\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": {
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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",
"
name
value
error
unit
min
max
frozen
\n",
"
str9
float64
float64
str14
float64
float64
bool
\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
\n",
"
"
],
"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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JvB0onNfQCHKbkKBz/oBdxjwHxH0XjMEExt5zKWEQw7G222A2NuxAg3mkEfJrbkshhCpIZmCVPi/nP3PaLB24x5mqIT+0E9CBvbVpb1klFMiabEt1ziwh2RyN0K3Udr4GVUp1JiHGOlyj53626Yxj9OOK08pwrfo9BAPDpVl2lDAGsI0zV12unwYcVHqXJPP8QSDtmsjcw8FLSFSSw/RLsmObgvUqd+Q2goaOrZ8jLgCwQEoVwQkjqE4adp0vW1zI8XNjJBPeYknUlC62asMmyVGl5JOILXT3g7Pki2BqkCHB6HlS5VSk00c8DsdznENSmSOc2XU2A9iQHmt03mdubxAa0cl243MKW89wo2bi7dwjRpDehh6xHNMOLySSBj08t3qHufPpHLiqUfrhXTP+2rhPLZEzI+OpLzQoqSm5r0T/cxDfcbz2MyTibpKSq9822Uzlhn3eY6Tt6S7JbfLIknXM0WGNcJTGeb5T+36e6UyxC3E977Vdlhonyaa4ijtBcWaw6R5nnO063E8Fi//ZL37/QkAA2R4llasBu2jmKSRqF7hLQxveK354qrF28rJyt2PdIXoKacCQiISx0oEJirstAkjvFZ3dJx3sgnSIDDuLHvX8HuDm0foNAEfDT+qHC/fCuTaVZtkGZAuO1pHMZHvSRD4KR/YIP6MV9x+EzF2jZRhu3XmAOOGwaZFhV12yoShyEQQjUJHO04AJukODBpH0Z6pE2SHh+lzf97636excVnut1C/OKKxeYYSf/QPmTrUBfdirsrHomyWAg2qJOf6D3Qmxl5fURa8Hwl0RlkvPTGrI1Zoq7YO6glkAMXbgqgjGPUAAtBpR+2ECLx1REShOch6IfKh5RpoHQ8dt4jLdQ8qMxeZlZbr8DlFAmwwvqz4koMEZSl5Q16vLMNoyF+pIezc5Y0LWQBqs92ErwLCvdEagMElKYX0pcahOBMM9WhjNWR+7nCIXGQDLpzSMnczhslok1BoFghBfQOqeVaC52koQXGx1cZ7yWJHqhrl6l0D8yZV0cOScj2okf26HDELF+ppZDeXvMuEJ7piM8DUgr3q2MfKre25qwsvf+1nx4FtVd+Dd0FUnrZqr6zhGSDXHHeeKxn0kXEMVXOA+xFtQpC71vfMYmPvBiriwRoA9Onnt3Z4VaWwkQ5yNGUqvOOvHg5bd9jJ8+u6RwPG5geBR/XUtIABOegtXqezBofUgLp5ywgmKq75q0j72rrHDu6MNr61TG7pdMXWbGwlv5Bx2gz6IGqdqWcW7GNevFxF5XCzBMICfR/BmJlY0m8rsxsntReqV8IDzRJmJUNnudNB5s4rPDe53EBZXy3HfjDBsPo32ySQnT/oXif/E7TGzioTVjdNaQsI5wOZbkGsZx/wugtA29JAkKscfAXSkouHvoz2S5ng9ba2Pz7od0J9xgsxRTI5QOTuE2xhchbnT+jG0ieix1DcT1OpVdXGNxdWAOXdnbIwx2hYWpUFoytpO+1McOuyJzdZspb6GM4FDQ0A50SrMxN7S40zzuhIQkUdD/fVA6vKDQ5O84GfMiCkMfMjsvU5MzFVyi7xggUi0TwjPY0FMSrqdXE4RaqN0GWXOMccwI8h6wA3hJoHZcDaVHqnaPMZGkUkG1XlGQrRVN+3jaTFWOO8W37Mk5gR0WnVpEHZ9HlziJLXQ3EIdh5EJGqfwNjtEfZffq1H5kjus/66r+fLYmfMdDhyCdjD6c78n2TEF0F1ASJdiPjbMthuPo8kkpabCQUN4wfnYGelOa6ou7c0c/RTx74RlZT9ZSGwr1d4kb6qM+zKncHGbmnsVznPXIEirGCiLQNmns91g63KWREm8BkbMLMnm3a7Wc9yV2yMtbu2KEkoCkPZIVK4GWhVjBSO54o4ms5phQ6q+AkGUNOqcF8y5TFaDuKEw1GmhjiK7iP8TTEi2+SWSGUFNYr8Tgykj7g027ehj/M6LV0Tj8hVwRHBOGAUanLKN13lExJw32ZOowAnx0e0ZGCowmCTSdJ8ISBI2T8q44TxS+FuK8jbUPgWRk7oj1vReqpkk4pO3HjCj9ZAkUg3EfaoYepTmY+qHPfO2677Z70eDccNO39teuOebr5Vz/rv6O5rnrPQfZQTIvTpzciWBrxB9lfXMM1ukL+oPYloAZ9qOjMq+JOY2N7N7Ms0KF2EZ/mODUXEnE1HFPghLqoB7nsHBBHYZql1KOOljnlyS1QlYWzppvDB4VH9dF/hBthTmwxsJnrhPQ88btRmQdUaMU21TGnW3QWi0ATTZwzbDXBUHvlXkYhy/E5SUcg7ISWfCUtUkHiPQYRdhU3arnA34Su9VDt6fAYjbD+5zVmv4ONmdNdqKtONr1dIkPRF36qouqwlT6pNAJ3XNSjJhqClGHBl6bD9/52Pgd3ldIt/VQOTpzUeIvfyL9sfWhoRIa13XpCJ5C8ptIRnb+bKxb1L2i5C9qwun+jQRz4NBUJHScSESK2mLCQrPcSLOYx13WBYFtu3FWOUOaWesryeT9LskUGyw+j9e8yik22bt+fyiPXHbiCzq0XgW7EyZlPYny9fX9DjGFwvyaKi/FjBVweBMMV/C/CnppDi8jWo+JVd7sTHbkYS3tcXVr6og5o5Kqgq6aACIGCk/NBGWCuyx5NyiI08en/3eh06+2Eigy98BRNuz4biGrDmicc8tk0ywsEdNRtKQEkZ6etf/ByJeI8/7SiaHOY612QmppprHVswN1yxtjAYS4RZvt5XkZHOVpSHc5uzSQyVKZjD2BKddbXSuJuJ3HVxFddFGB2TLmsQggv6KU8Fh3ej3u5Dtkbyu26pSSp1LxBnFfvfJ1bcPomWSb1uehyVBUSUJPPcyzre4M82rP1+vJ8ijpHJd4G6sFrXtqSTSxsEiNl8HYLajWLGndY2GFddsVyHzXnnVycpFc44otqco0uhaCUrlLqvxGQKItomz9BQjSmqz2vbK2By6bjIqVCTq7djPLTnSokJg1UOi0G2qXHnI/OtPkj2gjvNSgk8nJP57BKaKq9sEMnKkKSwdDAB0VytSapgWhGQey9xf5pHiWiD2XHodTWlT6BxkfITb6bZB1NeqmElKQBZROyD3ibAYwTLPN6espd3xjjMUK2J+KUOEsxqApeiJqqjB5BzrxFSo9hEPqI3fR4Cs57vjZhRtOD7kmZ3c0kdQa6Q3IiaC43WuS1J5tKlcGRS7AiNHEMHBzGEGkgyC4kW+OGHkMYni1BckiNCZggprSno/xJ6Y0aDFgZ9iYCoiG55l3GcaTPdor8X37oDgSHVORzKr7CwluXvoXEICh74LIuJngOQOmaB4Qhyf07QubjcINVESXpvbTGCYaFapz8emyASWrBJz4tKpjQqMdCryi/7U1KKKFv2qanhBrQhhLSXsY577pv0J1ZhVj2zTtwt7kTaI7OOnHiQu7zcCOosUc19wD8Ycs8b8cuzZX00I6fMMAiYSmgInKF5Mbxp33EuZJEtxe4trIKShYQ/VMbfhP2uSyRcKIthuHonKVYEfSruEKx0rPQvyRnJ7SlFS5Ls6SQP+PiNXNz5zGnZ204yiUYX7V+qj9sfqDo+NOdRQd4IXkepD9Jfk2mvyxKMR9ljrwr8zbtDT7GsY2pNTxUXdtD+TddGJSxzjqx5WTeb4h7u4XGtojRRY8vI2xAuJuRu1CNA3czF1t97R/9Z2s6ssCIt1m6lzPO7BiYql9kmb0iWwYnGef80D9jKpaJYaTnUOBCaF8rgGYUwVni4RfiVkkWfMdvhIeKqLuRMNcq8+zGkhbbnknxK9gKWU6A8tyh+n0T21B1Uaq0yJjkzOKu2g2ibry51M04uER/XXlYGOQxiHkQjDSrpgguKSDaG2w/OOVFfgnLgTlJ3sBQJ3VyWkKpcMuUlM2EvIpIgt3E/52UkBoobmnWu2vteuujGvIZ0ARyTo8461GRIcF0SLtklaqVJLur2mlLKxGrIS7IE4nMCFG3chvPn7Uf3Gkpc4wh9rz5Uq0UyFuKs7YxhROY04JP97SqEDdmFHoCvgqA5bSStZa75Fos90wx3WsEG0Wr+1Z8ZYre0dXkTtkvpmcismx5DY0zIml1hCyid71xRvQ5mwa1XFCnxuIh94kciB3JeOFqpoX0MbW3oNlo1Oporcpo2weBvHVPzsRnxNNhXgUf11NaAils7d81sNbic51AvIjoKlpoqNzIXH/z3ce4NDLa6k8dlCJRMSjZhg7z3zGNPMfywza2lQ5gyw6eJajPWj9nxPPDS+n1Ve3H+0eUEd5M97WnyWyMYDB+LAa2s/SXJDIjqPDucYhmlcEeezkBgWThMseWEEDW7YgxOPPkQgalVB2/CI8pQ7kbl6YX/i9bIGk2x0tzWVdaycvTEzCE/DCcm7FDe8oMRddEecax91gYxw5PrEOZecx6nNcwnpTU1aqM4cMT4+z75vox3PhL1iJIyhme0pfp+Okg95wS0CgPmMXrKneelgT2vkEgxLZausBpckrRcKj5LKdUG6A6ek4rDioIFZt8pSypRPSWbCAsVBTXDMEzXaXxhGgwMkmw/bOmZXZboYpbrixOEvPNkqBOEhz5gVuPv1kqNcENAojiUITndpeyKEwlz0Rlyuq98YmbmUIfCI8suIIMY7JC/euVyHRRDekF44FqQGp16UCFziKGegRtNn/zOzwKlqeHyxz2QfuDSWlORyjvVEB+Em6c32gJigldv24WwzM/MwSDnPVa4jJ6K8C7ws8gbzoKtxJ3xfnNHKVb8yooKHy1IsIl8I4FtgjpDfpqrfXL7/jwB85fjzBOB3AvhNqvoPROTvAng/gB3AWVU/61nH8xISFcmEiWhLtYzzS8z9MJJ0ne9eOHBDZs4JjnrdOreVo3DvMtZ/e8x7BkZ6EklOtw4gCMrsIZREpRHyCv6vqEDs2cseN09fyUz9vgL2Qps8uBSR/sL186tLy35hTlDCKEtFnpjDZM85n2PO14y6k/Ti0mStlEhtdDVVyybd1JUiVLStZ+GnC7E+l4AJgq+nzWHkh+PMviOhqHsM8vq0GqPicVjasQu3OzJJi8JN9S6l5E9KnAqS0AeDtOLufe48j4aOE86Z6+4eHl53rhXdH5ZmprtZpZtK+AaBVEgUict7mJKbq4bdbYO/uxYQAdrp6an7n96ObAC+FcAXAHgvgB8Ske9V1Z/wZ1T1TwL4k+P5Pwjg31fVf0DNfL6q/uIzD2bAS0dUFJZAsaZjAFY6cPs5RXwPW8EeNpFtUuuw5KDhrXKMw1hx6N0F9OIS7NJCRAiH59Mexa+mtjQJRsxNj1wZ24jmgknO9ZeI+Alx1CDKmYNkZ2zuk3+/i5tu03Qut2EEK6Ps2R7FyQo5tqRhn1Rw3ifPxwkxgCDQXtfRPnPftGQausxqUWBUthwxFIj1nh1E5jOYtT9mBqBN9ib7bFiEfGokhWoTdN1mA/WQNra2R1oXJihxptgWN+rwjA7n4EVS7/LaBXGignZV6s13qn8alqo2lkruIibT+aDATRpgtFOl0phLaA+uj5gwPFDw42cDeLeqvgcAROS7AHwpgJ+48PyXA/jOh+j4Erx0RAVg4hD82IRI7DJljiB3M56kFXiUcotiSYbsPYq+B+Ks0oFD9EmunIE44EWLSCQnRBYR/khEUi9QeL/IbBOZHQ7mOJEZju6ZR4kr++aLz0kfPWGmj2lC4CXWgV2hea/O2IZ0gOjjsK/OTVMw3zT2sedNbG03PS91/UepLmNEHOEyQTevo7Je4WThBMSkBCcqZh/ZJk8nVkNNBIKYg0y4UwhxnIPLtiQPnnQDv61/Zm2YHCIIwRpBnM/BSrJcfWb72DJr94GIapwpviurANGLdrTCEKxS4cSYi0raGbRK+Fwiey1S1XMBeTD11ycB+Fn6+70APmfdpXwMgC8E8Db6WAF8v9gm/HlVfcezDuglJCopKWDo0xmpRFp7KBDIWiw40pFfqOMFXQV751K7npR+eF8pDpcAmF0t3TbBiKx6L3nSiE29WuNACjrr3aW8d7hcdxAU5uYZWEILsjuIgxXlStgHsT14txUJTUCxJrKWejoE2iWKlAVCO8Ss9FJF8EiUOB6o6ehTAOj5qTp/t4VwTAXvgXtnRX9j9yK625mTUbfdywwca6eUDwQAACAASURBVKmXdZdZ/epzYcTreelsLDrKQUsEB7bhBJzIcxAMttNd8K6bOPeBjL0Ew32QrWdz8OerV1YbDhE+n4mBsgU7tHmJKavPsCai3oEVExFeXppEqkpC10Zg7un99Yki8sP09zsK4l9N6tJl+IMA/kZRfX2uqr5PRH4zgB8QkZ9S1R+8z8AuwUtIVIgDlfmA8b+ntvIUoyAfzAlhA5Nk4sQjedmZS+OL7pmSWToBMNlFqlS0spkwQbkP+Bx2QsyO3BjJp/1kixxTk1SomRXX82VV/TzP3SVAT/aywTnnOeMAB+wd5j/Ge+5jvmrqLK8/w4QlYXgluQ5+kZpfNJN+1lgnJ+59lFLgiG53Dtl1i9xm3rY5egwWIioTDtXXkH99fdg5ICTV+JmMkejw7NLzsCNmvjAfb3qu7aECS64941z8LFYky5KBn4ndk0mS5MmShjEDAtVU6cbakuMEr4EF685ME9vaYs+H1+Q+gpOZqPGR93FE7BBw0THFb+C1wKuIU/nFpxjP3wvgU+jvTwbwvgvPfhmK6ktV3zd+/oKIfA9MnfaRRlQwjL2zPtulgYPtYcQGAIVLWrjT5sV7+hgqd3X0Clt77VRQ0tPbGOk7CI39qLt+NaDM+dFPkITFZDl430pQiGhPxARJmHg9kjvfR7WangRENPK4cR2NVWyDSZWOFDxrgkaywyMjMROWw3qUyG1eJ56Tu+UKnJhLEIhq04Nau93nVNbAoTJCAC5Ge1dmqaaV9/XayMEhJGYF4MlWL7mPr5wThu2F7RbeH5ctsJbJU3Ia9yw9WuqcLUqBg2xi7rLs881MAiRtrcY8VKRRbpvmwMzgtREUhwdSf/0QgDeLyJsA/ByMcHzFoS+RjwPw+wF8FX32RgBNVd8/fv8DAL7xWQf00hEVwfA/hwbHbp9nevuITnaEHZzi8XI3UaDtwT0eygXjuPGXxHYA6R9fEOSBy6ICVnNAHKLfOt5VcsrVc/yd9x3EIlKo2HcbRsEqbk+FpIx123Ve8wWmftVJ4YYo+zyURtYQpVW/Q3pkl2bVzVKutJlgtLAz+CicEPYl0s5kjtudazgj0mGLQ+aNA1IiPauVA+7Da9DaWKkd5+qeniGCE/Z7Yaomc3ZgVXOr5USK1qZl/vUKiSZVNaxsiywFepuM2ON7mc/P5P5tDw87ZDomzDWAZsmk65BYhGyhQ7Xn6+1q5+bedVrOsoQyOdcPJNHQOHn9rwpEHsT7S1XPIvI2AN8Hc8b8dlX9cRH52vH928ej/zKA71fVX6PXfwuA7xn54k4A/pKq/rVnHdNLR1SATH3vaglg5vQiFYtE6N3hoBlBsWPp9pPQWxd31PHC9J67pMaYgLCrQObLBDhy2ua2xdFrW16CXROZiShOZD+4dIFGA3bJSIUXxnekWitGLpgIC0sZ3rfPvarKKgccqhX1tjA9n0hB4OW6eN2iH0Jatf0uFsDYdZRxFo0KoOJc84RD2rCpHQP1fJ6JLOfqmtlnRnrb3niyzNk92NZXl96BPrcgMbw/4p5ecnjeVWCaC3R8BlQu25G77rAszdVXCtGvz4/b4p/ALNVXqcYJjwzngZQ+0njuZ7V5MtexUtzPCuk3mIs/nwGTcmwu51BPzhWCarDvpWDKFwvyYBH1qvouAO8qn729/P0dAL6jfPYeAG95kEEQvJREZQVu3HT34UgYiTnFCJCEwbimPiFNdsd0pMnG1UhdgfTdN/Co7n5UKaiM1Cs6c5ygtCaU2oI/jwsz6pafyH6Q3GbJz+WIQY/9HOMRitSlFlOjI01MtSU5pNRQsg+X++u8dwcAbdi1o3mtDMn1uSQRer/uptxpDLauyXE3UXgsy5GwAFPNF1qL2vcc4zRWc3TLjgzuOQgMVZDm/FtxZ/WzRTx/noNxVtHmBI3AkFbEEWZKHJyl15+r9jpdqgXX6+t/s62rTWPM88WMWc1CEHqBMRaeT9ioSDJfSdpMlrjdiUhwAKnfEVZpXqlxfoL76NlfQngpicqq6hsw68k5FYtDXmSLKMG45DXDMHCZi8uLVz2O5nQh+2TgbIEAT3qOtvzyuFQSl6Z4XrlRvKtJYFFPhtQSh0BOmZHOai020ch5xYRKYARsVzKAYiaGk7uvu2NPQWgIgzJoDbs2nFdcb/EuY927pQuRyN0VcyhePunGfTkjwqRGORCTI9fMxHryQitecfFeEB+yGQGRsBJDYmIC7ZIKMxHx3YXgViceK6LBdrpQgY2z1qDJ+Eg522NMzDAl0jZppNHZdoLiUkKqHVMNzck4Pa8dhj3FyRZnNGZCcrh7onGWnLCw4wP0uIfVBf5a4DGh5BWBQqZ8X5XL8Wf4kNqRnfXtA2/GIa8X9xLCAWZ34fkZuxKKFkjR7Qre3jlKpWYbTxPPO0YCwAucTYTwhStwIrc2LiOvUa1H7/p9AMFFWotZT35Ov55r5DaTrE2SfbphXnWbpBVRtbgVrwOD2SDtUeGue/e+LAPz7L7cMBO6p6XaWXGwlWMfx2Mi9jnXFvadu7jgIDBFFVrnCyA8xWQQAiYWbnPz83xJ8jAikjp6j6Vx9S9L6xv6tCZs2+D1iPm5OnUwTp4dgp+tsCJ4QXIoG8YoKnywxx3UcENFuhXpOdrWY1xKqmKvlLA8JpS8FjA9OsCc+szNsWcMgND5NiqT66qd5ICIuyEu57WNcJ0Knbn69XupcrPCRZb1uNGFX4HpnsdcIdBpLoB7IYVaTALVHMoHOzIMI+n4zCPkB+qb1rshkSWP1cYlE4cJ+L6NuTnOWBCX6DGM+2b/yvxVmNscqTu6WPVF/o73gNeb+14943+zTWhSy6xiMfSI/F2Fd3g21jO91bjCZh2TSw38EzhKNJxlgSUBlyR8/isid2ktXo0HlWdn9jGG40yJWWJi7Ws3BhR2Pr6zHjvzaghF9Vq8Cni44Merg5eOqCiAs94AOLo5zsbujIbnrLX+mR10UleM4j55yWXiXIFEIJMrJbJdf0bVvWFatKMFqXJgmAdPejvh6hv8uZPOwlEOYlgvDNtPgkCNYEGWUG5wO3I77VN1Q1ax+VpkJUWM9P46SQGmQpttUn3kT1OdHaId0bk6yJ537zuTUjbJuAXfl+R011JlZJYeY3evpPnZ2euI9y7Xrk0xPVNmgaK6s3ZQ+mDJZM6B5r+vpRwjLHYGnVgkcfCz6Q4f7G4OZIboiQgWtdKGVFOyMZ3XwaWJRPiZAsgl/xWEe+9QQkKMLNhZ2KYszVw1tTqqxE4PL7kYk89fM7VNrvORaARzIysb6IuHh/D+ukZ46YgKILjVHDYj0KqSaK7zlSzfKnTFPBjNzyIbIx3YZdbfB/zvNJzqQIoAqE3jskVnQsB6aP9ruqiSiIcJCbuh0nJAtI+oda+gh+XFy/TzRlBOcrYI/1KECmJrcdIzznKKNfA2m9MTYSMp1U3xuZKx2oj7ETLnFyHeEiHvbcb3WttI1dskJUgHlr0aQ8B9Vu6Z83QxQamSzkaENMYjM3L0tWe7VTAwB257RGiQyottZSHJQhHkaiGxr1KimFNKEhRPFXTYE8qV5wXp+PzvkDjHuR62pnHu3HZExHHHyXLtEdFeSY6+VifMQa1uU+zFGeaSBOJ3ZpOzKdkWc31R8GhTuSJQzPUYauQ3f6fS0UUhug11z3AdBoaro/n/wzny4f8/9Tdd7lnF5j2pe7UQ8QAG0iH99WTUjIsw5yXz907YS3zBMU7FEXqTPrnkop2gqrEuAsWpZSEqJige06Di6TswjaNhXYcjixPaM1wcysfmc3YOM98llYuQWo7WJrnKo0fPCiYXZ3AOsmIfgHOugKoe3vEo+amcs0oQFHYoqPVYYiyE7FgVmN/nX56X65J6ZlY/pVqW3WbZKWR+htSX0zk0rn0uBezGfRlIf8Oup6lkts97NVZnG1iCFV5bsqEwwXOoXnKcIZmfkSH13ic7t0u8N/oKbvYPTgW7XjwI8GhTuT6YLpx6HAYjnxF1rYoW0byOtDz3lqLJ4P4DUc4FrjxxoBCHBczleJM7XyNWa3d2GPBxV4Ll9oBjMN/MVUffwcnfxjNW3KkFQmnScSPnuGhOTOp6zkqa2fMp1SE5L3ZBXSEaf7YSW/vsuJ/sqTSNqRCU++jT70Ky5oKc5Q1CGkFKJw51DXieprLbL6pX+CyEp1+xTWw452qTGrK+bz/bwbC9cj6oewWyUQCgfjIIl72xuDSEr4cTjNVezmubHl7z/MseLojofPp0WtM25mFzWxNgDoZ2gvJk/3Xc3P46Wj8f3nmRII8uxdcDfBiDKwyvrjy8+6AT0hta23AbVQWR4rnq4GD6RBAye+0Wz3v6iB2zSsLHZFxvm4IiebxhIJ0IyuAbS+Gm6OkCQZm4YUZy2HESQJFJGkU0OD8nbPyOeRglcvGcSzWIDFikoyGCMiEQ93pz1WJ1dSbpjffSkZp3w4gi+lxwyysiG99R7A9gEokbfVfP1faqtMaExaTKXNsVYbV183ILq70eY9aM63DlUnjjiU7zcLfzS+AEZfLUq7aosee7mFpqxynGF3uIeU0miXNC+sVRwLD/pJbk9ez0uZ/rum5176tks5SWSOXaYMGg2/4KtvOHsO0furhezx0Ej95f1wIC4pSCGxJA58NeD7iL3Ls0tPDRpxTiXiecsgd7PXIZuvkVV0adDOmgH7jMCuy5wpfXwaLN71aF1M/i+osOCSQR5lbsB1P2Acik+qjZYWs8isNFY21Zm5WUUdtgxG5qxaOEwfOM+bK0wmamgnCWRFHTnlb3NdpZnKNJKphUgMcIciDVp9HHxUDPktrEMyfrXQj01Utv8b5XF418ZtvBfXolXTi4QpjHf8zTPI/tEgGp83JHGIVVwHlV0o7wrx4vM0uBVwEikEdD/fVAqk+IgxeBqY0bzmiBZOxyIFN6qOX7SiSciIANl6Jm2j8EqTl/xjEhsEsWeutQEVRPmTQQX+KK40JT3iP2v2eOO9biwh1NRZJXmZwNlVG87OB+mmjyzn0oUtQ0BwzHiUvG2EoU/F2ViB2yto6R1bXv8cU0Lp+FS2thI3HbiE38oIJjlZ73x4h2D0Te0Eny9LNT7RQd21SrxdfY922am6adw47RTJx4fd2WaP3b51tZD/fU8zH6elqb5mnWh2rXc5ndRUwm6XYgfr8RxtrN3pB1jyyA159tuTdF6p+ZiHWA53z25sqsB4lqBGFWN+0XDY+G+isCTyEBOGc73DDbZtHafRgG6R1VU1s1bZEzyLKjmnrLU6HXA3kJUvqxv83NNgmCEwNGGg2OLC7XTTlw4JgLX9WYHCeGE9EZ7gbsTDCNPWIFZu01u49ySo4Ym6Tn1eTpxmtC3lJs8OZnRY5EoXLjnGBzxZGzZGZrm+9z9cOmzdQ70FybQGyKyrx67MwhdkVLSWV0tN4iJxjvRyQ05fchkeLFR9+UMjZTLZ5YhyGtHIh2jbuh9DAxBnhKoKOaNM9P7o3JBUboLkmWVfp0aX8OjU2VqLWbtib3trTzYXqCMxbnhAh5tjOreOsddUlpZtCGPNU29HYDbNcjqZgTw6P660rAdNiAHT7P1qru2dUVrW04q04pPfJtiQvukgDobtiBtkPKWY45OrfaCwDy7JIZ2fk7dwU8GrJmg+Rs9/CLwp4zQEpDgSCD0LEUpPDU8L2o8ILPK2kyVkiFOWApc12118MBweeU7UykrEgFTojda4zbvgQskZkbaUoMmRbEDNHb2PsZSWP6vRMyVhWctcW/PowBrZmruNsidnEJY+xG2KhaSANuB1lGf48cZhjEiCuX1j1gN/hKbNh1/Yh4j2o+xRzLxGNbSS3BfJBqztITpdTA/bFKEOgR5a8i6JrSMYcDtEHcePge72L9bVOVR+Gx8fkXYG832LcnFo3frkjdJAAeJZXrANuLY4wBADTdJsbJfT0mG0YgOw/QOoVumQmL0EXyvEbRjl/oYcpxzts9gZhrNsRyaS7FhVeOCDfHnEbekBwiYWRB7Mw5y4he0TYhspVk8jQ9+l2SRRKTFhz9XsZhmaAxEd46V4eaC837GL8Ecctx9TDOVjVUGwiwjbkeEDpmqVMVpDazyqD2r2Efm2nRFsC57bjVExqsSiQX5/IM1Oyq7AZ0VlWFyq8hmQtOuTKdxUFAxTjzlYrS1+ESI+P7zDEgbbifhPFeHfEfnTWcGesjBss+00HQAcF+HLO6xJEZLmLuKKEATlTquOFMYN2/jOdxBsnbhjyBOaMJdn2yXI8XBY+G+qsB40SrUdTjTdge0QaiqB5HjDitwt0J6vECHqhHdeO5fG3jNOTDS4mj1FcBWxFZT0iwwuymmQgy31ukZC8Eos4NQNR2MWRBrtLEGfKlrhmdV7AiKN4eExQfE9eoYYJ7CS55H9X3WEKT8v1McBzh9SB+E9c+7A879eXJIn1ONi86N91S2ex9w1lOkGb7dRruwSk7taE6GwQmTkO11Y31F653f4x9qXPiQFAm0tsFF2/+GRkIBhIPaWJ8Xu1RhzY0/3Zpx4fp8TccXT9V23RCzsQcRS28kraKupXPALtCG3g9GcF+Ol1V8CPwaFO5KmCCIuQlU7lXc13MQwtg4v79ArC3iafQ9zYsf5GgDfWGp19h7jouMvokRTk32NXerDBxW0VFVlVCxmkr3HhbVVR3SRiX+rg0nktI/M62F0TgiCSOtgoeW22rFpAyRuEyB37XXBhc6gQuqISKxxsTGp4LYKR+V8E2ENlZTpO9j20ol20VDaoWW+RjsrWbC0/x+O3sr20geXaqYTrT+VeCxevgxCWq2Y/zV/dzWttx//hexRp6OiTJ/lUvr8eUYWERPMoS3qyqi/wT8exZMztAuyYbhghkuyJ13APCS0lUGqXUBhAGTSB1xBgSCnvArFRLQEo3DCahpJ7cBYWpPrrmBT/JHukgnOiFO+nwellBRXpsXPf5tUHsVHfT9w9kUqO+OS/Tisub5hdqvEQePJ47CZQWJAw5qL2qgZ6llIuIidpizzogPZuqDSbfS0lsqtdBbtIXE0G6NEveao7wGC1vTQeDYCmA2C3cJZGmqSqdCKzSGST1n589DxhkqJ5PXKGSGZeJuRnjiqqSzESRl5S6rlejs+lu+PnGsG2Ec8cFLy2FhDt9fK65Fz6OCLBEBlvmfHWq43JXzi4mLN7epeDVXbeUpK4JHtVf1wGO7LMQUSODugQXFM8PwlL19wdJYNWXDkmoDeTXgd624V2UGY5rfqEQs9XGJ9LCUAwcOcvghsc47cI7QUu1V5OOjbzUrIs50WEXyRxccDtGUSEQ4TFEkXUpvE3+yeP09+rnzpXvhQNNBFpUfLImLGyXyWcR819JKk6I01X3FCrIJCj35wpXnP+pdewqluJ/jP8kGX7Y4ck2Z3f2CtWeBGBKs8J9uncQSz5TDNFdhB+YiI0Th2rviN+dgJR5t5GMNfpeERc/NxHzkglXq+osyETsc55tACX1TTpfrBgRJiiTqz8xEddGRxxEBI8R9Q8AIvIpAP4CgN8KYwLfoarfIiK/DcBfBPB+AF+pqr96Vzucr8qklC2MiuFvjznb8IRkiZBwCpWL416UuvWcXuxxxMkZI5+WE5hQl7jk4pEtRwNoxKhE333gBIsFEMqorK7r13mePNfw6yrfRx8Le02MiZCHX1J2Yojv9IjkZJBHd0CI9XuKAZm9vqqEU20F/ry9k7mnIoMvOSNUKWSSKAohdNhsE6AqB2edRICZuJTXdVqLoirl8fvPQ0zPyCXXy/MH4q+ztLKCICz24vR+/K5lrKF23YERb1Ntd1VCnudln66yEa8YhwYiKCOuKpwO6hoUoloDdv2ssrvydUWp4FFSeSA4A/gPVfVHReQ3APgREfkBAP8qgD8K4LcD+CoAb7+jjUFUzLqQFfPIuFviBvwnc0B8SMlkGJ8pBlcWVSZTIuJ3nHt2Qje1Sx4vALLg1EJnP3Hr49I1SRuPlyH2me70rLdl3Oas/rrkWsp+/cqXnSQ9Rq5+STUIy92qNScojnTvcnGN8Q/wtCj8PSesnO0BWVvHs+fy2rOxvKZYvySZMeGLMchRcjMip4H4eM3ctsBtVjhw3CWY1lU2T3u3wirbwcRIEHHJnQIC7RbikuMv60YqRZNO6HMZb5GTgpdf5j3w8+HMQtwnIh3WErsqD/Wd+Hm8wBDRabmPA8rzhocy1IvIFwL4FhgP9G2q+s3l+88D8FcA/Mz46LtV9Rvv8+5rgedKVFT15wH8/Pj9/SLykwA+CTYhLw5450qLKlo/Z4BZYyNjHsXpHUKuK3/6wzgHEQkOVyyAzglYtCvZ1gFBPsUoyCK7E5fJ6EgxMqAaJezSnOt6XLJqMI33y8su3e2UjbbaZoD0juI5zoTZJYm5Pw5U5bEtVXKSUqGUdc7ncq1zDDNh3aWhEbLjNParYEyfc4yBiAX3lXaWLJzGiNDbdAeR2AcQEbhADOIUjanuGBmz5ekEnNf/zmfrPqCOYU1cHNxRZPXuwaNtkkg2nLWZW/ZBNSpAWUeWRnPdRvR+MFg9zohglH7QVEm34zW56BjwQkCejiPu14xsAL4VwBcAeC+AHxKR71XVnyiP/q+q+iWv8d1XBS/MpiIinwbgMwD8LQA/DeCdAH4ZwFc87d3WmU/X4QF2oR/o9NN+n+tvr0Ah4d6ZJV2PUsXqPf75arnM1XP8d/VaAlKNY20i1sKR7ri6hzExQWO1wauBcNNWHAjewfZyx5rEO3Avr6crwyVQXOlDMSUsnIjKQNwiONRl8Ta5Rso01tEm2+hYncoMS8RhSBKiSmDqulyaIzCvpSPP+pwQIeRzX//2Pv3cHNOcjJouOPbjY/HMzpeA78FkbyMGasWUVFvbzEDkei7XyNeAGBMZF8IZhmuCB/L++mwA71bV9wCAiHwXgC8FcB/C8CzvXoQXQlRE5GMB/HcA/j1V/RUAvwLg993x/DsB/CEA+ISP/zhs/RYAQiUl7YkZyAd/55HB+f4FHf5dl2JENjtxCYG8GCjdw6uPQxxRvotqeonA20FKibEuuckLAWhY1ysJ1dm4zGaTMbfV9FjKgsLGSW6h3mKOnVUmguSk7QJTDi9G4ot1ZYTKap2LajHS389SIOVPozVwddlKpbTrFh5pQdhUrdbOmAcw6/U963CsKanOqmqRvZSyBABVrkQWmOKgzrrnLOHYeLL98sJhXXyvLtnP7JmZePh7q3MVNYLmng97x+Wgq6QUJFazgJ5LKo0k6U1yvHPgcEPXlHg7NnD+Oia4Xr8eg+DHPAQjiwIABX7mZ34GIvJrNKXvVtW34nmD4L4R9Z8oIj9Mf79DVd9Bf38SgJ+lv98L4HMW7fwzIvK3AbwPwB9T1R9/Fe++KnjuREVEbmAE5b9V1e++zztj098KAJ/56f+0gryyPAlfly08saBHjoa5oOqnv0JugQwKQVkRInPKLeqmQMrsXjwTkknyYI+0Cxy+tZbBXY58OaxRfWb8TIyneI65QXMQi0C4ggPi7DpKA/v0ZDasBiKQRKIs/UwxHkj1kQdnrjzKeP6xXiPflPGfcwGn8XDsSdeGs1ok/CEViHCR3iQuIkdnjpAMJNufnD+QXkrJLqRNx4kyFJNLeNlkIx4lB9ZdruFVWvVx1IwTKGt1CVyqOHhPUj+WQiXVY7oggivwRBeNnnWbW7BZRd3IbyajdCEV/mh9C68/4dfhVYre9KY34Zd+6Zfe+NTFeN1B7htR/4uq+ll3NnSEugk/CuBTVfVXReSLAfz3AN58z3dfNTxv7y8B8N8A+ElV/S9fSxsKQNsGDLtDtK3pMQKZs7++Wl0q1/6uEkq9yIzwvS/2AmowbomR+V0wcZuFyLn9o0o3juxzDG7/SInlqf3KeBGZcXnlem3Gr3Rb9mqSXENGIThH9tstvHB4jgpE3rZAJAuDNWDqJo83cU7Uxpl7sjnHLRpEt2vD3htu+0buzjbXTQRolgXMs0tP4/CAPcx7t1qTo6TVMyZipFNhArSyS4Qqin5ORIFUnN63f+57tpJc7gtMUKb5DocYVu+1mNdxX2NMo2srENeg0nECwoPMVYz5M4mxIsIux9iyREVI0jTuvJuefGkoH116FrE4sStTf2GhynsN8F4An0J/fzJMGgkY2iD//V0i8mdF5BPv8+5rgectqXwuTOL4MRH5P8dnf1xV33XfBlQabk8fPVx1xTKQyjalt/Ck2hHoJfNlvMS10ZWhv4+c20qiqV5FjnD64oJE2+Wdg5qjjsMN6azGGRz0BitKxgjBvB7q3GdE5WlnNnrPY1tacNupsrK+kuicZMdGqWlivQR4hYpS+efhptoSIacEeQyeNMINiOehklQtJrLLffdgU+2py/dEkB7Ps7nOpm/o4/0NVg56NDbZLXit2dZySf8fn8l8nu4C9qjyny7drohDECSfitiovExyL9mN3Usu9mgiIOmVqDieL3eZd/CsEjmEhWQjmRD0hH1oFTTUXiYRZnojTqCasTQubR/vBcuYPM5prTTPrhdluxoQPJRL8Q8BeLOIvAnAzwH4MhS7tIj8VgB/X1VVRD4btrC/BOAfPu3d1wLP2/vrf8Mz8gsKwa/ffGxE1Vt1Rq99Pat86uG8q03DXIg2/PPQoxcucHrXn5366dEmt2Xf5IWoB12g6NIPI55cfjGPyQmL2zyqd5Vx8keXXC+QvEnOATgSzokzH79zLEEEJcL03iqW2tzGbe2yLr01D2zrMzGC59na6Hnr69wtLsTnHUhkxPFsMcYeEowqppouMRbSw5iAtkEHIdUuI0uxToykq/qWxGOQ7nQjNjvWZLpXqs9OyJBtTVVCq6UUeJ247/ELnHnZhootlJsXVIspO3msz+x67WfBVZTmpeUz2OHy+DQOOi8bUjoQqJXlpuwWTlD4bEZbCrgX2moODCmtZc0gz/kl0BHvM9/bFw8Pk6ZFVc8i8jYA3wfjLb9dVX9cRL52fP92AP8KgYwkGwAAIABJREFUgD8iImcAvw7gy9RKZC7ffdYxvXQR9YqGD+gbx0GkyPVyqNOzJS9AbWeGvuRO2c3yaYdy7mPo/UvN+iBUOnvE2DNZ5pYTQCbCLbUnZEb0Mf9CUJyQxO9cclU6mio879lqDevcDiogb384AsyEdi3phTF8jNUz+O664ZZcTxuArflB7eFmq5ApXXvW9iixOwit3gTdkaaaetJSrAAq5p568GSDYmuCE0hiISlBhorG9zKRdUb0ez0VlgSYuFTbk0IONovoc5FTzNd21+KVdiHWhUEn4pvOFkGsi7ebvWNpg7xpJlEOvl8OrLJ0tZeHLPvnCglJ62mqa38+ZK6ITzI75oaOXTqatmkcLxwEeAiXYsBUWgDeVT57O/3+ZwD8mfu++6zwEhIVwbmfjJuXNhkRpRxoRop++C63O/vos5qKiQIf4nhXU0rJ4DXvs01tXnLZ9ZGvotVrFHO98A7VtrLqY4VcghO8gHfuXrdKrAsJU5vXFPUt2WemIMm5qkrULVEBRBtUNNbIXXqDQIv1tyrB7P2x19ph/MPttI+4ib2o310/3wcX72tV7R4HQoFE1JWgVEmFg0tX48y1y32qBACaDhAxviHJrdBXIHAaz3r9SkYE+t081nA4Ozn+Y2JKb5Mlzjrnp93X2hfffU8yO51E8lS7DpDHeirXAqrAK/005Qjiw+k1D+NSsdhMl5F/crCfDhUFg2dgmiO5jweCPWc4ujtcgpWPf5sQL3saTfmVxAlOphrpSu6zNIwIJis16N112ArgzrpwDYlAD3VfeLz8e8QBqI4g0YE2fKwDeZ57kaxMdAvE5+g1JTH7d+6Cc2/hYeY5t1Z3kMe3y7zOfibc7oKWEgqQv7exZM2HWIzi5o4qw7iP4b4qvIND1TKfC3NUOKFjRJVTosyV9LQ6U94+J1b0INxqf+I5e+LTJBxEDEJdtB7DFNVP/zY5w7NHeKkJqFlysmDWZablkO5oUqct7EbFfX9FYyoR9kwKoh0SKlqTE+9LpJ4HCIDHyo9XBMzVcyT6pJJZeeUQd+vAaSZWonZyUReMhQvE699JQe4AIeqiElr9npyouRF7ZHLGS/QpEE8HcdxjPEAaO5m73ANx8kVjqY9VSK6WYmK7oUg94ysvSOVI1G0aK26U12WaM41f1eqW8BhXe1ulMP+9wWwxO1h6HHtevKmcAE17QGu0K4DuGXetxYgHwnCUpnT0vm+WomSb0pREvwdvspynM02uIoo1VE3XZPA5sVZcjYd2zG3HcSZdjildXPrwZ3MMSVCa7sG0ud2Ci2PxvoZLNXDYnzkm5agy5TaE1NPMgEV/wylCR90WX6cIM5DZXvrCQfAoqVwLiMCywy6klLsCv4A8uFzjJELpiu2A2+Q04itkVoMZARwQdpWOQhwnweKI1E3uSsSU3l9mS8AsqWBWGejg/FUAlRt0aWPdWujZVxfexjKKVg2VDwcPGkIa0lJzyawNqcLGeh5EhcdTja2X3L4nFYu4+oX35HIqdJe4jLM2pwdRwSaZ9xnqtW787Bjh2dpu6VmQzEcvUoup31wN5mGnubeewt4kr0x/U6W2SmQ5kNTnX50h/PMuDZuarUBkuxjdXksj+zo7IWzaQzoNZK0syQy3cTrdtarm5mn7BejqROQYrOtzroTFJa5p3ONOcRscjMl53egl87aUNpEOZ6IUgoivuQqQB7OpXBu8fEQFipt2WwhJShNx+Ie6oNZQULoEqjpMvzNCAzARlCm3U+Gs/KDz+yZFkDqrEJR4VjK+oiJY97j3S2fBfDOhqkGKgRBcT0/xGl06ehM01TCQu1two/WLMXBoILmaMjfs3lIqgm04Tbhheu+ZhTY4XsyJIetaOMOwN8HJexLMMQ1jzAz+mcfK+JpaX4JNGnYFMtohpQIRIz43bXgijbZ3N/73bdphz7q88qhilSfXpPcoeqUVbsVDL1WC6c69LQhKjB0eNJiZATgt/2F8CwLOXmW8D27sXjFR07MYz5I6FcMDsMJKIrJ3MnMFMDMaqx69tUvjcQmsBhxfJTwW6boWUNzIGbJA8ixNCPpUzCsSUPplltMofGV+O86xsbqgustO6iwqBBVurDJ7kPlzVd3l7cdhl8xDZdxxi3YSmWcbjqRPI5WIIx2fDxumHbF3NGgflSghmbpfO0AIqEo7MQ9HRJrI0W0LKoKd3JJdmnKwsRoxObUeAZOzZGYxL/7aTjEap9aXdWF8vE5QWK13GuqOTRp2GTNibd0gViKKJ+2Mm7bj1LIUsAx1lYrXgkcQxTwfC/XN5EGV9ULugkgTQ+e3EpSpD+LkXZ3FQa7Zxpog+LpWKZUZKh5P9ilTPFiM321sotO55T2yn7OkMIX5Foapjqfen9q+n32XVNyjj0tMPM2T7LnCAyWUvEZ4CYlKSiTzZ+XvkcrFCYr9TGNdVKSbriirUZhD7McU5OwIoMg2FioeD9o7cIXl8oWBlNRaeenyPefaWUUCYCJoqwvpiM5dX6O2Cy57TsVYF95h1oahKK9rzkTHx+HIeBONnFo1AtyR4iYN2nagb7FgIVUQkjuMjyQYQ7R9WgtjHBKN+nNpM9hDSggEJwg1n/OUKRnOnHyVBC5xx5ym5C4p4C5YtS12COP3WhRteu4e7R2ecS878Zo1M4FImUAxJ2RJYjIxW4v1WhEi//4+452J7vzvKuEj2aYiIp8K4M2q+j+JyEcDOKnq+1/fod0PDgdGh3RAor3pgTNYcm8KdIShEbqypSRB8Xf9ewDjcpnfmHH8Q2NfEM2USFDkcJn8JxMOS45IxKbYGzwS+dTOoaJTZH2JDd1sHCOXVHeVDEztsmODokfMBSOkJcJaqNaUJKDMflZSiQxbyGlIAk06buSMDeelsRUCSFM03Uxd50QWelCZ1QBP3ptcJ5dwRkVIetxVaifpuGk7nrTbGBcH0aoYCbb5HO0e7CSRe5nBgyGNCYyYyyxxxnkae16dGljtFdICpevxcfH8qzPDipBcJs56eIb7hQCQEzixI3t+OXOgemyHYRUIfDgLxBjxO3fBkbnZLkpCLxw+UiUVEfk3AXwNgH8EwD8Byw/zdgD//Os7tMtwV2lYRx4yEkwGso8SxIqtIwzMTbZAxv5+/utpBCWvEiCJiLqUEJHCe3rlDM5uV4XIFsWimHtiSWQ69NUWFO6vpvbaZMcJ50BsSp5ApvbpiDuoadq2ZJMyRqoQaWhw1YmnPE+kGohq9LGJmhdUQWSTbQfJp7rK6yRnbNJxktsg2AqZEZLaenlA4yVvnUBI4bAgWOGL6hLbxAuTpUpuG+q4DefMTCyIxKSmqhO4yogJiY97YhSY2ybi0MZ5MBWNE6DcalNZylSSt55yR7xTuh5CtCuCF2N5lVJR7uMsUVU12PQOE8BFXqtLUsMkVZd19jEAmJwKVt6THhMWaxR3a1bzXQ08TO6vq4P7SCpfB8u7/7cAQFX/HxH5za/rqO4EwVlHtT++wHTJtyF9xGGTkdAJGNLKRu/1kAq4DUeuKvNzTSlHkXZsOE8EqQXxwijupZPqax9cc/WMmme45ixtbhmJPCE4wfDNNyLRtQ2dumeUNcKScTQAsEHUfOAyNUw79AsdgZXhPeMRHeOvkAiOBllXLRkhPFtcucc5IPOi+RzaUEp6Ipeqc2diDJ+PuH5+7QDg67Ahk0e2IaFsspv0NPJP2fo3eGJS7qtyzt4/SxIxnwvIXSHwsDzIzLFzm0xwYy5OiGkdwovQfyfvx0tjZqhej7EXYKI8n7X1vTvaHK29RdmGQgg5T1h1gWaYVLQyt+ngDOfk/r5wDHnhIPJQub+uDu5DVD6kqq+Ic5QiJxy0688PFHOKCofKOXr6iE0ETXa0tqM5fhWZMxwXbsz6yTQb9kxLzkn3vNrkXulp+PPyE9fmNgFNZMkI26YyqwxcLcZjq27UFQy1ZuJDOPcGCdVV1zbUhMNldGtRd2WE1QFjvm6ETVN1P3DAbitZGZUBBEGJsssYqijJjLTcnq+Nwh0fPJ/YAkERkl1JLC6hiIilZBlSwTaIHSczdI+heW5ziQTuv3oqBWEs3lO8V5Uo+E9OX8KcdyWUHGfiKX0miYj2oHL6VeIAkvuHzoTF9mfcAJmUVFhB1Fghd18jnHMONFZDuc+jYLZZ8XpeIkZ1HuxezNKJOzzU+jhXAe0j1/vrfxGRPw7go0XkCwD82wD+6us7rPsDc1ouPvvBbQMxt7aPg2vFvTrVnfc0FhU8QaV7j4RzwDjXVWLhz1rfjWiNmi+nDvNAGio5z+l1Hmok5jonEBwkmoNhnubMzzCC7diiAp6TDGugoavFlng5VsaTmX0MMb6QEQlhGnLugZy9T+dxLyEkDozLKeezHv0v2qHY0rtoEGPmqv0MQBmZ7jhJIqcoOTs4evOeo/WUzFxQYV65zLq8HH/xnpq8xKrKI/ZIliqdyMxMCFbQD9J47c//nruaVZs2k9H/kKZ5PsNiaGeaPCCDaaqSFDlHYKRKqUS/MoJsv/QxXpJ4DjZJsB1vrrXCIQEnOWPT8xRf88LhI1xS+XoAXw3gxwD8W7DkY9/2eg7qLrhLC6mpqwrdtcBrzZ9LeWAydC5iWeL3QHzJ8UdK8+JhxG0xocmxKyCnccl2MyDrjIQAUtu5amdcxpmjT8Ji45TpUnF7FmV/XKsuOlRiWHL5K6jct8dT1PT3TghqgsEjYTlKm/XzOieW8u4ap/EAJm0E0hYQoq/ZcZlYpOqtqvTuXB/awxVyZ+TJf7fB5HifuQZZ/fDSHO/qj/vy3yfkW6SB7LeOu4/U9eMkSZvW/z5SAEsVPH8B2T6hk+3Sx2oS1QUkHOplk6bZkzOCR0vQ5lXAR6pNRVU7gP96/LsK2MTTbh9VCaoS/uq7bkMdsUHaE2x6zuckCcrqIGvxzBg8+VALmOrIDyvECczg1nQn4rKjDSLWpaG1GyNuQfjmOjAMXSxjUS9IoCK5ipjdtXmnssKMgGyN7GlOcthDNsnkmEeVhYadxDnBcMfFrOq4C8IgvajdwWomR/BARstHJtpFvikmep5CRFWiINiqH+/LJVNPr5LnytVgRcVC83RXCC42dYlIunTnyNQRu+33NqfJ1zbsZDleb9tTy69cdqe1nrj7I2IWP9TlHfdcbIUAGMPg0sqQfLTMN6SUlTTaCeFn6pdYD76L4qriuW5SZbKYsEh8NJiefsapvxLn5mrgI837S0R+DHfwgqr66a/LiJ4CAsWN3A50dhSvPXDQxjgQpVcNlON0BXvYQhzywphEwSoRRcsqciEYjasanmaKrd9me2KXU4YOVaRDm7U/paEHc83j0ugpCBCAg5rp0hr5s5EvaYxxqn+hGl5EHqy4I10yU/2XaiNHiKchmXgNC59HD+8lKnssChxkJYw3TyFFiCg25ZoYR8K0IVP0s03D58i/u6t1VZvUdQoEOtLTe94y3gcdcUuxpxTk6PFKDRoSWyUorKJs0kMd48hORXBuT4D2BnNrpgSU0JlYWjLLY+ogns+0fpqS7EpdV4El/nCSEMvwUGO+Vmj6LikzfpeUUJru2PQ87qG77xuh6y1V1bX9lSrtyGCx/fOaiIp8REoqXzJ+ft34+c7x8ysBfOB1G9FTwYiK1b9ooQfvzmkv1Dhu8OTDGBewxLPYhztFqQHQtBEc/pU4Fzi31XcgCIZAmnPXLJn0Qphmd2RrbVzeqopn+0vYF+qlSUllk5GqJQzw9kQf/87awljcwi0zo/kB877x6HWXTti21KUFITqPnFcr9Yr1u8Vz3o8lSuyRYTen54RxRtZtgSiP6pQ9AvaqBDUxI0RQPPljpMsfdq+NiDkTCR+FS22bnmeCJRu8uFqoDPWMrd9i67fDBueG8w0qN/Z75A6TqNCZRvOGNpwfYm0iNQlLWfN8q3NBuH5DRwlqWhv1PG8bOroxQ9Jm55RCyKb3iyR5sP/wvyAo+5D2Fb1tB+eJqplgYMYi/uakm1ckGagA+pGWpkVV/x4AiMjnqurn0ldfLyJ/A8A3vt6DW4FAcdM/hF1OoS6AAuKXlpBYNXxParLxbEfGs/AhRL+NG8eEY6U+iPYl0h7SeM22cJ95Tb87dzq8fTzxZb04q/fzs+T4Iw8WzJZiMRNjqsNg7+V0m5L6ixArgJBMqtrCnB9aIGgnLrVEckqAEoTF05k0JkAyey25/aMVYtP1uN/hAjuCXasdIc5BuPOWAloqkU1YIQOxYWT9LZHkznFHSp/kugEkQZMbkjYyfVDrtobpTDHvpe+BJ4aMMZFHlqt1TS1lq+jOKLFORaXn/awyFTN0bdiljSJXp1zjBdd/QPK+bjiez2kdOPOF9nR0AcJT01VfVeorjR76inRKDehXJ6lcD5F7SLiPof6NIvJ7RylgiMg/C+CNr++wLoOo4tRfgUjHuT0h1UZGTrPhvR5mPpCObMPFWPOyiFhMiiOFtEn0pdpHvaRx2yC6oelm6iVsgAj2doN9e4K9naYLPxETrZycmYmdMPnlZ0nLxkrFyIqtYOaYLffwLuYJZQjFYFfrCR2RoJDBMyhtntZkIM5Nz2M8w6kAi8teQAcC94zGbuNxxNm1TQhPyppzO5Cjh5yt5YVSBWX/7x5nInFbI0xScHDZpJpy9Q2rUzuAJut6HhxhX92ZAbcjOcs0JEUiKG6DCCIKxT7UvJMURmt9KSiSMyfM896GJ2Wm36/2vwrO3Ll7ej3v7OWVd5YkCxGobME8shTsc7Ofc6Ziji+ytSennGvTNn0EE5WvBvDtIvJx4+9/CODfeP2G9HSIBHZ3cFjzhb8fh+Ii8l2617wUl42iYUNxt1DZ0NvJLoYcXVbvmgc/M6kyCDlUgnLkCtMw2rFZrfeRwqX2z9Jeqi1IavJ19ZicUmWvjrmOp6oyAKrd4mpEWRhiud1APBfWijn+Mb4KlwhKJcjzmud7qxihi+N9yllRmVU88V7YHYbNrcQoVfXRoe1IVSLT3044jmO87FU3Qn9N7ezej6u50jhc4obMhOVpYGvSgtkzonBU6a0CKzs28lCj8Y+0StcEqz1/LSAiXwjgW2C1Mr5NVb+5fP+VAP6T8eevAvgjqvq3x3d/F8D7YUbPs6p+1rOO5z7eXz8C4C0i8hsBiKr+8rN2+qxQPU2AYTfRWSz2TLirVOsV4qAODsk4e+OQ+ELmRS4+++P5vGtpY1HZsLcTdjlhb85FciqUOWFl5hkTkjxMWrFxmjJsNSVXxVg7mp5mfCnF5imS3GakdCeiybmuOFDQvd4SoVk7TTdLga9eZ2NWf/nYfb2ybx1p49fI2pV/x7mmR9aBcGki7amtCzmgLAB17oNtDEZUD69RRP9wbJCGRkbtebyUI2w8o7KhNxnZF06xNqM1O0aDgWriisX0tmP1ka2Vr1nG3LhtZpq3Eyo6zxtcmuvTs5EyRwBRGyfkPJ1/3gM/E8YgeKBtjmslSU97B7M99viXUgoTkmRG6G6yFOYSXHx2RTaMB8pSLCIbgG8F8AUA3gvgh0Tke1X1J+ixnwHw+1X1/xORLwLwDgCfQ99/vqr+4jMPZsB9cn/9ifI3AEBVX4hNBUCokALhFw4GyAvj3h+uC0810HiODnVkYB2/n9sNdq9iOA5keiZltl8lzk0hw7Nr1uHv7cZEeeLwakDZCgm1kYTQVULMpen0LMXMEKduLs+eddl9/hu07RA9rkNNB+OX0p1cmwyD6hhv67tPxrx45BzcbqgOix1k8N/Zr9h15zQjgCGLHWJxJp7MEEl46t7PhIX2Y0HI5nX2yO6GJsM1QhRt2JriOYonmrjj4XoLBfZhd1CkJMl5sqpU6ExMl9llFkj35HTOHcTbP9eUXBi4jshOLuM8BpZ8smSAnwFPdXJUl+XY8/zzfPwvGS72bt9hBqCuRZ57vzcSUn13tTJloqgJIqczQCWLPcmpHbHrklIA4IG8vz4bwLtV9T3WpHwXgC8FEERFVf93ev5vwvI3vm5wH/XXr9HvHwXzCvvJ12c4Twd3vTSPlA2MNABST/g35AsPYPK7j+cmu4irrxrOuMGup0gEae/LEOkRh3dCbiNDsmqq0ZwLZZ1w1OXggDIak704cteGwT7VCMmZ+sFsULpQzDUCA2GrOUvbmpgd6pAVV9xtuU9EJeqVHLjMoWPvOzbcBjJ1d2kfa0U+vEdOWKr6zp87q2Xt4jEw4Ym1H1KDF2GrhZouRcD7+vh6uHrHU8PUd7itCXnT2djIXVyLuojLMvD5YUO0I/tw/ahSJPz85M8qlTFD4NvGhDukHkmpSOFKLnMe2CVjhHjGHEw4EfDqHaauODMCw/Fh05qKS+B+h1xVPPdc88AtE0vGXbVVsPFfnUHlvt5fnygiP0x/v0NV30F/fxKAn6W/34tZCqnw1QD+R/pbAXy/2OL9+dL2a4L7qL/+FP8tIv8FgO991o5fKygEt+0Nh0PlPBvACLXHT//Mje+HdqUNFGlEYccpUozvumWMAXpwpZN9gG0cwwMHdNkuASOKlcRVn6u/L9eI3KQvFQmLthyRk6rLCYqrD6u0cWgjsge0QDSe/ZmLdU3IfwCrx7hw14Q8Yo8bBNtI6T9n0OUMA1ErR1I1WSUkfmciZpOGSHAj1T5hZ+cc3HMGcMb742xUzzcAoTqcvA3F7QjzWOPMUmGw6aceCYslPR2pZ+QM0bRP8BhyvT2It0+ScvW2ynczxqa5isvvFNeHpzEKNGNdyjkMYqgZf5QE5Xin2dW9Sl/80591YFXmVYDgvuqvX3yKnWM1sSWCEJHPhxGV30sff66qvm8kCf4BEfkpVf3B+wzsEryWIl0fA+C3P0unzwIKwa0+QVWp3AXOGdofCxdT18EXNdaq764NZwAngUkjjGwXBlAgOUuBTAiCI6Gdy7t0URLJVBXZcYzGZdvfLh2ZGq9N6jcmZJWgsNrl2H5FDC6ZcJx5JqV0W1f1KqpG4bm/WbIx5GVj9iSKnjjTV61KRf4zE5AevZDmPUrXcptXcv9dXJmaedXOwGSr8LiOs5xwcq84lgIHEbEYlTNy8tscRb7gvidkCcFdJ96zZzc5nqnjnC3iPAMQdZKww7mEIue9PpE9k/vZvU0iUE07UJ6NaPthhEfJHD6lUPK9GK71Fhh6WSJztXeve3/Jq+MFwgPFzbwXwKfQ358M4H31IRH5dFh6rS9S1V+KMai+b/z8BRH5Hpg67fUlKiWyfgPwmwD8Z8/S6bOCHbiC0AesuPhVLe7lM6UdR0N9QuppJHTFwJHjTZtDtnd05ZyIHRIJsupoev6CZ46PjW0NMU5K+RHuu4d2j8TwGOPDFd7vB0EMibBcfLb0N8zY01gzRsPWLhNnKvTCeZjeRxp3sxgCq+EoXsL3T/fwCDTkavp+tluxZBFSjaQzxZGwWMR4Iu91bZJL84hzKA1YqE6dOLqDQyUqk+uy5vOt7xD/OebS23DJZbtQRLwD4hKIF0KrY5mexXCCGQ4kXuJ7lRJpgXCDUSnnIvoixwOP61qt33WA4IFsKj8E4M0i8iYAPwfgywB8xdSTyD8O4LsBvFVVf5o+fyOApqrvH7//ATxA/OF9JJUvod/PAP6+6oi2eiFgV59rKwhdnxmJmJ0hDv3C7dJgZCFWDcQp0iGS5YbPmMVxSwmTNR6SCBkX52laWMpouk+XZa69MnIahT4/1TM5x34gfsfVyTVgCcU5aubaqsrLPpulk0pM7wvs9n1J6pt+qgCScpQjBF9XJghQSvIouf8urcBtXtRXJMGJaLxC4GEOCK7WmdL2DMSZXLOt5UkEt0jbST4r2NGisocTFpMKbq2fvmdwZnXQkMzGXPcif3fvsaFqBashTS0ldE29r6VErCM/1v4htP0W2/mDkL6HBNq3G/R2A3g8V1FT9bZh63ZnfD6uTmMiBSAIM7YnQ8V1JCITcwVPEmnE0bPT1fUSaLBOiO23vAxVjXot8BCSiqqeReRtAL4PxvR/u6r+uIh87fj+7QD+BIB/FMCfHY5W7jr8WwB8z/jsBOAvqepfe9Yx3Yeo/Oeq+lb+QETeWT97nkA+IOOT5GBYxbLDI8M9MHKhUhkgINEdJhF4ZmNHCKuo5BjT0E9vPdNsr1QJ/ns11PrnFXFIuSir+IBLSNvHu4+UKXyp3Bh/KbaltpXc/N3PAkOPLq4sGhyu0wMaQzWy25g19jHaGxJag2JXcz0eLgzk7toBuPfeLCHU/litmLEgjvCP9gVz4DBp0x0FPGhxEyKKtF6qgl2SsHgfJhHcHtqv9X2cWD4NJilpsmnk++GhB6A3cnBxI7wOCeX8Crb9Q9g+9AG02w9CzreANOjphH56A7Rt0O2Evt3Y77IBGyB7xz686c2VWieC0npmGJDmEt8Z2sYecvQ/qaDZJsr1fXj/+IzUND71masCkQerp6Kq74Jlj+fP3k6//2EAf3jx3nsAvOVBBkFwH6LyT/Efo0jX73nogdwfNGqJB/ejQ9ildNxBWEaKCZENbcRldBwNkEDqi1l1ZYkgFSI3RpxwivdcMpnyOQ19uSEOXSCPvMyps5eRRmIziUuIoGhF4pfVGXfZg4BEsmyI95LEId2UynmBmCgNSURxl/kB6QjBAWjDUkPSSWasYk8eLj6VgkiOuQ8k3XFMR++SY6okZ7XQZXWJ7flMUIpKSTs8w4K1pXZxhlEegml+0R9JTKFi0owkBwaSJ0+nijB5b/izydhfJJWYX/ST/bVuee0UKQcLLF3Mtn8I7fwK2isfgPz6r0FuXwG0Q7YbyBs+Cthu0J+8AXJ6A/T0BH07GSETgfaG3oZamlVeSAKjaIAOZkO3kUgz5xwpVXK0E2GxJ61khFc35XWJubukV5iGhwo2fAhQHFXuHy5wV5bibwDgxbl+xT8G8AoseOaFgCDThgODiyZOllVgHab73uVkkoek3nsy9kkiZL8Efgib7lBtVopWJAyFodKKmAFCTP0WWz8PFUIHRrnBqjrw8fe2oWkeEuKuAAAgAElEQVTDpucgeJB1QOQY7tRGJs3zdO8LgkkSQEPHjdwuU9bvavnQXK3HRLNhD6NuqjecsFgKmNYH1yg9VIh7O8GlxIp4J5Uicn98zP7TCY2K27