{ "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/v0.16?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/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 astropy.units as u\n", "from pathlib import Path\n", "from regions import CircleSkyRegion\n", "from gammapy.analysis import Analysis, AnalysisConfig\n", "from gammapy.modeling.models import (\n", " SkyModel,\n", " ExpCutoffPowerLawSpectralModel,\n", " PointSpatialModel,\n", ")\n", "from gammapy.modeling import Fit\n", "from gammapy.maps import Map" ] }, { "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: $GAMMAPY_DATA/hess-dl3-dr1\n", " obs_ids: []\n", " obs_file: null\n", " obs_cone: {frame: null, lon: null, lat: null, radius: null}\n", " obs_time: {start: null, stop: null}\n", " datasets:\n", " type: 1d\n", " stack: true\n", " geom:\n", " wcs:\n", " skydir: {frame: null, lon: null, lat: null}\n", " binsize: 0.02 deg\n", " fov: {width: 5.0 deg, height: 5.0 deg}\n", " binsize_irf: 0.2 deg\n", " selection: {offset_max: 2.5 deg}\n", " axes:\n", " energy: {min: 0.1 TeV, max: 10.0 TeV, nbins: 30}\n", " energy_true: {min: 0.1 TeV, max: 10.0 TeV, nbins: 30}\n", " map_selection: [counts, exposure, background, psf, edisp]\n", " background: {method: reflected, exclusion: null}\n", " safe_mask:\n", " methods: [aeff-default]\n", " settings: {}\n", " on_region: {frame: null, lon: null, lat: null, radius: null}\n", " containment_correction: true\n", " fit:\n", " fit_range: {min: 0.1 TeV, max: 10.0 TeV}\n", " flux_points:\n", " energy: {min: 0.1 TeV, max: 10.0 TeV, nbins: 30}\n", " source: source\n", " params: {}\n", " \n" ] } ], "source": [ "config = AnalysisConfig()\n", "# The config file is now empty, with only a few defaults specified.\n", "print(config)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Selecting the observations\n", "config.observations.datastore = \"$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", "\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: {method: reflected, exclusion: null}\n", " safe_mask:\n", " methods: [aeff-default]\n", " settings: {}\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", " params: {}\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", "Processing observation 110380\n", "No thresholds defined for obs DataStoreObservation\n", "\n", "\tobs id : 110380 \n", " \ttstart : 59235.50\n", "\ttstop : 59235.52\n", "\tduration : 1800.00 s\n", "\tpointing (icrs) : 267.7 deg, -29.6 deg\n", "\n", "\tdeadtime fraction : 2.0%\n", "\n", "Processing observation 111140\n", "No thresholds defined for obs DataStoreObservation\n", "\n", "\tobs id : 111140 \n", " \ttstart : 59275.50\n", "\ttstop : 59275.52\n", "\tduration : 1800.00 s\n", "\tpointing (icrs) : 264.2 deg, -29.5 deg\n", "\n", "\tdeadtime fraction : 2.0%\n", "\n", "Processing observation 111159\n", "No thresholds defined for obs DataStoreObservation\n", "\n", "\tobs id : 111159 \n", " \ttstart : 59276.50\n", "\ttstop : 59276.52\n", "\tduration : 1800.00 s\n", "\tpointing (icrs) : 266.0 deg, -27.0 deg\n", "\n", "\tdeadtime fraction : 2.0%\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 6.22 s, sys: 1.45 s, total: 7.67 s\n", "Wall time: 7.79 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 : 143121 \n", " Total predicted counts : 127963.15\n", " Total background counts : 127963.15\n", "\n", " Exposure min : 0.00e+00 m2 s\n", " Exposure max : 1.90e+10 m2 s\n", "\n", " Number of total bins : 2000000 \n", " Number of fit bins : 1865000 \n", "\n", " Fit statistic type : cash\n", " Fit statistic value (-2 log(L)) : 752887.29\n", "\n", " Number of models : 1 \n", " Number of parameters : 3\n", " Number of free parameters : 1\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_model.map.plot_interactive(add_cbar=True)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# You can also get an excess image with a few lines of code:\n", "counts = dataset_stacked.counts.sum_over_axes()\n", "background = dataset_stacked.background_model.map.sum_over_axes()\n", "excess = counts - background\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", "dataset_stacked.models = model\n", "dataset_stacked.background_model.norm.value = 1.3" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "------------------------------------------------------------------\n", "| FCN = 3.542E+05 | Ncalls=180 (180 total) |\n", "| EDM = 6.61E-05 (Goal: 1E-05) | 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 8.35 s, sys: 4.32 s, total: 12.7 s\n", "Wall time: 12.9 s\n" ] } ], "source": [ "%%time\n", "fit = Fit([dataset_stacked])\n", "result = fit.run(optimize_opts={\"print_level\": 1})" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Table length=10\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
namevalueerrorunitminmaxfrozen
str9float64float64str14float64float64bool
lon_0-5.170e-022.329e-03degnannanFalse
lat_0-5.247e-022.234e-03deg-9.000e+019.000e+01False
index2.246e+001.133e-01nannanFalse
amplitude2.922e-123.288e-13cm-2 s-1 TeV-1nannanFalse
reference1.000e+000.000e+00TeVnannanTrue
lambda_5.158e-026.042e-02TeV-1nannanFalse
alpha1.000e+000.000e+00nannanTrue
norm1.219e+005.604e-030.000e+00nanFalse
tilt0.000e+000.000e+00nannanTrue
reference1.000e+000.000e+00TeVnannanTrue
" ], "text/plain": [ "\n", " name value error unit min max frozen\n", " str9 float64 float64 str14 float64 float64 bool \n", "--------- ---------- --------- -------------- ---------- --------- ------\n", " lon_0 -5.170e-02 2.329e-03 deg nan nan False\n", " lat_0 -5.247e-02 2.234e-03 deg -9.000e+01 9.000e+01 False\n", " index 2.246e+00 1.133e-01 nan nan False\n", "amplitude 2.922e-12 3.288e-13 cm-2 s-1 TeV-1 nan nan False\n", "reference 1.000e+00 0.000e+00 TeV nan nan True\n", " lambda_ 5.158e-02 6.042e-02 TeV-1 nan nan False\n", " alpha 1.000e+00 0.000e+00 nan nan True\n", " norm 1.219e+00 5.604e-03 0.000e+00 nan False\n", " tilt 0.000e+00 0.000e+00 nan nan True\n", "reference 1.000e+00 0.000e+00 TeV nan nan True" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result.parameters.to_table()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Check model fit\n", "\n", "We check the model fit by computing and plotting a residual image:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(, None)" ] }, "execution_count": 19, "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": [ "dataset_stacked.plot_residuals(method=\"diff/sqrt(model)\", vmin=-1, vmax=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot the best fit spectrum. For that need to extract the covariance of the spectral parameters." ] }, { "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": 20, "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", "Processing observation 110380\n", "No thresholds defined for obs DataStoreObservation\n", "\n", "\tobs id : 110380 \n", " \ttstart : 59235.50\n", "\ttstop : 59235.52\n", "\tduration : 1800.00 s\n", "\tpointing (icrs) : 267.7 deg, -29.6 deg\n", "\n", "\tdeadtime fraction : 2.0%\n", "\n", "Processing observation 111140\n", "No thresholds defined for obs DataStoreObservation\n", "\n", "\tobs id : 111140 \n", " \ttstart : 59275.50\n", "\ttstop : 59275.52\n", "\tduration : 1800.00 s\n", "\tpointing (icrs) : 264.2 deg, -29.5 deg\n", "\n", "\tdeadtime fraction : 2.0%\n", "\n", "Processing observation 111159\n", "No thresholds defined for obs DataStoreObservation\n", "\n", "\tobs id : 111159 \n", " \ttstart : 59276.50\n", "\ttstop : 59276.52\n", "\tduration : 1800.00 s\n", "\tpointing (icrs) : 266.0 deg, -27.0 deg\n", "\n", "\tdeadtime fraction : 2.0%\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 5.89 s, sys: 1.32 s, total: 7.21 s\n", "Wall time: 7.31 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": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Datasets\n", "--------\n", "idx=0, id='0x1c1d39c7f0', name='C8-9OyL-'\n", "idx=1, id='0x1c1e599dd8', name='GIyp7dMI'\n", "idx=2, id='0x1c1e57b3c8', name='4umQzhHT'\n", "\n" ] } ], "source": [ "# You can see there are 3 datasets now\n", "print(analysis_joint.datasets)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MapDataset\n", "----------\n", "\n", " Name : C8-9OyL- \n", "\n", " Total counts : 47736 \n", " Total predicted counts : 42655.01\n", " Total background counts : 42655.01\n", "\n", " Exposure min : 0.00e+00 m2 s\n", " Exposure max : 6.68e+09 m2 s\n", "\n", " Number of total bins : 1085000 \n", " Number of fit bins : 1085000 \n", "\n", " Fit statistic type : cash\n", " Fit statistic value (-2 log(L)) : 313754.46\n", "\n", " Number of models : 1 \n", " Number of parameters : 3\n", " Number of free parameters : 1\n", "\n", " \n" ] } ], "source": [ "# You can access each one by name or by index, eg:\n", "print(analysis_joint.datasets[0])" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "# Add the model on each of the datasets\n", "model_joint = model.copy()\n", "for dataset in analysis_joint.datasets:\n", " dataset.models = model_joint\n", " dataset.background_model.norm.value = 1.1" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 22.2 s, sys: 4.72 s, total: 26.9 s\n", "Wall time: 27.4 s\n" ] } ], "source": [ "%%time\n", "fit_joint = Fit(analysis_joint.datasets)\n", "result_joint = fit_joint.run()" ] }, { "cell_type": "code", "execution_count": 25, "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 : 180\n", "\ttotal stat : 354188.26\n", "\n" ] } ], "source": [ "print(result)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Table length=16\n", "
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namevalueerrorunitminmaxfrozen
str9float64float64str14float64float64bool
lon_0-5.245e-02nandegnannanFalse
lat_0-5.247e-02nandeg-9.000e+019.000e+01False
index2.292e+00nannannanFalse
amplitude2.896e-12nancm-2 s-1 TeV-1nannanFalse
reference1.000e+00nanTeVnannanTrue
lambda_3.478e-02nanTeV-1nannanFalse
alpha1.000e+00nannannanTrue
norm1.113e+00nan0.000e+00nanFalse
tilt0.000e+00nannannanTrue
reference1.000e+00nanTeVnannanTrue
norm1.117e+00nan0.000e+00nanFalse
tilt0.000e+00nannannanTrue
reference1.000e+00nanTeVnannanTrue
norm1.109e+00nan0.000e+00nanFalse
tilt0.000e+00nannannanTrue
reference1.000e+00nanTeVnannanTrue
" ], "text/plain": [ "\n", " name value error unit min max frozen\n", " str9 float64 float64 str14 float64 float64 bool \n", "--------- ---------- ------- -------------- ---------- --------- ------\n", " lon_0 -5.245e-02 nan deg nan nan False\n", " lat_0 -5.247e-02 nan deg -9.000e+01 9.000e+01 False\n", " index 2.292e+00 nan nan nan False\n", "amplitude 2.896e-12 nan cm-2 s-1 TeV-1 nan nan False\n", "reference 1.000e+00 nan TeV nan nan True\n", " lambda_ 3.478e-02 nan TeV-1 nan nan False\n", " alpha 1.000e+00 nan nan nan True\n", " norm 1.113e+00 nan 0.000e+00 nan False\n", " tilt 0.000e+00 nan nan nan True\n", "reference 1.000e+00 nan TeV nan nan True\n", " norm 1.117e+00 nan 0.000e+00 nan False\n", " tilt 0.000e+00 nan nan nan True\n", "reference 1.000e+00 nan TeV nan nan True\n", " norm 1.109e+00 nan 0.000e+00 nan False\n", " tilt 0.000e+00 nan nan nan True\n", "reference 1.000e+00 nan TeV nan nan True" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fit_joint.datasets.parameters.to_table()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The information which parameter belongs to which dataset is not listed explicitly in the table (yet), but the order of parameters is conserved. You can always access the underlying object tree as well to get specific parameter values:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.113435547178263\n", "1.1165570709053658\n", "1.108888301353069\n" ] } ], "source": [ "for dataset in analysis_joint.datasets:\n", " print(dataset.background_model.norm.value)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Residuals\n", "\n", "Since we have multiple datasets, we can either look at a stacked residual map, or the residuals for each dataset. Each `gammapy.cube.MapDataset` object is equipped with a method called `gammapy.cube.MapDataset.plot_residuals()`, which displays the spatial and spectral residuals (computed as *counts-model*) for the dataset. Optionally, these can be normalized as *(counts-model)/model* or *(counts-model)/sqrt(model)*, by passing the parameter `norm='model` or `norm=sqrt_model`." