPKwGeA1+DTuRgLp19S2N6WyzcyQFxEQliOqky9z0fAfr1lc7yB+bwCOGaMOWqfP2qMcVZDtHw+iv9oF78LbeV715Tfhfbyvep3VxcVwXX+EHg31ofF4UPA/wJ+Gvh0K4y6GURkK3AP1i/JtTiXjcDznucv2Pt8OxcRCYrIEaxmc39jjPmm/dLPicgxEfkTEXH6hX4OmAKGgOeA3zfGOD1QPw78PyBgjDm5ilNo4DrncydgROSrInJYRN7tGcoX81F8R9v5XVjzvnfN+V1oL9+rfncVaXUo2g8b8GrgI/bjh7Bvy63lDegCvgO8vtW23MQcfhz4uOf5W4APttquFdqewsoPvAvIYEVRAsBvAn9iH/Mg8CjWL/00Vg7e9lbbfhPzeRdwHmsBRCdWjtpLW227bv7c2tHv2nNZ0753Lftd29628b3qd2//ppFgiweBHxGRC1i3fl4iIr77pbtSRCQMfB541BizBmoILskLWItNHDYBl1tky3VhjBkDvgY8bIwpGGOqxuob+TGs241g5aU9YYyZN8YUgaeA+1ti8DVY4XxeAA4ZY0aMMdPAl4F7W2KwshZoK78LbeN716zfhfbyvep3bz8qggFjzC8ZYzYZY7YCbwT+3hjzEy0264YQEQH+GDhpjHl/q+25Sb4F7BSRbSLSgfW3+WKLbVoSEekXkZT9OAa8DDglIjnPYa8DnrYfP4f1xS8iEsda/HBqNW1ejhuYz1eB/SLSaefaHQS+t5o2K2uHdvK70Fa+d035XWgv36t+d3XRZhntx4NYt6+O2zlFAL9sjPlyC226IYwxFRH5Oaz/5EGs2z8nWmzWcuSAT4mIc8vqs8aYx0Xkz0TkANYChQvAf7SP/zDwCSxnJsAnjDHHVt/sJbmu+RhjrorI+7G+RA3wZWPMX7XGdEVZddrC965Bvwvt5XvV764i2ixDURRFURRFWXdoOoSiKIqiKIqy7lARrCiKoiiKoqw7VAQriqIoiqIo6w4VwYqiKIqiKMq6Q0WwoiiKoiiKsu5QEawoiqIoiqKsO1QEr1NEJCMify4iz4rId0Tk6yLyumucs1VEnl7umGXOfauIDHief1xE9q7w3IdE5PEbue4Kxx8Qkc/Zjw+IyA/fwBi/LiLvuvXWKYrSTqjvbRhffa/SUlQEr0PszkZ/CTxpjNlujLkPqyvQptt42bcCriM2xvyUMcYXXW2MMZeNMT9mPz0AXLcjVhRFuRbqextR36u0GhXB65OXAGVjzEedHcaYi8aYD4IbdfhHETlsbz/YPMByx4jIu0XkuIgcFZHfEZEfw+rL/qiIHBGRmIh8TUTut49/2B7jqIj83UonISJvsq/ztIi8z7N/UkR+0x7vGyKSsfcP2s+/JSK/ISKTnrk8bbcI/Q3gDbadb2iOMtjHbbUf/4qInBaRvwV2eY4ZFJEn7CjPP4rI7pXOSVGUtkZ9r/pexUeoCF6f7AMOL/N6EXi5MeZe4A3A/1zpMSLySuC1wPcbY+4GftcY8zng28CbjTEHjDEzziAi0g98DPhR+/gfX8kE7Nt778P6UjkAPCAir7VfjgPfsMd7Eni7vf8DwAeMMQ8Al5vHNMaUgf8O/IVt518sc30ngnMP8HrgAc/LfwT8vB3leRfwkZXMSVGUtkd9r/pexUeEWm2A0npE5MPAv8SKUDwAhIEPidWnvArcuchpSx3zMqw+7NMAxpgr17j8D2DdGjy/wuMdHgC+ZowZtufwKPBirFuNZcDJY/sO8HL78b/A+pIA+HPg91d4rcX4IeD/OvMUkS/a/3YBPwj8H+vOJwCRm7iOoihtivreG0J9r3LLUBG8PjkB/KjzxBjzsyLShxUxAHgHUADuxrpbMLvIGEsdI4C5Dluu93jveUsxb4xxxqxyc5/zCo13TKKex4vZHQDGjDEHbuKaiqK0J+p7V476XuW2o+kQ65O/B6Ii8jOefZ2ex0lgyBhTA94CBBcZY6lj/hr4SRHpBBCRDfb+CaB7kXG+DhwUkW1Nx1+Lb9rn9YlIEHgTcOga53yD+hfQG5c4ptnOC8C9tm33Atvs/U8Cr7Nz7LqBRwCMMePAeRH5cfscEZG7VzgnRVHaG/W96nsVH6EieB1i/1J/LZYjOy8i/wx8CvhF+5CPAP9ORL6BdattapFhFj3GGPME8EXg2yJyBCsvC+CTwEedxRkeW4aB/wB8QUSOAkvlgr1URF5wNmAr8EvAPwBHgcPGmMeuMfX/ArzTnm8OKC1yzD8Ae53FGcDngQ32XH4GeMa2+7Bt6xH7mH/0jPFm4N/b8zkBvOYadimKsg5Q36u+V/EXUr9zoSjtjR0hmTHGGBF5I/AmY4w6SUVRlNuI+l7Fr2hOsLKeuA9rQYkAY8BPttgeRVGU9YD6XsWXaCRYURRFURRFWXdoTrCiKIqiKIqy7lARrCiKoiiKoqw7VAQriqIoiqIo6w4VwYqiKIqiKMq6Q0WwoiiKoiiKsu5QEawoiqIoiqKsO/4/G2C1cEI5+ygAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "estimator = ExcessMapEstimator(\n", " correlation_radius=\"0.1 deg\",\n", " selection_optional=[],\n", " energy_edges=[0.1, 1, 10] * u.TeV,\n", ")\n", "\n", "result = estimator.run(dataset_stacked)\n", "\n", "result[\"sqrt_ts\"].plot_grid(\n", " figsize=(12, 4), cmap=\"coolwarm\", add_cbar=True, vmin=-5, vmax=5, ncols=2\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Distribution of residuals significance in the full map geometry:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-5.0, 5.0)" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# TODO: clean this up\n", "significance_data = result[\"sqrt_ts\"].data\n", "\n", "# #Remove bins that are inside an exclusion region, that would create an artificial peak at significance=0.\n", "# #For now these lines are useless, because to_image() drops the mask fit\n", "# mask_data = dataset_image.mask_fit.sum_over_axes().data\n", "# excluded = mask_data == 0\n", "# significance_data = significance_data[~excluded]\n", "selection = np.isfinite(significance_data) & ~(significance_data == 0)\n", "significance_data = significance_data[selection]\n", "\n", "plt.hist(significance_data, density=True, alpha=0.9, color=\"red\", bins=40)\n", "mu, std = norm.fit(significance_data)\n", "\n", "x = np.linspace(-5, 5, 100)\n", "p = norm.pdf(x, mu, std)\n", "\n", "plt.plot(\n", " x,\n", " p,\n", " lw=2,\n", " color=\"black\",\n", " label=r\"$\\mu$ = {:.2f}, $\\sigma$ = {:.2f}\".format(mu, std),\n", ")\n", "plt.legend(fontsize=17)\n", "plt.xlim(-5, 5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Joint analysis\n", "\n", "In this section, we perform a joint analysis of the same data. Of course, joint fitting is considerably heavier than stacked one, and should always be handled with care. For brevity, we only show the analysis for a point source fitting without re-adding a diffuse component again. \n", "\n", "### Data reduction" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Setting logging config: {'level': 'INFO', 'filename': None, 'filemode': None, 'format': None, 'datefmt': None}\n", "Fetching observations.\n", "Number of selected observations: 3\n", "Creating geometry.\n", "Creating datasets.\n", "No background maker set for 3d analysis. Check configuration.\n", "Processing observation 110380\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "No thresholds defined for obs 110380\n", "Processing observation 111140\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "No thresholds defined for obs 111140\n", "Processing observation 111159\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "No thresholds defined for obs 111159\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 8.59 s, sys: 2.13 s, total: 10.7 s\n", "Wall time: 10.9 s\n" ] } ], "source": [ "%%time\n", "\n", "# Read the yaml file from disk\n", "config_joint = AnalysisConfig.read(path=path / \"config_joint.yaml\")\n", "analysis_joint = Analysis(config_joint)\n", "\n", "# select observations:\n", "analysis_joint.get_observations()\n", "\n", "# run data reduction\n", "analysis_joint.get_datasets()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Datasets\n", "--------\n", "\n", "Dataset 0: \n", "\n", " Type : MapDataset\n", " Name : XF_Y13eC\n", " Instrument : CTA\n", " Models : \n", "\n", "Dataset 1: \n", "\n", " Type : MapDataset\n", " Name : qU8osooH\n", " Instrument : CTA\n", " Models : \n", "\n", "Dataset 2: \n", "\n", " Type : MapDataset\n", " Name : QjJrILar\n", " Instrument : CTA\n", " Models : \n", "\n", "\n" ] } ], "source": [ "# You can see there are 3 datasets now\n", "print(analysis_joint.datasets)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MapDataset\n", "----------\n", "\n", " Name : XF_Y13eC \n", "\n", " Total counts : 40481 \n", " Total background counts : 36014.51\n", " Total excess counts : 4466.49\n", "\n", " Predicted counts : 36014.51\n", " Predicted background counts : 36014.51\n", " Predicted excess counts : nan\n", "\n", " Exposure min : 6.28e+07 m2 s\n", " Exposure max : 6.68e+09 m2 s\n", "\n", " Number of total bins : 1085000 \n", " Number of fit bins : 693940 \n", "\n", " Fit statistic type : cash\n", " Fit statistic value (-2 log(L)) : nan\n", "\n", " Number of models : 0 \n", " Number of parameters : 0\n", " Number of free parameters : 0\n", "\n", "\n" ] } ], "source": [ "# You can access each one by name or by index, eg:\n", "print(analysis_joint.datasets[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After the data reduction stage, it is nice to get a quick summary info on the datasets. \n", "Here, we look at the statistics in the center of Map, by passing an appropriate `region`. To get info on the entire spatial map, omit the region argument." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Table length=3\n", "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "
namecountsbackgroundexcesssqrt_tsnprednpred_backgroundnpred_signalexposure_minexposure_maxlivetimeontimecounts_ratebackground_rateexcess_raten_binsn_fit_binsstat_typestat_sum
m2 sm2 sss1 / s1 / s1 / s
str8float32float64float64float64float64float64float64float64float64float64float64float64float64float64int64int64str4float64
XF_Y13eC40481.036014.506956405954466.49304359404823.07275348390505336014.5069564059536014.50695640595nan62838922.5498567156676807894.419242nan1800.0nannannan1085000693940cashnan