LocwJWjda2OA0Jr0lkyu1ncNkCwJB+rLGMpKO6Q6SnYUaBs5wmAnlc+wxU9L1TEfR2wt5uDnO232cCxJI0p2epEGMQPxtDMRjqtplR8fxj0nfIfobcvgJ55YPQD30Q6Apsr1iC1LYNw7upoGQE0GrbJkLiEhOr26AF8avfsz3ucFWJYozc16CJxWyd9Ixb3Nxp9/N8fvaepbq5OvhIS9Oiqt8E4JtE5JtU9Rue45ieChvpitMNUaC6jxiD1J+6UCyeeJLUY05IvGZ6uDx6tPO4EK7OgQ73Tjqfwem6m2Ufksp+a1wZpcCHCLqcABEIhgEYiUhS4six5TyPuvfIxMsqtpHrKBCZpD7akfAJZ5zkjJPeTvE7gYiQOn12Oa3c/JwMcB/2hEHYOLvAoDke++FEaKVOq/YddjFmIgGkq617+2QCyrkELgRmW4NLMxkUK0hvptbPJI0MJK90BthTzbM0EGHpYurGIIaukilqm5RWJV13I6PvHAx7JCQaa89nA/42qVTs/I7qjeWsAMDmNphggIrk2RXYd7i7r9zcALevQLbNpJe+Q7YOsOrPvcGK4b4RM5V7qOHRZWPT6W65tBWaA0Wst6LhrHdI5cRAXStcGvvLDndJKr9DVX8KwF8Wkc+s36vqj76uI7sAjIRtIDPn6T+dsESyRUmVBCPt2VLgXFVJUzHpu3tw3XHRSbqJS6nMnWZKcpEODbHdnx2qH00k5J4xDLUg0oFTjWDJHGOOO91vXY3FnLMQImC1gadxrwTFDc154RUiPiPLZ8XqDS/bnD5zzu0e9469eBy2IYWl99bxe1/TiaB420PKEPBezkiL18NL4Wam3cppU5ZmOcFVoRBMY1xBZLM+uJCvCUpdd5dSUhIY56u45fo4jZA7kRw2JwK3qYAJijSgSZbBUTUiox3Sj2pPWtE8t8NVuLcOdLqXJW4mx7n2gguJRhqa9pHwdFZ313doNNPaXg/I4X5/uMBdNpX/AMDXAPhTi+8UwD/3uozoHlCRqUAtjkAEm1KlQwK7vO4jdjSId/V0EoOnLyI8QwSPuQ1GPWtvIlsfp3UwuNzhZepeMjGFXbG5i+rgNPd2E4TlqE75/9l7/1jLsqw87Ft7n3PvfVVdPT2TMT9sIEwSS44iQbBJsOzIMU4iMhNLk5jYQnaGEFvYiUykkEgGmfwRh38QNk6sxDIZSNAAluzYoIQQEweTOBFCxibIgRiTCGkGjBkNQ/fMdFfVe+/es/fKH+vHXnufc1+96u6qekyzRz313rv3nLPPPvusH99a61sI12S3QoVjjEVpEUDKbGzZQVZBndXziF0HCSIwBO6SF9CaSAnmviCXU69E7F8VUowkXTkVDqlJhHRJk3gqTG5pRgtV7qluFguO8E4vhHn1uT2fqODNExBurVYbFDO9zEshC2pTU5IpytrgFQICyWReVJkItBSrty2Bw+YZe4REAXyTd2Jrbx5Fsg6mlFCTBM3FQ4X/3aGkGN+CKcNBQYY9y5SAPIPnnez/JB435SxK5sxoJJDJWZLFoDMUoGCtAdbP0hqrmRLoWZgNzhJ+tcx1qPjvE08soy/GSu/UeKcpFWb+4/rj+5n5Kn5GRIdnOqsnDKOCiFZ2AmAtfnOgE98aIx132IIKFwHGbuuWVXwBeBBIG6mTPk+EdsNm9QYIwzsmqiDmlP2pCNZu54qWJpogrC391ZgCDMqKdS0dFKMelLEI+BqoV2Fxk6kckctRXsiyiDDbCM53dCQpK0V6BmFGJQbQAqWJC1KqXkzYCw/u5rL57KPAHpIq5NlGwazejUJMifrrNoUSYgoxldgzjtbQkatRjaUhaVh5oFqxnRX3Gai/R5nvev4+t2rP+iRKRRVfTVnTmwfIazh3fE7jesXnyWrQ1N1e36cEyqfmwVACcgYPyqUloJAXStr9+3wSNY+1O9aKZg2ma2nJDfKrwfghN0giCWakm7GWFNHLWd33Cx4ST7tDBJdv47hN9tdPABjhr62/PZfBgBaf9S8i2ALDsnG9MA5w68WCzgCcPK/PNmnDN6EqBFMw0fLJvOgLzq3uAKTQQZbM1pSBKrBLiyfoC16LfMYa+5hK22j6ZIScslm3zcKuYr2adc0MypMrpzElNwdYCAjNo0CIbY2tI+FUrjGfLlvNQtE4UXwWQ+IBqVIBJZ1HQTIho21hU54x1ZOnV5OvXd/1ku24SIWzEsTs6aojn5YJJ6ujYApZVl5L0WIp5HNoXhehdkhRy9bTPWXXDUHhuKb2nOOxzW9888PjfymLl+L3GLKh4lpAFPv6PErSyar2JgjMRQmcJtC8A5UTqARoLE2AXheqoC0JJfoI9rwsPlmhMUDLhhsSECRgr38zQ4ibV9nNORxneXdjv/vVfZ6B117ouIvJA2/DuCmm8nkQsrILIvoyNF/1ZQhVywsawsslcEpC79qrMhla8Jpr3HUOJLNwWvzEMfYhAG3VvwjCSBRKE2hA2PBcXcByrQA1HNuFTC36wor1yZTAtTj8BQCYeoudkYJ1fVpZ1zx4EQ1SsFhQg4ssfdPvnZr3NZVrzMfHmE6Pka8fyTVOR6CcBFcHgCzNx5AmcFYho8KGKSEnDT6bFWt/L0f/mbi6QrTaDROWsdgu4vAdXchgwffPglTgTqjTTnaA1Vb4fll7AbZ+iULG3jC6rCabi59T7yEE+Ltjg6e1VYwo8Z8GWRFZW12DlHI7NklmXVTAtmdj0D160VExGizoSrbuQGDUvEOaT0hl0T26gGpIjskzOM+ynq7MbvYuo/jsEwJ6Rbhe65BwMzA5N2Ox5yOL6yvEs+od3jEh/k6MqXwVgK+DcMn8+fD3NyCpxi9kMJRviUjwe1AnKG2YMPWfgyUTLR+DQ+R7TfDGFzB6LBEyGYVYG2v6DEAVilm3plDKAipCd8e1gLNkh3HKyMa5lCzJoKW+JhXGcMgotYK0eE0NG4/Ba8vrMh4t679usJcplHT1CFgW0PVj8OkEONV9BuUJmHfAbgfKM3ia5e+uTPQJxHRqFYYyiaZUTKAzJXCeRCFkUSyVJrWMg6BWRZSX47bgSxM4T6BJeOIktpC746kWWR+FlDyeEvebPVf1vjglFVAmSM0jCRCRGyBb5+triZz6JXjMETZCAhJLekrJcxf7MO/Ld91GMD/GvmRdrL+OpTNPHVxFXJHzslK4qZx8/9paeDzHPKWoGH3PD/FPVyjmwRU0e3Udc4m9jWL7iAgvtvqwU/AUG0GsH3OnKuqbR/fZNm6KqXwEwEeI6KuZ+Qee45yeMJSB1oKdG7xekSbejohQQMRorQrYIKCbcNcRTujoOaJb/gSFAnvJ/eeQBRaErFc6RxLGEcog0sB8w9LXEEHzWs4RcVqcJVmtgv6LZQGdrkWhXF+Di/ZDzxM4LxBxB/A+gUpUIgwvQCSSTB2IUCOD0ZhFERgUCIhS4oqaZ3l6lIAkAApTBoh7pVBOSKpYxloIkKwnkWTdVc1Q88w8MwxqgBCDAJZTqEI0ZfkWh0ND7qXIfh6JPhFSu83Lkj3f6Hy6Pi3mYVWJ8XgMTNfZ1qNKyl3wbrQ5mHmOJJX5km1VlIJFjRXmLknAIE0+t/cGr/mmVYkjelP+jQ14zT3xWAjKjV4/zi02+Lor453oqQAAmPkHiOjfgFTWH8Lf//NnObGbRuEEhILGrayhOJpg3cgE0fqCRgJof9bYyMa5emViL5MVybXK3S5NdRReCnuRwUlcQVVTccsJXCbUNGOiI1SM+8xiQoDh4gIZZX+JbK6tlqMiplVGo01eTIEQpnKNabkSmo6j/IflBFxdol5dgY9HcGWpVZgy6HgNurgnEN7uAJoMpmlQYLvQsJ5cm+ej60A5A3kGTSeBWSiJAjPPRUcyhXK6Ai1Hr/6WD7Mrbgn+su6Txa/bPQuNqchzKb2ipyTwXp6B+SCQCvCmmghGqMtSzM1b7KBIMDJJRpnBvOItrz0doNVtpXrCtFxhOl2ClmMXAzMlkKYdFroAZTlPoUn6E2lSAhCy51LzzDvvJSSGlDy7goqtsnsDDKufn3bNHPpSj6NVyvcMD92x1Bp8GWXRnRmEd15MxQYRfSckhvKVEOrkfxvA333G87pxqJ0JUq4nI3AYrfKtFrQStIuZYy1w7bUhMUCvI6YJ238xoFzVShNojFXYx/iJBroNt1dhyolANSksZDmhFVQW5HQNEEn8FA36MW9LTt5eOoMKxAuDp2fKfUp6pd+PrRoRMhZM9SjZXqZQlqMok1LA9t/xiPL4EvW0AERIU0Y6HJBLAUoRgTxN8BoHwGsbUEv7GZBYUxiUJLMIKYOnGVRmUDq6QOc8i+dkngZXEZynI7BcC0+VKibOuYlc+/4AnVFd5Hxc9Vi9h/CzTgw0TeD9QY5NGZSrcGDFQsMg7FcxknHvRq6rzodsqSeksKQpZ0tz79ZsyBKblmtMx0fIVw+Rjld9DGyawPMelStSEq+D8q6D2mzvWJMzUEJlfcdIoKXGOlB9rp71FeBAMPwdsmtIg7wC3OAxxHoVSz6wc3cs2wy3s+ydNiiwxncS5gneLbjJ1uOzcdwm++t3MfOXENHPMPOfIaLvgNAov7ARX1QrbFx9Z0inBTTugMbs2imKgN+2l6HBZXZdy/YCDNfue04wlMqFMnLo7mhQDcw7sYyynMGTvR3s/1ItSGWROgHc7Cp3L7PeT/LPetivrSE5F9pk2V7LFXKw/FdB5sqopwXL5RV4KaCUkPbXmI5H5OMR6eICtNu3ID4gAvp4FC+nFPBpAWoFUnJvBznrzzMwT/KveSyJJFZjMRtqa0Wna6nwPh2bEkjUYmF2r2mAI80jKZIuS0dJQuDTCXw6yr+L+odEoN0edHEEKktL5vmAlGdkygBI4hKdFxKeVVjDzaI/8yYZgAo/eW5GOqQsxBsKxRJGpuUauZ4wm0J5+GnQ1SX4dG0LINxdO+mxkvMMTJDswVzU+AjeLXqqGoa0wxalCuQq34S/S+R7sKqhZyzbjTSopRhv9hyyd6yDrho0V2jqPDohK23rGdOcY5yqh3jvVp3KOxb+AnCp/z4mot8M4FUA73t2U3rSYExk6Zt1ZbXYIPBQXNdnPcWUZD9zsDZNoUTLLKatCs4NVA10eiOjAIMBANGCREe5VoRXABEUloZrRYQxvkAkViUMUw6bcMhMEoiH3RsxZXKuP3rmBcykBY4nTx/Ox0uk68cisJelQUG1gktBPZ6wPLrCcnWU8+wmlMsrTJdXmO5dIN27UBqPLNQo10csbzzE8dOvo1yfcHx4Ca6M6TBjvn+B6f4F0jwhXxyQDnvQPIOmSZIAtOCOphmYZlDKXQtWWk7A6Qg2LyWJQUC7HWg5ybYI8YT+YTOwaLrs6Qg+XYMN3jsexRuDKpX9EZkt7XsSpZUFniwKyUXr2EbitafcmAXCVLwephVO9v5LS0u2z4xCP5cjptOlJC1cvYH08NPAG59GefgQfC3PiOYJ6f59OfO8A80npJR7zrPAbBC7Oo5elykP+fpQr4KmYORT8tiQFdQ2SpYh3jK8N3ZdUdgKE0rZrpKHSiwxQYoriaZhLrqC3rGVPRv0roy75Dm9neM2SuWHiegVAH8WwE9DRPh3PdNZ3TAIjIlO3YYZP7/p9+iteO68fTekDUt8QYv/rI4hBrkpA9ihJnas2wVKmuXFVzisVgkmj0NqUJJaoWqtcm1xlnICeTYVO2owBhwJ4vmkCtTUKMjdPgyprauK7bpgXq4wHx8JnHR9Cbq6FEFbFoeCDAIr10ecHl/j+PAKdVFP5zBj99IB8/0LzA/ugXJG2s3gpeD0+kM8+sSn8KmPvYrL1y7x8JcvwSfGvS844F1f8AAPPv8VzPd22L/7AaZ7F8j7nSiWeRJIjEiU1Kzey9TiKhzgOcDiMVmFTAItAOrSICCgrwovUifkCuX6GvXyCvV4lHvTSvJk/04zaN5JrGbaI087lLyTIlW32BvcOO5BMkFt3xm8mKoxAJ/qwAxg52l1SkeJoSziXaarR8DD11FefQ2nz7zuinG6f4EJQJp3wL3G8iAZdAWZFlcm4gFVz8qK0O4453MjkrW2CvegYGDv2TruYsrF4KGznUu5tZfOUfGiX6u7K7jXcOZny7hNoN66PP4AEf0wJFj/257prJ4wrLakUgvaxTFuMGAtiM0bGTOlYvU0hZqQkcqC00b9gvOJsc+vUsjlj9by1oZy+KuCCpoH4/xT6/vo7psrSNNPN3mUAgZv9C7Z05pPSMs1sFwLFLRoJbXGS4T7qaIuFeW4YLk6YrlewJVRjvKvjbSbkK6PqKXg6lNv4I2Pfxqf/JnXcHy1pfx+5ucegQsj7ybsjwfk3SxKBBAhXoooCYiyoFJE2ZTGUGCKzuC0mGUmQpOEu8qy7AD53b5jXqPeIy9yvro0RQXAvTRTQlhOLWvtCUI2wo6jYO4+c6y2HetM0EHoxphezIJL5SSepUKNy+NLlKsTKBEoEfLFBWIKett/7HBp3Bexat+MlDaHDfjKlMX4ngV42jwd/w5tBNfRUq1NoTR/jbqeOAalMVNISGkxxfj+y2d3Df66qwrvrY2n6lHPzNcAronorwH4omczpZsHgTHVozbPyt2DcbiAuXsRARX0sTr7jKdimWFiBV5L4FoztfxYrZmo2Plx7Totp545IadF8vmnHdhjKvZSRQGoKccmuFITIOznbtXLK/jLrNhaUHLqoIb4nZFLypoy5as3JI7y6CH4SmtSmF1o18srLJfXKNdHHB9e4fFrj3F6fMJyVZDmhP2DS1y8coX9y1fIuwlpyliuTvj0L72Gf/y//+rms3z9/32M46dPePBF91CXgov3HDHfv0A+zEiWXRZiL2maPAYDoAv80zxLkkAiUU5eC8Pg47XDXW0xNBGjyuf16hr16grlWqCv6P3QaQGdFjnP9ZWIxeM18u6IMi3OoyYsBW3/xcwkmUvp+r3H52YQa+rgs0gZ0+/ddrwlQRTQ8Qrl8SMcP/MGLj/5GSxXR6QpC9x470ISKjxbkdzIMWPKmA1yaKqVfM6232JNyXYywji2FMtNx4weSgVJbRq3YD0Aj5vGc7LC3qJAYj+Wu6dQ3smB+q3xplQsEf3rAP4CJCHzu5n52zRO8/2Qoso/wswPn3QeUyqxulYmxa4Y7Pdo+UQiSQvIVzRhS1w9hiLQl7RXpdJeMqeniFan5/g3S80R8ZRRk9Kn5FksQBoYYS1WUwdFaIkAVrls/42QVrB44X8ntUCF/sJpSap4J3nR1OHjJfLVI9DjNwTyevQG6uWlBKureCfMjHJ5hXJ5hePDK1y/cYVHn7zE8fUTjq+J93H4nBmnxydcXJ6QdxPynHD1+jU++TOv3fgsrz5xwtUnPgMAKMcF+5evMd/bi2KaJVCfpow0T0i7uaUym4GQEtI8SRxmtwftdsDuIEF9QGJDqlDsvrpRWWNFR9TrI8r1UTyWWt1zkgQDCd7T8SjiaXeFdHyMPO0wpcmFRCWL10WPUJ5NTUaNA3TWtnvWvaccYzIGQfl+ThnEWj/iyQsV9fqI06NLXL/+GMvVCWnKyLtJoLCQcm1Fi7JPmtkS96TMoyCTdWvkoFzWwzm5NgLx3ffU+IuemL+XkWnZPJTQxiKOqFxMcdlaVjQ+7NFjuSvj7kJzb228WaXy1GqfhF/iLwL41wD8MoC/R0Q/BOBrAfyHAP4pAP8OgO88exLIxs11UXLAsgokbvEF2e8VeZXOGSufY0+NVI5CUxErkQGhp9AgrdNFQCniKzcyRzRvyWoEYFQmAKy0JhZ6eXpxggSkO+qTppzs+6k2b8aFgNeiFCRucFwkoDQsPh0vkS/fAD1+A/zooVjsDx+iXF27YAUzuFaUy2sc33iM48MrXL1+jctPXHdw1qOPXaNcVpRjxXQxgRLh8tWr7js3jdf+wRuohXH/vSfsHxww39thOuwEulEFk0+LKpCsMY4siudwAN2/D7q4D573olQUMmMA0GZTfHXlKdExpZmXgloK6nFBLaXFYBIh10mC9TmDLq+ALI2qaHqENE2YtOpf0m5zl2Y8Mi6kqllKnikIi3qtDIQWS7HaEagB1ILYXoBoe8uEfWWBJU+atm73o/G7VluVmtcCwHrHVMqCJg7QXkz39bXTuigrnJSI0bo7qd9bUCgjWWQruiRfFwuwd+gDrc/pjBFea9MnOjxJ0b2I8XbFVLaM9eFz0s8/AOAxgK+z1iVPOvbNjJu4v/4nbCsPAvBPvIlr/YsAfkH7IoOI/gqADwLaIba9M7cYrMH0vvI2kvjFF1Kux053whE2Y7SXwuAKpwyhJtitHiTNkvnj55Bgd9KmW2NQ0+biNCpJaigYG0FPSuAMAK0XuLRsbXGZBkH0ViV53Ytk9UiGW/FGTAA7AWUqRwnsHh8L/crlI9SHb4CPRywPHysEdFLhVEVAKex1fHSN06MTltfXrAFXnxAvIF8k0Ex4/LHr2z1OAOVxxad//iHqP12xXC/YPzhgd38RK3spmA4M5oq0FOTDDlQZacqS2XRxAbr3AHzvgfRT1yLFVCRDivIExjXqacHx9YdYHl2hHDVV22pbwr2ad0SJgoJJ8vvjBD6dkElguUxJAt5lEWNDm7DJfgx7M2UseSiuhVjmMeW2kZcyohzcShOHQq1RsaT9DtPFHvO9vd/HfG+PNEs2nfG0WcO0CMMYkzDUO4he1m0FYIMBz3VyDFmUAW5m/X9pRW2FngTw4uzPZTinK6mN/jt2Le/Mege9lbfDUzlnrDPzz4WvvR/Ab9X/vgLAXwLwFbc89qnHTZ7Kn3uTn50bvwXAPwq//zLkBv8sgO8D8BkAf/hJJ7GCQ1MajRJFAoBjvYb8y2CqrUiLzAbSWg1u3+9eohS4wZygMA/eQt/WtcefMVS/U6sSpySZSXZfkMr4yI9lHFg8KCovguysPcPtCWARUakCkX7G+3FoYNdTcjWV1uCfcnmFclrUWxFhu1yd5L/rgnKsqKdty+/42gKaCXzis985N8rjioe/eOm/p0yoSxMGuVZgJ5AYTRW4f4G024Hu3Qdf3Ee5eAmcZ5RJYl1YhBLGeoHw6YTTG49x+dpDnB5fo5yqXwdAg9oUMiLLFEsESkcU/V0KMxNSIhARMgCqC5LyjfnzC0SaFdB2uBlVrXpLz0UoFPQkhA7iVMDMobG2v9xbyTN4f0C6dx+797wLL0HgREqE3SsPkN/1Muhwgar7z/eVieaQDp+oDNDdOdty+ItBwVpfExVLf2SMOTUPbcXfTAsSWaDeKmD6DLvRC4kZoWPn0ttkrj2v4Wv+1sc5Yz0qhg8C+F4Wava/Q0SvENHnA/jiWxz71OMm7q//462ceGNsqWVm5l8E8HtuPJDo+wD8AQB49yuvoFLy3gtbG14Ui/VcsRejpTACwVJE6l9QhcNYYzAe2NRYRs9021JznUdKm1R11lmIxzgTMVehF/eNXh2+iLBG5/XAMmdCMoJm9EQYTRZbA/9maEflw/Yfa7CbRYGEDC9eJAuqLhVcq/5cVpXw46gnBp5SmcRxer3gdLVgd6oopyLFjwrncGXURbLCsmXfaVCep9mhSYcqw/oB8ONPj69x9fp1l7GW54Q0JWSji1EFI3El9WKWgpoLUkpaKHmSwktrsZsKuC5gpYenJLU6EktJSKmIQjG4i9JZINkKdGXfmgHVDJ4xHZmJgDwD+z3y/XuYl4J8EoU6vXQfaX9wws+YhegQWNivDdYVtu2Opn5DMDdYS7OuQrbiudHVqfjP2l8n/C/W9DROrx7ijh7KSFMkyqvFbj760Y+CiB6FqfwgM3/o5tk+m3FLT+W9RPRT4fcPM/OHw+/njHU84Tu/5ZbHPvV4szGVNzN+GcAXht+/AMCv3OZAfegfAoAv/dIv5SXtQk/44i9VjJdI7xQTwHKelr7ZLDQym0phpUoCe2x7Hi1zhpQl1+CyVI4u2Ee2YMvWqpi8Z0VSYsVGV9+KHD2OMpwncUFkP3a+qjOuvb90zqhs0N5oEZIIZ1lrMIsSKcfFPQVRLkEI30soj5+N5Xd8bcHu3gnzhQTbLZusLqpkuLpyo6wKZdoJ/JRnoc0HkCgE5Sujnk44PT5KTOhTl1iuZC3znJB3CfO9GfPF7Gm4TaHJvTNbUF+uS9fXwoRMCVQXEfYquJ1eZhIGZ0wA14xEC5IlW4RYgg2L84Gr05oQ9/EZ4tZ3R5o9zcAMpIuXkN91wpQn5Jdf9oJQ2h/AF/fB9x6gzgdnF3ZyStvXQRjLPFqMx/8l8nRjmUuI5RmIp1lwYzHkOFosqRVEEjVYS/a7vBMGX/VQWr+PDVWI99Fxg4Hxvve9D6+++ur9J+/CZz8iiegN49eY+ctv+HzTWL/ld25z7FOP56lU/h6A30pE7wPwjwF8DW4Bd60H4ZT2kq5bT15AaKm8ZmWJ0jHLrgXMAc0qsQItUmI8mkDeNzZa/hFqiDGb4oy+iRenBmdSoZesKZPAWg438AQwo9YiVc21gAfrrzVfao/HFEhbhd7Ss2tFqMw+83oGXw8VXCkDWr1O8wQqRbKsckaMmETvhFLCdMiYH2SkiXDaiK281bG8XlBOoth4Dvdi3okptyrKpVmy431rrGmRupt6WlCOC8r1gtOjBeVa41D7DMoELry6FmmKskNhgHh2pxPqtaQ3J0DSlYmcCYCmCbw7qAIsDQqzZ55aDGHsIxIVyyiQe49UBHjJO4AIy/4+mBLy/gKkNDOcFLad9uBph2UnEFiDgddyxeKOfk1rSEZSyW/evMxHiiQ93kMCexlFCqNlbzW6pPMWOhmDtK2BX2PtJUWl0rqeAjexk9+d0WC8tzhuY6yf+87uFsc+9XhuSoWZFyL6BgB/E2KW/+FWpwQAACAASURBVHfM/A+e+jwAFp5UUJOnDztPUNiwKRXtRaHHhpfIsFl7Way2BLANuFHgFQSzsbUmXjrrnxSO8qOHWEw8nmtGtZ4eKzijh76Mdryrlwn1KjERIKZZJzlBiz3FmI3Sn2C/RzpKUD2fTijXR+TTjLpUUFIIJklg3Kz66eUMmjW9dWGwQl5PG0fZGnbeONKU9L/sRZFc2UkgqUhvlZoFUqRanGmZrzVmdDy5gsy79kJPh4zpMGG+N2PaT5ISvZv8el06s3l0VRQLX5FkjF1fCWml1tVgf5CaIwCYGZRn0NQyugwqstFTBCl0ieBtcjOMGpFpi4c4+WKaUfb3mgGysT+8sdcI0QZvpUFNEZJioVsBu/dkc3IvgytiVbzUlojnIr17MhK1YL7UYzUjrstM2/BKzimHBpfF41LzBoOSugvD0srfhnEbY/2HAHyDxky+AsBnmPnjRPTJWxz71OM2LMU/CuAPMvOn9fd3A/grzPxVT3sxZv4bAP7GU8+ynxEWTO68xc1fkFugjgBK7P3DiWPznhaoBxIqs29y8srcVusSSSTNAvY2vnZvhlPrC25ZQDXPKMlSkJOf03pVOJV4VGIhe0gUilpdtcFXQkUieL17Qi4wQoZYdWQLtcp5rGaG80laxu72wOEgldO7HfJ+h3pckHeWkqoegUJCac6YDxNSqsgXyRUKIAoGgKQXX9anhsjSTDh8zozd/QnTfuqEfD7slH8rgaascY4FfH0Fur4USNGac9WCdP0IdPUY9eoK9fIKrBlju5d2uh6MlAjzvRm7+5LC7NfSQH3e75APsiYgCkqltiLJdK2PjbxuJl0o9DbNAo/taveMo0BpKcLkQjwBAeocYgbUWiPb8YkJCwgpGBQtvbkXXtZQa1WIOSiWNtcEKOmleNu9JxPvwe6tJfSax5KdBFLWqnktAlWvj7Vzxqw4/9fmu5pDD23DxQGvPMIXPd4OpXLOWCeif18//06IzP0AgF+ApBT/ezcd+1bndBtP5b2mUHQinyKiz3mrF36zgyGdHxMxytCQJzbiIbAI8TRLDJy427DtfP1mNuVi1fZiIbLjyBFfBiwGghYcVi+j5hkM6dZX0yQsq6GuxTJsmIoQ1AcaGDtPy6axa3OIo0BSSAFUXQOjv4+1ElBrMbcT+3w5z1LXMR+FaBAAHY9IV7NQrZSiCqXPwgKANBskJNBR3uUeIgJQTwXLlQTerz9xQrnczhpLM2H3ngm7V2ZMh4z9gx12L+2wf3DoeMXSTvjATHgDQL0+Il1dguY35MlrPINKaenSxyO4FFUoB3Bl7O63lNvpMEva7W5CNs4xg71y8FSIPJmBi6RZc+mTF1KWtN4ZQJ5n0OFC5rPVVTIK365+KnceSoQtmRJKmlBCnZSRPyIFj4ek46HvUdsNsS5qQ6itEggo7kntUJkA1FMXxDclF2E1o1SxPiaVCBMvsHgNE3l3CrvfCGObkgXgxl5kK4BmgTb4u/Wn6Twuiw29PZ7B2zbeJk9l01hXZWI/M4A/edtj3+q4jVKpRPRFzPxLAEBE/yTehmDOWxnGUmpdVOxvZqUQ2JtuGXkkgnv9xPOf2X4jDxNrjcJYj2AQVLMqc2cVdouXBAoTaGy86kZLWlMspFj1cMwIG8g1GxU/w+ZMDp8J9fwkFeNGiZLlv5oSeBCIKZGk4WYC5YQ8JeT9hJTHADdjuV4wXxfkOaOcCo6vLSiXCkFdJOzeMyHPGdMhY3dvRt5PmC8kYG6V9fmwEyWnFfb+PFISAX86AaeTdKhME6hm4ekySnzL6JoypsMOdSkdvDUdpLYj7XceQ2kXoQ5yo1qd981Ym+tSPS6W5wlICfW0INU1t9XWcCGMFmA+P3ojqNuPtvepeSGrxllnOOHWV2E7affORCVohYpyD308z67Z9TFhePKB9UCKirE/T0QTRNECGt+x7K9QjCnULq0hl8/X9vodg78Q1+WzbNxGqXwLgB8nIksx/j0A/vizm9KTBrlXIkHO9sm5h2QbyjaeN/rB+gU2D8FTOi0dcfBQgKZA7Bo9JtwgiqLQV8yvjy9mosYOC9hLzgBqz8Qc5tJNeyA2HF/sBGEvtnNLTtws3RqzUMoLA/AEmmek3Q5pf0IqBck4sNLiigIA0pwdOjIFMB1mpElf/kSeQbZcnXB8dI26VJw+99TBTvPF7N5ChJ7SLL/TlJH3O6mkt1jKSEK4LJKJBUigXIsW2dogJxLv4eWXkOYJ84N74FqdXyxfHJAPSvGi68mLUOlwSDGWaxWB3GpFuTpiubzGcnX0702HGTsA08W+9Xip20pitffOeA59PCX07tEaF9vfrB62fce841FhtfiEnnsQtrG63yEsE/Ka2NLa9/bFkXGfR2/FiV+5eSwdfB32bGyxvEXRIp5+q+DnIBOMzdjGRKZMJ4e078Jg9GzOn03jNizF/wsR/XYAvxNiJn0jM//aM5/ZE4bliIx9XQ3JlUra2r1E62MhiC/133HPRjf41ogv9phuHPHqasolWk/IbnFF5RJrGBrvU3GPyDjHaHg5KCijWMDZ6l4IxOTekHhytaUtT9rDhKvEAOYJeb8TaGcRS7/zEDJhmiVov39wwP7lC+xfvifWvlrqQLPkl8trKTY8SvYVAFcku5ek/8qkVd9pnp2GRQLj6kkpC7HRxjiZpHlbXIXGnll+t06OKSEdDkCtoN0O+f69Juz1GulwkMC68oVxWdzLqcfWAIyXAij+z0uRCv2H0ltGkhrEQ8uHXZd+jQEWtOdbAe+jsmUPyZ5ssbxzPYzjfrWYSGy/a3AQDXtdkjh6A8U/c/68EPMJyqlqltcW/YkpEf89KBaQQFhuEBIAmjr4y41GZH9XIzsxEQuTNZrXYu2CR8LJAgaxZmDeMc/grs3n7Ro30bT8Nmb+eVUoQEs1+yKFw3762U9va7SXQl6WtrGN2jqRtvQxHi8OHGEEvJlUPrfKTGjBAqG9MomQg/zcW279neQWSKSpMSRXpTthCaoLfkyoeXJhJDfaqrZ9nlyQqwmCPnMIaFasF2k6v9gEygzME9JuB5SCXIryZLEIZ83AmiDexLSfsH/5Aod3P8DuXfelyG6emjIrBfXqCvnyGtNFq9IHgDTPmO7tpbHXPCEdWpMu6Rx55hlxUyhdHxUr7POFSAAxMEnTLolNheMBVyqYd+B5D570dVgW0PEKKAUpP5bGXUaxD4VUmFGOJ5TjguOjI7hW5Fkq8eXy5O2RIwGptTLo9pShQxttHOT5nQ8wW82UPVvLKqqDImD1TyNNvOzHhJbbYkkh9ntTaKzxmaiggBZwj9lZW8IywtIgaD5ZkkeJdt+WLWbKpHLv9egvfg8uC1SZRMUn70rCQpM0WbtjVC3vOKUC4D+GwFzfsfEZA/h9z2RGTxgEdC8ei5bQD9VLgTTZsgJJyfxqjLBj3wfyLcw3vsBeua61J5sEewgY