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "# To see the spectral residuals, we have to define a region for the spectral extraction\n", "region = CircleSkyRegion(spatial_model.position, radius=0.15 * u.deg)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for dataset in analysis_joint.datasets:\n", " ax_image, ax_spec = dataset.plot_residuals(\n", " region=region, vmin=-0.5, vmax=0.5, method=\"diff\"\n", " )" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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4jcclAieVEIuvQxVjl4ICk2EktSM2ipDvvwNykRo53xNjEYhIkn3EY67mpPY2x0qJbefP3tOKzHbSwJXzrPe+PHsLn765dpuDm9llX3ohtXbXwlfjL6uKehy9NImkqQpzvzVpPmnxd1o1/q4w7Bz3Fcz886ko1sDAwMBAB5eSRCts5TT7B94qkvtIL1fqnVHsmvLMxWpxegJdEYRkF1B7QSZNVXq3JWEq+aCb7foVBXBvzucVwlL5eFX5VQKthDApnUWRXiredgwRhJizY/SJ9toY62tzq/mh912TvTYl22oHybmdTdnv9fMLga7VYCDCi2ptrUOWQDcLsJgtF/WOgSyu4pkWVNoXQb3RSS2mpWXH/t7aKjTQsl30pV/yxdY7Klge247tFCr0+WDYOS4I30ZEXwvgPQC+k5k/2juIiN4M4M0A8Nhjjz3A4Q0MDAw8GFxKEl0RZlsYQre6gVqRTugVg6iJhk/kygRuAdiXwqsitnusFeC+PSB/1mR30K309X6KAr3ImKFzlH3Lyzl0zVismus45FcAOfiOKOaFQEjBbJo6zgYOajBhj0A7ipWnWcchfRAAD87p6Fx1bTYwMbLc75kmTDyDQVI0BXVfOmeix9aWDl006Hzo4qG6L4lAL4l0GTdQk+Y120M7F+WeExyFojQbP7XeA2JeKNNaFTLPCXloeXjkJUNLkMti0T4jSwUbeSzVfJwinaN9rebqXpXntq+hRF8E/jaA74c8It8P4L8D8Fd6BzLzUwCeAoAnn3zyQa2sBgYGBh4YLm2S1aKKpvedYK67UcQKCXaI5OUHqYpgS4gactTaK0LyBeeflGd5xoQZEyJ8/qnIoiE0J/lGT6XwMuUfC0t4lEBLYFwQIm3mdB+J6hHoiCVpomShcMAio4YqorE7p8WuYisYRqjXOs0ju8WCQq/NUcwLBX2vKfW8ufbqWrl+vrS9vNDgmBccdfBdsYbkHjn9oDxP9T2vC/7o3Os4Svucf+QY+xTeXcq4feR2sQuy8izpuNv3+/49ngerIudO9XOqtojeQES/RUS/TUTfvee4zyKiQET/yTlcwqUCM3+ImQMzRwB/F8BnX/SYBgYGBi4Kl1KJtuipXKpI98opr2HtmN72eDcnc0OgW1JsVb9yDteWDpaCHz01r9dfRE26T4NelUBr4XCdctMlw0cJIrRjsARaqVxLtEogYFK9qdZo7fhUObfWDnud0o/c15AIqWv873mnogkm3Feq246zN/c9WwfbQFFjL0rUfc/uRAr2NO6YXqnvngLdQybU6vVmoFWjz9Nm0S6mWrLczq+S8WoX6Z4HcX5KNBF5AD8E4EsAPAPg3UT0s8z8653j/msAP3cuHV8yENGnMvMH09svB/CrFzmegYGBgYvEpSTR+1PcGZ+0+d1iLVVc+b4mgD21cNlmTZ5bJbUaqiEcqgCDZKNdAiIL8a4IZod2tETdtp8LrbTknQmgmjRaC0dWoaHZOSin41tTvkuFQKqyccg1FrLuXYAjxkShIvCL8cEQc6ZF2e/AHpEZ0ZEoycyIpk2HQtJlTvpkufrMHNvzQivqHZCQeuFUwa8QaAn+dGle6mfHZ595KH0aAl3Ic+tB19+L9cNxECtHuoegVFkQBOaTF5F2IbqmZvd2InrKs77m+c7BkNY/3rE73QXofMt+fzaA32bm30lt/zSALwPw681x3w7g7wH4rPPq+PkKIvopAF8E4MVE9AyAvwHgi4joNZAH8HcBfPOFDXBgYGDggnE5SXRLukB1kGGTg7k+tueFXirM9fd9P7QlH1YVbgl0r7x2RXCpEFsWBn2qSoO9seT3luw0ZLrNSpHVWpMj+zRqeAt7nTadHRrilRXoPapvC1twpbQrnwU4eFqmcavI3IrS3BJnO86WQAvJ1EsyYyYkNdrn3QR7jppEbNur11kR6Bp1xo7mWeSYFGhJeee075QH+zTP0equjv7eWfD07Bq9cueMOtD3vFTx01o1IETwPeb9U8mzq3gZgA+Y988A+NNVX0Qvg6iv/wEeAhLNzH+58/GPPPCBDAwMDDxPcelINDHDxRTwpiqzKrf7yHMnOLAluWvEuZchwqGTrYBrAm0r9eXxp1NcIspKmkFaRU+2+W1VvEUqtobkLMijCZazsAGGtuQ2g/L8UPb49smTFt+wJoVIhviv+GWtUm7HrmS6HW8EwXEshU24vRrk0t3SrhNVnzgXX9lXNCUHVHYWDmtYjJ+N1k7Ipbg1t/JJOJ2HmVI5eA1WLM93CURMOxmqirM8neUcs+Oyx0O/lke7N3/974yHu12EmGJImk7ynon02ewcH2HmJ/e3tkA7wL8J4LuYOdAJmXoGBgYGBj7+celItKAop/tKZO9LTdeSip5l4zy2nHtwDSlpK8iVeM9kqVgJ4pLsx/1yykvKKZ+1CwIl8TJXdTaLXp+VyputIEBMgYEO8jvWbB+JaikVbAm0ti/tQMh56ssDiGp3WWlf1WebbWTVotBkw2iJdE+RJfPslXaSNYN4MWuUVkjFGtO3sNg+5Xk1z2Eiwb3S9PX1lJR3SAr08tnqzMMpyp2fdmeiJdD5+KoCKFKlyrsLhLSjOsfsHM8AeIV5/3IAv98c8ySAn04E+sUA/jwRzcz8M+c1iIGBgYGBy4NLSKJFiZYMCC4TGH0PAN10Y1UhCqp+1+/te8WaCr0GqwzrsZHq91U6O0OoNKjOVUen7fGGeOs7m+d3jZDauVAizUwIkLRyUkAlAjTJMRQkJM2otDomT3NS/qXotBYpIZbgvghJDeiTwB6BxTWqSqpp6sq4QzVup8SROKn6DoEyTa7mw4HhKcBTxEQzHAJ8nKt7slbwRElfTienY92ziOoXQ0kFylmKm8g1SltBUzD22kpXEMlnBbslvyUfetl1cAgLNbqUA68rDEZdtpywADnp9zW0PvKeEm13i86aF3u13/Mj0e8G8CoiegLA7wH4KgBfbQ9g5idyv0Q/CuB/HwR6YGBg4OHFJSTRMMR5+V2PSFffWwLNS4Jtsa/QB7AkW0poNTtCW8iiJdC2jV6/rvN97iNlXsiK7crY1trO18tC8BwnSwLFlG8YQsO0Wp8W9GBONolUTTBfKwAuC4PE/rFWlHmv2m0r5LFWIUxzl/qx80Gkr4lYgqssI3KgZs9IAZJw0CInDErfh+4crpHpRUXLNE8a6KfXojaL5Rwk647q5eQ0Z8eqIo4V8i5I9zCNoy0tfzdo7RqnLdW9sMek8eh9V4/0PY2NcBZP9F4w80xE3wbJuuEBvI2Zf42IviV9/9Zz6WhgYGBg4OMGl5JEW6hfNGZy1CjMewpeiKKZioYYYr1WUGJN4aVMhwwxpKIOenNeqz4v1GIbnEdKpFOTVM6X61CLQKcKXgf2Gu08ETMCTWAWhd9WvrO5kx0HeJ5BYMRUjCbAIZKUA5dzIiad9zYvdVNqO/dv54ckt0X+ngjMIamsktUiJP8zADhi+GTd8MnG4XmusoyIAq1z6s1CyoEpBeKlgLxMQBuU1HU6x03Aoi1Hnsi4M3Yi5oB2N0TgELnYOCLp82EL7bj83sc5EenQZPAwthKUlHt2QdPOu3mjF7VXdV6zOgkptplGlp5ozkGX+/Zxzojzzc4BZn4XgHc1n3XJMzN//bl1PDAwMDBwKXHJSXRLmF3z2lo2bOAgZVKg9ob8XSeLxVp+YWnL5WNCw1babfE1At1TKntkvfosEUvNB7wPvcAym+UiJCUajLwgcRwyYeuNLZN6zloxiCRtn1X8l+ed7LGtPMSo56zn7VbiuViUZPJLmUBr+jm1XDhhj6CkHtuZXLV0mJSKlkjn7BMmb/M+i5DL/40ypvx8tCp3UnA796Oq2skRRFSp7tV8dKpb2oVMpRRjGbTaV9TNQmglp3VrczqNReQ0OC8lemBgYGBg4Ky41CRaVWh5Vb9r7XvtVlxrCHRur1XXkiq9j0CX98uiFi0xOU1Kt4rQdPI5t+1rCjPs2WrvkabqffI1K5GOEOVXcw9X89IpupK/Iw0yVALWsWuQKbGdLRj77S096HG9gi3tdTKV6pOBlUjbhUKadzKLgT2kUfsvgXyF1MqCQrN0KLFftwVplhSGz232rsWWMK8XKO2xzaJtjUxXnvK0i6AWpIZI9+ZhjRC3JL8lz+eJUfZ7YGBgYOAicSlJNJNDdD7bOKzK2CPPSxuH+c4W9mjVzZaQGKVzWchEiLSnKMTceKJbBbo9v+17jYxbEk/pOhxKGjjmmvCskWpLbPQ1sl1sHMBjBhzgeQZiXxUHNNVfmWVRdvNBi+uxlg2bjk4/t/dC70+ERzB02S58qiDNNCYtNAIqdp6QyoLveJMrCQKAI59Ko3DKGFFbTnrPBIGTrYVKMKKxVWRfc8eX3PPZl88IVVYOYy3yKWCwEH3jwYDaSUyBE+rR67KArJ83n+Yull2Y5jk/b5wXsR4kemBgYGDgonAJSTQtbRpkvab9LBuKs36eelwQvfydvje2Cg32yxkT2rb2EJN9nux941MlVUm7qIhLddoeA0K1iACETAcwiCRnB5EDJUUaqO0Rq+12xqfQ3M0+vSoxbI9TAs0g8V2zy5UQS5/GVlIRXwk6tfQ68IQAV5ToZJ1Avn0MwlQtlHrPhMvjbguvcFUIhciQW9NMz4pi0dot1HaiH+V7knJo3wvHLQGsuqjSDCCxqNErBXos8uKHqARq6rFmsWb/nZ4PaNg5BgYGBgYuDJeQRCuRqxVkG0Con+fj9xHkhnjmz7NiWgi0Eqj+mJSELoP9TiIOle3DEEqrzBI4FxYpyuGyDVvAZdWKYMijXnc1VtY+hajBAcwlK0Ts2AOU6O0j0aUcd+gWQslKM+ejJBUfl2BAJX5EEmToTFChXnuArxTsyC6VCXeYVXFPi5UpqfhlHL4aS03aGR4BE2bpV0ulxx1cDHmhEdwGAMPRBCaXrlcCCGutuUCvN/fd7FA4johq6SACO3kWPHbwEeB7YNNWCXfp+bL3DVj3Out49RoYDFBa7NhUk720k/dasIQIblrL/zIwMDAwMHB/cSlJtPo896Wx6/0OKDHYn6qrR1CXqenUo+ryMYyUK5llQ9+rz3ilXaCQeNtG19/LfR/yaXFSur4q4DDnYvYpWK6Qo3wManJZVVhs58/kr84p6JpCKPUCyFXqs+aEtmMsSnZMv5tAz0SgZ/Y5iHAXiwJtLiL5t9MCKC9S1EbiKiWWmJN9pmTLII6ZQFMsWTmYxeoh1QOTt55i3Z5ZPLHNJ23UXD1eve+BHMATQIAnn7La8aJUeG8BVZ5fs2PSHLdUp/W5XLMGxerZzGq0Zgcx7agarcedC0blwIGBgYGBC8IlJNGcX3tBU/vU333Wi5a32oA39fBqcYuaJJaALyCRiOTPRvJFh4aALJJ8USmA0iPQUZVnLuQdqNXqLvFOV2CJfPmub8fI3zMlgumldIf6hc0CpFJpjdrcXqNdeKhybAuFyJcRDFWLhfwG9ot+fLaDiJq9wa5a4MgIhYTPPElbTEKiuajORKkgjCr2hEKc072YuSbRTolwKizieYaPM3zYwsVdJtFgBrlQnk1XvNnSVayeI91JCZjg2GFHG7nvbLLHRAKRA0dCoAif2vIkgZ+a0i/fPxNou7g/7fPfEHYAOcuM3M+OrSXf3+QAZyXGLuctzxlFLHmG3TW6NyvGCCwcGBgYGLhIXEISjaR0LT8/rX0CsIq0z6np+laEOoWZvC63tglpy5oBRyknMBEiS+ZeoFb92r7WiqbEvMWu12a32mMm6mtYFFcx6BHp9vdsLaC6f6tStmO32TbkmJJTuZ3LMhaXSG4hsQAqEittCxGfKGRbiEvBicUPn8gnOzAje6lzuyu2E6v+6qKmUmO5XAOlRZzkaxYVuijRuxRYGODYgTnAsYcGAxK4JrxpFpkiQIDjFKxZebaF8dtKjQGiSDuzkKyJ+bIYTPZXp6YJfZKcn43O4hKoCwIpkS7Pk9m5yHm6yyLzXslzNZ7hiR4YGBgYuCBcShJ9N6hIU1IdrXrZrS7YJdXrym+uEscASOivbOEXqtGeW5Tl/vY6Vj7TtGgOYZVIV9voJyws6jG1BJeaHMZL7EsDaFXQ1gcN1Fv7hqIurA/Z/0wRE+1EkcZs8lRzqoniqNEAACAASURBVBQYwWy8zVy3dxKEQHfmyJxeSluzEOj0CqQiK0SpPL2DU2uHXXg0uZ6ZCeyE4DuU4jJCpMt9DCw7Ex6EORecKYsUhtqdWgIti4w895SOg6uCHdvnpI0TaD3iEZSLCVU2KqL076Am0Gtt3xWIhhI9MDAwMHBhuJQkuuen7OWDBmrvaUukAVWV18tn97AWcCW8RwP1HECz5COmuVvkorWFEAAbkNhus9deb/Vpl0pxa6iU3RXi0vq+bX5s/U2v1fpcbcK5liz3rjUrpSYVYbFgTFXhG2esG1KVMGCiWV7jTvzIJmuIBjwSJrF9JB+zVXQVeUHTTMc+YucykRfrhHqhXQygsAOFOTUqz5Pzcw6CdVST6DYfNINypUV2JFk4MBk/eMpOAs2a4eCc2IYcQinyko7QOanvQV2Ux+7GtFjbuajGnBaigZxkKzGZSDRDShs7cNIcnxVDiR4YGBgYuChcQhJtKJsWWWnIQk9x7JG69o+5KnInFf9YC/6r+kpFSRwpyWuC2jrnWJIl40mlxBuV/G7Rs7u0xFdIYl9xLkSoLTZTe7P3qvUoqqi0VOwb2ReeSK960Te0yyr0Jh6X8uPMWXXVxYtDgHMRkXUxINYR8TJTde/23cPF9ZmFRVkkcD9rBUdolg+bP7rMY7/8iuaVTkkGUxDmJHaVVLyl8q1b1R5Uqb/Ltrki2vuwj+Tue/bFcgLZ6VGy31g3zpVAE+CmQaIHBgYGBi4GD5REE9HbAHwpgA8z859Kn70UwE8AuAngjcx866R2otuUAiPtT7PdDPQtGDVhLRUHbUmPFvUWtW6bL9OB6XvHxWrBRJK1wYy1ajsHFdbKdlamaZlf2DXXU10npWp88Ijpfc/WoITQU8iFT1QBLuTWV+PN1fXMsepLbr3OvTk0IZspfV1So80iQ33PHjM2tJUAPp4xheMqnZx6f5kI8HLtHjNAwMY5OI4I5EEmsFDnyJLiHiyZ952iLvaaKFk45MSW2BVlmM3vVtm3cBwBmkHkscGMkAIKc1VJ7K/UWI0t97ck32voLej2tX/axcj5g4ChRA8MDAwMXBAetBL9owB+EMCPm8++A8C3A/g0AF8D4K0nNZIJdEeFXkNNjFdStXWIcFvEAxRLsBeZfM1me76QI1TnRrG8Iprt80xWVoqVUFIlOVlOethHZJRotaRJFXftO5sqSLIra7sxkz3XzFXJ82w9vmvKfe8zvS4h03XZdPlGAgd9nDHFRKTDLi1OdOxydZqOjxDhOIIpYkpkGkDKflGT6HaeuvNngy3THFWLsbwbQpk8Syl6AlJJ+up69XndtwBLuxhyX2ReIwVZZChPR2O/MQsoff4WOzTNPexeL+o0iyfdz7MS6N6zeC+gjrVrYGBgYGDgQeCBkmhm/nkierz52EPk1wic/NeViRBIhl1tYydkMtrYCyqVlJakMJ9vM0k03t6k2S6rFiKRnoZM6u+2CAcncqT+3WjGsSRsJtNCysdriWcZlwNzCZCsiZVWuFsJCEw2iYl2OfWcj+LtjeThiDDTJrdvx5fT1Zn0alnBXgkos6ozo1QjtAq5Iwke9BQw8U4sHIlA+7AFEllmOLDzQAqSIw7wHAEcwZMHeSHSAR47v8lFV85KAvOzYO+PElUksuzKwij6Ddh5RPKILv2kvOZSktyS4VKq2xJgfX48EZz6ipu84+oT9yTLA71vdmEn+dQpL9xszm19loBkZTIEvQ0ULfev9uvrudbyYv/NtbDBjfesYNPwRA8MDAwMXByeD57oHwTwdgDPAvjq05xQCjasFIDoEOjucao0M2ALsLQK9BqRKKgVakBJHVeZEjhlaNBiHW2hFttXu1VPYCFgxoohanIzpuRJtdemjuF6xIbwqB8aAS5nnUjVCeHFT6zqfxP0V6UAbAh0L52ZtRJoWrs15PuX5pHAFYFGUnvtnEs2DBn7FHcIifxK3utEJPlkRfakMVXXRA7QfhKhLsWA+taJMgeym8FqvzHPtN6TmLKw6CJJoSXTlXDbnRAmtxynuX+WQJf27LPXt5roeb55ZgmxS6B18Vb82PsLHZ0NIzvHwMDAwMDF4cJJNDO/D8Dr9x1DRG8H8BUA8EmPPrqiIPf9wfl7WySFkdXouo1lwNxivCuESOhSbWnQoDLiAIBy4JiOZ40/LogISlAfJTqsQXghEyu1ltRV4vZB+0l1/eC4VpVL5ouifisZcg1JsnOjx7Ve6rOgEOiYFySlH5etEouiIolAe1V0KSK4TbKlcCogI/mWWwJ/t2NlOBBFROfze7V47LMbtf2p575nNcmBkWYesh+9IdD62pbabhcw7RjKYijmtHnO/JvIbeRdCZePb8crY7DKPVc7Eoqnn34aRHTbfPROZn7T4sAeCMMTPTAwMDBwYbhwEn0apD+qbwKA17z61cyNWqekWP3GtZor5NCmFFM1TTzKsrWuhT5OS6Tb4LxMMNmeV/tTlQDL+36mDBugV403jVEcy8mWUJULFyVQN+17oDK4TKkmCvA0p+p7u0Sii33As3zXWjTaNu33M4ltJfDUHFvfA527PClpXFrGu/UfA8i2CU7p3YLflPYT2XZxBwBwcUZ0HlPcwfmAQFPKbewwY9KnQ9o7IftJbVdoxmWqEarFRNTosvCRPNF67cXOo2MQYi/WFPVBiwLPAJUSK5V1CWUs1HnG85xVFpr1e6jKtq0o2VZBjGbhEtEq2WV3Qp+hMgZaEGkG4YknnsCNGzeu7538FRAIzi/T8w2cD1YCwV8E4B0AHgfwuwD+EjN/9KLGODAwMHCR+LiQccqWf+0HzmSUl0Qj2y1akrbwG5+sTpYt8iVBKcGPYieQHwelKvb8fD3GHyuKot2CFwKvntZoPMWLOcmkr7an5O8NIczzkvtNeZBjyJkxfNxlUq2KtV0ksF5jymkspbc9Zhbir8p0sQHEylZSSJgor3rvap8MVX5jsU1Y+0QhrY6DBCKmxYHnGVrxsE5VdzKq56rjL6/KWKt1wajoOh77Y9usn9xEdjVAcWUcizGY7C/5edFn58Q84XVJ9nzP7U/cld2KdEepGbmNPSjX3/NGn4MNgwA4Ot3PwN3gRwG8ofnsuwH8U2Z+FYB/mt4PDAwMPJR40CnufgrAFwF4MRE9A+BvMPOPnKUNSx0WhU7IVcpZRQ5tYY6kBDoOJkjRbm9LoJ4qo9qW2kQYde7m4sEuwWZCYJIunAqBzO4AkTwCfFYF9bxMnyzBMlvyqVYfZpZzdzxJGWoqRUCq6+6QrJyyLR2ff0xwoBDneVEMpMy/KM5iXSAENyECYJqE2EKKpoQUxGf7ZUSjgmtqvCCzYHiOp0S5E1m3REwD9II/EMsIlXzMPi04KMZURXAGiKTkNjlEJ2MMpEVMxNlrSWc1X3rvCYvAwjwfaZFEiMg3JPm2fZzBCOY4eSaiS2NIiyobKAsAIe+mLH3Ny/sh10aU1F/yi+wc68S5KNCSlWXOJHmK27SICeXo9O8r3wMtDZ8XDWYRZsad55d0qaTP9L2T2xFYeP+wEgj+ZZD/hwPAjwH4ZwC+64ENamBgYOB5hAedneMv32sb+/7sWs+xvm9VVhmIZNPQFHXtFriS4J43tSXSa2AqblLNyqHkLfCUaaRLZEm9zJZAW/sH8hFJv+U0XlMlTsa4VP3UMKD5ovVabE7sorByIa6xpJLL1+V8VlqZCGTsM01rhbxxsbxoMKQO2ZL/Mq5YLSZy34nIqUKrJFTOo6Rem/R3kJLrlBR1gOBcKmRCPpdjpzQvxEsvuS5SFvcXJGdqKjtjBSJOQaZkWkv+6Egyx+x0Do1vmasbuQo7xjL3Pl8DOuTZLqDKuaVsuDx79WIK4PSqRLmEBNaLj9qPrs+vXt/aYmw1KOAMGIGFDxz/DjN/EACY+YNE9CkXPaCBgYGBi8Kl8ET3sKaUklWi0x/yQkyXnuC2FLLNn6yp8spxSfHu2DbUQ0pgIUYcpSgMSBRoOOz4AIGLEicNBnhDHIv6Kv5R4ihKpfq2jZWjTeWnpFh91VW2kUatnjBLQRNOVoc4S4q4sIMLO/l93sqCIxEpkPh9o/MgHySVG3mwo5y9I3LfXsJSAzq9LlP52QWEkvhcUtsGFSY11yq5gJBExwFEieSzPiMyDz6VCfduAhzSnIrXO1gyDU331hBQey2JwJNjuCjqOBEDUQl0WuqEbfUcihou6e+wAcjJOdG7nIIuE1Pjd68+7ziwChl22dNsF1MOhQj3FoaqQE9xm+fch+2CDDMI0UnKRLsgaYM660WV2bmxi1ReeqrPDJObe+D5ByJ6M4A3A8Bjjz12waMZGBgYOH9cShLdLbW8coz1sRZC4HNBi3KMkGn7J9naNCofbApitISm9VdXHuEUCKgEOjYKqB2nVQGJSQirXoMNwkNN7tYsHHocsS3xgoWNI3ugOcDFndghwq5Wo4kAFurDLoCiA3y/z4XP24zVpuZbs7HoQkLmsmSCsKXec5ETQOwitgx8m9OZiwe68n+bea3KjXO9oMrXpcsVEuJLxIjOC9nP2TWKF5iYZSFiguoiABeDPId7djNsf/b98piUJi/tSqglyT63jkJ38ddToMncB6vqg1wad6rAmf4ZcrP7k8eluzGdjDTn4okGQNMILHzA+BARfWpSoT8VwIfXDmTmpwA8BQBPPvnk6YIPBgYGBi4RLiGJLsqrokeqaz+0EmiTekvVaEOuYFTpimQ1hTCUsFUlupv8ypbkRRbCZdOqKXnziPCUKvLxLApglV+a4WkHdiQFvClVsANlC64Ssdrb22ROoAg216oKtBYy2cxHyUcc4HfHQAxwu6OKSIEIcboiv/ppoTxK323aQK7U8vo4Pb9vZcnHkkvki3LhEg3Q1KUBEYu67ABPHs4BMU6NxYKEBDrJOkLp/hDLvZo5Kd1JNXfmz74qpxGu9AWZZuKI4B0QUsa1kIwrMeRFCCnJzs/LlZpwGlLZI83qH15fnJhgRhMwmYvgcMnhXZ3PxXvu4pwXUvIs2PG5TKQplbMHZqwh7xC4SRYZyUst96O2Ud0tiGhULARARE8C+AIALwVwCOBXAfwTZv6j+9DdzwL4OgA/kF7//n3oY2BgYOBS4BKS6P0EOgeDLcpw1+fYkstaKEIOidn6UBPpOn1Yr98q0DEFea2NP/tQU5aDoggXOwNDtvudSyohSQW7CAeXch47LAm09XRbcmavKVtHEnES33BSntN7IYARFNXDqyWrT5/Rovc7MyVrwX5YBTp/VhtAavKZitFE50Ehig+Z28I89n6m0toUERnwqSLgwkKRSLV85sCIOQ82ccxKdHQ+3S8GR/XnF3tRfW0mx3UnZ3P3nDN6iHuBfjL3tf0iP3exBHG2irLNONIMqtu3c3o9ZhFr/s2dlxL9MOeJJqKvB/AdAJ4G8F4AvwXgKoDPB/BdRPSrAP4LZn7/Xba/CASHkOf/hYi+AcD7AXzlPV7GwMDAwKXFpSTRijo7B1efVR7o5juxc3DZdocEpUWqSxJngt0oo30vdj8