qU8osooH40525.036014.494476804094510.50552319591223.29619054285856436014.4944768040936014.49447680409nan62838194.409851496676808531.80466nan1800.0nannannan1085000693940cashnan
QjJrILar40235.036014.519445033844220.48055496616121.8246801365567536014.5194450338436014.51944503384nan62838404.535745746676813626.917055nan1800.0nannannan1085000693940cashnan
" ], "text/plain": [ "\n", " name counts background ... n_fit_bins stat_type stat_sum\n", " ... \n", " str8 float32 float64 ... int64 str4 float64 \n", "-------- ------- ----------------- ... ---------- --------- --------\n", "XF_Y13eC 40481.0 36014.50695640595 ... 693940 cash nan\n", "qU8osooH 40525.0 36014.49447680409 ... 693940 cash nan\n", "QjJrILar 40235.0 36014.51944503384 ... 693940 cash nan" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "analysis_joint.datasets.info_table()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Models\n", "\n", "Component 0: SkyModel\n", "\n", " Name : source-joint\n", " Datasets names : None\n", " Spectral model type : ExpCutoffPowerLawSpectralModel\n", " Spatial model type : PointSpatialModel\n", " Temporal model type : \n", " Parameters:\n", " index : 2.267 \n", " amplitude : 2.82e-12 1 / (cm2 s TeV)\n", " reference (frozen) : 1.000 TeV \n", " lambda_ : 0.040 1 / TeV \n", " alpha (frozen) : 1.000 \n", " lon_0 : -0.052 deg \n", " lat_0 : -0.053 deg \n", "\n", "Component 1: FoVBackgroundModel\n", "\n", " Name : XF_Y13eC-bkg\n", " Datasets names : ['XF_Y13eC']\n", " Spectral model type : PowerLawNormSpectralModel\n", " Parameters:\n", " norm : 1.000 \n", " tilt (frozen) : 0.000 \n", " reference (frozen) : 1.000 TeV \n", "\n", "Component 2: FoVBackgroundModel\n", "\n", " Name : qU8osooH-bkg\n", " Datasets names : ['qU8osooH']\n", " Spectral model type : PowerLawNormSpectralModel\n", " Parameters:\n", " norm : 1.000 \n", " tilt (frozen) : 0.000 \n", " reference (frozen) : 1.000 TeV \n", "\n", "Component 3: FoVBackgroundModel\n", "\n", " Name : QjJrILar-bkg\n", " Datasets names : ['QjJrILar']\n", " Spectral model type : PowerLawNormSpectralModel\n", " Parameters:\n", " norm : 1.000 \n", " tilt (frozen) : 0.000 \n", " reference (frozen) : 1.000 TeV \n", "\n", "\n" ] } ], "source": [ "models_joint = Models()\n", "\n", "model_joint = model.copy(name=\"source-joint\")\n", "models_joint.append(model_joint)\n", "\n", "for dataset in analysis_joint.datasets:\n", " bkg_model = FoVBackgroundModel(dataset_name=dataset.name)\n", " models_joint.append(bkg_model)\n", "\n", "print(models_joint)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "# and set the new model\n", "analysis_joint.datasets.models = models_joint" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 9.11 s, sys: 877 ms, total: 9.99 s\n", "Wall time: 10 s\n" ] } ], "source": [ "%%time\n", "fit_joint = Fit(analysis_joint.datasets)\n", "result_joint = fit_joint.run()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fit quality assessment and model residuals for a joint `Datasets` " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can access the results dictionary to see if the fit converged:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "OptimizeResult\n", "\n", "\tbackend : minuit\n", "\tmethod : minuit\n", "\tsuccess : True\n", "\tmessage : Optimization terminated successfully.\n", "\tnfev : 184\n", "\ttotal stat : 748252.52\n", "\n" ] } ], "source": [ "print(result_joint)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check best-fit parameters and error estimates:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Models\n", "\n", "Component 0: SkyModel\n", "\n", " Name : source-joint\n", " Datasets names : None\n", " Spectral model type : ExpCutoffPowerLawSpectralModel\n", " Spatial model type : PointSpatialModel\n", " Temporal model type : \n", " Parameters:\n", " index : 2.279 \n", " amplitude : 2.85e-12 1 / (cm2 s TeV)\n", " reference (frozen) : 1.000 TeV \n", " lambda_ : 0.037 1 / TeV \n", " alpha (frozen) : 1.000 \n", " lon_0 : -0.053 deg \n", " lat_0 : -0.053 deg \n", "\n", "Component 1: FoVBackgroundModel\n", "\n", " Name : XF_Y13eC-bkg\n", " Datasets names : ['XF_Y13eC']\n", " Spectral model type : PowerLawNormSpectralModel\n", " Parameters:\n", " norm : 1.117 \n", " tilt (frozen) : 0.000 \n", " reference (frozen) : 1.000 TeV \n", "\n", "Component 2: FoVBackgroundModel\n", "\n", " Name : qU8osooH-bkg\n", " Datasets names : ['qU8osooH']\n", " Spectral model type : PowerLawNormSpectralModel\n", " Parameters:\n", " norm : 1.119 \n", " tilt (frozen) : 0.000 \n", " reference (frozen) : 1.000 TeV \n", "\n", "Component 3: FoVBackgroundModel\n", "\n", " Name : QjJrILar-bkg\n", " Datasets names : ['QjJrILar']\n", " Spectral model type : PowerLawNormSpectralModel\n", " Parameters:\n", " norm : 1.111 \n", " tilt (frozen) : 0.000 \n", " reference (frozen) : 1.000 TeV \n", "\n", "\n" ] } ], "source": [ "print(models_joint)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since the joint dataset is made of multiple datasets, we can either:\n", "- Look at the residuals for each dataset separately. In this case, we can directly refer to the section `Fit quality and model residuals for a MapDataset` in this notebook\n", "- Look at a stacked residual map. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the latter case, we need to properly stack the joint dataset before computing the residuals:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "# TODO: clean this up\n", "\n", "# We need to stack on the full geometry, so we use to geom from the stacked counts map.\n", "stacked = MapDataset.from_geoms(**dataset_stacked.geoms)\n", "\n", "for dataset in analysis_joint.datasets:\n", " # TODO: Apply mask_fit before stacking\n", " stacked.stack(dataset)\n", "\n", "stacked.models = [model_joint]" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "stacked.plot_residuals_spatial(vmin=-1, vmax=1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then, we can access the stacked model residuals as previously shown in the section `Fit quality and model residuals for a MapDataset` in this notebook." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, let us compare the spectral results from the stacked and joint fit:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "def plot_spectrum(model, result, label, color):\n", " spec = model.spectral_model\n", " energy_range = [0.3, 10] * u.TeV\n", " spec.plot(\n", " energy_range=energy_range, energy_power=2, label=label, color=color\n", " )\n", " spec.plot_error(energy_range=energy_range, energy_power=2, color=color)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_spectrum(model, result, label=\"stacked\", color=\"tab:blue\")\n", "plot_spectrum(model_joint, result_joint, label=\"joint\", color=\"tab:orange\")\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Summary\n", "\n", "Note that this notebook aims to show you the procedure of a 3D analysis using just a few observations. Results get much better for a more complete analysis considering the GPS dataset from the CTA First Data Challenge (DC-1) and also the CTA model for the Galactic diffuse emission, as shown in the next image:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](images/DC1_3d.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The complete tutorial notebook of this analysis is available to be downloaded in [GAMMAPY-EXTRA](https://github.com/gammapy/gammapy-extra) repository at https://github.com/gammapy/gammapy-extra/blob/master/analyses/cta_1dc_gc_3d.ipynb)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercises\n", "\n", "* Analyse the second source in the field of view: G0.9+0.1 and add it to the combined model.\n", "* Perform modeling in more details - Add diffuse component, get flux points." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": 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