87Bp4gvnL3uwwBJpkZe8/5LGWyGtXN0zSqCs3GRO4dJgOCOTJFWkq/VzL6Zlq3HSugoANO+Bg6xZWgrSrAJTYan5Ygeu1TOl9q/cx/7dDzC/60FrJ2xQ0emEdNgj7S5R1POpx5NnSHmnyHkGXVxIy9s8C5mmWt8UlIj3Rak83EvqWxizpBp7Q69JFZ3WNEXIhrVtsVTkq0KoRY5ZlvYE1WOpFqi3gsjwcy0maJWu36C4G+J40SCRqdOm13LTaB5K+30sAkQQqKa8ogCW71HzZCzGET5ve9fIMIOXQ2uF0oLsQZEaZMWGAui8uV2jREUS1iXGkQq3ZIb43Y65eFBK5zy9FzN6b+6zadxE02Jxk/cz81X8jIgOz3RWTxjRVR7/5nYZR/6iIvBPzitrxZRJZE0dzwk0aMkq2BMXMCew14Dk8GKF4xkCMcQkgsHFF5puBhtDK1VQIPkzQSgpyFMX1AT6lsEAQsVzUyzRoo0pzOLpTOB573xkwhMmdRj5KHGGvD9hvlc8iD0dZkyHHXYvv4TpwUtIL70EurjnXgEAYQk+XYN2O6RrZT4+iVKhnEWhXFwI7HS4kGJBq0inJDEfrsJRVktrGbzaEKkX3AZ9WaaT9bZPkxYd9sd5Jpwp5ipsDDRpM66yNMZjwKlb2mmS6LU5tXRk9bg4TX6dPouLQrwj+V6IBXs2toyDKOBBAn1FRuROoRBa7AXN6h+vEz2YPrllbSBtjbi/5drSgpmYO88iwmYOpw3Kw9fW5qj3EI/ZGqOnJ0rqLikTGaLm32FKJYyfAPDbb/G3Fz4aZrzFK9R/z+w63+Tc+rAAt3NNRdE0od9VIXeVz3DvqLe8kuPFBdbFTplaqcICrwA0fVNf8NpX+Hf8YEMQuxFQNi9sjLs4DJY1pjItQD5qW98ZqbL25GjQTj7sMO2lfiNZC+DdTqAkm08qHosh48ua9Rw5Sy/5eQ9Mk1KtaDOzpNsyZVEQAKgk4frXOTvEltZZPVQKkJYWXzFlkmf0X6Tu/q1XDiyGBUi8KU/tWQ7cZ5QSslb9GxklGcOxKcBwvnHEeEX/9wZCtd8pxPCaJ+BwriuF8/DumCzi9xG9aMssPDO3J9IChXPF8kNgLfSjYB0VSjynzH2Ej3vFOCrJ8Zg75RnwOzBQT0SfByEcuyCiL0Nzyl8GcO85zO3sGDdPVCZbGwvorT0J9BWFnBpUlpU1OMZHxnOQWfnWkIg1S+sM1CQGlhW3hXOBUIac+hJeSmMHIGJUbmmXiRNqmlYvmHyu9P0me7lXrqY8STv82b1SyuBp12IS1ZRsBWqVOAmApBAWESFfHJDmCfml+0gPXham4MMFMO1d0DNrJ8v9EXS6Fs9DO0paHIR3B1Equ4PwUk07geO8JqciLRlIJ49nxUZp1oWzLSxrkejSBLnBhON3XTHl1ggNSWh3dF2onEDHI5CvVjCWsRm335NkwM3qqaTceVYjoekY8xAh2SAwj8tp7K5aqroplwAHyTn7Bld+He6vIbsyIaEXyL5HKHvBMNB7wpbBFcdmHMhhtO3P4xyBtcD3gDwsZqIezYYgPvvO23vFSV7ZO+YZ3LX5vF3jJk/lqwB8HYQP5jvQlMrrAP70s53WTaO5zraZxpCkwwCwjKeWu2+uuG36zAumevSOj4AFLxWiogxKM4pW0cuFQ0A+pBBHq67b6F7EWFExtRecqQt8MgiFkmerWIZNIlUAnMA8xATMIrRGY4jpw1GgocF3BvNpjU3N2oiqls7GJUDa2y4n0G6H6SRKlyb1MpTihQ73wApf1WnfBL9MWmn2j6JgyslhFeQZdRZlVucDiioU8/hS1TbOlBRG0UwfbYzFee6UgdcvKL0/gjcm6zUYChsUJiKEpS9KTtL5k3dXypGmGWmlSC3PbsJ0iASUSdOfZ89YY33+st7n6dc3+7troodVmxeaWkbhkHK7gn1CKq4pkxIMGPkseg9S92WKIBYNjh6NxSu276P3VjJJxpzNJc6vIhvnNqx7Y/Ro7L2Grown5cRstSFz0+/Z7p8JzOiMt7sx3pkxlY8A+AgRfTUz/8BznNMTR47wVuipYL0T3HJzXJh6AYzilbm5nlyhrIqpuriGsLNSivEMUyihChgNDmvWn4ZJR8+ne8ElxSBx9XTLiD2vgq0GTVhcJZw3+XcseF9RE7zmRD7kIFSzCG1VBD7LJNY6akE6XPgxNM8Cc6UJmHeo884JC4163ptVGZuzEm5SOTVoST0kabkcm5+1WiGi1pUTykhtLM5l2jnjbsd3FhqtRQ6sbu0tnmJCOmTyERdMdASIkOYFadpLAoLCgcQsKdeWyaaUMR38ZderLLBdjfG90UfRXj9BNkqX0qoeQ+2yCgtN0rNdj9YNBGMGHveXZVGNgWzbVxa4b2xjhOrEji2jsu3Ddv5OMHoWWbs3+b3Bcj4nSs4EQOZBeZ4FhfPYzk6r9OsYn0lgh5JtLqK4wmzukBC3LL3PxnGbmMrvIKIfG7i//hNm/k+f7dS2h/gRirNTv3ldWZglD3LB6jg/2BtntWB+C+qadRipIipnVM6g1CCChj834V6D0kgAjBTQrms9vDe9GehLQEKRUYnEFuXSXqJQhMndtZVMz84zxhi4IlcrWtPGYIEzDUqE6MeqZ5BSBqY9rAbE4hN1mjywbUFub7Gs9DRjI7NcT65g2lo39gHrU9PiQyqwSfy7WKRncFVNM0retTbLoLbOyiJt97+GMk0h97CSPBd5LTIIOU+o8w5p3gG7HWi/E6u5FGkaBmAB+iSCWiXtuFahxGclEq1W5KpzS41iZWQMNuVhEKh9xzyUiowyeDbR04nxiScJ1NHLsewrIoHIEoqvbbeGAVazdR6Vj8HMMg+rbhcPHB58Fy/NvJa4BvGeEhig6kqwIRSmeLKalAHy4zsWSwnjrs7rrY7bKJX3M7PDXcr99QEAL0SpAFCXOrrajRcIiB7K0NMEaC+1xVRqyBICdQrFWY8JoFCgFQOVXfVwVBYUXPZQoUzhRSCFt7p0SSW+TKgKP1S/ZlSg42i0FtzgJR0E0vTk1BqFWRzIhGsSr6ISiYWepPMkzSFTTGtaateRsikG4zkz2NA8jpQKCu9UKTZCTD8+ZELZOjm7dIGmU8u8oHBdJfWI0oQl7/x48w4t9jQmLkSuuJg951CnGhtVG6hV7YmC3QF0uCd8aJOkClPwfqyoE1oAKfQw6hkOkJczFasB5MaRQkA2v2qp6+h7k0Sv45y1e2O8wnrJU+0gpjJ4OXJ+2cvmIayhphanSSCAoUkmayW0NRqcZfBfi50Y3BXh7WzzibT2A3QWOceil3K3qlRw5+bzdo3bKJVMRHtmvgYAIroAsH+207pp9G71OW6lrcC5HBMEu5JFxmMif5Fdzf5t1x2tqd4aTGRCwJodDZ6D23eMunpJ+7TMcyvg1wzMtv4Zpe57EjSnkNUTYBOgKRYCEF4+i7NQUCpRoNvfGGviTPOi5IVPYC4u7CPNeYQMo1IRwdsEv0BhPWdZvI5DleH5RG4qO0e3fuF380rBzUCISpO1R4oTby4LaF6QZmu7fIOIsOffZetRN7fVMw61JGOsBUAH69ia3WZE7968EBtGcn/bEcwjnxMhOd8WIEq8T1B4cmzj3H11WZ2qcOzn8Zzj73dNgJtx8Nk4bqNUvh/AjxHR90De2T8K4CPPdFZPGNGltsHhJd3atI5jR/jBLBvqubq2mFa7c228wPaatr4Ra7I8OVYsslgQBvTWpMBZ29eIVnW07i15k3wtmsB0RgHKYGJRCCXee6BRT5N4NTyv4hKWPdWRYypp5pJ3KDRhSbtmZetaJaodV1SDQ5oyiQI2scYS9Hs1zyAujY3Z4ihpCoy9jbkgaX0O82B531BvsS3gKbA5H8D7Ikcve+ENi1QySm6JJLT8Vk1vrYUNLqyD0h25ucbnfVtl4V4aNgRtF/ZoHkpCcbhKTwJCQlEI9qbrrIQ4WzJBe+7y/dRiJYO3tXn+DdiuktApxfNuKZSIA8i59HwhaH+Xxl2bz9s1bsP99e1E9LMA/hXI9vxWZv6bz3xmZ4bBE1EwRZrsLStHneEQPB89FFEoRifeFMQISdiLsLZ7Ys0ABRbWUVaMltpNkFa8B3k5QwtZ5NV55LPBS9G/GWuzNQpLGQBzF9Mwz8CsywhXtXP1Vn6MSSxph4UV/jJWWVMx3q/m5vsF4EKoampr4QmUd5KSTMljKDUZaWLq1oOJPA4Q5xy7Ea6gyECd0u0vy46bDwBXyYari3ClTbP+l5F2V04bkw4HpP0BtNuD5x143qFO8h/nyZWh83NF6C/EN+L8ZKwTPcyjcXiIWsxvq6Cwt/zbcQyhb2GHkA3Sap9D04Nv42lUVmiXxHvxZ8vr/Sm/D5lpZyhr4ufxPFZEHAdReL/uoAB/0jr+eh236vzIzD8C4Eee8VxuPcziHSEuR4gDdDBab+vGPr1CaY201KMIL1XDthvc1Oa0pWjIld74t5GnyHFhw7vtNQkvVrRqo6XnlBTUMwa45a6eSkxPtQJKACqg+1gI0OJPpoi30mHNyyk0oSCjYOo4m0SRJOdeGmGL+GzGtfP+M2nGAmgXSshcKTnUtpVea9Bb9xy6fjtGOsqK5BePtZkna8kClSZQLsDunnhyXJtCmXfC6nxxJRAYs6Rb37sPvvcS6uG+NGqbDyh5Lx5dah5d7FY6rkFUeASGtco9p5Ql/lDCmppXiw7WA4vijq0junNo8kCCGUm9dwmct7LNs4D2hBkZj4FonNl9BlgrZHj5NQOlCzb2tynQDn72jLYEpTB9ginznAefJa/+dT9u0/nxdwL4rwD8s5CexhnAI2Z++RnP7cbRxT2il8LtxVlZfQF6MavcFEpsoiWfmhAUC+5cnvuTrO4R2nCXXi2r+LlBEYkqJirItCCFF9qUZuwZ4S+uv4Tr+E1s3ZpYso44NDgy2M8EtVn2sSGSUdg0Tw8eE3HhzmkVHBUhVVEoeR2EPwdqc7Q1j8OVaCIkS2pAg7HOwZQWtDVFbR5KrNMgMCYUEcIxzsDFi0hdkRJJwD4JnxfVAsoz0rRDmvbCcLycQColWIs66/4CZX8fNU8o00EUSt45XGfK0J9jULI37TG/37DX49Z0pc198LvbvwwnWozZlPYvwYLfxWdmfxu9gy1PyNKT08Y7s3VvFI5INKQH6/lEyTXOr9Ebi+tol62UQJylod8dEuLv9JTi/xrSu/ivAfhyAF8L4J95lpO6eVgRY9/Hof9GbwlHgWjDUlBNoYwWY4tUFOFk6rJU2nVuctHj8BeRHc2Wn4eXgYhdoWQUDzZzUCgLpqHeIDkVeFglP2+iClgXwGH9gFaTM8JqJlwqJeRKbgV75pgeW5J4KRFeugkvNsbcUfEDCJlh+hQoOaPAKFwtjhJUQvzUqXBsrWtQeEnXJ5P8zKCgNIfUdI07EVcgzQAz0rQIlDXtkbSgs1X8T+BphzLvUfIenCTmZIkMhaa2VgHm6aGu3hK339vPg6cb1mZr7TsPgzQ2wlag2JS9z4OaUnZlHtZ4VNKudEzJ6bAd4+9kYBR3T6x7j6rP0+OHuk5GZbQVjYnnjckHjIQFFUl7wtyl8Y6NqQAAM/8CEWVmLgC+h4h+4hnP6/xcABc2QAuQb7nxW/CKHLsOEvOw+YEm4LbGCOP4ucPnq7nz2qPqjglzHgVMu/+0aZXbC9dGX2MgykR8BbtTPyclbMWkmvBt8RxRcq32R178tPmC9L07trN4VvcX62f8b+Gcg9A9Z+1tNopCg+UqCSN0HZ7B5vA4UmMJqBXAJIwDNWXE6n3Lkit5j5J3nsywSgK5paW67ry4Fqt+j9QgorjXxu/G2EjRxJLW0b7v1xOVmv0+etn29y2vKv5rH3fBdy1clmurp2P1WpBY37lhRY/2sxs+TqXPyE+53s9nEMpzUCpE9B4AfxXAFwP4GIA/xMyfGr7zhQC+F8DnQTbPh5n5L+hn/xmArwfwSf36n9YWxGfHbZTKYyLaAfj7RPTtAD4O4P7tbulZDMJCc6cw2ic9pBItoThGCMXakDJirwkJuFvBosMpwbrcvD7OKBSdTVEBPPbS7r2rHmby41mPD8Ixfh4va/NNSOpDLDDqjbEGprf2eziDVVk5s+5AOW59wSMUYc/BvKTReoz32wul3KzdsGZbdRbdvZ/D92EgZqPEKWyeCoNUjFaklqo8PLqY+NDV/qSKip23IfDvh8SHallpIatwbNh2bpgArwPcsyUYOyEKgqmHLQr5LRbf6LVE6Kx5KKESflDSce0tRjXW28TvbBl7CRUTnzyGByAkfshxi3nQbAqprXnwZ9ocbM2oQeHrYtEXNxjPzVP5ZgA/xszfRkTfrL9/0/CdBVLQ/tNE9ADA/0VEP8rMP6ef/xfM/Odue8HbKJUPQeIo3wDgGwF8IYCvvu0F3u7BABaeEQOtb+481Gol0F501iCheTA2Og/mDOQ1ehgO5YTgqr2QBsdYhg2oBSSNcMbo75vQzisYx6kouN2XzSUTa82MpONasLxaSvOZlyxaw1VfZLEAMzIFCGzwbLqKZ7RMpK1CtbiO54TlFn8VgV3wn0uWiHPviwmjt1I9Q8/bTGMRaJAYTFXjTk04WX1Jt1Kpdh6tsQLEVtLAFlQXlGmXWNI/h61/7fnGgLSt76hI4lqPhtiovPWXLv61pUzisWPSRbYUZY2LmLLqPJWw14ka/54kSCxKKySGIydTCmtvOEK8McGl3xdJDEW+2UN+EeM5xXg+COD36s8fAfC3MSgVZv44xFkAM79BRP8QQib8c3gT4zYpxb+oP14C+DNv5iJv7yCceFJ24doFWts3znsKsRDRhRU30QfAA992rk2Bh3GDt4BjCsSBVgQZhUpUKMxCyZIY6gkkLMGCJvAq0Ozn0OPt91g1nABUqshpFBxZX+R1NhaAlRBuHlF2ISbKfJ0aKoonhbVbnx8IymRDadha2rHjOm95NlG4QFfOjYQgWO2azNJjQ7LJMgoXFGSkNIEqg0hiJ5LIIFIw1uV097JRsR9The251431imvR7mnDA0UT2oCs80TCar21PtHoiMdGRR+/X3htXFjY3NdsQ7HFc2dqvHtmOCQQlqFjpD+P4G0QWLq01hOmcgSYUbK8MynNkiLO0gbCvBXLButih