jgT3HJfJVq9CSLswq5tZXS6Cy3e4imAMcXCLEtW9W1Eqf1fXeGCoCrR5oa+HIP3Mm0MuLbfzOlQJ+euyrXJfbbPrSzBC5gmLTZ64SaLNmVN+lS8j0NcqihFIQYlJxe4VY8k8mojFneREizYhOSKmW2yZygPHpg7RQjP647nWcBqpCt5aTdpGp91yvAxxkbnJhFhYLRyfOoAp8bL3P6pVnzvNcWZyIEFmyuJSxyILkLOkF9+EhDyy8DuB1zHzY+5KIXgPgVRCye2bsCQT/M3fT3sDAwMDHGy4liW5tBD3iXKoFNn5mAJw8wkRUVeWT0som7Vwnj7RNO2dJvE2tJ18KSXGoS2TDvHcowVwa2Ff1p/YLDvBM2PAWRJtKKVV/tf4u6fs2cGbsbXloyfk7w8UdfNhKHuV5Wwh0UEKd+nESwMV+Sj+bEiBnyJ+9Rk0B2JIlVcgjKJeOFnXXBKNpIZJO0JhaEnoEPC97XEl7R1W7JS9IXjwhSLVBeGg6Oi1+sga7aCCkwEKIWk+QwNKc1cLt4MIMxAAmQpgOEP0Bgj/Azl1BcJMUzknzoEVmypwKMfWoC5WUxV6T2tDc5/ITq4Bbe8/yFTUKcy5qYypCivVFrlpmOvmno00rGcT2E6UN8UHX+wd5bk/wg5+IhzywkJl/6ITvf+lBjeX5gve+76P4hd+5gc/5tE/GZ77yky56OAMDAx/nuJQk2qJsSRvvqyEFNqAQaIOgijfacUykaFm6u/Xn2n6rYysCHJMajErtVPKs/l/PKSdzU7ikIkdcCnb4pORNCJphubY0QILbtBy4061zhvGBl2IqmhKuUqF1HKrypep77KacnYNT7ut9Za172EtOjTq6Vs67VzWxnC/XqefFROL0O2uh0LEQSjChBmBaMrrwIJsdiqrvRP4JDE18HVM1RSaXiWZ0GwS3KdlFUAh0O0d5IYKQCfvaXFrfeZ1ksG99aoMB6wwoJltNUtTLZylugIvyLGTa5KZu0i62OA8FOuMhVqKJ6H/c9z0zf8eDGsv9wH/6d/7FmY6/ebTDb/7BTUSWx+JP/rEX4AVXNyefmPCOb/7csw5xYGDgIcelJNHW51ksEKH83lHWAP0DH0FpO16zQPA+YtfZam+tHevp9lImi6R46vFaXpvAJhOHjDe4KZF737QlBTA8dojk4d0sBVwwQUuBt1XpJBWeEsIAa02pitBoBo6USaJ0KtaDOF2RMtZ+wrx5BOw8gj/Iii8giximmBT9KAp5lfa4nh9XzaFRjA15jpagr5D1dgGj5F462eT7UFlA2mwSqYiI5HwGPGIm43oNWpjG0wyfKvq1z5kuKogjyKWsHb5kPtEiMbPbYOuv5aI7Ghypth5dbAGFHJ8F7cIxX2f6Tl5DpWyr/5zz7+rb9jmlH1D80zmDRwxgSNCmRrpmD3WuuNgnuvdMpgmgh7vs93svegDPJzx3NEPdZ5Hl/VlI9MDAwMBZcTlJ9EJlLmTaqbLabk+TzS5QUm2JEln8xfZ4/X5N+WwJtE1j1h6n4y5b7RrAVbbCc4U5HVsTqOjiDIBKfmHygAMiIihV5QtwmQC2SmVdTry/0DAnZDKkBDp6sXCoGl1ZOThK1TxIFhEQ6lR+3flrvObGsw4Uf629ln4xmWX7QsaVWPuysLBKdCLQUCKdFjoOASBU931K3nWPunS3bbO8iiI9uwM4CskzLc/G7A4QaJKWTNEd6bdcT1aUO4F7C99yvjZCa0HSubMq/xrsoghmIWMXJrogdJDnzzmAtV0bfNmkIrw/oIe6YiEz/5h9T0TXmfn2RY3nvHFWZfi97/so3vjDv4DdHLGZHN7yVa8dlo6BgYH7istJojNpDpkQeg2MU1tEldeZsqoGBxDIqNGy9dx6mrVIxCIlWKPiWh92OXepdip5Jo6iRMd6C1xJaXSF8GnbLu5AzJjCUekjEZvgDxDJYeev5pRvAbXH1pbR9nGX/NdljqpMGeTAqn4mwszTAaKfxIqQFehCRL3J8hDcJpG5lIZu3wIEKTsJF3tLNYfmp5zT3xWw90HI7MmBjnJOIsJMoJS3WdV0ZzJreArwmLEJxzmrid6/6DaI5BAg1x7SP6s2tR+DEFgsHHNs7rN6mSnmwj1rKf8q6wTK82atJ5UyD5O4kdbsTeWZtYp9oKnaFbDjAoCYLEa6eE0Xbqw+tBoEei4YKe5ARJ8L4EcAfAKAx4jo1QC+mZn/2sWO7MHiM1/5SfjJb/yc4YkeGBh4YLicJNoED2YLh83H23g8pWBJquCnPmhmiL8zpVEzf4vtH/tFOjxVu1ETN6AmH/K+V11ubau9+Ix1DI5DHhdxBIU5WzKYnGTpyPl3WUg1TSB3kHRMB/VgK4F2qty36m3afgcjExNVESU385QtEdVMpWvxytQiELxWWHQ5eBCAUVyTyprU8ZLerwQl6hwwqLKpkAlSq+a0o1B3578KQm0C+JKtw6f0dXnuIVX9fJwxRanmOKVqhNoPpeqSUDW6k90DAGZMOee0HmPtGzLGcn3tgk2/lzbtPPUXfWWM8pzbwFgzK9VxxU7jTfYQl+df5yS4CT4C0UWp1kj234KWZ6//LZwrkSY81CnuDP4mgP8QksMZzPzLRPT6ix3SxeAzX/lJgzwPDAw8MFxKEg1YS4chF7lSXO3tJU6qLIl3k1C7oKUt679F3uKvrARKaAx5Lmpknc1A0RLyagFQER9aknAkq4kSzaRg2wp4Me4Q3Qaar9i7TSbU2reSVM0A4poAwjxWkkp/RZWm8qPv87Uk64NmoVBy5SRYEjSlbCfqta2r/1U6s1pbmu8BJMKpi5iYAyTrNvrEeA29XQQmgo/iN2fj59Zx+DgnBVqUfBd2ec4cBRlUTqOto5Jxx0SqGdQtib53nM1Y6+tzemB+XtGQZPF1q2VFzlmLF6g80igLF626qdCiKWonIpZiM7q7siDQ90OBBiCr4aFEAwAzf6ApPNNPUD4wMDAwcG64dCR64YNW4pQDDDkXCanOIylOwolEkCrQGvBn/K1q9cjqXkOiNRjQtF6rd40iuC/IMVc1TJX4gqsDYXxSvl3Ywm8P4eZjIcDzLNkz1KO8uZpSz3kcbK4lq0cJrHMxFAsCMxynanN5Cz7lM05zlMdoVUtm+CjnKQl3sZDJkvYOUtHPX0slzwEl0vZ+ZIsLOHvE5buSTxiwhM6XczRHclsq3NwX64MuWVyWAZ1KpKPz8Jjz4iaaHYgpbqWy4+5QFiJKop2HBtBZ20aEx46nijxrlUm5xjQjncBB9TZnCwQ5EO/nRJQWXJkwo+wkyLpD09LFXOWv57cuY1B/t1nuaLVNkiURHOC4pBMsinZZ6XDuK2avOCWDyXnQ34fZE23wASL6PABMRAeQAiy/ccFjGhgYGPi4x6Uj0YJTRPUbgiCEpFPZsFWgAQCN0qcqH2CIXlEEqwAqQ6Yrwrg2xKzYlVLWC+UanFPPubATS8e8A8IuCYse5CaAGexnUCKxznkJRCTKCwwXd3le2mwN7aKjnUuHGTHa87TKoSxYJCdwROQNnBeCrxkvWuW/RVlkKN1bWjYW56Al4XWxkKzAAhUBLeqzqdCni6QQc4lquxAqi5CQCbTNjSzz2xDyRn0OXBNRh4hIkiu7mmqjAEODIzlmQtsrc31apdeq0j2PNeAWpDcvqNh4mhNH1gSKokxLwOs+Ym6JfhtUelcgAh7u7ByKbwHwFgAvA/AMgH8E4FsvdEQDAwMDDwEuKYnuq7unhlZYMwpfm4c4OkDI8tIDbC0A1oahRHi1W1W3yecMHBq0lUm0UQlVMXVxBz9v4Y4PgfkYtN0CSQmF8wA5uGkjhMJ5uN0R4DzidFCUZBNI2PPFZnuHHpc8vhyDBA6Sg6NtHlspDS7KNDspxCIE2gMT4J0G2i3nRPTuuhiIWkM8ifXG02TKsafzkoKtFRc38Tiryt5YLAAsMojI2CVoz6cFBcWS+i/SBE8EFwOCL0VtJLgzecpDKZ6S75MPcC4siL8l0NbGoce0lQbVOhTh03Wm3OXEqfJfH9ZuZK//NNBFYZkbyotCVY25uX8sDDpl7ijqtPqieykfLYHWnO6LAkVnBAFSEfKcQERvgJBRD+CHmfkHmu/fCOC70ttbAP4qM//yuQ3gLsHMHwHwxosex8DAwMDDhktLohV5u7uyISTFrsrQsR5kVqXEI5Zzo/h860ITpl8TfGdfq/aVnFjlurF62BRiGsAl54RMcCgGIW1xBkKyquRy3EHGPENSjfkIt3Ng74WsmBRjdSBdqD83lpjKc0AlGM3SUQo7OTaGpG4WWwhl1XaZok0qFbaFZJLSm0hVZEmh5pPlxFNRQV2q6JcDJeOczyXjyc2LgHaxoLYPzeRixkkUJBuJyVihyOeoJz0m6wsTihf/lH5s4mQ136+4MxxAsVLV66IsJtVjouDax2rfVYBivasCFOuLWp60hLwuZmyMQDlHSbXP47DBt7b/Op3kveeJPq9iK0TkAfwQgC+BqLnvJqKfZeZfN4c9DeALmfmjRPTnADwF4E+fywDuAkT0t7BnEi97sZWBgYGB5zsuKYlWIlqqp1n10UUApNk3kIhwQ4ZNkRYAeXuenWxhOw9RjVlVaXNqlXWgEDy1FejvNrOChRJnVa9zPl7NgKBKJUf4oOrnTtRfS3KrRtN3IYBDAJEDTRPgplJ5sIFTIs5RlO2YSE4wCqEjsJsKWbHKdr4dDtgcpN9JVOW2hLk2lx3Dku3Cx51cY5zzPdjEkOwhAUwewU2FRCfl2odULn0+KkRYLRZqkzGEOJfUVk94U+I831vn4TYzop+SHUXOd2EnqQatAm++Y/I5VZ9zkvZvVsIMSZmn99YT5+It8j557amxo0B84NaTXC+06vMcldR48n39DNbBiSaGwAS5AiFZWlyeb8D8G+oQdckLjdKnPSbbf3SR6nKb7hSLjv0oi4tzwGcD+G1m/h0AIKKfBvBlADKJZub/xxz/CwBefl6d3yXek15fB+DTAbwjvf9KjEIsAwMDA/cdl5JEM9lUXYlIqxKtVdJIqAuAxR/aVoEWEqZeVoAoIrA3lg9r36haWrSZDB6N4scVAamKc1ChlaXVTh7qirQaL6iOSSsOIoICABfBMfmhI/XJL3NWtmkWkq4kHIb0kBfLCLzP6rSS6pzRwwUJcsyLk5Ixo54x9TInNTmomlzILENsJBOSuskhz7XaPnzYgjjAz9sSSGoUdCIH7tw3nUsKcyHR9lznQeRSMZFZdjiS7UfTKOZjOQLsUHKWJ3sKohTASSn8PEWEnG6wEGiXjtFKhT0vuGbFEDtITg4oQwVVx6tyDS7PoCWsrfK8qPBpckETSwBiO67T+q/XYPu5dxKN8vzfO14G4APm/TPYrzJ/A4B/eF6d3w202AoRfT2AL2bmXXr/VogvemBgYGDgPuLSkWgmSqWxl2m/HAdEogmnEwAAIABJREFU3mQSxPkcQ7IB5OwUzPDztiJgzk+igqatfaEstYpdUtKVinyeZ0OmSlq6QpYJwR9k9VntG/k1jc3BKndqr0hkw3nwxgGu8ZIqCU5eZWgGjXmuCHdVtS4IIeTjIyAEhDu3wbsdeDcjHh0hzknNdA7uygHIe9Bmgrt6FTRtgIP02bSRcU1T8knPmWhqsJ9zSelkktLZmLGZjzCFY0zzoRBhVYSZxVPtPGI4lrlzJQNEDrKct7JAUBLc3OtsY7GLDCCPT/pjYD7OCjzIgRxJKev5GHQQct+aVpDsNZoxubBLnmyCd1ckZV4ix5FdySaSyPNE4sXOZFrpMTdklQqRBkrAYuo8XZrmzy7nl8I+Jq1hZ1ekDsAVi4pLbbqIpG5LNcrWGlMWhU1ObBMQqXagOpBRlfJ7zMJGBPhT/y/sxUT0HvP+KWZ+yrbWOadrlSCiL4aQ6M8/bef3GS8F8AIAf5Tef0L6bGBgYGDgPuLSkWgAJRuAoZ+cCmQQGSJmlMkq5RzKln72t6ZgOiWAcoxkzrBQAp3bymRKU76FRenx6DcyNqNIa7aFiLo4B1uyb0EOcJMQ5Gmq1VDlIsbOAQAIs6QAi6IkVyxh3slxx0eI2y3CzVsIh0eIx1tsb90BzwEcGW7ymK5dgdtMcFcOsHlhAG02MudeVNucASRypUTn/NZQX6+U1M42jjgLgZ63lV1FSotPxtNtUrJlEn2cyLC1YgiZlHsfJC94/pKzh5siyzzGkBR4o/R7D7hjeS7clAI3qW6jeiBiJtiyiEtqNHn4dN2OYibSlfqsaf5ShUJLcrNrOJHamP9LiJV1IhZvtWlDVOiY0xraCotr4ORtVzLOxFUxn5wGMts10nmNDemkfvZl8DgzTu+J/ggzP7nn+2cAvMK8fzmA328PIqLPAPDDAP4cM984bef3GT8A4F8R0f+Z3n8hgO+9uOEMDAwMPBw4FYkmolcCeBUz/xMiugZgYuab93dofah6m4OXyCULhocE2SUvbJQANECVsaYMt5IfDRZD2g5nIc/dvhdqdCEMGkjnw7Yo3ek4iqJw5rFobmj1u9r0YQbWR8okwYIEIBfO4Fi0MmvFUGLoEq1RO4ZVDGcJUoyHh4jHW+w+9hx2t4+wu32Iwz+6hTgHhF2E3zhceeEjmK5uMD1yBQDgrxwA3ovneprk2oLYOYo9JmUVIYLnOV+fBgROYSt+5nkrua81dV8aL7kA1oBGS2KTYi3Ke2PhwAR2ETmjSt6KSGRbAyHTYoNCyPNWbiwDbhZbjt9lUl++LwGY+XlQi0gMcKQZR0Rp9kQI7OBIc2AzfCbSsSK/tmpjGY6ouk4tQKkKJIBMxLVEubZhM5549XE3bVf/Jqq0duW5JpbAQlv+vDieSzsSLNjsdKzAEuhzIdPn54l+N4BXEdETAH4PwFcB+OqqK6LHALwTwJuY+d+cV8f3Cmb+n4noH0LsJwzgu5n5Dy54WAMDAwMf9ziRRBPRNwF4M4AXAfjjEIXmrQD+zP0d2uqIMNNGyEP2oAaQY7gIBLcR9QzoBuERogkOK9kW5LvEuzTITzNn5AC1Ys0AlARw2jaXHM5TCnTLFQ+JwBsHZwKzAk1ZgQ48GWVvmc8aSb2m5PNm7wGmRApZyOQ8gw8PRV3e7RCPREnlFDhI3gOOQBtTyCUE8G6H3bM3sbt5G8994CO4c+MWbn/kDm78y+eqIRx88oTrL72Kay+6ihd92ktw5YWP4Npuhn/kmji5D64kD7IsTrzfiCUCDpPfwk0zVLfUVHGb41twuyP4w1uStm/eZTJLXpRo2hzI9SqxC0ECIIMh0cmfzW4CJgiRRlKbDWmm7ba8jwwOs3im2WQ6cQQELz5ojnBukv6tGq23hepFGVIqQiaHKRWgmf1GnhGaso95SsVcPErwpY87Q6Jrgp6VYMeI5OAp5OdFFWybK9ux+MW1uI6fj3J+8QwnqRSj3wBEiPq/Ac1ogqSa52qUxY5Sz4Fk5VDLUs/8UGWEWctRfi84J080M89E9G0Afg6S4u5tzPxrRPQt6fu3AvgeAJ8M4H9KC7v5BHX7QeKzAXxB+p0B/IMLHMvAwMDAQ4HTKNHfCvkf9C8CADP/f0T0Kfd1VCcgpiAtoggt+MBcCK54RGWjnCwpzX/ENVivTdXlin1ASWv2PtcEWo4nECN7ZR3POR2dECEGJV91otslqBAld3AJFOujIhsckx0hKai7rXiZt8fg7Ra83SIcHQMxIs4B5JLP13uQ3wLpPc8BcZ4x3z7E9uYd3PrwTdz84C08++u3F/1vb8zY3riFo5dvceUFV8GRsXnBIzLmK5KVgw4O0pwDtNnCAZj8ESJPxSoDgIIEEbrdkeSz3h7l4jG824n9hDcgx0V5VwIXZ2DeFTKdv/MpoE5sGsRpR2Gei198nsGa39naN6J9Bry0l5RrjnOxLFjvrSVu3YwvKVsGotgxOEjb+XS96032jCpzRsjPhPjJReW1echt8KAl4TblnxJoNx/n8TLHVKTHL+xKue3sZ9YsN72dEuR80vvL6awR5ntNcUfAOVYsZOZ3AXhX89lbze/fCOAbz63DcwIR/QCAzwLwk+mj7yCiz2Pm//wChzUwMDDwcY/TkOhjZt7mUsFEE+75r9/dgyGZCihvcbMhp5qNoS5hrYp0TnFm20teYU2HFv0kHma/kQBA5xFTijUlwLX3s8mOoQo3R0DzTKMUUwk0IbBHFC2yKqUMSGCh5znZHlLWirADzVvQ9qj4eBN5jnduC3G+eQvheIt4vMV8eIwYQuVrhiNMVw5AkyqtjLjd4c4fPoujj93Gh3/pBrY3ZuzD4TNbfHD3IbzwCSHaVx+9DgDwV6+IOnxwBTg4gAsBPG1AuejLlUKi0yLDHd0W28ntm+BkLeEwCym6koIXvRRtEQN2NB7mAFZl2XlZKHgPTXWYU/0dHwl5nneIR0ei6s9BVHnnMgkjfdULDfLslBzYVBYCJu92unGNKp0UYHLwbpbHI29xlMDCnA6PQwr+iyCjRCuik2vaMFepEQFUJBxQS1HIZeJd2MFvD+X52el8ibrOfspWKPhpcR36fEuuaCzSPMr3K+p0/n2Zb/vccX7ZOS4z/jyA1zDLg0NEPwbgXwEYJHpgYGDgPuI0JPr/IqK/DuAaEX0JgL+GC90qVIVZM19Ql9Kf5M+sLBLkxfeaMkHkMtzm96JIS3c2VVceWQ6oa/olk86OTL5f44UuGYCLp1bzQ1P6wVxKfqt9I96+g7jdYr5ziHC8RTjaYT48QpwjwjZl6XAEN3nE7Qw3eSGcAOJuh92dYxw9d3wigVYcfWgHf+0OXvipd0COsHnBI+I/32yStUDUV9pshLR5Dz9JGXCQSz7kGXR8lNTnbfFyx5gDE1fLkGtaPlN0hh0BMWa+qnYNHB0ibrfZ4sLG++ymSYjzZhKyzpyIONVea46wKrLN+JFJoqb96z0LlPdNqvtsn5WiPtekWNopSrDDmia8nKOcN1t/NA/4lM4nygGRpbOO2pwWqT3CXBfv0fnSl5Jzep1M3yMBPlt2jo93PIqSneMTL3IgAwMDAw8LTvMX6Lsh6Zx+BcA3Q7Y7f/h+Dmo/OFs0cg5lKGmx5KNDZNkBJAVZiCmTZiAp0c4j+CuIbko/RT0GkLfStaCEFuOw1QuZXFJOObfJTgh5oAkBk6jQTRnoCTM8BWzCMTbhGFM4zr5hd3gLdHwEPrydLBvHCEqeb95GON5id/sIYTsjbGfs7hznwECOUdLUecJ0dSMkOimxcQ64/ZHbuP3hpYVjH27/7jGefcmz2B3u4A8mbK5fk2DKKwdw0wR37RDwHu7gIKnJGzjjbQZHUZLnHeI2kegYxXICIOek3hyAp00h38nDzPMOfHhHPM0xZjWZ09a+2Fu2mG/dkYwjuxm724fgyHLtk8fm+jW4zQR/7SrcNIEmqaNIk5BqAoBwkPtmvynPS1akNU2GLe7iMyl2HPIzp3zR+phLQZo6t/a+XMwlJ7RRfM3uSK2Kcw7C1CwkzBGYJOi0yl7j9pes3zeWUvXRBiCmqpHYyL9YE1eg41zmXb8LDCUaAP4rlOwcBOD1GCr0wMDAwH3HiSQ6bRH+3fRzTyCiNwB4C0Ta+2Fm/gEieimAnwBwE8AbmfnWie2Aa18p6gIVGpjVU6IlaCp5qQk5k4OQiKnYOpypFJeLo5isD619pPJRJy+2kujsqZbzoyFAei2aP1kKkGzhUuo32h2Jars9EuKovuekPO9uH2VFOWxnIc/bGWEXEGe9/oiYsoO4KSYSTaJWH8/YHZ1OhbY4fm6H6coWuzvHIEfwVzfwMYI3G1GTvRePs/eiSlsSDQgRTsGN2ZfsgS1F/IOb/xpv+9gv4jePP4QNTfjcR/8k3vzSP4vPvfbK5Adn8DyLXSUE8XgDyXoREY+3MjfP3cJ8eIz5SOZHrC0O/kAee7+ZUgrACOIN/CbIrQ2yONLXEnCnBW7M4kttEOm+54WULpDUEkHGj2+eWWvfsM9sVRFzJT9z+5kWhcmfWYKZfeBpIRh7Voylmm7HUX9nF68lY0kpWoPs425V+rafe8J5tnVJwcw/RUT/DOKLJgDfNbJzDAwMDNx/rJJoIvoV7PE+M/NnnKUjkhx0PwTgSyA5Wd9NRD8L4GsBfDuATwPwNZDMH+vtACU9WFsdr2cBMHmXVcGOmEAUE0lI1oZEoLONIwcSrv+RVmKtAVZaGISilKtWAlRbQZYEWh3SPgqBlp9juN2ReFm3R+DjI8TDQ/DxFnG7xe7WbcStKKxFfZZgwvl4BkdG2JntdkcAZrjAcF5IdNhFzMczwuHZK8dtP7bD5vqE+WgnuaSPktI5h6J+b8Qy4ZJlglxSmKOQLY6xSi/3h3yI//gPfhqPbK7hW176Z/FZL3kNjgl414f/X3zTb/xtfNEn/nv4Wy/5C+K53u0Qd7OQcEC81FEykoTDI4TjLY4+egvz0Rbz0Q7b20KipysT/IGQZ766kXR9SJsHuykp0MkLHQMoklR+BFI2EJPPW8mzZnNJKvWCcC52T9af2WXwah3UWgqcLJ9LBqcdFh2bSWvoqG9shnl2FxlIGhuLXk+y7DCndHc5r7rxc0ckIm3zTtu2l/N0dtBQogtekl49gM9LcQ/vvF+dEdHvQoSPgOdXlpKBgYGBB4Z9SvSXptdvTa9vT69vBHDnLvr6bAC/zcy/AwBE9NMAvgzyP/2IU9o9AcaGt7CpwbTICawybAiytmoDAhmos3MQZQK9Ngwl40woOarJ5wIfEQD5ADIWkeg2aSu7tm4oKfE0wyHiIBxiijscbG/B744kIOzOTdDRIeLN5xCPjjA/ezMTxONnbyNsZ2xvHVXEmSMjBs7p7TgmZTNC7Ay7COdlLGEXMR+FuyLRRx/aYXqhx/HNIwCAmzz8wQQ3ebjNcf4MjuA2m5whRD4zhIzk8zh5fOWNd+CLX/An8H3/7teDrz6C+doLwc7jr37i4/i6l38J/tJ7vw/f+8H/A//l9S8Qq0YKpOREnjkyOARsbx1iPtrhzo1b2N7aYntnh93tGTFGXHnBAQ4e2UiGkUck0HK6ciBZRpyDmyWokDYpAHFzRVRbvwE2B8mmQ3nBZMlzJN3F2CwU5DYXtLUitWpv1OdnZfG1BrVNBLcRQuuSDWWjlSw5FZNJFSaVyDZZaLptV6RdibyG9eo1WkuV5Fu3C9XSlurwZ7OPLEA41+wclxVE9DYAnwHg14CcjoghOa3vJ76YmT9yn/sYGBgYeN5ilUQz8/sAgIhex8yvM199NxH93wC+74x9vQzAB8z7ZyDFAf4bCEF/Fk1xgx4IUmIbQPaUtkFPnIIFF5/nNpKHlLDYPrf9aAAhIQXFIRoiTYYEJZd08paq5BZpKipfCs5yFBNZkn49AjzPmOJObBxhV6wc805sD6kcdzjeIu5mhN2c/c/WuhGDEmdjbWlIBkdGSN/HXcjn3A3CYUTYxWwjkfaLDzuGIPmj5wCaPJz34OBLZgwA7kAI389t/y0iGN//sr8IPriCuLmKMF2FVtG7vrmOH//0b8drf/E78R0Hr8X13S5nItGFQkzZSHZ3tpiPttje2uL45hbzUcDRR7ZwE8G5Gc4T5uMZ/mCSVH8+gKaUzYQIvEsBmQcHYNqJim9SF7apEfPcqlqshNpYgSxaG0f+NJ2v5+Y2m90LoL/ronaOTIydR/QbKbziN4BLucunTfHr09KC0lW5K8XXVWo0THCv/rs4V8vGCngxrocWn8PMn37RgxgYGBh42HCawMLrRPT5zPzPAYCIPg/A9bvoq/fXjhNZf/3eE4neDuArAOCTHv1ETHFb5dStGjRkIHZUKnuOzc1rK7UxOUkXlnyswUkeariNpNTTLX2k6okcEfwGrNvlJmDLBiN6niWlmelrils4jjjY3YYLW/jtodg4tkfAbgskD3TcbhF3O8zHW4RkUQjbWewYO1ViY84LDQB+YzzIjUKdlet7JNG7w50ELd45zjYJN6XrS2Nxk89ZQdzk5POUak/T0/3Y0b/Gt7zk9cDV6whXX4DdwXVsD64DIFAM8G6LTzn4RLzhkT+Bd9z8JXzd4SswHx5je+vQqO4sqvzRFrvDXZ6b3e0ZvGOEHQOPwiw2jIKd/NURANxWAhmdgzuQyonkJduIvDJcSoEX0w5E8UiXPODWS98WGtFjValV8lx+VIGuy9U7tYKQS/mna0h/HrM/gCcHOghgP0nxGn3OlWBPB7JTYqxHMi5atFm9T5ltXJTS4Pk8lxakKR3gSXYoAHj66adBRDay9Z3M/Ka9J5kZgRvZOQD8CyL6dGb+9QfYJwP4RyT/k/w7zPzUA+x7YGBg4HmB0/wF+gYAbyMiTZv0MQB/5S76egbAK8z7lwP4/dOcmP6ovgkAXvsZ/z5b68ZSSe4URTFZMFShLsQ5mTcNCtGRPnyE5OjNxVHa7ekSOMhUCry02/lKesRLqpUOZ7g4S0GMVNJaq+ypwrqYj0SYlQTKZ/Wx6ntWJVq+j0L49JwQEVf6OC2UnMc5glyEm6QmihB5mVsZpwZwps8j5a14IsLT4WN47fVXAt4j+kmIX7bjpHRskfGag0/Fv739IcT5pVl57s2B2Ecc/MZhc7085tNVj+nqBL9xJlMJSdXDmDzP+pq810QOCDvQTHC7rWS4SETU5YwaUh6cuX7ulj7joharYqs7GapAR3KlJHx6dp3OZUNpW1JuXyMxotukwMiUmcNkEokuKdKa5rGj6rYe7KWHuwTTRprk2c/xt/1ARaniCAARTzzxBG7cuHE3i/LS/8CPQYj0HwA4hswunzVu5Yx4HTP/fiq89Y+J6DeZ+eftAUT0Zki1Wzz22GP3cSgDAwMDF4PTZOd4L4BXE9ELARAzP3uXfb0bwKuI6AkAvwfgq3AK+0YPWpQijzH/IaUcFKgK8KI8MyTNmNgzpLobU6kYp6WOXZXlIJXo9gc5VV2xaFjCzNJv4wHVY6ZQyLn258MWFAOm3R1QmCUbh5bA1mv0ScXVn6TsarYJIaulT78RBXi6MlV2Dkl7l6wfO6H6zjn4a2ffencbgptIiPgcUnVEzQAis6zvRZGW8tx5TlJaOkoe6QPyuIMZ8BuT0UR3C1J59jjjMBzjgF1jWdF+fPI6X8mquNhdIuIugDxhc22DzbUNrj56HZtHrmBz/Zqo4mmOyTnJGsIMHB7Jd/MsdPDgQBTqaQO/OSqFS6YDRL8BXYkgf0XIv0vWCzZBdFzvXjARNA8zk8sKdMCUq1lm+xACHMWcWYaStxpAbkOfwwhZmChBdzEg+CvVs8rOIzhZqNhAWou6ZHcnJ7QZN1FSn4FqJ0b7kzY05zVATPBxqaSfCZ383A8p3gYRGX4FxRN9X8HMv59eP0xE/xsk5uXnm2OeAvAUADz55JMXVqBrYGBg4H7hRBJNRN/TvAcAMPOZPNHMPBPRtwH4OQjjexsz/9pZ2jixD5MJo+dF1T+4uURxJxWeKsQ2ZRdVW9MpsCwRl3y8nq0BhMyVSmb7cDHk81wU9bko0WzKhlOurkfei694qkm03yS7iCt/o9zkkxLtitLagDzBbTzIz+IV3hDi7vR/5/w1B9qI2tv6rmU8lK0dauVQawccZQItlg7CF159Aj/zsV/GZ33Ka/Lc5yIkURYUHCN+5s5v4Hs2n5OvS+YhEbM0Djc5xDktoq5tsmINANPVDfzBhINPuAq32cBtpkKis2ov+w1Kph2AeHwkhWQA0CQVFuHETkAHATTtACdFW4I/EEsQB1lUNUQaMFYOa/tQIpwT4NUVMtewtFs4GSciiDyCX6aYK4WEXA6IrO5fUq1b5bl4ssuYJO+6jDQd9P+z967Bti1nddj4uudce5+rBxJCWEggWQmUhajiJWEEuEyQHYiARARMUMCyBQZBCoUYXMEGUokwTkEAOaYwActgRbwKioAdIGAcE0LKBdgggRMCSkJZCJMghIVAF4l79prdX358j/6611z7cc7ZZ997zhxV5669XnP2fOy7R48e3/i6Mdtk01XorvbtLrEp0QDwW8z8o/drZ0T0JACJmR/Vnz8ZV6+R2bBhw4YnPC5j54h+xVNIasev38nOmPknIM1a7hqHy7hBiaMjjSPGZhZkWc99vi4AUC1IWsCIyq0Qjk3hzr4M34/LyMihIBQ70nmDilqEVHt3uUX2Z0orJVeinUjPEtPGtbolIcbZNStHb+lIExAzooEFeU7gk4zpqVkKBd97OSEr3xKbRNyP738ywpw0rWPyJicpi/KcJkm0oJyBnPGFT/0YvPR3/wG+9LFPx/vxM/W8LJ68QnXBT73rX+JRvo2Xzs/HfnoXaslIU3GryGhfsXMULR/WcGa6dYK0m5FOdp2PvFllANLmLLVWIdKlgGqVLnm7vY5/Es90mZHyLOdmOgMAlNSa9FhhqSfHgMKkLqZwnK+sHsuVXoORZWJGyQQotTaF2lZUxt8Vz3Y+QqSHEen24JnrNk7fVthuI9LrxZFXxpbOAQBvIaLvh3SSvW0vXmPE3Z8A8A9VUJkAfD8z/+Nr2teGDRs2PG5xGTvH6+JzIvpmAPdN9VjDYWRWSzVoxGBU1nhdiRbZzP3RVI3Yastt1ngwADndFh/sdArOk+wvz2hEIjbLyBgLGD3eTJXVxKo+l6W19lbCCJYiQU4kXfQA5FunboOopThJFTvFoYc6FvbJc+oKEOdbclzLbbE6cOFVjzSrQl0XRpoINBN2j8yYbk04efIO860Z0+lOI+6SR93lk5083jpxpdfUZ+sySPMMmmd88O798WXv/1J82q9+A75n9zX4U0/7YHj+8P42fux3fx7/6W98F77//T8H03KCeutEFe0kXl8ARHq8auWgONHyiYSQ97SbfRztOCVzuu4XoFZUzbC2lQCfEGgDGZ/U3LoF7HZIyx7p5BGAK8p8KttKE0qasKRdp/Yamfb7d/BPy/SsTewyFden4+rHRYV7Yi/qnxtpLzTFLbafSO9VkhhJI9Kduqw+6u4+Cap5y3Av/tyPzTOy71KJtjScDbcg5PmTw2vXFnGnMaUfcR3b3rBhw4YnEu6ktP0RSGOUGwETeY5utEyMkWJjqkFMSFhH7AQh3mhiFnJrhX5pAlJGJpISvTS72tfGd+jBXt9bTyRIC+dQhzFS8iYlTtp22kZ7N7dW1qkeqK69Opw6lVaSLBLmW4u/Xs6Kp3VQDgVyQ3RemhN2j8xIc8Z8S+wRpvCmKSGf7pByRj7dgbKQaVIF2mwdfnhGqgH853/ik/GU3VPwab/4NXjhk5+Hj3nfD8NZXfCTb/85TCD8wJ96DT5+/z6o73mPN0mBK8fc5VIb4TWyHosYMSjPcowhoq9I3F05a50c3T6yE/KcZpko0CzqM5WCNJ/IusbuBACQp9PuvrBiwfgacGjHsPhF+1nu5tJNxI5+7wii79p82QVSCBkLb6UTKIOoqg1FyP5qtM5QdNhtB1UTPOQdoGVI38v4u/sRpfd4BzN//k2PYcOGDRseRlzGEx07F2ZIZ6yvu85BXYRCU0c0InmulNxL2pACaT3W3dDUaSUAtbg6TMuZtkm+DU6EVPao004aWewA4gkl04ECnlb3g1Z4FZe1Wdsyc9UWzaE4K2cQIA1BFNOtE1QljayFfRbxZqq0EWxTrK3YDokwPyLfybtJmra8pzUtMfQWh+i5Tphv7ZCmhN2TT4VE3zoVoj410myPZI85NFqpVbrZRTV42eNL3vfj8arn/Hn82B/8Cv6vx96BR/IJvvVDvxh/5skfLPnZj/4hEiXkUkDzbcmjXookaig5zrdOkaYJ6ZFbbhcxsiv7Zm87jttn8lgr6n5BPdtjee9tb6XuEXjWhVHP5XS6EyK9mzDfPkM62WECQPvbSJSQdrKqXqedFPXtHgGTFfP1pJODJ5lQffoXI+1aJnqfxrHWhGXtM2ZxKjShIoGZpIARhMqq0lNF0qYwIDih1koAWG56HH9XhxDGYuNNVHT89eB3od51PB1tnugNGzZs2HBjuMxfsU8PPy8AfpeZl2Mfvh+wwqnutSFd4EAVi37kkGoQcdgAQ18vRQkugyoBKUvsGdQ7TYSyogKKSn7ot47NKS4FSgC0k552/qNJvK5p0U6JVdQ+KzgUCj9EvqknmRKBcwZNBbMpuDgky34cXXScJn94gZ4Q1flJp16g52rtTjoC0m7n/mHfZlnkCnHzm3MpoFxwwsBfeN+PQT25JRaZushqQJqAaQLKhLTb+XdA+27SkaZJ7Ba7nZDnnEHziR2M7MfGATihr0tBLQV1rxncj+0PYvSMRHNl5F1BKsU7MvJ+L9fm7LFOkZZxTtJJEPDJFunP1tjHz7HdrxDl2f6NiTTqcO7Ia7RddIkdlkWNpMkfCYVToOzQ1xmZKionaQwU7B52L46NYMxTfeCtNmuH/S4OhHctx/2q2JToDRs2bNhwU7gMif5bY/MDIvqeyzdEuLdgUFMac1NaAAAgAElEQVSih9eFJKx7JKOX1OLrYue4VIWoCFFupLlTjd0juzhFTXWvUXEFNfVE4Rgpl/EmiSu7TExX3AYlb5VthW8JGZgYdQGAGuwSqszuJuTdLMV01oJbFdzpZIdytmB+5ORAiW6771VoSgn5RDzQ05NuiSJ7eqpKMwnBTQk0zZJgMe+0S6E1o6mAxfiVMMGwXObbj4F3VbeXm/d1AnDrScA0gwDk/Zn4xvd7b5aClEAnOyHwtx4RAj/vwEaiS5FOkKaMKqmuZ3tpqb5fsH/vbSyP7XH2R495w5ZyW7tkzhl5Tjh9nwXTqXrBZ/k1Sqe3xQo0zWLvyBm0nCHNpzLhmXaoeedeeqYcUl60j6bajkzJneqZWotKsENoHjmxrHys3D9GdEcFeuHZybPF6Pm1RUWiisIJKWRXR4xxevZ7x/LtsF+NkNRCwlFFl43tcNfYlOgNGzZs2HBDuAyJ/rD4hIgmAC+6nuFcDmupGMBhssEYx+VKdFf8VNpyOVe3fRxFoqZKKxET5bCCuG8FfjBmVsJMGqEWx3uMTI8+7mSe3uRkmGtxtXi0Y1hhofh45y5ujnL2bVIiL6RbRWUv5EuTkGiaMvLpCWiekU5PeutESBVBznrcpBMTbWhi2x2Pl6uQ3SLquxWwCZEWAk0np3Ie9nu1vOjnAS9WpGmW3Gl7TASivVz9lFuhqU6W6lLVGiPZ18vtBcttfXxMSHTeVdR9UmsMNeXfvNRVxs7LHlj2MqmiBJp2QkwpIyWgspHTvvAPiPet+YjZYxFlvAQmRtWowHgGPf2js3EIwS08YeHs5LlyQgXB13WoFQcyElhrDmxyKrnXhwWNZp9ikDebYZB3/CS938f7O99tUeCWE30AIvpxZv70iz+5YcOGDRvuFkdJNBF9FYCvBnCLiN5tLwM4gwbo3wzEy3lgxRiXtSNZRm/liC3DU4ias3/WcAUk1g2eZlBJQrwAabARihudhAdCuLbMbHFjKUGJpBBDqkWX9XtwbR7p490La+fb9eMP7banWyfIJztMT7rVvMkAUEW15pMdqiZTtELFFXJClvOcROnNWcjzPAMnp40wa9QbZ/X6xpzqKkSMUgZqAdNZ84EncqJNXCV1oxa5Buqf5d0EmhakNAGL+I+NsFq6Bs0zMM3AyQl4PgHPO7CmZYgV5ww0z+DFIgyFNHORYsJytqAu1Qn0/j173P7DM9SFJdrvdEKaJYs7TRnVmrMYgS4LaCHQ/kwV4yQ54JRQcwEqkEhWLmLChSu6hOZDJhqi40L8nN6/nFrRoGynNQNaaEblhDPeiRJdJxQeCC9VudXRZ1IbMa7IToTdmrFmX7LtWr41MyqqFyyOSHdU1xz2B2zpHId4zk0PYMODgTe97V34hX/1Trzk33oGXvS8p9/0cDZseFzi6F8xZv56AF9PRF/PzF91H8d0IWIkF3BIoO01eTxfWe7INQ6Ln4QE5qaiQv9wx3gtVTIJVTsgttbOvg3fHoREyc51EKqIJjog0ldBn8yRWmOW3dylSrh6lwjEM1BKK2ZLh0kW3fkyFXueQdME2p0A8yS2iTyDR+U5HJ/sMxRRAqBpBpfFO6+L7cMqRrUTo5+f1ga8zqrjn+x7tRsQBXxqCrSQ8KwNUKq8f0Du19uo2zmtC6P8sd0bC7hWlH3Bmv2lWz04Zufx5j3t51YQK0QagHcD9Ei8NetGaNZifmvbVuGMiqyPCQunRnZZ1GI+Qp4JGH6vEmLsHtBqDjjYqIxuA+TE/CAiDwTme+CJvqvfmAcSv3zTA9jw+MPn/L2fv9LnH31sj7e8/VHXNl7wrKfgKafzxV9U/OAXf9xVh7hhwxMS5ynRL2DmtwD4ISL66PF9Zn7ztY7sHJiCBmoEOirPR7+HnqR2hYbRv2xL1tqBzl+z90naJgsxE/VUus+JT5W4OBmKLckNNWUh0skIVBiVFREOkMzoJDaHlS6Ea8V/FvMW/7nFghlcSXzVJIWGQCPOlHSpPLTu1g+o33mSQsGTE2k4sjsVIqvK/dFldo3yY2vkASXuRkZ1vzx6ffU8S2GbjF886acAnYGs2FNJMrJZOSZwniVJBQCnCZRKZ+c4HGL1Ry4VtQiB5j2joCJN0twmqv/HVgp8H9S8w37foGVDHxTwKZEWEi3KPTG1VRIba0jHsOLBgsntGou2EK9aSMhsNg7di6vHjJGPmqUjvh6jImNSRytmDBNGJlfVgdZF0bd91wS4LybeADDzF9z0GDY88fHuxxb/X3JleX4VEr1hw8OC89ZTvwLAqwG8buU9BvDSaxnRBRCHaL+k3OhHPfAkE6tKTZI8UO3znZGUe8WaEji0Sl6j5lbcBXsM/mrW4j/ZYvJsa1tul8LGZucwy4I8anIGICQ1qWO1FLdhiKe3tQInTdjoCwC1K9/JDtMjt6QznxX/xXMzl+ZPDg1QzNPsam0gg/CxSdEgTzP45BFwboQ1nn8v0gRap8ZpkuNd9tqpsanTpiqzkfI4aTFFOWVQ3Yk9Y7cH1wLan+lxZLGSzKcSRZgy6iRFbMkmPbudfN5i9wbFfU1hrotQxPLH0UKzlu1tExBRyHneoc6nKNMOZTqReyHN3nK7kDTusei5thkGJ2mKMlFG4oJMLRinJsl8LrqtBXNHnE2JZiZXoO3Rt0FxCkqeylE4NU8zS8HhGmQiSuCRgJtVpCPSQPzpnmAj0Rs2XIirKsNvetu78Hnf+QvYLxXzlPAtr/iozdKxYcMKzrNzvFp/fBkzPxbfI6LTla/cGLoYO6O8a6vsSqZhTSS8oEoUQmnK0kfDGVHutjMUVa1CFTwj21FltCV6IUFBiTbyRSy2h5y7IjzKueUh54w0VWm6MjG4zuohZrdcpBPJMm6FdlMjv7UdO2A2ClWepxkeSWeKdHfCm0rN84kqvjvUPEsnx2nXdW+kGuLZapFkDI2uA6UQIdiUfiOhRpztNbN01JQlISXP3bYAnZikjDqfouZJSLTGyyFr+ooSXMrS7GVU9u8JEvkkoKYsOdGaylHS5ApyXIkwTzGhNrsFEShxZ38gsCdvSOFgRuEJBUmsG06ik7qN1otxfb9sha9WuEj6e6IrKnY/r1g6+k6LvbUjYrRYXbRydCGo3/eGDRvuDV70vKfj+77wJZsnesOGC3CZyp6fAzDaOdZeu2+wQiVdpAYxI2t0tSnBfSMI83gSEhdUykgoALL+DFWOJ4mdg5Bbzy9OGWvLxs3+cRjfJcQtO2EywgOoEp2AqVTZNmfUPAsdnwsoM7guwFSUFO+1CE/VZ+uut1eleimYSkvosDbVnpzxyC1JqtBiwEiKCXCy5+qvkmgv5osdBqNiTMntEuXkSSjTDjXNWKaTtsyv8YHui7WW53Uvr5e9nz8KVgVTn0HkyjanjEqT+9M5ZSS1F8TvGnEu06mcd70OAGNeZJt5dwosS5tg5LPQ0TEknOSElAn5lpoSJvn5wFJT2TsdwiYFeo6gJL7kHYp2uSw0+XEC5hGO1o6sjVAkFaMggxIjp9KtuFTKWHhCRcYZzyicsdTkDVRG4pyJj1LXwvI7omZo/z6BMZGqzqSNWEKRof0m2s8AukLCNoXsyfPdkmgGbYWFGzZcE170vKdv5HnDhgtwnif6WZBK71tE9FFozsinQlp/3xhaJ7XSdXQDlESrSmeFWJFIMLXCKleKmZr/2RMLmlXDCHk3Bq5gyqGwqvfvuk81ZSfQI6Hp7CApi5KcZy2+U7JcFyGxxawiBNACmiTaLUOL30I8HRF5kxPpGCh+Zdrtei9wMktKcj+zE2OzIwzgWroJA+cZNc+oeRKLQprcqgAIUWIqgJLoRBrVVgicipNgjiTaC+5E8a5Kpo1AS5JJBbPaPJjbWIlQ0wxOGfvpFKxKrSnjKRVQKpKKksO/YOcYVWnxlxOgRDqfZCQl0fGzXFli4ZhbC/eVwsKYs+z70ImhEemqpNrawmTzIhOkXI9aQ5WKjIWleLBwcgtHdwwU0mpWkjIiCifEegMAKJJGDsnbkHJB205Fv9ICmAM6HFsg0L7/C8ZxGWyeaICIngngrwN4IQBfJWTmG7Hcbdiw4eHCw5zkcp4S/SkAXgXgAwH87fD6o5DouxuBZhcgoSDXBZkXEFfkuqB5OMjbK1fkQFpkiToqwrLEnsC1Kafy2UbkjhJo9fuy2jMAJTWqXItXVTyvVlRGqJ3VRJbzM2qe1FbQihm94LHshWBOs2QPlwLa7UR5rodFiEhKCmOhX85SXEdJSLmp62aZyLMXvEXl3ces40ll0eJAVcP1+2U6RVG1dZ9PuklDSk2Jlu57FSlNsoKQmxJ9DH7+47VQkli4EX3WCYsovhOWtINlJY92n3k+BZVFJhonO6Qzsb7kXemSTewXhCujFpZYuzlhfmTGdDKFbo/VYwLT/BgqpBkMJsmrTnUP5knSQfSYrABV1F9JbE5UUZUEm0eZQVhYCGjSRkOyEsOo6nuunLCv7REQW0YiUY8nMBJVZOrj5pgtSQNdbyHLa8kgJ9NGlkdbxlqR4DHrxkUE/mo436LyEOH7APwggE8D8CUA/jKA37vREW3YsMHxRCKZ9zPJ5UFIcTnPE/1GAG8kos9i5h++j2O6EELIQkvkWpBqK7hiIiRNIDDFzHJr22e00FCzm6vxND5UCZsIH9S1oQmK+52tEI6CAq0EujsG7uP0hNCiqcRcJc1A22Izs76dRQ1OdGCtsCJATpOMVIsILS3D7BGghJpnt0pYoZvbJwb13gkQV1RakHhxn3Mk3daYo8WtmaqqjTpIUkmi1SM+jjhvub8R63b+zbaxhMlLa2utBNXsHfqPgiLtkYBTQl0IeVYiWRhlTmKn2CXJiJ5awxvP6l4KOCXU/YJEZ+D9bSmgnHdIZY+aZtAk9JSdQKOdIzqMavRzGaweiapmMOt3Ofm/ot5me0/7IIoSTZDvdmowmn8aqWvQCQiZTk6IGQuimtwncdg203DdrodA6343JRoAnsHM30VE/xkz/yyAnyWin73pQW3Y8CBiiwvs8bAnuVzoiWbmHyaiT4N0LoxLhX/zOgd2zoi8JXLSVsikZNr90CxE0P68Mqd1O4UpWQTAi6Gupmz1GdAk5FlTE7zwS7cdyWj8GdBiOF6hjcyaRFFkUpCnVhgXPxa8zjFPucXFtTQRIdHqG84nABGWvNNjETJqiK3LiQsyJXDNSLQP/vN1y4uc4wRQ9UlMNQsM1dAifZ1c9Y1xzj//rDYOS7ywtIsas4g1Mo4pe/EhzXMrMJwamc47xnQyAVgATJg0iYOSkOsciDTQrBx1KUj7vUwg9gswnQH7M6TlDDllTEVUchuznTfz6h9kKYM6tRhDcSGAjjwbgY6k1j6bqSKrnSYq2QSW80RwIu2/K8yo5FQcYCXDK5fMlP5KQB58z9dBoEHA1vYbALDXx9/R/1f/f5AVxA0bNtwwnmgkc0tyuRouJNFE9B0QD/QnAfhOAH8BwL+45nGdPyYwct0j10WIXV2QrEANAEiJAYnSKC9Vt3EYxO6h2xz+yDtxVNVbXju0Tnj6hmX0alwZU8JCsy/JEzGyFkHaNuP2Wn5w78VuY6hI5azrrihvaoRenmHFkKPS67JiINIliQK9qPXCxi1j6VVos0IkLsi8yGM584JBU4FtAmL+dFGgW9MZO+fgdi1qDnaMYb+2ykDud2ffViPsLeGiBvW/UkuosO1FhZyTFHPmLAWX6fQE0yO3JDO7FJSzPSgR5qWinC2Yb81d4eZ0OiPvJqRJSTRX1LM9KBUsAHJlpPe+Rzz7ANLpLe9MmfIOJRdXzi3jWehvakqv/Y8X5JewkhQbmtorxYeaCW2NVLg/j5kYUxICvaOzRqT1nBQtsD3jWX5vkFA4kniZiIobig4ItNcoWAyeBEKj6eE48GjrRTx87Uo4XOF5SPG3iOh9APw1AN8KqVv5qzc7pA0bHkxsJLPHw57kcpl0jo9n5g8nov+dmb+WiF4H4Eeue2DnISqTrlSGrGfm5Pm1xOSEbFUpde9vv30rGpRFayNxLbageaW1gFAV35LmpkJHJdTjwtatHBavx6piW1GiEFMrypOsYMQ0Ck+tiJaKFPbDnfJt2y55J9nCaecZw2sxaM0KwEhmx4BGrlF2gjsWyaX4+lrcoBb6ReLejVuP2aIIvajS99XIs3vex7EPiqkRx24cVlCp3Ry57pBPzoBEmBZpBy6KM3lzleiZFktHTPWo0v1Qkzq4SBY27c+AlGWyZ90uK1CyRgEOEzwbLyD2iDIcW/Qx15D9PGr2rQhXSHSmgoylj4Mku2bZF2KqNrQZz2nFIfFNSppH9fu6wUC3avIQ413M/IcA/hAidoCIPuFmh7Rhwwbg4SCZD3OSy2VI9B/r43uJ6NkA3gng+dc3pKsgLlcHYkoAapH+GRVgEtUveSdB/XaMFws/G6kwGCFM1CdTAHDyasWD1vCCOWEJRW/ZvahGdoUcGoG2HGMpiBRLiGyzqalmY5ECPStQIyft8Ria3aV6golJhEzJfcMLSSzaPpDokTgljTZLYJSUkVBR6bavCIzElDQVRQj/+uTFCLLZbJjIbS9ynsXyAZjzthFoU53t/I/w80S123f00MsmSVNLToBakJ/8JLF3AJhKwXSyQzlbwKVgeewMdWltvs07bV0hJalDfenWupyFUMOIdMpI85mOe0LKAFeZeMl1syOV/AtQRYZ6p+3adukdjUCXoEDLtRL/85wK5lSwS3tMtMeuPubFuKZEU6oawyiFuIteB0uuuQhG1L05C+nqRfReh7HfS2yFhQBEfR4jR9de27Bhww3gYSaZDzouQ6J/nIieBuCbALwZwsT+/rWO6tIIxAqpszMfJmqoUj0UzUXEYriObKMlFIxKm5FAK2KzhhfiTU1NnWNJOjACSFSRVYmljiBmj8WLqjbQk+heqUWn6JqCbmS2xay1lBIj8tF3u1bEFrdZTcmlBSVNSq6PN87w14aJh53Ldq1EK40EPlHx4k9bD5DjTE6+x+vk/ltIwaVOU/w1SwfpbDnqjUbKoGlCApBLAe/34oGesmQ/A5LAoT+nST3UJEQaiaTxTUrSYn03t26I8V7kZg86D2ZUqMHa0fz7ov6aOj2qz5J7bqsHqkJjQUaz49hEwvzYrJ0K7dFXUKg/t+eN1/6NhYX+GUuwuWdket2H/7CAiD4OwMcDeCYRfUV466nAkY43GzZs2LDhnuEyhYVfpz/+MBH9OKS48AXXOqoL4CqkLeVWKbjjQE6qRdylQ5uDIZLQqIaOZNI/nxpR8P3AlMCpZfRCPKq29J0tW1dzgFMgx9MwptiYZaHZLSEWNUdgUBJi1EjjQKN4KGJ0FdqOmzsLwejBZRwS6kiSjMwlquBE3b7ss8eed7YScEeGvUGIXodK1d9zm4Ep+WHCY8fUKfUIxBOBRNdFCKS1h59mYKcrDLWA9ouQ31KQTs+ETJeCfOsEvBRUzeN2wjxl7xBJ8+xt02mekG49Ig1udtoa3dJSKE6aev97O19y90z6coF5oK1wljz1RAg11HcPj7JLVLFLe8y0YIfbyHXBVM5A3DpIygqNrJxkKrIKwwkpsWdVA+uFgWOL8thUxVNAwvUOB2gX7WCbV8VD3rFwB+DJkP+PPyW8/m5I7cqGDU8YPJFi4DbcHB5v98lllGgHM98GcJuIfgjAc69nSJcYR1QulSh7NzUoIfOsY3L1ck2BHl9zGqDENX7G1OxIok17Kyzp1VV/7hIOkJCpemqIxZkBQEmNYJrC2lo5C4Fe/DJJ3Bgxg1G8a2MzPMRiyDhO7vKvo5LtiiVLqgJC+kKnFltLaDsDSuSiJ5nQCKs9N1U4njNrGgIj+MNEIir/QqDbdYiRgZEgSwJI0n3ZfnoH78F5IVWJNUub5hNVZsXTnCCeaS7FO0Om2BVyyo00J2opH7NkQ+NEOkZi3rna7c1tIpEe7sF4/m2smaokafi5E680w+wT8EmQOsY7FTp5gk2vQseYwWYj0ftgWN0ZJ2ujfai7/4bJZiTT3YrBXYDxcNs5Qpzdf8/Mb7vp8WzYYNhi4DZcBg/CfXIlEh1w43+5jEAzGMTkec+A2RUs9SAs/Q+pFS0eLTkxA6DWhtQRRsDUuOSKm43DCTT3BLrZIjTBghIKGBkJsAYsVgRp3d/MI2yKoz+2bZnnFLFY0dXe3r4wvg70PmGD2weokVx7jIqjH5cT6hbLVsNYrC00gZHXCkHRuuKJ/3mdUMk1bvtu52e8BZVSUgJWUlRsP+0FnQDkSck8A5MkcjAg3SKJQFMBL4u8vhRf7bBsaQwKNLRtOuUM7E5bo5t557F6a+rzKplWRdqOLwEyWWC5l0gpKTEjE2BHTWSNVeQfEUuWelCgzfKzep7Aau0IJJh64itjrd292fmiBxJt3xmtPHeFldWlhxTvJaJvwmEM6daxcMMTAk+0GLgNN4PH431ypyT6/pXgH0CIW6IihXcgtRTk1vzDFcsjLbsH8hJhBK0E8up/9NnIB3f+TiPQ8o/a97g1eikMJLUrLJidaFpHuRRUvrYonlFU3R5jy0BiE1lT9VbTS4YzELelWrqSnIREHNIfVMkfrC2jWuxWjLBti1JD0qI+QP3RrJYCQqJGeBP1HfGsw6T9zHYuwv7isSdKch4T1NIRPOSx0Q4kUxoTJC4wTaA8I6Uslo75trRZPzkFF2ksg/3Se7unli+Nae46QyLPqDmD8wRO2qpcm7vU3De1WfP1jp70eJxCpKP/OCEluROS3ntu57DOnn4exnOQff+iSouin62NvfuhTa0eSDHZysr4+9Xu4B6H98jdYq2w9E5BRP8egG+B+Im/k5m/YXif9P1PBfBeAK9i5jffswHcOaxj4afjPnUsvOhcbXi4scXAbbgMHoT75CiJJqIfwzpZJgDPuLYRXQKu1KoSXWEtvJvCt+addRKwSpx7JXAtVuy85ec1YtA1uwhvF82NTiLnOim+aHk7knk7LlOFj37HyVpT3+PkYlR1LavYitpcZTzmifUhHZ5DMLRL4JBbjWZf8ShCasrlqGKOhYem0IfdtPNCJI1cEK0k+jqzHj/rKsWElHUWSwRWXzSIhEzTmZDkMiSMmOqs0Xg8nwiJVrXZW6in0AAnZHT7vbvi5x2vx0GnS5swAACF8yl5HGCwt/aO57Q7l048yRsDRcsSEx0QZ5uMtO1odCFZu5b1mzCuDpGR83Csd4t7RciJKAP4NgD/LoDfBvCLRPSjzPxr4WMvA/Ah+u9jAXy7Pt407mvHwkueqw0bLo2HIQZuw93j8XifnKdEf/MdvrcKInoBgDdAYpe+hpm/Obz3CgBfCeC7mfnvXGZ7TYsTz2wFOnJYLbEDwdPsS82Dt3Mgf7Zl86EaYvtjQ1EPbTV7QvCs2j5TKLoCpDjM2jaTFhxmVU5TR4zEo2pabRxjRVL/cvODe4tzJYymyMbiPzs/kg+dvRDyInIT1VEjtTYyUeOzW19MmSRIHB5IVGkkaLxaU1+b3aQeEPWofBq5j2N0bzYs0SMh6flvhW36HlvRnCmwOyRtjJK0CyTnWaIRy14epzOgLlKEuGhTOEpAzqjqc+Y8o86n0v1x2knXRC1q9esAINe9nciDczzmRMf70e6/WLQn58OINPQ6JukmyXbU3K8UUAZSs//EiWah1kExnvdoCTrINdcOi0fJszbo8d+VYD3y47/LlI61Vaa7wJ8G8BvM/K8AgIh+AMDLAURi+HLI/6MYwC8Q0dOI6AOY+Xfu1SDuEPe7Y+FlztWGDVfCFgO34TJ4vN0nR0m0Khr3Er8P4MsAfMbKe68A8DEAvo+InszMf3TZjVoHvKb4pY4UHvPP+vdxbOlcSJu1L26v9b7QBHIfMYNEcTZPMVpRWPSLjvslFqJ9WVXN1FjzWCfdhm0/oUXxSSJIKyCLSn1FO1c9QQ+E2YkxHUSXMZrdAkBnY2GQR6VZMgmpP52okTI/DytkyEho7FTYvR8Ie7PeVNHRySwndo/0xXSebpEn1EqAZnKnWqTNtbVZr1nUbNs/JSk2VOLMeUaZT1DTjGU6lXjCNLWJG9r4Uy1IOPRrA0ak+9eiH7+SFQyGiQc1gkrEWNhUexq2cxgJGDO6oyVCmv6Q55B3NiEl5a3d+3GLz+GxNeU6/v7dLa6gRL8fEf1SeP56Zn59eP4cAP86PP9tHKrMa595DoCbJtFrHQu//Br3d5lzBSJ6NYBXA8AznvEMvPa1r73GIW3YsGHD/cedeqKvDGZ+B4B3qFIywv4SMg6oxNqHV5apV8jw2h95ezx4b4yzAyPR0u2vsxjYNjTFoFJto9divNgO2R4BdP5hs0TIongCDz7nTlEMYyxa0Gf7WdAKKy1uzDzBKR2S/8JZPNd8aOmw89Hi+0j3SUjURjVeKIvws/cLyxgXmvzcFJrAibyBTdGmL5ZGEonYaFmwY3AVGuStvZn7LO+Jl6aYG4GG2U+Sk2lPdmEG8YkU35UFiRek5cxbrNPUlGhOGXU2wjxjv3sENc04y6ceTWjHkSDZ1HOViLmsrdsBs060bprxWo8qe0dmQxdCQFR+2d8ERt/kRzoPAnva+feayq1ed0v1CDYY07BlnEMiTbBJyQpE6lYqkialEA6bE8VreC9whYi7f8PMLz7n/bUNjR6my3zmvoOZf1x/9I6F14xLnQedpLweAF784hfzRqI3bLg/eLzFwD3R8bVf+7VH37tvJPoC/AiAXwLwvcz86L3aqJOq4Y92JKSHCnQjopHE2vI0YH+4U9iHEl7ijsjaawmt45/s83yvcTfOfgTyullFnMwGwqM/F4idgsBegOht0cU40hHlSNYaCe6j+lZVRiXOdM78x6L9GKZgsttvCk1NEQ2TCyvI5JD+cewcFf1eYngRpDXgsQyKGOfWcpqtGFXzsrmgchZbRJW218ki6Wx/GolnBJqzdJgsaZJ/mLDwrOeregxgpkW82imDmDp1vdkmRKU971z217mG7boBS64AACAASURBVCRP1KBQCCr3TG7e+3Dejvmtz0Pvp18v8jxu8eDuXrr7nGhC5XtWWPjbAD4oPP9AiC3iqp+5byCib8U5JJ6Zv+yadv24Og8bNjzIeBBi4B5kPC5INDO/EcAb7/j7Me/WibOpYe0Pd7QaHBTBwUhEaxJBRjc1z7gRzCSZymZT4Cqd6wZfb6LaKcK+H+tyyEPMmRIS+6wpxceSP2RbK+kcw2tWaGbK5agYm12jXQ957EgtuON1Hb0PjVpA7Ti6a6T7sUQVkJDZRduNWxKJnFVWz3hT8KOKLmM8JPpCPQlZbS5iI6li2wjdG6MVwRr2xPzsqZ4h1QJOGansQVyQl9AKmxJqliLCkmYseYdCExbMKDxhz3KMyXXa4g12CKw5zc3WQdzuM9DiFpWykorSnXv1HKeqSjZJB0yx+sjUSew0wNjALt53NskjvfcSVU9GkWvVjDzRAlKQdfvZ7T4EDkW+thIwpMWs3LN3Ah6O4y7xiwA+hIieD+D/hVjMPnf4zI8CeI16gD8WwB/esB/a7CmfAOCFkIQOAPhsAG+6xv1e5lxt2LDhBvB4jIF7kHEhiSai/xnAZzPzH+jzpwP4AWb+lEt890sBfJE+/VRmviO1goi+B8BnAsDTnva0o5+7bJFRzICOSP7fwULAvcUi/ulfs4G07Q1EM2zPGrCUA7LZCEufP63WBRa90ve70lEuhQGKols1S5h6wgs4gY7pZXGyMaLTxWOihk4mMsQmkDTP2N8LJHjsUhiVcUBsI9Z9TxtfNyKP48TJVx1sghC6+rETaN1qyBF3RZaa7z1jj1QXUKpABWqefHbByb5rjV9UmR0mJrJ/s+m0VJSaMsRhMxZStqQSsGVtHCeaTcG2FJJmIYpq9jjxWNmQNJghsWC4Sq0WpYOJXlg5sImenFP57WmTVs14CU1ZurEDeOtb3woiek8YzY8w8yuPHvSAe2YLYV6I6DUAfgoy4/gHzPx/EtGX6PvfAeAnIPF2vwGJuPv8e7LzO4SKDyCiVwH4JGbe6/PvAPBPrnG/q+fquva3YcPDjAchBu5BxmWU6PczAg0AzPwuInr/y2ycmb8NEoV0V9A/qq8EgI/4iI9siWZknmQ+l0CPJCJ6Tg2k2cj5HNJybLtxG93zQDbteXusYO1cGJfe7Sisf1wk0IV7G8pBdrSPKxaDAczWIbHA0ypc7abOsrG2/bGBxvjP3pNCQjiBNruCTVnieWvXoaV6dLYR/35CNSsCHU5aDq6JFtdJ58gJoAWgSb+fQ2dII++526bldiMBOYknPgOozCBqdhgj0tbUx46nG0sg00I+hXi7BzoqtOFcynO5P64Kn9ywJLvYHqJ3vPs89ROTOFkBDiemTqDRFGg/bgZA7JPUNWtH16odjOc///l45zvf+aQrH6ht794p0WDmn4AQ5fjad4SfGcCX3rMd3js8G9L2+/f1+ZP1tWvD2rnasGHDzePxGAP3IOMyJLoS0XOZ+bcAgIiehzsopiGiZ0GWH5+q2/yrAF7IzO++6raq2jS8gxtalJhhTOcwy0D00HZ/gNlUWyFuHPzDngACdAQsmj6sJDDG4I0twsd9RrXQ7A8lEMqFMyoTSs1OpE2FHprv+VYt9sz3x5HKSOQcgb274GF3xcPJhdkpMjEyFUxUkKk0CwIgPly3t/RpGlZQ2anRQcUcCZw9xjxtU13juERdr2IDYZZzSMC+iq8ZCUic9TM6kdBhFbVc7HnqJguJK06SqK057fWaEya0m54poSTxQnvOcoizM8IfVyDcopFm8V3zcmBBavdNP0EZET+BcG8eQ7S+1GHile28k513hI6IpOp0RVu9SW31gJsn2hRwm4j6JOlIM5S1ScfVcS+28UDgGwD8MhH9jD7/RACvvbnhbNiw4SbxeIuBe5BxGRL9NQD+WQjv/7PQ2KKrgJnfjnuUXRrbTrcCv+YxjVm40ZpwoByfMxfoWlsroSAET/QQDxetIQfEOXQutHEd7G8YZ+GEUpOS6ZaSYeS5V22FSEfNsFM1L+lB9W1aseDQLKY18LDsYA5EkACqHYk3Mtyr5E2BjtckKqBr47RrbYTOrA5C7oVIm4INAgoDqJOo46ioRJIhrZAJStKUEpti1I4UVsqgxEhVf7Y9WsOalY6Y5xFgu5fE5JDDPdWfm/HnY9dKxtT3C4zFgn4+icE1et7bdRbSexzsVHvFfrMyxhiDGK/pdZHdi1YmHgYw8xuI6CfRYub+hv7/dsOGDRs2XCMuJNHM/I+J6KMBvARCj76cmf/NtY/s2HjQYrsYpflt9W9pVM36f4FcRP/wMbKj+6ioSJS6Ze+xOHFsiDFui5FcxjQyERuTjHFytvS+1PDIRmIG0qKKZ0JTjfMR0uyKMAU7BxEs1zqOsUsXISGqcQE/cZE4OP1S4iLXhBLSQJjapKa1MI9t1W2sNr7eakLeObJTpZU8A4smQ1fsMaECKFVI34LmxxabRhtTCefWMKWKTAWZpC27EWciRk0tCcPSOGLWsp9fBqZhEgG0SVnBhEqS+tEp14DG/FkDnHTg2RfXc25FriR+6zrkj8dVBVf2iTE2NxmtG3aNog/dX+dz7DfUrgehL6TtVHP0pHcsPr0q5P8F9y5z+okGIvqTzPybgIsU/+PwPgF4DjP/9g0Mb8OGDRseeJzX9vsFzPwWJdBAizB6rto73nz9w1sdGYorkaQ+zKh0rStkFh/GIGTU4fXe/gEg7CODObpL4eQZwAHRWdvuSJzjfmLaRiTQZUjhANARaFOffX+eHRy69a0MbW3S4Dw6NO84D7E40S0WpsZ6m+1Abrh5ad1Wc6TIza5eR+BAYTvWdCSQfJbW4ombqmvnD+qnzmEiBMAnKCWcU2l6EyZe2iAktk53D/Rqy3R2Ih1XSfwYwr0aJyqGuLoxTjJwYDdqBa9dE58wwVs7t8fu14uwdq261Q4/qr4GYCTPcWz3ggA/5HaObyKiBCHPbwLwewBOAXwwJC/6zwH4ryCRdBs2bAjYspQ33Aucp0R/BcS28bqV9xjAS69lRJeALMEL4bE4tE6VRk9Sm01ALB9dqkT4vPt0raBvIACrcXL6s3clXCHb0Ts6WjpiOoaTt8GTbFptsxuQE2QjywTGlCoSVcypiOZLQzEf98SUQS3Jw7haR9YaYoFc+7l1Aozng9F3tbNYu8oJe420s3bjfg47e3o/wSghC1iIbvX4wIwWx5Y0zq5CVM6lHlpFDO6L15dzEs93ZWt20uwmMh7qPNBRgXZrC1Qd9vSKaP/RVBBuqxYjjODG+6Q7r0wardgmjHqABxjVaDvHFjFnr6+NYw3jxCb+Dhn1z7SEM9Yr0XY+o4qd+W4TNvt7+mEDM382Eb0QwOcB+AIAHwBJDfl1SNHff83Mj93gEDdsuC+4n1nKW47yhojz2n6b7/ll4/+Iiej0Wkd1DhjoFTr14Ualbw3rCRONZFZkTZfo/Z/2s+08KqC+vZVUDhurfb/71zXCQJeOYWNNLB5jZkLWQysQyTjTCqEJ0WaZZDl9okZw6zAGBPLM3AoireAQHFVEeZ1g7b9NTayd4uyfDx3tzMLhecKWeT2qkGZXCdcvNoKJE5lGEMVCcExdtQmHH6i97sWUdv4kT5Mth1utF3Ys0DQNv5ZDYkVU48XycaiwjhYIt6gMJHac7Pgxo8X32eeuAp802td4faWCwp0yvOH3/3h0Zt8YCfQauoScuyTAYud4eEk0ADDzr0HqVjZs2HBJbFnKG+4VLiMF/RyAj77Ea/cJ5OkcTnTJwuHqgSo3kmdA/+jz8Mee4Goh0Nss4h/qhLZk3xXeNZ1tddTs6RqNvK0heYyakFYQi+WAANSMqqTXNmJEyDzRWZuqZKrIWJx0JrQGHJa+YMR1LWO6UhsnK3l3tZ4yGIsUXIbUEvtsJM+iJE9N3edm64jnHtDUlXByzCtu1gvAlNRwrgav+eF5799rjWT6a7p2SZhMdQ9ljEdsHDI2bb9NFaYSmzWjhtWIcbznkU4nzkeU+qPfG2MVQ/Y0INc36QTwoDsnHSHCZBOGw06H/TZ6i5TBJ43DhOJucC+2sWHDhic2tizlDTeF8zzRzwLwHAC3iOij0P6MPxXAI/dhbOtgWYqPUXL2p5soadlTT2abS1TIc1ILgizDN9uBJU/4AnXwKQPwiDRLVbDXvCvhQD6E5DQiMWYy2xgAIOl2RvITiXyh6jF3VjznRV2pYKKKKS2YaS9RdLxvrcpBWGh2Erww1Edcu/EkiwwEgWO2MEniRVKlPmFCogROQ5SgkmYGHSRgjMfux6n2lMS9b9m6ES51atF+eu6nJCsHEzUPrn1+DcWsHdyTzxh754TSi0iTR7SNj26T0G6WbYPtfFRkOQeQc2ARcyOB9IJKavYIG8+oQBvWVjR8e+FquD9eZGR410o0m4dNuhKKfz5ONOPESHZVu2th3TCT2aVc4q++l3Hc8tpdEmA+fyKxYcOGDWvYspQ33Cucp0R/CoBXQWLpXof2F+/dAL76eod1HGLnaPYCe9HbFJMR177L4KisXfS8e88i39ATXKEV/bYj+aUjCufh9qOn+lAJlPQJApIqsZyA1KwamRgTVc1u1oQJLF0WsRTDiV+XwBIJx42k2XH6SdZxdbYO0xmViEPtMwRuzTyQsOfJyXMsllw938FeIEkhzVrCDJ80xG6NAIErSREg0YH3245FzqWo6Imwah9wbzkd3idGHr3roT4PHxDSHHzhjZaqAu0KvBDo/jgMtrLSWyw6X7MR+1hoemRSJnF+/UqJvXcwuYxKdFCTU5gcEHSVhqyBS+qLS+M2z1tmQf+7s2rmvhIO28tv2LBhw2WwZSlvuBc4zxP9RgBvJKLPYuYfvo9juhDRXtB4dFPlJL1h+DwAIKF3ESiF1AYqaJ9yUpEhCqxZJWLzkbh8PRJfJyUhQSEpURwbpSSlXaTNTExN9/GTELLE1S0OVhhn6vVMe22CsmBXH0PmBVO5rUopo6aMnGaUNLdCP8rYh1sgElsj15USCjcbhFlBFs4gJE86iS3Kz6qQ6H3NB4TRlONMPfmyawoEXzbQkTVR4IWM7iETj5Isvk694p3KLNnPRUP3EsQaE3OwU4jwy+Hayv6S32OuoHJQX+2zSWwO1gZ8zzMWTNjXuWuYE9X0vlhVyKkc62EjHD1Bq6rraO0wVRgEgFPX6CaS8Xj/5o7ySwOdxKVF6fkkKmmEYR+BF98H1Rbdx02lZlWpvTg1TN7uFIx+AvGwgog+AcCvMPN7iOgvQqx238LMb7vhoW3YsGHDA43LyDgvIqKn2RMiejoR/a1rHNM9gWvEnm/bPLqVsv5rOb8xig5oZMTIWY6KXSDZ545hpUAMOK56t1HokrqnUBRMWERpVsV5Cp0DJ1qcQGdIfnOuC3LZy2PdYypnyHUv/3hRAlj75X40S0Pbt6Zg0KCSwqwbqSPQlRNKzViqeJn3VZrG1Lrug+3PJ/Rc10Bqdd9oDltWUl9CS3Rri95tV8ecqG2/Kc/NU97+9dfFiyA5qa97wgJ5tOLICpmAlTShUm6f4ewEuus0GQj02j3SXm/v2zltan/4x+QTldbNUiZqsZjxPLIZ9H1voGMEurtG3E/ujqFv7W3Z5MN9jer2lbtBLAY9798Djm8H8F4i+ggAXwngbQC++2aHtGHDhg0PPi5TWPgyZnb7BjO/i4g+FcB/cX3DOh+NEPWUwmBqNNsy/EhmlagC6KwA8f1MUiSWLEKt+25bWi/WXER374WBTt5zR3aAw0I3KfLq1TlXFGWnqtTC/dumVppqPZHYNzIvmMttpLogL7eReJGdEIFqQcoFKVcUmkDEqJy7RIxoT0nEqFTdN31MCTWLh5HGhZVAl+THREStUQsgCSLBxmLnbpygMBP2NCNTwlInIcpJPM5OpkHevjo2HkkAit8vzdYR+WQi1iYrfaOawklXDdrxRQXVrDMJjGLxddrG/KzusEQl/hzLwdpELLZit26VblPhdm5sqx1BB/tVTKjue79IsO06UQbS7O+DwOoHj+q0XSNT7JvXullcUoiWrObRH2w4d4q738IDgYWZmYheDlGgv4uI/vJND2rDhg0bHnRchkRnIjph5tsAQES3AJxc77DuDCOR9lcH8iqfy6IyH1HXEhggXm+QEhmJkjhLO+BAmEZaAhwWtsF8x54EQR3fiYRFxi2Fj9lVwqZWN+ITVENmpFrUD12QUkHVboPWkc/OUVPKmxeWtJgs5kSP59pJMI4380jUJj5GVs2+Ytuw7Oeu453tM00AFkxK0I1BrinIreAuvtaPxzzQWa0ga77qSKAtWaXbDwiM6hOaooWUS6dgj0V/cQwrBHrYd3ykYYKwBlkdgE8qzH6TeGWyeEUl2JRqHqw4q+MgUlXbOis2OwlpQ550bsPxy+EhUJkvg0eJ6KsA/EUAf5aIMoAtr2vDhg0brhmXIdHfC+CniegNEL31CwC88VpHdQUcs1X0BViHLabtUf6wN28vebqHWEIyWIvLmtocyXRUCCt6chFVWiE3/TK8jx8M5rYfQgJbK+44XvcHVzc3XERmiCvAFcQA5SpqNJXVz1ozDw3E6xRFG9sx0uL2CU10yMSoiTXMvtkyTPG1f6Loml2jqA/9sFAPAJAmTLUCCd6uWxT7ZkPpvqe2hni9xiY1KQW7TlhhGC0TpgjbPi3n2lcrQJ7AUaoUVJZgrRjJ/pq156AZzor9Ix5v+3DviwaJjx9IKCzBjbaactH9MsJ/R8ByH6lizToJjSkdcXJJaEQ6bmvt8U5hv1sb8DkAPhfAX2HmtxPRcwF80w2PacOGDRseeFxIopn5G4no/4C0kCUAX8fMP3XtI7sE1tTQqBobAbGItRqJKwGJmz+TQWotaKooUHwbCYSFJl+etz/go9I4NrCwhAkn0SuFZTb2nMiX3lvWbjge7ju/2eukhDtTASdC5kW2V87AqR4kJhihEorcVFMjweIhbkQtYwGzWCYs4q2ddyH0slSfkDTyrnAGheV/I8+7LN7umRYkFG8MQ2BJE6nVU0U8ejCzx69xJmROmCgjJhYboat2XEySL60k2iLucpJ9TakiJcacyoGVwyZdRpzjdZYCUdlxkulO93lTogsTSo2tzy3K5HDSJ5MXBgIhNItGvEeIZLx2/9pmmSeU+B0rngSDOINRMWEg8d1kL+kkTvKwK2VXi+2zloFtKy0EBtOsbBkHYJ2IxfvErlaLUbwHnugjKx8PE5j57QD+dnj+W9g80Rs2bNhw7bhU311m/kkAP3nNY7krxD/KkUC7pYLRqWbmHiUSkpS0852rmkEts8Yk4n9t6nLh1pK6T1sI4zJiNxaYmToJCzirneXASgxXle2gwHXqNwlBLjQBCeCUUZlBqjwzEjhlTSNpXm33+7IlclQA2f23hKaKJyVTCPslMbRoYR1jSgmelsfk6RmJGBNJUWPG4hMYQvVECPsn8XuibiYuSJSQ2awrBKaDnocAAWlQgKWwjw7sHFGBFlW8fcDypi2OroSJj/iMpaOkEE7qlOCrFrI5CWT1b4eEkUgQ4zjNR273Q9FJDzjaVuTq+O9AiL1bI6/+OxPUY6YE0mth55dYznul7JPPmGyzBrN02Kj8vr7bwkKGdx17GEFEj2J1CiNTG2Z+6n0e0oYNGzY8VLiQRBPRSwB8K4APBbCD2C3fc5P/g2aQ+4j1BVhjCnvfouDYSVRY+lWPL4HFP0pVsphDAVYkGlagVZWQLJw1ak2Kx0qwDTTrhQ6Nbdm5KeGx3bTHqyWzcahFxA9N/b2csFgqRGhgYpioINEsxCaTNFqZGSnvwUUuc0kzapqw5B0WmrHwjMUzncnj9oTAVhBlaUwTLdzDBCNOXDIKclClp6BEW6GkNYLJWLzxjSid1X9O1ewcqSNfpBnYBEbOqSOrFaL8RhV6X4wE67nWkeZkudqMKRWPCZRrQ35tTVHuFWEr8CS/D/2eG1TR0eIg4xSiH5/7TSkb6tR1U/GntCATY057P5+WEJJIO0G6h7tlbcu+ol2pTYzGwj6flhD82ltah/js1cpCSSxBySwyh95mwuEKiK9ahPvnbsB4uJVoZn7KTY9hw4YNGx5mXEaJ/rsAXgHghwC8GMBfAvDB1zmoyyIWW41/TJ18BmK99j17vva3uFkqQjtwNMJsvlfJAW4qt3+fGolmjl3z2v7n3BcVdhMB9F7T6NWN6iggYmimhEwFC8sy+z6fYAr+EqaMkiYUUuKMVvxmhLCStVIHGBUVSqYuUA3tuBNVTLx0tg8jbjmQYPNOr6qi1vWPyJvErBHUOHFKquSK0m//SDOuxXMQU0g8xi+QSl+10CsfFW3bKy5z3xC7Or12fEZdeZhUyXfhCSOJCSm1mMUWO9hWB/r7ejiPB8WUIeOcDhsF2T1YkbWluhakMkJShyXfMHLdd9fZJzyDD9osR1Jg2DqC3gv6uxUWNhDR+wM4tedq69iwYcOGDdeEy9o5foOIMjMXAG8gop+75nFdGnE5fHzdC8sOfMvNY+qfdxJr/lCCR+T5tpqibfnE+5KcROvWdR9hLCyErFZTlYFEQqRzIqACnNfJwIEXOijRZjWQ/SUkAEltGpkm8UenE0zpDGLTyCg0oSDjrO68o2C0vhAYCzKykVNU5LDE3/tc2znsJg8QD/Mc0j6iGh3bsvsEgbKTZ4Nlee95J/FxSvq7a7mi9q6pwnIsTT0fixFlYiLXcqmqQtfkVpCchJnbBMgJ9MrcQtRjIKU1wmz3QFuZiJ0USZVyAgOJMdv5tHxwLN25q8MAum1RI86TZozPtHTXIxbc2v1lajPSjFRKZ+sgXnxyQ8RgahMmsYMcWjva9q15Tas9uFtc0CDxoQAR/QeQrrLPBvAOAM8D8OsAPuwmx7Xh3uNNb3vX1qp6w4bHES5Dot9LRDsAv0JE3wjgdwA86XqHdT6EAKz7O6NqO0aSXdgcxSlWT8LG1xuxbVaNMUHBPM82FqD5N6URhnihK1Pnxx2VwdGmAjR1vaI/XssIXtSnvfAs76d2HNYU5RjRtO3Y+5Vs+V0j/DAozNzbBC6rDEbyvPq+KqLWasYausRxx3NVw3WJIDUL+/1C/XXpLCHcJim1tomRXGNIxrST9sMVkM4Xr3WEWV83dTl6tceiR0D2Qbqvdp/01pnLoksuQZvAxK6MZgvp7jGGxx9asaERaQBKpguYaiDTtppR2kqCXyddXeAKaH2BvH53Kc828dmArwPwEgD/lJk/iog+CcB/fMNj2nABPufv/fyVPv/oY3u85e2P+v+LXvCsp+App5dLMvzBL/64Oxnihg0bLsBlSPQrIVzgNQC+HMAHAfis6xzUeSACplRXSUVPcBtJWbMC+He4NTshWM5xFp91p/jlbvtrhE3Gx+519n2QLs3T8UKoo9aGlSIzo5KZAGZ2ddZNCTW3ZizaRa+zKwR/OJGeBOr3JRFprVkNESMG442FlGbRiK/ZWIUGVoCBQtIuPF6SOBEApGmJqOzaiJpzd03buW5KZGdLgTZRydWVWcuptlxoKciURA1DqVmbpCSU2nzsiWR6UiHKf4Zkg9shjDQui/+h3R8EH1tBT6RLJffUy3cJQJUs5sSdzcdStE3fLiGPOhJhixSUlQkrRizaBbIc3GtmJ6oxt1l935TEtz7pgaS6+MQpRT+42W5IKX+05CBOzNg/P3qm7wSbEg0A2DPzO4koEVFi5p8hov/mpge14d7i3Y8t/vejsjy/LInesGHD9eAyEXdv0x//GMDXXu9wLoPWoKN7NSyXdwR6WEa/VKtu4o6sVOu1Z3YONCJk8Di41AoLjbjmxCjVitvUFepL7XwQi9eO1DzRLVbMFF9TO93PGwh9KzBr9K4jTQMhF5KHA2IrRXCNZMX3/LlutlM3g2ZfINGBTqdDuodvK2Qux1bVhWXistTU77N9uRuPpWm4cq7n166HnevWPry3MpgHuvr5a3YLn2wATsBt/+5hDkOLVheGEm+Wd9ZiEO3YCiT5g2iYFLKsCHiHTPTvr8FbuIfr0q6P+f0HC42rxzJxSTTpMWYgQdXo5K3B5bOiz1dkVajjeHTC5Cp0BWuE3qoX5opYW015CPEHRPRkAP8bgO8joncAWG54TBsuwFXV4Te97V34vO/8BeyXinlK+JZXfNRm6diw4YZxlERrNvTRv3LM/OHXMqILQBCfbjeWFbX5mGJsXtaosB6DEQxXb3HYtQ7Q9thGPqjZTWS88l5WVbESe22aWQsSNWJ8EJE3qughy9lJLvriQ2mYYg1iUkfo4nbAMbNXCTtHZRga4Rbziw8nKDKmkO5h1NjSHxhO5qIqbtuzcbuFxHO1k1ssmkqt59zHg/Z9bgaBROyTgng98nCOozXH1WwvTAzXgaPyrXT0yH3kE51uJSNpF8Fe0bex988RLB9yPSV+sT2HjjfGJnqU3x3yyjiBgU74CiSxxhr0JFId3g43eOUpKMxMbSAx4s7Ozz0hv/xwR9wFvBzAY5CVws8D8D4A/uZ17IiIXgvgiwD8nr701cz8E9exrw09XvS8p+P7vvAlmyd6w4bHEc5Toj/9vo3iCiAwTtLtQLokZSLaOC4iXkBTeeX1RvzGtA/LZBaClTz+LFoHgKBymrociJvZAoiqkyP7zpQqcqqYdNl9JGDjscv3qhb+JTCZa7Z2RJoBiXyzzOfhGMdjNWLTrBx6nhiejQ2I5aGGR0MO25xCLnRSMm2Z0xGjVcWuoRVtGkFcu5bjNmysQJvIGGGOxzpaL6wwsxWLtn9rk6x433TnTlcw4rWySQXAKFAiWWUUOYnhuRIhJe7U6O7cM4H0vmO55G6DEKtLP3kYz42QblJvOUvzFZI4RRu/nOc8xORpgSEIGdWb+EgUYRKyXJqi3e2XCJHJ8yC93yv1mHF4zh5GMPN7wtM33odd/rfM/M33YT8bBrzoeU/fyPOGDY8jHCXRwcbxOIMUSIGgRXKmmOm7d9+ghAAAIABJREFU5yhTRjfXyFErvhqK1YJCOiqwq008AoGOxE2Il2w9qtU5VSd71kQjjmEcI7gRtwQWZdtoCbfP+bGi2TKcuwQbCGxsZCq2usMjkQ7nocTHqFqbdUAt0PJYfJpiCvqITkHX/XpHSPQK81ok3IFSb8dkcW5DcV1nJRmsPnGCcxgP129/xEVk2+wgllCSKGnOMvtEpY217c/GF6ZAq69HVLO0mCWE7fxqkx1ubd3lPGdtMNPvx2IIQdD874ySZqDukVknbSGNI/qix2hCT/Bwr/S9KQjcPNHA0HRlB2DGDWf5b9iwYcPDgCdcsxUCY+K9/gGflPz1f5DH1IWISKR9uX9QgK0phH2gK95yQteTLvPeViZvH+1jtlQIrt1rCcCcNHosFS/+SjolOLbs3SnK2rqcObs3F2gEWs6DdWPkLhdZxq2+Vi0utIYzRpT9fOrzRZMr9jV3x58TuwrftHF9VDIb1fk1XIYQ1XMmMLISAG/hnSORjhYOmwxBrCqHDnsjsf3qQiJGSq1g71wrEMvVk6JVdu+50OUETkU7ZTIStfbkQL+aYccQt2u3RPMvB+sEhXsRprRn7FkKAYumbox2E1kByD6R8f1pK/qUWBu7SGv5RoLDpDNNsi1t126PwCFpltfvXkUuR37PHyaMTVeI6DMA/Olr3OVriOgvAfglAH+Nmd+19iEiejWAVwPAc5/73GsczoYNGzbcDC4jB/1dSFzS/wPgFoAvhJDqGwNxn86xtqRMA6E8dqCR1DX982L0imBP6hiHBM/GRGrhmKgip6L/xG2d0BfnHexzhTBQmAiMxxiVVk+EMFU5+MWtGG+0eoxqqG/LFePePxxtEO7TRbAMuMe5/97oP26rArE4rlfP15Di9/wY2gpDm0QcXpfVbVH/mAIxz5Z+gcP7q7enNLIb9yc2niL3gv6bU8Gsr+VUMaU2CYj3++qxo0+E8bHo9Sg16SQoaz54/8/vvjDBkImTJaTI2avU2sbXlDXfO6OmSXO9NYs8zdLUR1+rlFCpGafuBeL9e9G/hwnM/I8AvPROv09E/5SIfnXl38sBfDuAfxvAR0LiTl93zjhez8wvZuYXP/OZz7zT4WzYsGHD4xZPyGYriYtQ3ZW/jWaVMMtC/INt7ZZNIe2+d0BeqyRpENzPG8ldBYMCG6uVrEmdxJMRAbVqrFpTfWP3OQK7Ei2tsJsKDRiZUc/3sHQfj8sJFvUtpYFGev07rMWOSb2uOF5cmVRJtXOJS5CRRojFPgCG+rLR7B7o1X8/hmiZIBZVHH0BXbFRS/VkZ5swlTinIo9UWrFjsHNIMSYsVqKdR/2sHWaMxTNCO6U+Z7m7VnFigjYx6c+BXa8iEYUgzOlwihdtKaZIj5MIU7fl/qrIaeX6Qzzuci2ST0bk+Gq3rzj2BvltSRp/l0k81RkETsFL7yT5OFFukzRrCX6XXgzeCgsBgIg+MzxNkM6yd3xmmPnPX3K/fx/Aj9/pfjZs2LDhiY771myFiD4PwF/Xp38E4D9h5n+p770CwFcC+G5m/jtX3TYQiCSaxxeA/ynpyPQ525DxsJNNV0BDm2oh1HTgXZaEhOZ/jTzCSLjYDIqTM2njbCF6Y+pI6ohNs2eccx7oeMOTwlpORqYiJ0xaqHaeymnbbOeiEc5jqSRAsHNokZpZHHQIns1t18sUYyf1ZP51IV2JSQvrUriIzXceJyk2ltG+0r61fi4pTI5c2U4sKwbh2sVxerqHDscnLUamw2TOxmETK4k7PDSUxHvrwL8eXgeTkmFtimLjQG9bakWc8h0Ze3ISfNC9kKm7Zp5V7R0Ns49HSPRhlnp3PFTDObh32DzRAIB/P/y8APhNSGLHPQcRfQAz/44+/Q8B/Op17GfDhg0bngi4bLOVhLtvtvJWAJ/IzO8iopcBeD2Aj9X3XgHgYyAZp09m5j86b0PnFSU19XQgYkrUzsvUtcem6hZUZC9kzCQatCjHsvSdiA98mbFbYdxmZwXwIkJbrl+P7aum6GJFVT6CtRQMs1cUGIkRArVofnWm4zaWSHQzsRYOCmGz4xxTSUZ7iZ2jhEYmvf+hKcJRlUa7fglWFEeSaAGAhuOP5FnIdE90/ZzyYSfLGNUHiEIPPbY28Tm8dv590oBATj4Z6OL2tKjPFfYwrilc92MTmTE+z8koD8Wl7mtfPz47BzZJ1MRn9dT3BNoebQLQ/iVUmyCSrDfYZK8iBbLer5TEFQOfkN6LZiv3lJI/McHMn38fd/eNRPSRkN/Y3wTwxfdx3xs2bNjwuMJVmq08hrtotsLM0QLyCwA+MDyPuvGFfxVt+Xj8Qx0zj+098eQq8dCtGzkY1b2WBB0IOAqSKmwpVRRrqQ2AKHnb4VIPCbpZOSZVnCWJo2KiRUm1ebv7pAR7pXXqS922x46AlZSgHOMkSqyKnrtaU2sQosTQOhxGNdkW56U4Ts7tnIBJiyeNKBpZPqb4WgybpVDEcz4lhidpKDnLei2noNCal3shKV5bauu4aKQ0duPrrC/hHFq6SCwStfFkAmKnwahsT6l1/LOJjx+jbh9Jfl5g9olgH3JFWK8HmtdZViPWVwNGkhhztY2wA9KkxfZv57hNGoaJAkvmtDUtivuIUYLyszZ5UcK7wCaQ1lQlH3w3Xl/bZ6ThQqAPLTFXBUN+7x5WENG34hzbBjN/2b3eJzO/8l5vc8OGDRueqDiv2crLAXwgM3+bPv/nAKw65CuZ+X+4i/3+FQA/GZ7/CKTS+3uZ+dGrbswsFq44y4tqQWAnFf75gYTGRye13JMAa7lMxEJuU0GtouCKH7QZbGOxnxFEI4XJLRym6/VL+a4+x5bOoE7dTtwfg4372PSjz1KWn83aUUOOhnuGlVqOyRLWv5FBmGlQW1fObWFy87EVrBXrFAJpziJkSq8AVyB4f+MEI4WJE0PaUdtYLTbOSLepowVy/kzp9nLUUPx4cA7DMeRw/fKwchBTsgslJI18q9psxMbsBZbETqQle7kp7mbluYhEs07nZD/wSQepos+oqngfX3FZg+23m3gOE4CqxLtS8sno2OZ9zVsfJ6rtd6s6kb5bPOR2jl/Sx08A8EIAP6jPPxvAm25kRBs2bNjwEOE8JforITYLwwnEcvEkAG8AcEckmog+CUKi/4y9xsxvxBWaBBiZ6mwGGs0GwJXGpjqjeZS7QrJRidZFaa7Idd+RC6aEnBYUTBr7JZ33ak5Obn1Mao+YVOVtMXZ7JDAylq7QDYA3vNjz5OR5Cdm9AJpKTj3hIx/5MVRVhLNOAqizdjBncMhUbtvtLS7mp7ZjlWt3SNZaTFqWKUIg0EtNzWmjymxO0uFuUgJq+8yq2BupF9IsFpuilh4rxkxUMXF/zfa0Q8EkiRSqmPYxheRK83jM8bn5vVvudFu5YCRV6/X+4fZ5n88NlhKb9LXH2r0Wz29PrGtTyUGSeuHE19qBt7jDtWsTU05ig5zxWrqvmbWtuS45EDffMwhI2opHth3TZVYScy7w3l8VMWLxYYT+fxNE9CoAn8TMe33+HQD+yQ0ObcOGDRseCpxHonfM/K/D83/GzO8E8E4iulRhIRF9KaRFLAB8KoD3A/CdAF6m27oUiOh7AHwmADz9aU/r3wtE1EqrxiXwwzzhQJqHn4m5U8qaNYCRKwEJmKjIa4mQqixv18SeFJDVkxtV6Ji+sZqKoBSkdUekg66ABDog/vZzJVUpV0gFo3lhrUDwoPU0GmEi/ZlHwh7OV/e98ChPRJkXz+7htXAbCEM/d44fOEwPCOI/jh/NtEBD2DDVM9+ORasxCJkIy4pkOUbnHZLofoXi8LyaF7ip25cFM6mXev18xuMfx+z+Yp2oVHB3jeJ3nYwPE4Xx8fB3pl+9EOVbVgtiExXLqrFVFZ8ErRzX2jl861vfCiKKHfd+5CqWgYdciTY8G8BTAPy+Pn+yvrZhw4YNG64R55HorrcoM78mPL1U6KdaQcwO8lyIbeOVzPx/X2WQ+kf1lQDwkR/x4UxcAbLF8qR+XVEojQgfQ6+w9sSw83SyKNKy5Czr15SELJTUTtsuJSz6c7Q2WAOVSQn0RMUJX0+e1eureb37atm9jUTb9kDoyHkkJcmpVE9qhRy3YjJX7o+ckxHSpKWdp9EPDOo9x739QFMramulbZ0OAaCSKImJWdMdxDrg24nqrhI9Ow82XCPQuS6Y6t4tAu6Zl64zSDQhg1AgKxRWfBdzmM2+sQabZBRT1+31kJwiXf96L7J9Ro5XLB0x7UIIavZJWzutzZbU9tAr2lBLhfnZMyoWTc+IcYRjrN1YgKmD9Hsjerl9PCxkeeHk/9OoRJ7HkVCR69JNPm2clivtY6cEcEWljOc///l45zvfeeW0n3b+7/SblwcRvS/EKvEnIcV0/9HYYISIPgjAdwN4FuTUvZ6Zv+X6RwcA+AYAv0xEP6PPPxHAa+/Tvjds2LDhocV5zVb+ORF90fgiEX0xgH9xB/v6LwE8A8B/R0S/QkS/dNEXzgNxPSDL5xkaxuVxL0gbls+tbfH6FhpBMEU5d2pz3yXPiacXEK6omUwacKeqpqrQ9jgWFGrLC/fp5uDXHZX1cT/duaJhbPb86Bns4V7plbMkijr5cTBoaLJiym0Yz0gQh59XFW/7bncfqO7uDXn6ZiXxePvrhO5za0pqRQorBa1Ryb5mLDWh1ISxu+UxdboRbSlOlXLFrIWlyQtMD44VbRWj2Sh69Vxes+dNbY4EWl5v1/GgTf0598JB85imx/erOIPnOZ7dqnnTd4vKl/t3l/gbAH6amT8EwE/r8xELpHvfhwJ4CYAvJaIX3vWeLwFmfgMk6egf6r+PM6vHhg0bNmy4PpynRH85gH9ERJ8L4M362osg3ujPuOqOmPkLId0O7xrdMrUVxR3xgMbv+M9GoAfCaZqaKIXyCCQQl247TsK4kbFMogVHn617aV2TDeejo2tDIaETaN+p7zv6co28WMEjwufHxh+RkLWJxCFRWlNix6V4W963nyMhtO54cUJQqhxLrYekcq3Lnu3TfO1E2Y/T3uvOo1o8mAjETaa2iVZHjqmp9n49hwnVaG+IYy42Bg6FeEPSRzwv4zn3MXMbtxUjcrgugMYBMg5WHeK56FYYwr4Y1N0Tbl1BOx+RfNvdbmq0jOf479P43miDOvb5SJzPi6q8DOyeug94OYB/R39+I4D/FS3zXsfCvwPJ0AczP0pEvw7gOQB+7boGRUQvYOa3ENFH60tmv3s2ET2bmd987LsbNmzYsOHucZREM/M7AHw8Eb0UwIfpy/8TM/8v92Vk58DsHJbjDBLTwZovtPue/r2Nym0kKKIvi0JGiZG4IHFBVk5gRCBpvFfGgokyKGV/P8bn5YH8dHYLVaBHG4c8khdM2RinVLFLi1tDJtr7dquy7aLJCab+mr1gVEXHTOU4PhubP2cJ+TMi7XnH3B/Toiosg/wY9iWjMmG/JBRVoC2SLKd2PUhtKkYsFy1eI0hyRQ3XttE/G2uRSUNKejxyzUa106wo5iCONC+FbUcCbZnSnUXDIg27yQO682b7i8jK7Y04F8j1l/uJu+95jjIxMondJWPRe/Ww+M/uZp8C2kTLiDra74T78YPy3O7RBKKKyuIjJypq41jxZg+kfYQR5NgmfFxNKJ2p6M7w/7f3ruG2LVV1aGs15jqAgEIEkYd4IPEdw0EOqJF4UTES9YqACGrwEZSYjySaxLfeG7xev4u5RvGBAqJIgBiRh6JRFFBUoigHRI6Kr3jQixxFHuGlnLPmqH5/VO9VvWqMuR577b3WXnv39n37W2vNOWaNGjXG2qtVq1atn1LFwrtZgRERuZnkhxx0MMlrAdwfwG9d4n79ewBPwHrpbcEJSn8HAoFA4HAcJSf6lwGcOXH2KCQuQ9RL6lWx9Ui79p593ityHkbkslPJyMFnW1+XqmpukpLWqiY2clGoT6p/8P2GtFmmahOYqwVCI8VUzbZKeRaTZ97q0lavOHYK94o/1yuSvihJVsJsbdTx0NdLAZtWpdGUfyOZ5uPOkpRQFwV6zqXstKnRjWg6W41Pr6gTiFJqOiNhsgqC2s9OzTbhmahErajTSdMreluEKa1pB/nyx3oCbRMRKxpjZchHW4q/Dh916F8vAnP7XK36WFj2itUogyyZ4d2kZ1C77VzUe2abEEeMGyY9wS4kPRUiDsISQfyqRWcfcdMR8zrDogiZXDnw5YrIQUr3USA4lif6LoOF7Bki8ox6HeTLUfzMI771OH0ieQcALwTwtSLy7uN89rgQkSfo10+7lOcJBAKBwDqOUrHwsoWRaUut6Jav2zeVMHlvqP1JnwYlNmOqRLqQzE3Z+OU3rDl1b0Ju5aGROvJtMIUWQ1nkjFQV3P08qZWjqdCJgk3K2KQt9tKM2/AWLfYxI2l/Zm7qRGLMlq5+ZBsvp0Bb4Rcj44Sp100t7MiqIyv+dSOSFseXhdifE+ZcvmYBtrMR6KY6d/fQjf8sQM5TSRBhUrvMUA7cfTZruJv5ylPK3XiY4l9VeL0Ddg/9dVrhnEpupZVdH5XnVtWv9X28prFypR8/X0DHt1fbUNI6pbk8B5YxLstCL/ZM2Xkn23zp2h19zH4sxtWIhIyUyqSI6J/35D3WfnWAOo4sr9pKQJnIJPc7UCaRZXxPrkQfg0S/TUSu392OPHTXeyT/2spdk7w7gLfuOG4PhUA/T0RedOSenRAkHw3gpWoj+TYAnwDgO0Tkd06rD4FAIHA14lyT6IMweoTLl8GJPCjRTSlT1djUZG5ArahXUhUaUbbc4kpGHKnqLQjsCI8Rs7oJDYPFwJEVr0Qbga6+Uxr5b23bxr6RCPtNZZPbYAese2DXfL52PeMxORclvirQat2YM5Fzy/Nd24zo22q2EYDeXz7cL6+m1vvGYm2xXmctY9IRTWdhqGPDnhR398pIs/u+nL/1oyvycwgsbaVOVpxFpLv/UtI8SkEf0VLrqavKWMdtIPDd6gxdezuU3zamUieQ9nsgw7mqprzmnTclGqhWmlZWqLfhjP2+UJySneMlAL4MJQXjywD8zHgASQL4UQBvFJHvOZVeNfwfIvJTJB8M4LMAfDeAp6FsNgwEAoHAJcK5JNF1qVi/elSy5YqrdP5NS9Oof9Z96eOkG8fK9xBLL5h7wjm2JzM2SmZnR2Caf3bq1Myx4IcpwLWQhpLFjXqhzQedUJTIpBsdvcrX0iJS3dhn7Y2RZla+ehfx8/0Z1ddReTVybMkbWYhtblaOrETakMFa3MTaqTYXZ3fx9zOlludsqmm7JrU/iGDWGDU/eTHY6oN93sqZ10kMWZXRzvc8TEbGXOnF2K1MNKxPdnxGvxlxVvuL36xon5mS6IrEpLGJSdtC57kfn8mmhrcJhl+R8WPiy8/b7xMhuuFxGiZic7UxrZF50Xtgk832/LTCMNanzQmVaBFgHgPPLw2eDOD5JB8P4C9QKgKC5D0APFNEPhulauDjANxI8vX6uW8RkZ8/hf7ZKHwOgB8WkZ8h+aRTOG8gEAhc1TifJHogzmNUlhVdAdCpjJ2SudB+XXtdGgNr+WuK03w5kBYtX51dMRBSOi+tJ9NAI0zdhjSntO4ia21Z3K5icpsHe4uCb6OWsR4IkFew/WfXCLSYyj3wRyPQhy2vm88bWOYrrrVNEsgZaiV2n7IC12brIMbCLt6/bbAS29bSluVXIEvq/PTiCHTf/9yp47598zsXEi47Axet7TFDe1mBr2jK5hmfSBc/Zxnp65O7EWVFpX3vrRx+MlmmgQRdKXP/++Wzwn184Op1on/O67W7HpwUp5ETrYWhPmPl9begFJGCiLwKuAgXdGH4S5JPB/BQAN9F8jY4OL40EAgEAhcB545EC4iZrdte8QJso1OLfDNFzaPbVGUES4C22F4omjspZkCJy4QN5xbn5VQ9EZb0B1I36pWPG4Hezz2JBrAg40DbxJWG94vPNIFKbEq6xx62UlI+srRYOQCd/zlBsEnbSpxsDPxGPdv4Z4p53USXGxnaRZT9BkVSS3kLVCl2JDahKMtJHPn0aRc9kUwscYO2AVEcoZwBkKm/D24sq9KqP1uqiTrGoS724k3nBpLNymOrGM2mYZ77jZLovdRsFaZu+5UHvymxXKNT9fXZtNdsTOfcW0ZsbMjy/pblCS1Z5MSGGcKS8WFWlc6m4u+P0VYX97ehZoRwrsfYuxvZ6ri3CcIYrZicgj2W9DZbjrXrx6DaV1b6eVxExUIAwBcCeBiA7xaR/6W+7a8/4z4FAoHAFY9zR6IBuE1hy9xgQ1mub35V/0fdo76mx47pHt0mOiVsZv3AoOiCUK+yWUIGP3RVdfXwFQ5R0zMoHfkstK9lAyuNUR9yH2W3NhbezuCTH2o/d6jja/aE4gNeGUdV7Ce1tkhSj7LrUom2aznadZwdgT5ofOw9u0flTpQJSxkXHTch/IbT6idHscOU6y8THhCYJGOu8W+ptmdjMLl2qkcdLbMbALJOpKB9KvdLE0XQ7pmvJmjPT50Eat/b9RZPUtZnM2vp+ZKgYW3qfZZGprv7Uu+bdH1OmDtS3d9LQPpqOPrFFavBkF/dVVwkLHpy7fezvHYyEl2elxM1cUVARP6W5FsBPBjAn6AUfvmTs+1VIBAIXPk4nyR6hTz3XtKs+mPbLGXHjER6VMyqWietYMVITDNKueND+zkQ0TGFwac3HLT26pfAPZGv6RH2vbNetI1vTX30BNpRL9MSF8vvu+LbSrv6afP51slKuZgs5eEaLQ02QZhSIdGeQPqKhnrlxabhzpHoxg62EU77hEJevTrczqtjoNnfds8T7VmakTQ9JbFYMWoMniPQm1QSTSbO1RpiqxAJrFYje67KVy03rmptQlGjbRqgPL5OTpphpd3/rM+KTTakey6MxNvgeA+zWldW/M+jlaPdoUakJ2z752n8XRlU6O6ruMmge44ulpWjjE2waJL/EcD1AD4KwLMA7AF4LopPOxAIBAKXCOeQRBOzpmEA6xu47KtpxSOKPtYTHaBtEiSybtqz5ffdFHdNxRMsUyjW/LGeQC9IyqAQFrriovZUV51l6uLD1vrWlMOeMAlaEZbOylG/Lsd3qmqtXYPaK6zNIeWiv6b2GTvnLIVcZmG1jdhYbbisaDjnnujX62TpmxDYuAnEpIppwlzU49yT6CkrQSSwh/3St1wUY6b2bGy0tPte2seEjD3e2pFIoMQNlmcqI2PqNpkmjYrbCsrxuai1dVVFCqE3NT4LQeknRPZesShZwkdvOxoh1HQP2u+EpbxkTFLsPV18Y71X7oklhtLqPayN5Cp7JpSNr+Pvx66J74UiODQA4BEoxV1eBxSvNsk7nm2XAoFA4MrHOSTRBYf9ATZv9Lhk3HypKEvN0ghX/SrQRI7USkrvIKlrP3sl3GAe50wrDd5e76PbpH99x2Xadaxe+0pqRPtccir0OqnJ7mefWd3a720n/cmlbrCDqfqQxXF1I2SWziPe9HF/PeM1sEv8SHq6xH6loU4eXC74mqWnHouS+z2z9aJ+pyR6QtZiN33UoLCvmOn9x1YkRUBMqpcLM6wA+UQto56LvUQyq798lRn7cYRaJ/z4uE2l0t1tI9IWlTgktGihFB3kejyA7joXY7dS5ru+fnEE51WcYjrH5Y5bRUSov2Qkb3/WHQoEAoGrAeeWRHuMvk+BEV/b7FZQbRVM1a4xKfFKMi8In8CqtZVlfivGkUai5tRib/8wW0iNZUsAJSGl1temErfXrN3EsvxuBM7TIW87MaJo1gFTL9t1qLpcPdWpWgFMyR5Lg/sNfkU4bRUU/Qa7VSJd+18i9TZDnJ6Atcx5xgbF/2ErAdZ31Hg3b+ewf1tHoicWor3RQSyVHVs8oCVq2Lnh8ozbPcw153uPZaxmTHUqNHHGxIwN90u597xfN5caUSX7yVN9TmiE2F63YiZKrPWZ2dIVYJFS7ruWf2d7JhaTCmcX8j83d/ZcnonkvPGSFyTaW0M6m5P4SZduPvTVO5lAcfF4NdWjmYfWsGtCcxyEJxpAid97OoA7kfwqAP8CwDPPuE+BQCBwxeNck+jFZigHW1YfFWEATintrR2QRmxdw0oKplV/9FH6WJIrsqqQubciDETUK5jLMhWe8KDGmxWirpMFwUL9q5YU2yznfMdW3XBhi9khgvr++iIoa9e9SebDbTnbNaGBZXozaeJGJjElqaTIyHNy9yOxbCi06odtLHoPeJfl7NRhAF1p6q6/bjKSpUxe/JhMbmMiRSqB7sYZu0ljKwyTkZlqRJ2VhRF9DktwnyDRysW38TQi7SddBk+g6/kFZWVgvLeDuWhBgL2qPqjMY1t1pYZTs3Noue+DVosuBoEGws4BACLy3SQ/E8C7UXzR/6eIvOyMuxUIBAJXPM4liR6X5nt7gm68szLEDvYpW2IHCokspCQVv69sa/KAnat+vip+RnimRV8Kiek3Z20wQ1g8rmnIH154oKvNo1UptCgyv1mOKBnUJTvYltpL29tavtoSPA4mLd4aQgom1SNFiaTf3JfQlF4a0XVt1zwGl2Cxx/1GoqFluBNBmTDnCUxGYJNuHlS/cmp5ziVTubd2mOLejDtS+5cskUMtGP5aRyUa9bMzBAkTt8iSsGH/fvcsDNX5fOGb7fBr5SdAY4EUS/GYwTrJSqkUqUlsm09rAZ60tMisEugBuyY6q8eOxNkRYqtE6CcMVeV3N8fen6Wt4iye+Z1J2keHhBQNAFDS/DIAIDmR/BIRed4ZdysQCASuaJxbEl2+KtHtorgyljpdTzBGH7BVN6w2iMHLuUgDEcCSxryq7VVIv3xflVQl1bYkPl6TZS37NI26eW1QVIFCFks0W1E2TXE2q0pRmbGqnq/lKgOF5EPJc0qpU/pG20xRmYcUDKfm71Kp6/XCrC5KkxOqnQNoOdcClslH3ZjYt9X7p02p9Qr+wWTNSKOPZSuJG2P+eEGdoFkSB61A21inAAAgAElEQVTiYVlvsGfNxisTizQXm2DZy7uVfzdexIJAHwW7yHKdUC6KF6XFcUaks1qb/LNu7eRh1ceOGV+/WLjaI+5IfiCAJwK4J0pp8pfpz18P4PUAgkQHAoHAJcQ5JNFOgfbRWrYkLQBYiqKsflqWJNcXXymElB2hGZW0RrxzO5ZNhTZlt7NtVFLc4s48RgI9ktCFzaS224ptGIG267Ty0rV8tSNsZgkQq8AHbyUpZ3J1H10/fZ9WCNraazvQSDRgRFrc5kDrY4bA6hOa1YHKOn3UXk8418cLMNLXjvX9gVleYMTZJlDWE9sY2PT3pfmmJ5f2/c5xoAArEx2DXZu3z3iau5r84p8lt7rRjcOgyHvyXK9BXyv2m7IlcdfzPRJ7X+7bj4t/fk6Kq9zO8RwA7wTwmwC+EoU8XwPg4SLy+oM+eBhIPhrAkwB8DIAHicgN7r1vBvB4lBpU/1ZEfvEk5woEAoHzinNIogtqsrHzplLmqpQZMlyesuinxJEEKZXvSmU9QLLlDDcS3j7bbBp2zi03sJLgnmx7iwTQvMhVgSQW73tSaSpvZxVxpKzvRwaVQJtymyXh1nmDbU7Yn1OXv0wKNlPxLF8zmaI8w2LibFxSLpsO6Yq4mGWio41sxH0krkUdnypBNV3d+rGXZtgGzlzvSX+vTVEniJyIbU41tq20s5uQjXabxXuORJo3fnyGGimeMKt3up5b4+yMSPvS6X5c4BT7hc3IRQz6zZ1As3FYsZfJTWLqMXXDrNT7Y+O7LK5TJgS59r8ny+M121hkpEqK69qI9KQ4Sf+s2jGeQHdjf8TJ1i4IgHm+qln0fUXk4wGA5DMBvA3AvUXkPReh7d8D8EgAT/cvkvxYAI8F8HEA7gHg5SQ/UkQiJyUQCFx1OLckeoTfHAU4VdgXKnEEeqzEl6V4qbeYyqayWjzEKYuuqkd9T+PyjFUZ2fBte2W1q6DIJSFes23Uc/NgRdPO2VTolmSRfSRcAiaX/JBgpaTbhERITGV3WyWXY58X92Bl42UjzY6UekJu5LIq+f11ltfaXbDUjuz7v0hV4ZHHazF+nRrrCtGY1Uezumt8na547DpPtUy4cfGTrNo+tFAOuLO9hWrefijj4Ih7VaKdBcSfu+jSAvGTRY73bijmo1srR2Jskzf/ewDgQAK9uIYLgVz1SvS+fSMiM8mbLhKBhoi8EbAVnw4PB/DfROQWADeR/FMAD0JRwwOBQOCqwjkk0Y0E+IXs5tlMuoQ8WZHnmkCRh019I7GBFHtD5lJRBZrauRkW0D1pXit8YiRqV/U2b91oy/WN+FRP6Qph8JMA+7eVhP08YX9OuHVOuHU/Ve/olIr3hJuiOu+lGZs0Yy/t1yi6SnzVzSC5qPUwNbtuEGymmW6iMFx/lqVH3RRSK/5CSLdhLaNtSgOAGQJgwiblokQnQXIMatxwmNkIavITIVcyXtD7qcsGwRJtV8ZxqpMiQbHwZLYoPD/p8KirDe4ejc9cU3Yttq8vfFMnWhAki6ajW6ngCqFm/7OtLPh7as8nKcNGwOXkx+6dkWd7vsbj7XwJS2PJLgW6XMtJ/RxlMnUV434k363fE8Dt9GcCEBH5wEtwznsCeLX7+c36WiAQCFx1OIckelDrVpIWOqXPWzikvW4Yi3vUpXiv+jl1z1sYRivDcVVPa9OfY7wOI0Clr8v2+6i61JbQpRQk8Rwjqe0haf7yJhUbx4Yz9ritmmg531Svd0QpiU1VMtn5iP01+esY3zNqNtGRaBDAjFkmEG1SpBRWr65YOfKYvezOL3a/bSzY0sLN7JAJJcVNia0TME3YmB2JXow7tVAP/SqCBdSt+6C9Mrt4Ln1iC1GJdPHK6zXaGK74vdf46MIDrWMBlEnAWIlzPc0mdZPDNWUZ6En/Grz6PE4ST4IddV6uCojIiXZsknw5gA9deetbReRndn1srSs72n8CgCcAwL3vfe8L6mMgEAhczjh3JFrQYunISYlfUxlnbHQzXaokyBRoU9H8390x2aGdZ9g0BS18glwLb3gSMDMhSV4lGNa2V6zH9q2q3Qi/fL6mAhpsA2ErnGLnVdKMokJvUvFD326zj2umLW433aIk+tZ6PTMmSB0r1nbNJpJUwp1QYvvG2DZvHVhDiZ3bFgIvQ9ESThpbp4q++dcJAAmblDGLKfS7/MUW7TcN45yr+kqkbhOkjW/GhFtlr3jK82YRR5gTsUGZePhVBLuuQk5ZaYVXdO3ruCpi41rulxpE2H4uz57UlQwj12VEjkZEm6JfNs4SsqA+q88V+n6Ok1Dro42P/9q9VtNg+gnHSSAA5OpWok8EEXnoBXzszQA+zP18LwBv2dH+MwA8AwCuv/76uFGBQOCKw7kj0YC3Xqitg01lHNWy8Q/+GoEeScCacuoLXVjhDU8WCgHEKjlZpBaMRMR5rJuFw3uCeeB1maJZLR36+pSkiI6p9H+TymbCvSnjmmlbrBycaxnrBr+ZrBFTK889A6BoUra0SYH3JB+kSCbYhjctPa0kOmvBjpntsfQbMltsHZFZqhtmN7Z2P20T4qyTrawJ0BP6SLSxjzM2dfI1S8Kcp46ol4qKhYhbVviu68vq8fYrCaITEk9Irb/2WT+OADr7RrNC2PX2/V9bqVD3TvOIq4d/re+7VjrG/h4ErzSvvVf6bUVZTu6Jvso3Fp4FXgLgv5L8HpSNhR8B4LfPtkuBQCBwNjinJLoQOFs8bzFkxCyb5t9coQqLTGHI6vK4Vx9NBdxwW0s/Ww5DPVZKgWX4TXGOdDTCVFTyTilWojMSkOza8X7UtYSRStAq4SskekqCa1DsDnspY0oz9tKM2023YI9bXMNbaqW5Qg4nbGUP+7Ipvmr9Z5sUoW0VQm1qrxVFyfUaPLxCOZkKjW0rPe1ymv1GN7s2I9KJGVOiVgyUSuzHiYUlrjAnCIFJc5xnd5/XSL4p1/u5FIG5JU/Voww0RR/YYmNV+UT6SZjaRMpmzJ5AH0XRJfp0jU7lBjoCPaaZjG0Wf3oZ1+rF74h0/5ytoU5i9KuRfJ8+Yt5w89T7XPO19ryl5yQoq1InaiKwAyQfAeAHANwVwH8n+XoR+SwR+X2SzwfwBwC2AJ4YyRyBQOBqxbkk0YCqztI2cI1+U49KbrAkd+PyeDuBU6Cp4WWsW6yKEm2ZzGQttjGhKZVw5IaQSuo9AfbL3aZitteXini7/iWBNiSUuLNNaipmAnDNVCwUe6l4oCduC4mF5V+UK9vKhFmmSia3OVUCbf1P1GhAJdOZAkiqhGpUo9sEYW6kc8goHiv/rZUjrwVr9N5PKOnNXmn1KxWF0hX7hs8Vt3EZx9QmKzYhsclDoiBnICfnuXcE2ds6fL70UbBmKTqIPHd9liVB92O+a/Pj4X1qBLsUIGoTBK+Wj+skdn8POueF9GcVgqhYeIkgIi8G8OId730ngO883R4FAoHA5YdzS6KBpgDb9z6nd4QnOfU1SisxPeb4cvgspZaNMALNdvJCdmzZHEmJbGvPE/yd/atL9qbsanxeVa2br7oRX1a7RR0TKDFTBb1YJ4BNtW+YhaNdc+aEGRNm2WDrVOg5J8y5V6Hrxjd/feoFpvZnEd83bCarExCnPlcSLW2D3zhmxVIBV5I8VVtHl82sn8u6auFXCeoKwspY9h5gqHcZmIWYErqxtuSPXejUW6dS23OyqxR3H1PnigF5z76386hf3U+kyudV3Ycsith4HGS9mOrY9KS5ThyqZ1vtOSvZ5qtjs/L7eCEIS3QgEAgEzgrnnET3VeO6wiqOuNQYtrFEdUdcHUEZZOlEy73IVZUzBbcDVf2UlnDhi2+YjcNsGaV/heRuONe0ikpSREAr5MGmro5VDy1feFzKT8yYKNikshFyj/vOTjGDVTWfcKvcBluZsC97+NvtNdjPE96/v8GcS850aRPYpEaeAZtwCLKU0uOzbdgTqePWisaYmt/OmznVaLutbDDLBrfmvWp7Ge9Xuz4Aeg4j0mafMIJqKSLmiYawI6U2Tp2q726pEelqxRHznUvNFS/KeW/tKd/nOgma1AMsQmyS2U3681pfPHG2sbL3ah9tQpDL877N5Znf5jZeZdInkJXIQRvLNRJbJ3DDpDLp/ZqH6yQFG2xR7Bwl4SX5FQa7RnqjysVDDiU6EAgEAmeEi/9XbQdIPpzkG0i+nuQNJB/s3nssydeR/NojtaWE1jAqiP2xUlMNpppNrNUAu81ag7fVfX5sr/u5+nml6xPgkg2csrlmT7BNdhPn4hVWy4jZHybNJq7/NLvCo6mjvu3mQzYy6+0UhaIVBXorE7aiFQ7zhP15wnZO2GZ3De6UFr02Jpr4yojdPcCoUBb7xswNZhT1+1a5pnixVQmfc8JWv2ZVWnUqU/vg7/Glhl1/nbQc9tyhrF7Ugtl273Ry44vEjF5hI9D9Pc/dcd5IMdtqgLtPXjX3WFeec3ePOosG2wrMxFyfR/t9smOSzEiSQbHv5+6ej78fu1Tqo0JEjvwvEAgEAoGLjdNUol8B4CUiIiT/EYDnA/hofe+xAB4I4Hkk7yAi793VCFFUskIOclW3Rk/oTiI8/N1exHOZctd9ZMcmKSs5LhkYy4Srr9csB7Okzp5g551YCPOGW0yydZv8iqKbmSAywyLZStavBYS1fvoUCUuuwEAyvY1h1v4W+8aE9+fbYM4l1u3WbfFBbzPrxi3LmJ404WNySvcaifVKpRF3M9vYmGRJXSLGrXlTvdhmTzA/t1fWD/P5tji1/nP2XiN1fRuZCROAuRLYBKSiQHv7Shm3VAli5lSfBT8Zm7Ctx0969JYbVaJbFvbsPfJEJc5F3W2b9UQV9Yyk993uYVvpKM+Uu9ZDJoqe2PrnpP0zJXyqqyNlbP39bUkrays05VmgK3RjX0+OSOcInCVe++fvxKv/7O34pPt+MB7w4Xc+6+4EAoFTxqmR6IEY3x7931CjJ/1uuvWWYDaNseLgTv/lISrl6rK28x+PZz8KKg1xKu6a5cK+VtVP5kKgJYPMRj/g7QEWnbamKBaOQy1G4kp2CzErSQRy7cfWZWlvrWqeKsqFIFmlRXTq6RqBtnHMKCYUf529Iimqq051E+NWJmzzBrOwbmQ0H/bEjJQAkQlIM4C0mqltbXcEno7cou+vPx5ofuUytrahrkwgxtsu0jYuls8nEHOdIPnrBdqxk2TMVkBG1q0Wvm8+SrGYQEqPWz/6hA7zrNsqhNlDxv7Uz5enavXcRK6kuU4+Bl957aMM91hyV0J9ed6TqdC1nVCZAxcJj3n68SqXv+f9+/jDv3oPsv4f8dEfekfc8bZ7R/78T/7LTz5uFwOBwGWGU/VEa2zS/wPgQwB8jnvrRQBuAPBcEXnPYe0kZEdeMgRDLBr6TVSj8njYH/BKxJRI+/YOgqnPGVOnPI/FSgDv07YNi7lZQyQDBxCQUWVPRacusW7dZr+i+G5zwkQtW40ETxxnmVyBlrZ5cG8STKmpo0bG9qYZE6UqwmtkNnUEqymVlFba28pq35KvKbYNSbhlq6p0ZrUlkEBOBLNoyfKyqXCTVqw19OeFbqA0z/m2jvXyvumEQjczTqmQxz3YSkDL27BNmjbGqsHqc9bbIXz2dttWWV6bMS3OX1ZAGpH3kwDDrjLXpDrwCWxSs4zspblTtpP7HWi/Dy5he2Ua2yZ3rJMy/14l0P75ha3UcBlb6EbpJBAJT3Tg7PDu92/rSl2W8vNxSHQgEDj/OFUSbbFJJD8VwHcAeKi+/mwAz971OZLPAfBIALjTne4EozS71OLVNgbieSF/wC2fev09l5bgCIJP5jDLxWHKeClTfXj/OkWV7RN2DjMBZC2MQpm6RA6gVdBrbRS7xnoMH3baN3b20a7e0kzK/r5GKutmPbO8WLnyXmGd1FZhhVQsQWVtcmM2Dm+N8AVy1lIuBGXzHAAl2kltERlmRxjH3D43TrJ2qb4HwW8utHbt9fG1testRWfY2VcmNgKdmLvJzXp7rSR42cDao0yC1vvPlfrbBynRegBuuukmkHyfe/VFIvK4gz/omggOHbhIOK4y/No/fye+5Jmvxv42Y2+T8H2PvX9YOgKBqwyXlESTfCKAr9IfP1tE3gIAIvJrJP8+ybuIyNsOa0f/qD4OAK673/2kLLtnNKfphf8lHYmif220i+z6vGgxD9Mfe+LMQ4l+/RwTasIEk1MIl/BqeUIGhZjU6pEHkmh9m1UZ90TQCreYog1m7KX1SUbzwPZ9X7XDQJw6m5tSyd4+YJnMs9o35tw2ybVsZLVP2PWUEywwFimZqvra4tdq2oVNpNiI8CS55EGL+dELec669mHnsPEz20q16Rxwm0ensT0jfmOi9al7/gb7xEEKrhUFMgLtifSaAm/X0I9fIdL2TBLLOhoXOgldw33ucx+8/e1vv/2Ffj5yogNnhQd8+J3xvK/8pPBEBwJXMS4piRaRpwJ4KgCQ/AckqRsLPwHANQDefgGtVkXTx5N5kjFaOfzPPknBE4GjWDzqsbSFcSVTnEpcmy7tV5I0kGdfUU/sSqTE1WUmgJvWt1oopBW77vrDUoJ6LznlWYwsc3G+XMlRUXJNlbTiJXREa8wltg1rphr78TN/djfeRmKRC4lzlQkzsLCqtPECcqZL+ChqshzBKe8VZsv/Tnr+kiihRXIsMWIo9AIAM+cyTkk3DiZRpT53xWbGe1omPY10tvGZ6vVVmw/6DaZd5cnCmNt4g9jnHpLLJN+a/QbefpPVvlJUaCuqk1BiDX0BnDbBaysQuZ7PJkms/vAyz8jVirMLNgHEYEU6VI0+AURkp70lEDgNPODD7xzkORC4inGado5HAfhSkvsA/g7AY+SEu4IqYZOiSnfvDcvuu+wH4zL6rvOsftaTSUecj6PSLRTKmmBwsKWDSn6TlMzlDYpyWrhPSwFe1x+1DXfNk5ts1Cp5lWi3lBGBLCYIVd12ZLfzCEvuSGuxdvSpEAfhAO62et8KgZZlOoXrT/KVim0zJwCyEFRq5cTSv7JxcC2icESnJDtFecYGlmPeUlvaBLCfmCjxph3bJgj+WRvHoFlXLPGl5Y7beTIt2SPrNQ0TSYGWBPe+5aQrP+64HdcO3RR7Wsjb0ztXIBAIBAIep5nO8V0AvutStW8kblGOmH2KhVUAPArRXXqOByKh3uU+pWG9Ha8WA83ba0U7ZtlAMHdqX1MOm5qXIMjeC+xO2ZToSTfulTQOO3eiszgMG9b8WPlECACYWWLwCMFWVcttVaebpaRscDyYHI/nTMwgk1oRgJQEOTcVulk07J/096Wq4G18jDin4X4JEiilMIgp0ik3Mj2nDTInYAJmlFUB22xYSK3J4jbeZeJihHNGGe+62ciK7Ui5J54AexuFPbv2/FTiLAKkjRJ/s5Ck7vNls2QZB9tEuMdtyRtnxkb2O5IObmqJenuWxtUZSontE0kAtzCzyS5YISAj0IuNhIMa3Z7dE6rI0sY6EAgEAoHTxrmuWLgGr7oZKfRWjwTBPBKYlc8f9Npy2X59ybqQI2836Yl0a69Xo8el9xFd+WwlioLi4zU7CVBubl3IJ2rm8LjRrB+33CnRRqo6O0tN/lASXXslMHWzm1zQSGHurqdu/kPZGFf6Bh0nd72UA++Lr/BXerKewGF9oarQhZg2a8ekERxF3XdJG6ayu7bq+OgmvDqBYYKVAjcPurdf5OF+WuVF6OTOjzFY2vATg/6zbeLY39fm/67WFZ3w1XvKQsxL2sZyo+EsCRNzneSNqxP9WKhSbUT6AHAlTedCIQhPdCAQCATODueORNsyd0t3WCp6njzbEr59VmocWe+PXiUoitZWa3MNlbhLRmYCpSi/RusmPSeczcCSoGdp5bJ3KtqO6FYri/bJPjOB2GIPmap+CsFUjrHS4mWjmY9f68n6QfYKK4KyzToStcBLiVfL6svNiZhkr4530vGo5Z/V99wqNpZotm1O2CSpgm9ToAuZXowJ4cqKNyJd77nmY1MJbeKs47QPSsY079fjy4ZMVWFT2VLIan9wY+USPUipZLm2o/fDxn9WJdqPb9LxqtcIgS9bbn0v1RGLWanaZtC87HA/VyuHL7M+xCY2d3xCsokgUa0mdl1A8V8nlnsk0pJN/ES1HZ9qckdn1VlxbI2fv3BENcJAIBAInB3OHYkGml/YK8HJCKmzJAD9hjOoF9SUwuzUv5E0e1RCsmP5uZBaJWlQu4VTbyvhcfnWa0p56eIy7cKq1dn31t+e2DciXewYqRIkO8+G+zWpYsqlmp7F6WW2TXB2zSOZX0wlXEEUc04DavXIqFURJ1NBO1/vUrG0iojZlFlrma7IC9o99VadkeD5a4GUzZ+F4E4r47tO9A4ie75tgWiSR+pIo0X2WQKJYaL5j02JL5/xKyS+/UJylxs+k+vWmlINQJX3ZeETr7DbuBqJp/8qVPtQi7/z96Yn0gZ3rh1FcdA3c2GQyIkOBAKBwNnhnJLo5i0diV6nGo9KrZLmosCl8qf+SHaOvoiGP9aTTlsihyPJMGVcHQFriSIHoRGada9xr4wn937GximDiRkb7GPK21qeGSgkqxJosrbRJigDVTcrh7SCKFmKJ8M8whMnTbhopcW9TcQSSWydwManVQjsx6WSaP/P3eOkExx/f/xzUVRhtSfopsESS5g6e8cayuSsYXzm6mRO+ni6DGLOVnwHmHMZC2r2NN2kot5LtXbsWolo97ap0mu54y3WUC02CwKtOes6uStqdVp4s7uJgj4bviqjP2Z18qIjuKsi4kkhAPIcGwsDgUAgcDY4hyS6LY1n9Oqp3xSX/BK/8w0LNWVCdpOA7mwcCat0aiPR+1KpvZrVvgAWjy2IWsyjI95OVa2vjYq3jMRk18hYkRDza5exmGSLlGfs5VuQ8rakU+iGunnag3ACU8ac9lRVtfFNakdoFQ1ntRhYpnPO+nNu5cEBYCNFu5ySpg+zxKTVjGVt04/zREFKQEqN1FqVQMuntu83+tWSKLwqnVE2uln/bexmkUL2QUzpmnJeUVJYI9yW49wmRI48u+9bFchmIREQ+7nZOUyxJwQplUnHBI2SSza56M9p42J02G8GLap66oi0jWfm1IjvisXCfva52oIMSNl06O0pbZIA94z2irRN9Pwz2v8+XSIiLeGJDgQCgcDZ4dyR6OJaXSc69nURa1YNtr0CVxsEOhJ7aB+0hDZ29AWwbXbWeOuj5SqPKSJVQR89vSvtr1k+2ji0a7Rrn2SLKe9jmm9FyuptzTNAQnJCTgCx0WX/qSNE/vy2Ka4nkIX8zSj6e5JSpnubE+ZEUFKd9Jhf3NodSVdisbt4cueJcxmfMrYTZ0ei2722FQafwuLPM4vG1zFh5gYTt+XsFP2aXNxdmzDZPcqDWuvvid2SonyzI9BzVhJNQrLaJ7SyoLf+rD7bxHJiZef12eOaujFb/8Ur9K49nTDYeLXfnaZImzffV7/0irRtWd0F/4yWszci7e1JJ0PkRAcCgUDg7HDuSDSAxR/gShidWpcwL1IlinpmW/laSoG14b/25+uX7wnUWC/hkmwCfSW4juCnPnJv7L//Z0TEsn2zSzXI4lXr1OUeE62gSJIZm7wPyozNfGshz+IIJ5MqsY1wtXMUbT/D0iXcUr/4f0QWIBEQClIJGq7e6IkEoCXHBz+t+cUFgr3hXmxSf0+9OttK0MxDv2dNlJicQlxIPQBIor6esUllPH0BFl9y3dqfSGQjgK7c+K5KlLJCoO38QLOrJJbqkhoK0hIwulUJW2Fp7/UbD1kV7IypjIsUlXpU/wmpz0mbHMx15cFsQKNu3BHpA+DtTcBylUcGIr1rg+5xcBpKNMm/B+AnAVwL4E0AvlBE3rnj2AnADQD+UkQ+95J3LhAIBAJnhktXTuwU4dMqjnb8OnE2Mmue4UKuloqbbV0cC6N4Tbm83hPpPjWkELRiP1mmbbT+jOdeaNeLa/MEun6v5NkI9IhdleVMjfTXY6St+aOHzyzcKMs+AkqGmbWioFTv8yZl7KUZG26x4RZ7+m/DGXvcxwYlB3liq8xX6gFuy/ca87Y2drMq41tssJUN5rTBnPZK1UlV4Zf3bG7jysFqsWLD8d7tcVzMQz7nQrC3uW08XJ67JI+M5Hq8F/WZkJayYffN37/xHozjs5a/veseju2sPbPrE9KL91+OABCRI/07Ib4JwCtE5CMAvEJ/3oWvAfDGk54wEAgEApc/zqUS3dSspS1itHB0ythK6Tv7Q2/KdVXqTD2TklxRvNS9BxsDYW7FTnqC287RyPOiH4MFpfbZqalVr64FTkpxE38eSu+bLZvGvNmWqOWodVOhuGSO7npQk4bLNQ2VClvO85JI70KdAtBKjGtiCXuf+MRCiuvGQfQEso7pShnvOW1ATthohJsnk7No0RRcg5kTiv1jxpRmTFqIxVDvE1v29ISMeUjh8FYTUNT/nIr1I2nEoUhVjY1IS2aZOIhgco+mVVysCrxT2v39mUeSrBsTwX5zIeFXKQ6wYMjKZMdZkfxnx1UT37bdH3+fLgnk1NI5Hg7gIfr9swG8EsA3jgeRvBeAzwHwnQD+/Wl0LBAIBAJnh3NHosvWr37TFeD/qK8vER9UTnvRhmRHAlSlFSyWtMd2jOTWnz25WbuWIyrnI4EWqP9Wl/ZXJwdd6WUlVGkqm+NECplmQk5TZ2FYnPeIZczTyiFrffOKvHa081r7iEJvzRnO1k+kxBUVAbTSXplsJS0Y4q+HEGxz8QWnlIvdROx5ytW3XduH5Vz0xLmWjHeTpHIeK8FdyLTUdBFUb/QuFJ/3uo3lKPejZU+vKM3VkqLjtLL6YErx2irHop2dv3OtsEtrdyW68cQKsRwnneMuJG9wPz9DRJ5xxM/eTURuBgARuZnkh+w47ikAvgHAHY/aqUAgEAicX5w7Eg0AE10GdCUGw/KzI831NafiGZqiWQpTTHlfCZm0dnIjHLVYyPEHT/UAACAASURBVNCmtTVWRPTIYCm4YkrdUOxFYH7bnqiXmLSpFu8AUOPIph18SnwJ5oRyZs0Mru+DmNOmKtKmuK9ZAFrxE03QyAKr7jyLf78d3/zSWtbDEerUqaPJvtEvuU9XcfeikbxCpD2BrrF90hJBkvSpFmXDX8JMSz4mNpxLLJ9+htACLCLVQ58wlxLfmrTSiLqp8a6qn1YwLLF/GRsmTJyKCp5aUke1r6idZZNmbFhsLGOG+Iyh6MtYZAhNwa7jppOCqpSLDJMr115HifuJ4FpCTZ3gSG+bKc+wpVofQPa1WuRJIAJIPjKJfpuIXL+zP+TLAXzoylvfepTGSX4ugLeKyGtJPuSonQoEAoHA+cU5JNFefc4HqlleVfNfd6EShDzD/sBTqJvRGnH1/NIvW1dC7PKh7Rjfe3Z9sj6W6zEiUy0cQiXQaZV0H3RNrcCI9iH1kw2hWVWSI9C7SpiXTppBYEqCORfCOA0TB/NJz6KFPsxaoF9L34+e1rC2ilDV2UNynkf1s9k6JggzUk51Z4CPhlvEGKIvwlPLda+cjygq9wYlZJC6eZDqfU5uIpQATBRMSqAnzlqeva+0WUwZA3GW3jZRy4MPKzQ2xosxcWksNr4AdqrdRspbO0dRtvvn1U+KLgYulp1DRB666z2Sf03y7qpC3x3AW1cO+xQAn0fyswHcFsAHknyuiPzzi9LBUwbJRwN4EoCPAfAgEblBX78WxfP9R3roq0Xkq8+gi4FAIHDmOIck2v/xXi5Zr1ksxtdHIlbblVwVMnZL+hOSzMgywUon92gV+YoaOtWqha0NT6TXlezine0JsiCVnOaakOG8w7tiz+yamZScu6V0okuhyLXwSKVhizHs7DOWW0zRzGXBnDXazvfBb6ITjbqDYKoqsQA7xqHwU28F2WUxKFpyUT+1sMg4BgO5N180oDkUZTceUpLidTZCz7x6/7rYO1oveuJqx5dovqZKZxEwtw2pdg8Lgc6VQE/cDs9LUc/tHG01wizQUmPwvArtqzmO1zHCxiljSZ5HdMr2Ie1dapxS2e+XAPgyAE/Wrz+z0o9vBvDNAKBK9NedVwKt+D0AjwTw9JX3/qeIXHfK/QkEAoHLDueTREvzLi/fbNv3DLuUaO/TtLaotg4rRgIAwi2EEybZImNalFEWCEjN3NWNcLYhcdd5vQ/Yk3r6dqXEsc0y1RLS/jivVHbtD6W87e20othmlwsta33S69nAKcJSjCklSk6QWOwRc242EKtqiAxsU7K61ZiPUJEvswTUQRph832rx7JsfKMS3lokhmZ/2dRCMVY5cJvLtc2ZzXqiFpaJc/FJs8S89WXK6Uap+JY7a42/hoFQC4lJ7+UmtahAI797mjJyDW/FxLbBsU5yUCL2+i2CWk2RrGTZV24cy8nb2HrsSmQZr8U+21lFVtoScDEZ82PUVg94cdRokdMqtvJkAM8n+XgAfwHg0QBA8h4Anikin30anThNiMgbAXQWrEAgEAj0OJ8keoUcXGrly8g1VfWkzO2cuvGwy6DWzWrAmnVjSVbXSKJFlRmB3rVRsSdsnsz0yq1ZKerPnhINMXbWbgIgMB8wsWGxFWwSMYuUxJKsk4pU8qutemE9h6rKc1WBfXny4Vq0IIv1X6X0xXhp48hMsBLapiJnJPVhNwXfiLQR6NKv0teckl5LqhMgvyFyocybGr3D1jPeF3se/KSnuoZdzJ9F87WEGCP4LR/ct1tsHk0hPwx+MnAc+FWPA2PwdhDoSwUBToVEi8jbAXzGyutvAbAg0CLySpQEjysV9yH5OwDeDeDbROTX1w4i+QQATwCAe9/73qfYvUAgEDgdnDsSbX+Wq3LsiYpXdKu5oFfbdto91A6Q04SUUar4yZKsJ5khlTChbuArluHURc6NpCJbFThMC9I6EsRyfAl3m/PSC7xLEfTnHctee0uCVEtDIWizG6c0nGPDGYJcN9ZtQGyzFH8vgJlF1c2qPudUCKolUvjrK0RWStGSAZOplea/pgBWYhpGAvsNa7MsPecWMbhVJXrOCVv1I1s+synRtr0QmEpBlLQppFY0a9qNFVA2HooWXNl13zr/r1Ny7XOF/LK2t2HJC0/q8d+1wlDbsft5AKHNaJUf68qMrpbA2XnqZMXd+8yy0dYT7kmLo9iT1cUwutWf8puXXCKK2ndkbmOGVEJijqCEHwgB5nm3Hz5wMA7aTCkiC8uK4mYA9xaRt5N8AICfJvlxIvLu8UBNP3kGAFx//fWnsmQQCAQCp4lzR6IPAiGVIPjSxj4pYJdqbUvnWdMsUhYcJKSNpF1AR+ytTQ1G04zpLhZtIGdjX8zy4asE+nN77+sqkTYFuOrJJupmR+CTO49XxUu7ZiSwa2KJ+YAItey2ZpFUxbxsmtuWOuKFREO0kEpuEYEr11TGJCM55XnX2ABl0+LOcTMSnZ0CLUTO9r5NXPxYix5XvoJtrNrEpVgq4Et/E4v76BMtarW/lcInuxThw1ZVbOOqHXuQsrz2/lrSzM6CLOyekjYWK3aMxcrHaKnSe3shavj6tZ2aneOKxEGbKQ/4zC0AbtHvX0vyfwL4SJQqjYFAIHBV4Yoi0QZKVsuFxcY1pXhUDSsp4wYJM7bpmlKtkFNXuOTQc7rjqldbl+XntFeINvcW7dWfnbK5q+1CRFFi0NIWG6vQ56rzedIMd81tw1hPmka1up5HNNvYfoYAmDEZlWQhm0xSvdFGEmcXGl1yjx35UkJpHuUuQi0DSLvtFLXsiqVroCemdcOgI/V2beaFXkNW8p8lYSuCpG2n2u/2HEzYVvLsJx/+WRonClWFxpJoQoDMEqKXdZJS39LJl7+n3fMyqPA7N5rW8UzwMdXWto2XoZRiN591eYYnztqLebEnYVSUy5iMEXeq+FcLjiAPNpULwSltLAwoSN4VwDtEZCZ5XwAfAeDPzrhbgUAgcCY49yR6zYfqVeHqVwZg+bX+c57UZExVKSttOXvIjnzdEaPNxPpiVQF3fm4gR4DfOKbV8lTRTcy6vN5IzUHwmxgNo2q7UMgHv68fY7M7+LGa1MJRNo31hK/lJxf111+jnbtMMlob7b70aqZttvR2l6ooO7XXCPqo/pb+CHwKRfLltH0bNEuEBsyxdrrSWouwg+tDHXcll3SbKbtxtmfQIgB1gtJz7CX5P8rE6yCMBVV22Ubsa5f6cdCmXvusRTxiLE5kydz2e3dCCJCPnhMdOAZIPgLADwC4K4D/TvL1IvJZAD4VwP9FcgtgBvDVIvKOM+xqIBAInBnOLYnuCofsINJAU6X1QPWFTit/4BuZ8JuorIiHaOayP3783hMP35fxNY/V150n2NsbUt18phvQmDtScxSPaZ0wSCOigIs2k0YKR27VX1fRETOSknojgYBlSFgREq+Qzkg1XrkrI050ZFKEJXLORbVVQ4E0Au03XLZrwYJQd9fgEy1WNszVsRJWRbbL/KZNllJnrTD4sdyFJI1Ie0uNn5gAfpLhzlfe8BfVX98Af20LAj1Ye7rP+UItrZc7CXT3ezdkf/vf0WpxWSHvx0XYOS4NROTFAF688voLAbzw9HsUCAQClx/OLYke/5D7P8i9dzPD8oNtmZ2ULn5uLSUj6ZKzZT8TshoRNxKekRaM7XbX4MhNQlFHvTJphM2uyRTohFKUw2wcawR6PF9VcN0Gv5GEWp+MGFutPth54GwxLAVVbKOdWRx8NFytOug8wcSELaYa1Va3f4oWE8mFjk9Kpik9Ca/kH6pAH1AYxCYCUxngkqmcevKWKJ3CP8ba1SqTznZiz5fU+zZMyAaVfezXeF/r/VEL0Rq3NFvJ1F7oyfdwjrrVz1d+hE06x2dlB4F2WrX9DviVlgshwaZGS9lZeOzPd22JIMfGwkAgEAicEc4hie6VMKlL5kt1zF5LGkdHPb4RiiWZMFqXxWU+c/dmuLXze6uIHTNGzhlp9kkY1pvs/K7WVtnolzt1cOzDQaTGTxayJlV4JbqSxOrRbcroceCX/4tqroSTVNKemjrtrQ8o9pm6wQ9SH04/KarXYY4GrwRrcxOMlEqdlEy6r212iqj3a09aSMZbO2xc1v3ZK+RYY+/oCL4/tlPyx+Isg6VkfK2Ng4tWRCpP7HCPWlbGjPbU5brZ9rhYU7e7Z/siKMoXilCiA4FAIHBWOIckuqEreOKVWLch0NSzZKRWZi1/nWup68zULWsXtE1QgC69H1QkQu0ljdAq4WPCzI0jsX2UnFcITeWdVKn05KsqgyOBrmRm97L8uIlwto15zjtspHZS33Lpu6dgmscM6a7F5y9Xwg/blNaIXLmOCZktOs3sKtn1s5TjLv2ZNdGkbWxEjcyrX+E3wfX3xvulLaHDlFy7C1OaK4k277a121keho181RbjSLlX5TPbqkL3mEA0Wk8W97O02SZy0FWTXQksWdq4elg0X910Km0VxRJjrCS8f8bWyL71q04kV7z9PsrxODg5+RbkI+5VCAQCgUDgYuNckuj6R74jrY4MaDGU8Xhv8UBVpNs/qI/TCKtHU7J3E2nLjPY/exK6XDJvBLq91rykrd+2MW8kz+nIK+Ke9LXvnVrqotism51dYNjsljGVZGPnrfbKuhFSQauz56+1EmhKScYY+lrIaNPtR8I5FhkZ73H9lJbdnmGToDa2pciJdLaT2ofBr72VaXGMRz0vtXIgCNGoPLhVjOoTX5kQtftk5ceb/Wi8NhvjYnnpyb+3cKRaJMiIuh3XPNbF8pS69pf9KjnTI46ySXGtvV2vHQcioUQHAoFA4OxwPkn0ouy2W3J3flR2n5H6uVQoFYCiNCfAKb/LIi72tarIK2Sinte81i6erPl4m4p3EIFYEusVZXCFkB8Gb4NY99G2zW5GsDOKkm6eWKA4c7cyYZYJ+7LR4iVTbWfijEkrGCZkbBwpt742uwcK8fS+dGeDsMnNpGQU5vd1lhFr0+wjhhpBR2Jyark/fuJcbTLlnAlbmUrpcIt+c0NrGzn9eSf2z8ysn2UqpdEz27iPGy3tOm3S0O6FqfpzbXucdJn6OxZd8epzq35o1iDCEmt6j/fsxns5YWsq+RL+WVxT3tv3/Thhx4TkOJBI5wgEAoHAGeFckuiD4JXiURk2GF0ppbwFVq57PGaNAIiaFMbX/fnbcUZ7jpeH25Tooe2Dq7/Ufvcvl2p89We1a1AV4F1ExqLmCgksbXjbQc0I0YImW1N4RcomPmQkVWK3ej6fqWyWBtu0BwpmNwE6DP7+VEJsnvGqVrOuBmzRyCrQkk422Fbltryvmxq7dA/qmKEj8P78/rxErhtXy3upqwjZxnip8LPI1jU6j2or8sd5b/Pyfvfq86guN6ruPuOj+w4gtgfdl8Ni9kYCfZQy5YcilOhAIBAInCFOnUSTfCCAVwN4jIi8QF97LIBvAPBfROQpF+M83tIhKGTF/9227GYjLYuNXvZH31k3rALimG5g75Vz+TLfvfrp7Q6Lz+9Q+XZen2qOta9GVJ2a6GH2gSTGyWQRM7ZuLbBNeubWZfUuz0qes6RSpdB9bkNiH4JNan5ia8ufzywJBUk3GA6ltu34lTi6nsz2tozSTrnGZMRYvcoTfcpJrve1TBzahMEIdJaknmDLLMnuPC160K7fvp8HIrs2tv5aTFm257KsuDi7hvmgdfLnR6g9sy2Kbm0Trj+f788u7/Wu/u5CU/vXV1R22VOOC4FE2e9AIBAInBlOlUSTnAB8F4BfHN56LIAHAngeyTuIyHsPaqeVLR4rEDq7hflQWTZSYSUGzogGmLplbwCdj7S0zUqQwXVVGkD1Phcf7qaLICNlQaS9Sm35wi2xw4+dqsC2cU0/l3WZfUIhTN3mOE2umJgxS0JCRmbCBIBr/taB08yapDGrCm1RbkaaZ5mwnyfMufxsau02J0zMuGYiZsmYmKqKayhV8coogrpBT5o/OrP5tL3y69NMPLxHOnnypjYdU2/N826kdyP7xaqiz0cp/V7u4b6gEmhT2idta5pSU8CViG/yrU3RZokJLGaRCfsQ9Y1rlvWYz+1ghXRsQjDBW1vcpXWl7Z3VxMXRJSXRedg70LUzqOr1eWi9GGIgd6/E7IIn0O1cJ4SEnSMQCAQCZ4fTVqL/DUpQ/wOH1+3v6bBwvRsjGVhXh8eNfusEAq4gi4/F6w9M9TivtI0FJTzhWMvwXeu/ryjoiXbd5Lhj6dvaHzfE7dz8pjFshcisJHiwKa+LvuqdGWPyciZm/Wef22gwcxbBNgNMzUZgt2DcGDhB9FVVjjWizvd97JMnfGXM3LVCuuNaFb1Zz68Fa5xvuKS6LBXZnkSqPxvtOoy4et+4CCFOhacmjUBQLSLluP5ZIAQzyuSlpn0M8Ygeo7Wj5jgfUrJ+5+/C8PNhv2f2jB6ENQvHSVVoO3vYOQKBQCBwVjg1Ek3yngAeAeDTsSTRLwJwA4Dnish7jtv2SAh8IkT5mZUErxGDSqTRiIgnJGYNyZwq0Vqek933gtSpd/rGggx6Au03sWUasWx9tCX3kZg3m8JwTeWbVrBEWgxbd4yOYSGvxY9b2m2Z0db/bpIgCbMkZCXTlUrNwJSALYmUUlFu66hkF1PXk1Urc255y2noJ3k4mV4rWV6Pcb7xQqBzVaH9c2FToG58PZEe7AiejKf6zBRbiN2DCbm7b75UuV1H61tuWd1gp1avpcMsfj6EoK4+/1iqyj6xY3y+j3KeXcdcHAKtfYmIu0AgEAicEU5TiX4KgG8UkZkjARV5NoBn7/ogyecAeCQA3OY2t8Ejv+hxl7Kfp46bbroJ97nPfc66G5cVYkzWcaWNy4033giS73MvvUhEjvYLHhsLA4FAIHCGoOwqHnIxGiefCOCr9McPQtMI7wLgbwE8QUR++pJ14JyA5PtE5PZn3Y/LCTEm64hxaSD5UpT/S46Ct4nIwy5lfwK7QfJdAP5kx9sfBOBdK6/fBcDbLlmnLh529f9ya/9C2jnOZ45y7GHHHPT+Qe+dh2flUj8nF+scl8NzcpTjLuRZudDn5MNF5K6r74jIqf8D8OMAvuAszn05/gPwvrPuw+X2L8YkxiX+XTn/ADzjuO8BuOGs+33Sa7uc2r+Qdo7zmaMce9gxF/Kc6HuX/bNyqZ+Ti3WOy+E5Ocpxl8v/KcfLVQsEAoFA4Pj42Qt87zzgUvf/YrV/Ie0c5zNHOfawY+I5OftzXA7PyVGOuyyelUtq5wgcDSSfI0f1gV4liDFZR4xL4GoByRtE5Pqz7kfg8kc8K4Gj4FI8J6FEXwYIUrREjMk6YlwCVxGecdYdCJwbxLMSOAou+nMSSnQgEAgEAoFAIHBMhBIdCAQCgUAgEAgcE0GiTxkkP4zkr5B8I8nfJ/k1+vo9SP4yyZ8heYez7udpg+TDSP4RyT8l+U362hU/JiRvS/K3Sf6uPg/frq8/ieRfkny9/vtsfX2P5LNJ3qjP0De7th5C8gaS/+msricQCAQCgasFYec4ZZC8O4C7i8jrSN4RwGsBfD6ALwXwHAD3BXBPEXnaGXbzVEFyAvDHAD4TwJsBvAbAF+EqGBOWykO3F5H3ktwD8CoAXwPgYQDeKyLfPRz/xQA+T0QeS/IDAPwBgIeIyJtI/iSALwfwfwP4ERH5w9O8lkAgEAgEriaEEn3KEJGbReR1+v17ALwRwD0BTACy/uPuFq5IPAjAn4rIn4nIrQD+G4CH4yoYEyl4r/64p/8OmtkKgNuT3AC4HYBbAbxb30v6/hU7XoEAAJC8L8kfJfmCs+5L4PICydvrat2PkPySs+5P4PLFxfh/JEj0GYLktQDuD+C3APwggKcD+GoAzz27Xp0J7gng/3M/v1lfuyrGhORE8vUA3grgZSLyW/rWvyb5BpI/RvLO+toLALwPwM0A/gLAd4vIO/S9ZwL4DQBJRN54ipcQCBwZ+jy/leTvDa8vLF27oBPux1/angYuFxzzmXkkgBeIyFcB+LxT72zgTHGcZ+Vi/D8SJPqMoB7fFwL4WhF5t4j8uYh8qoj876pQX01YU03lahkTEZlF5DoA9wLwIJL/EMAPA/j7AK5DIcz/WQ9/EIAZwD0A3AfAfyB5X23nF0XkE0TkP5z2NQQCx8CPo9iVKtTS9VQA/wzAxwL4IpIfS/LjSf7c8O9DTr/LgTPGj+OIzwzK/6Mmysyn2MfA5YEfx9GflRMjSPQZQL2vLwTwPBF50Vn35zLAmwF8mPv5XgDeckZ9OTOIyP8C8EoADxORv1ZynQH8CAp5BoAvBvBSEdkXkbcC+B8AoshA4NxARH4NwDuGl1ctXSJyo4h87vDvrafe6cCZ4jjPDMrfk3vpMcFxrjIc81k5MeIBO2XoRrIfBfBGEfmes+7PZYLXAPgIkvcheQ2AxwJ4yRn36VRA8q4k76Tf3w7AQwH8oW5ANTwCgC1N/QWAT2fB7QF8EoDYQBg479hl6VoFyQ8m+TQA9/cJNYGrCruemRcBeBTJH8b5LxUeuDhYfVYuxv8jm4vRu8Cx8CkAHgfgRvXBAsC3iMjPn2GfzhQisiX5rwH8Ispmwh8Tkd8/426dFu4O4Nm63JQAPF9Efo7kc0heh7JR8E0A/qUe/1QAz0Ih1QTwLBF5w+l3OxC4qFi1dO06WETejrJXInD1YpcN8H0AvuK0OxO4rLHrWTnx/yNBok8ZIvIqRHLCAjqJuOomEkqA77/y+mp5b03yePSl7lcgcMoIS1fguIhnJnBUXLJnJewcgUAgEDhrXLWWrsAFI56ZwFFxyZ6VINGBQCAQODWQ/AkAvwngo0i+meTjRWQLwCxdb0SxNV0tlq7AIYhnJnBUnPazEhULA4FAIBAIBAKBYyKU6EAgEAgEAoFA4JgIEh0IBAKBQCAQCBwTQaIDgUAgEAgEAoFjIkj0FQ6SdyP5X0n+GcnXkvxNko845DPXjnXnj3G+Lyd5D/fzM49aXpPkQ0j+3IWc96gg+Rv69VqSX3wBn/9ykj948XsWCAQCgUDgPCFI9BUMrY740wB+TUTuKyIPQIl2udfBnzwRvhxAJdEi8pUi8geX8HzHgoj8Y/32WpQS2oFAIBAIBALHRpDoKxufDuBWEXmavSAify4iPwBUNfbXSb5O//3jsYGDjiH5DSRvJPm7JJ9M8gsAXA/geSRfT/J2JF9J8no9/mHaxu+SfMVRL4LkZ5D8HT3Xj5G8jb7+JpLfrm3eSPKj9fW7knyZvv50kn9O8i763nu12ScD+Cfaz383Kswkf47kQ/T7ryD5xyR/FaXiJNx5XkjyNfqvvhcIBAKBQODKRpDoKxsfB+B1B7z/VgCfKSKfAOAxAL7/qMeQ/GcAPh/AJ4rI/QD8JxF5AYAbAHyJiFwnIn9njZC8K4AfAfAoPf5IVfdI3hbAjwN4jIh8PEqVzX/lDnmb9u2HAXydvvYfAfyyvv5iAPdeafqbAPy69vN7Dzj/3QF8Owp5/kwA3pryfQC+V0QeCOBRAJ55lGsKBAKBKwkkZxUk7N83nXWfgCq03EjyepIv1r79Kcl3ub4uxCP97FeSfM7w2t1IvpXkHsmfJPkOkp9/OlcTuBwRZb+vIpB8KoAHo6jTDwSwB+AHSV4HYAbwkSsf23XMQwE8S0T+FgBE5B2HnP6TUGwlNx3xeMNHAbhJRP5Yf342gCcCeIr+/CL9+loAj9TvHwzgEXqel5J85xHPtYZPBPBKEfkbACD5k+jH4GOLawYA8IEk7ygi7znB+QKBQOC84e9E5LqL2SDJjRbJOCk+TUTeBv2boCuMXycin3vI514I4Mkkbysi79fXHg3gxSKyD+AxJJ97EfoXOMcIJfrKxu8D+AT7QUSeCOAzANxVX/p3AP4awP1QbBjXrLSx6xgCOE6lnuMe7z93EG7RrzPapPCwz6xhi/734bbu+139TgA+WdXs60TknkGgA4FAoOAAy93t1Zr3GrXqPVxf/3KSP0XyZwH8EslE8odI/r5a7H6e5Beoxe/F7jyfSfJFO7pxlH4+kOSvsmy+/wWSdxORdwL4DQCf4w59LICfuNDzBK48BIm+svHLAG5L0tsfPsB9/0EAbhaRDOBxAKaVNnYd80sA/gXJDwAAkn9PX38PgDuutPObAP43kvcZjj8MfwjgWpL/QH9+HIBfPeQzrwLwhXqefwrgzivHjP18E4Dr9D/tDwPwIH39twA8hOQHk9xDb0P5JZRSotBzXVQlJhAIBM4JbjfYOR7j3luz3H0riuXugQA+DcD/S/L2+t4nA/gyEfl0lNXFawF8PICv1PeA8rftY9QmCABfAeBZF9Jx3WPzfShWwwcAeC6A79C3fwKFOEP/LlwL4Ncu5DyBKxNh57iCISKifq3vJfkNAP4GwPsAfKMe8kMAXkjy0QB+Rd8bsXqM2iSuA3ADyVsB/DyAb0HxLz+N5N+h/YcHEfkbkk8A8CKSCeq1XjnfZ5B8s/v50Sj/Qf4UyQ2A1wB42srnPL4dwE/of+S/CuBmFNLs8QYAW5K/q31+CoCbANwI4PegXnIRuZnkk1AmATfr6zaR+LcAnkryDSi/S78G4KsP6VsgEAhcaTjIzrFmufunAD6PpJHq26LtXXmZs/s9GMBPqYjzVyR/Bah/254D4J+TfBbK35ovvcC+fwzK/qGXqzVvAmB/g14C4PtJ3gFlT9DztS+BAIAg0Vc8RORm6Ex65b0/AfCP3EvfrK+/CcA/POgYfe/JKCkXvs0XonjJDA9x7/0CgF84oK+vBHC7HW/ff+X4a933N7hzvQvAZ4nIluQno3jibtHj7qBf91GsLR5fsqNfz8KKyqE+u8csPxEIBAIBxS7L3aNE5I/8gSQ/Eb2Yc5A171kAfhbA+1GI9oX6pwngDSLyT8Y3ROR9JF8O4OEof0f/1XhM4OpG2DkCVyLuDeA1qjJ/P4CvOuP+BAKBQKDhFwH8G6r0S3IhkiheBeBRarO7G3pR5i0A3gLg21BWEy8UfwDgniQfpH25huTHufd/AsDXGAKKcgAAAThJREFUA7iTiLzmBOcJXIEIJTpwxUHV813/KQcCgUDg4uJ2JF/vfn6piBwUc/cdKBa6NyiRfhOAtbSMF6KsGP4egD9G2aPyLvf+8wDc9SQFvUTkFpYaB99P8o4ovOg/o2zMB4CXopD0H7rQcwSuXFDkQgITAoFAIBAIBC4tSN5BRN5L8oMB/DaATxGRv9L3fhDA74jIj+747JsAXK/Wu0vRt+cCeIGI/PSlaD9w+SPsHIFAIBAIBC5X/Jyq3L8O4DscgX4tyn6dg7Ka/wbAK6hVcy8mtGbAp6B4sgNXKUKJDgQCgUAgEAgEjolQogOBQCAQCAQCgWMiSHQgEAgEAoFAIHBMBIkOBAKBQCAQCASOiSDRgUAgEAgEAoHAMREkOhAIBAKBQCAQOCaCRAcCgUAgEAgEAsfE/w84Fv/j2Zym9QAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for dataset in analysis_joint.datasets:\n", " ax_image, ax_spec = dataset.plot_residuals(\n", " region=region, vmin=-0.5, vmax=0.5, method=\"diff\"\n", " )" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# We need to stack on the full geometry, so we use to geom from the stacked counts map.\n", "residuals_stacked = Map.from_geom(analysis_stacked.datasets[0].counts.geom)\n", "\n", "for dataset in analysis_joint.datasets:\n", " residuals = dataset.residuals()\n", " residuals_stacked.stack(residuals)\n", "\n", "residuals_stacked.sum_over_axes().smooth(\"0.08 deg\").plot(\n", " vmin=-1, vmax=1, cmap=\"coolwarm\", add_cbar=True, stretch=\"linear\"\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally let us compare the spectral results from the stacked and joint fit:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "def plot_spectrum(model, result, label):\n", " spec = model.spectral_model\n", "\n", " # set covariance on the spectral model\n", " covar = result.parameters.get_subcovariance(spec.parameters)\n", " spec.parameters.covariance = covar\n", "\n", " energy_range = [0.3, 10] * u.TeV\n", " spec.plot(energy_range=energy_range, energy_power=2, label=label)\n", " spec.plot_error(energy_range=energy_range, energy_power=2)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 33, "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\")\n", "plot_spectrum(model_joint, result_joint, label=\"joint\")\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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