5ZcEwwBn+MGu/KLHltyZWO8l4h+Kvz+YWb+8FNc5nNVaYCZP05En3PTl4noiwF8GYCfDH/+BiL6WgA/BfFoPrVxqI+bqO9/Fjc8Bmb+kptO/KyGvASK7w8xjS3FYsVXpILBG1zp77bRo8C2FFjeUFh+7FAU6W63BnjdjUfA4sd74fZvJQIU2wY3hWLXk+8FKGdQKIVpePklgE/MnUCzlE2/T/R9ZHzNgvJza5XFAp9CwD4OXcn2O62fy/gimfA3WBCACr62rnLvayhmdW0T0GzXHGE0+FoBAHEGoyLxpEJRii4ZhKwcaTclhMh1+8QNF+QsmYOjEfOk9di+Rg8Xuddh/XVMP2/pmwAAIABJREFUBQ+xo+gF27pmLF3Bo/irCVsQV5zf1jwTqispK6Q0we6MCixtHBasmYJjXYn1ApJ2B4xMJ6X2GYwetDhQJkv7b+80Ya34bym8n+/gW6cU/xozf/lNXyCivwWJh4zjW55mSkT0EoAfAPAfMfPr+ue/BOBbIbrgWyGM9X/0pvPc5Kn8/qeZ0IsafXC7sbRGS40tewuDpRugL3sRV0yoIWssQjddlhSkuZa74FrbIZv8DFRG+ulKsZBbY+PoGxr1Vngj0HM3QVaDCTUQTkaOJEKD+laQFptgakrMavbb97njZnLykA3cvvt9Q2DZ/ON6RXJC8+KMIyqe06AgO9aCvCP2L/fTCvCWKtlfJzAIM2oizJDAe8w4O9foTf5tmVO+LlwCj1jVmpDbC7e4j3tDydbD/wBm8WQTJNPK1jNSp4ScPPHwsaxgvT7Gl1Gp712ytY8b5FT8vOalR5oe0+8Ltj1HmUeLa51rhe3f18MtwUBv2umRuu/fRYUCWZJa3565MfO/eu4zIvoEEX2+eimfD+BXz3xvhiiUv8zMPxjO/Ynwne8C8MNPms9N1Pe/eO6zuzCiS2/sxPL34q5xJ7T0hbcCwU54hrPZCzAWXIni2LbaOgE3FleCMMZmTHElCIFjVCwAnI7ktpjruUB20p+b0B/mqx4RqMJqAOB3G70jQvSmxvtgcOdd3GauWxbw6GmOHqgJKI5/Q+0Mi3MKrHb3Yx/Ks02cBA5jFu9X94B7Y14MGuYTe7Xw+t7NU7F6citc7OaGm3neomFyDtaJhs2TIJ6YANIUYXKlB1Uk0cuLczl3zq3PvUEdWZ1Xez6byQKB0w2WrXUm89IUy9acomESzc27OJ6GZ+0tjB8C8O8C+Db9938cv0BSEf3fAviHzPznh88+3+AzAP8WgP/nSRf8dVj8yMhUMFHBRCdMfELmpa8p4IZrRzgAWG/EgqmrFzHFwkTuYo/YfWRmBW5fq0uoXhPQ/kaeleJKJfIVnXm5x4A3yZe7ArZEFYmaB2XnM2Vq5zAfJX7HvJQIs7HKLIOskk44UZUoBhEmLJ03tDWaQmkQX6aIjZeQxRP6abiQ7S356KnaalUICzTMY+GA69vvACjskcKEmhIyZVhOW5eiSmipr9SKQqXtbvNoYkW4KSBR2mOK+jaUF63tzhgY0q17b7yPn8RU2/bdsGZdTY728NEwisVDYhOvmG3VeftqdLXzj9T3FaDF527ZXJ3Bp3Eo48ujnFo7Alp7xn4PT/CI4zy2lNmLHs8pUP9tAP57IvpjAH4JwB8EACL6zQC+m5k/AOB3QxKyfpaI/r4eZ6nD305E/zzk1f8YgD/xpAv+uit+JAAzLa5QpnpUpdKgj47w0AVkDn0i+sD0aC131ChosM8WW+yoUCQt1XpkpEZ5Ag5ZKFI1XCAWsr3Io4fSPCm7Vng5hg2Zif1PDktQ9VhBhAmiFxK9uDgMk68BXrM52VeLXYsJk/djb4Vt8uv5jJsx3btn0N2ulRjHOUv0nFIzhcJ6bwmMUxGjIifZKznlFivwOAF3SkYKSk1Ah8ZtIckDUM/V/95Slp+2EC8qmsissMUlZ9TzyT3gZvn7einMZMc0pbzuvhiVPAB/n9rTym6IyfMvHqez+/fzG6wVHo8baZRQ8qzrY0ZhT0eUuHZzc6RiTAaJ+wrnvcEXNUYY8Jldh/lVCG/j+PdfAfAB/fnHMbqm7Xsfetpr/rorfhRPZUHG4golaW95QAUvjTBDwsKtFmWLLt+toRij0Y0aFUuEZDJ6gWjnacSP6xc+UwGjqgs/+d+rJXGqa1/lZN3xRroxuv9uFaaYYglXKB0TLcED9e5phetspSeviufiC6FY9mKTQ7Nb5cVv8E0cq7W2GW2QV/YCrFncpuirojWREkQEULwGufdGlDuvUBZcMsYsdlO05XQizWzSBlSJyAl2xjUhsCuWSNk/jrHQ9Jw3Onoh8Xl4HPCMQk2oknkWjIHCCRlidLWuixEW3eDSIovDlPYMSRgdSmB2sJR1hlTo92uz7ZFF44PV22udV8cMNvGPjcF7TFOncK64l8a1vDOD38HcX7hjxY8qRiQgCPbufvZp7KBnwUej6SjcmEzTsCHDGfzv5+ewFpBAcOVDcdtYpxJvxLs6Kmxlr4YkSiYPvIJ7wbSVomuKJA3COlqYI4xgluyoSFbFauNahLiTHwPzqnpYitVLygiY/uCRRIxf1qzZoIyW8dbDLiZQZUdYtp7N2SA4o2ABqeAjQt14tgxCrcCSDMoSJTRRBRNcUIriaILOunHG9R2Nip65YbvQlMBuK4732TzKPtNra0+YFxsTTm5rEdtaWz1Ud/6g8AXuHCA4NUwmM3ZCU7uW7JE359KxJJghEdAGW/cxs3A0quzn2GZhq03GXRl3iYvs7Ry3LX5MuCPFj8CIM/fEkl3lMrcXpEJSSRtNR7Ngx9z9cROmM5sXCC+zC+6E23q1UcAT2D2Q5jUl8QDs/oKwWVlphFBsuKEINq49ChyDVMb5AQKvAZ6y0FuR4QW3DDrzCBmErMkTFM6b0PdYGUeljKJCaKxAjxZ783ESEmlyLLeUZ6PoAAOTsgLkBFBMw9alIl2PAiAbJGlzptp7QuDOEo7ztjlGZTLyokWPS76Pda+ZQYmMHos/Rz2BQUJVvdH1HmmQpK9cyNSy5180lRyQWpisSrm7XngWzVtRUiBOnSft72GYf7f3zzBgx+sZpLc1Ro/LRmOdNsV/d6Q4A8+FpuVFjKcpfrzCnSh+7OGASml4EUlTJAfIJAgg/bJvfAta32aMbrf8bdvyve19eFzGqpDtfphA1AuObi4bc+6Fx9r1H+cllu32XMVLGb0ftRk5Wsd9bCl6MFEYMBISLS7w5ZbHVgQjW0CDecYsNruGQ4YsmWyktQvh6XeCVeA+8R9BRimPbh/YzwHV69Z4HFtdJWV/BiUzKJT1HrGgtwn0Rulz1tug7fn4PlAPInoyrVeOmQhtLeNcu3lrluCT5LJkTbbg/faU13t08ztcQbR+AqNyJZxP35fzlAHRuBvjHeepENEHAXwBM/9F/f0nAfwm/fhPMfNffw7z2xymTJBmsLanBRA4lhp8YlZeV9Blue4qXMa9b5Yt0CuOEb6xv6+OfcLcm3BZc395nCacpoWKzwcctzLQOmVyQypvAjvUNnpjMWBtL68oiw1rGRHqaNAdgaW6P6wZcV/PA8CzfQomFM7Oxtzm3GhAaljHitRZ5omakLHgcOKq3oxQsBCR1nhIOmNLIW8K5UmwiXkgVlhr69qxSgforo8FbaWUCpTXUfmM64leyZtxFJ9D9FZM6RBYifabl+LBdDRPpIPnuMF51XIUKQTKWdthb2zJTkEHJeXHQhMABq+ppW1XD8wzGqQ4QqGMoaqeVBG5nSYQea6nOyfF79h03rZxk6fypyBZXzb2AP4FSDzlewC8EKXCMIt0Akirnm8hyOOIVqukxbffTRiNlo8plFiQd5sRhaYJCqAvnozXsJHlD+GzZt+PgXQ5nxS5RYUY77+DKUBdTEn+tbm232PmmP0bi8/seEtfZZZrS/EheW1LMiU61utEZWSwpWbELapYYswhUe0L3oZ7tLUWb6+3+jslSp5K4DYwkymoft3zRkzJniMp7k+0vk5TCrn7u9076zMYq9ejolxq6p5bE9L9/hj3oqkvRm8gRO9w7I3TvLpAPa/ruHCGUcfncC/jM4xztHOMc4LXUFlGWd2EvqLSs9qyqkaGpA30ysUMINY4ZaLqBZU6mbMQ24sYkuL+zoO/dsz8j8LvP67paa8S0QtkKdY6CYYrloSAR1vRGZmdSNojPQlJoInnAOvEDKmoBGxESz2+SJ0nMAiNcZiQMYu11abEHhHR6jKilkYcyFp8aAWT0XMAS4qy3VN37VDA2ISewlYKY40ekluzgXkWaEpk9NyYSfuEpFakp9esSF7lHvF5/04g9owKJdaVjBk+vtZDmmn8PHKtrazlYFTIGkE5pgbc39KzwzMvqlDgEOAQ89kIrMvTjetm85Ce8HaMKdLFKHKiQmFsKtRuPVwxNMofP378nsFgROI1Dmvs9UmWfLJx/S4eiLXH3ObQYCxCI4PdikuJ0oNT5kjxqK1lxsJZ1gnN4LB3YQoemhsqKSNxjq2Q7sR4J3oq746/MPM3hF9/E17YaMWCKnJhYEgKefdAo+tISMKuG2pGTGA0S7xtTKBBE2o7Bzd9ZMLVf8dK8064hVqZDg5RgaFV6TEF1+92yOKJMRBXEMGaFzSkV4qx8K+tokJbYQ36VR7iMoO1bArFWIvN0k9DrEAC34SkwVvx0FqPlzHTi0P84EmK2v82KEJfc5Bn/ZkyiEF5IMaz5KjIcGDfi3CTzWnhrLBab+GfG2NNhRsEerFFkxKYKSQQEGJEISZlbK1FCuePveYbc3HLRqvIyEqckmpBooLMUqRoRlZj7ial+hHfql2zJS9ExhE3jMKekuey7eWPRpxpwlQLOPUra7VdlsmpfdH8ORawK/xCExIVaY7GfaLFXRjljim5t2vcpFR+koi+npm/K/6RiP4EgL/7bKd184hQCmkWUWt5ywJHJPICNasGtmpoybuvnaXtioibz2Df1dyxni8JZllPzWZno/LuW7RGl92E+5iymagq+WNTTH6vg5AGQoAavXLZsuaZTanptRBxbau/2GgIthGHEQVXEWfvlrEpIsfb17BfIamVMFr/uJ52ruwKqvrn0RDw65r1Hq5roxgjAAt8I/fT31+0qu3YjHWMoPNM1Xo3ZT8aAzQIXQhw5L+PtTlm+Pg6oV9zf1buMa7TxpuB1IoUrY+IdS21d8ZIQQExurJmRdn7I6wI2b8D2DvQK4joIdg841p160d+g6vh8ScWU8ihOW0nkJQ00yn0Ld6EWJgLgbz6FZH3kyaJsWSgpo0JvKDB6OHBz6Zxk1L5RgD/AxH9YQA/rX/7HZDYyr/5rCd204hCFNRvRHPn++3Vwxg9DUhv3aYAkQEBBoqNmAYPwSziJnShx1YXQvGFiP8C8tIZ59L4Am5d61xx4pi51B8XNnGIE5jASsM6AGJ9rpQYmVKP7LAh4SBALpvPji39t3rwNQ5fb2+WRg67NAGmBgAa1cx4DZtvDd6JX+MW7/KWcPT5yA+uXCJpJK2OfbI5Sp4uMFx/iJmMCmWc67ifRfGJhV5gGXSWXMB9HYjXCvHqGUQxvTV3Rlr9fbwXW6s47I0c16ilGKc+/vOkvYX2jphXZRAYAIwsDS908DsQ/mLmXwXwu4jo9wH45/TP/zMz/2/PZWa3GJ4eqULfeIxIM8KsuDDT4li5ex6RoiLm6hN1L4l4Qu37DALIfJfJK/UtK8UzVhRuy6hN8QRPpYNi9BWIlncU8CYgy4ZSit5HXJc4tgvOGgWJQXz+fX/Zgzgx+EytwhIEmRUYRkVpn7mCghCA2BUXxqZ3JPGdpad1D1pgK8ttvE+br8Ak0QviLvDe1ejcELexc47/kmgW6fuhisXTmTuIq81hTHSQc63Ti8d4yBZkFI2Q3ntpnqPE41r8bqHJDZ9EBZQqsjJS2B6fkmVaCWw4GmFtkuYdCz9eWx9Zg2jcxD0S72H8m3lNVEun/UvSNY3rguYxdUYREwolr5dB2t3JIsh3bEW9KpE7o0iAtWWWVJmkqkV2XLvPQA1CcZjMzmGUGoGbyZiOm8IKLWOpvaAV5Hi9ZeoQM6bUAqH2vljQ1YVM9DZYe8xjHeyMAfYIY60UhXliVN2i7dKQgzfj9SfODTZwJw0GYQsiS8SkhLa/hNq8l6iMNfYzZgMxCAsykjZeas+yT122qm2Bwfpzd4JphAddAW8rlI5hgNrzuM0Yvxs9FYObQFgrp259WmdMeb7ZW0QDlg4se8KyEeOoaJxedt5RSRlEaf56O1ZgpKI0K5SCWLc+QID0kiGAg6Exeioxe7HFFxtkJ97Quqh49K6tTbVx5hFXUC1I9RTupyKnCSntkVFRSM5eBsg1PhdR9hnsbcI3WC1e4BD460XP4tmMW3F/3bXhzYbU45BYR9hUTlUuisJYjM0r6byAgUrDRqQO6Y/Rz29wxV3QBfjIrufnF7nRbXTbZAVrISlCnbqMIBtJA+459QSSEmBNELlvLYrZlcmWVb4lpO3vgFQBZ0A6JVLFgklxebhwbHAcujfHYQm2lNwAaVGFtHJqAkwgGqv1aE26THjF7LBuvfzoXqFkGogRbS6WfTWmS0chOFzHBah6KuM6nhNgDj2hxVCiwQEExSIL36x5J01t194ipuzoYEJSSFPqQDKjSfnisgpx4opcT0hU2r2P3VIprnfwvH2t2ONMCB5pP59GLClM0Uv33lINhlyakesiPH+YoK3lWuti9N69XUvgvua53rXxG0rljgwCY6JTUCi1faIWT9dG1LyYwf2Nlc5WdLcaIWY7KhyoN2DpvlPqIRQMx40WZxQcT9M3xWAwwILt6BTFRAsmKrYkkv6aJiyMwN3ULNQRtor1FutYBVSA2B2sIaFOgHF/LOl83BMLsRKxJtmD86LUiz8XF/yDoIzCYlSA9hwM8kpUMVHbB4sK5RivAjcocvSIgHXBotcH8TpmcG74tYDNdGdb3Tpe3zdj84C2z9+SQYydu7uOPkffB8RAQvP4uQChUZbF0ESh5O78W1X/MYnBiCbHe4/rJcZD8usATbHY0011Qa4n5DwjQ1otdFDr4B3GjM47Ofidmf11Rwdj5iMcljIPIrDC2vaK3knsG19TdmUS+67EQRAIQZhr+6p9h9JQMJNYjtXw2/EcaMIuwiEAXBhtKRfTcQRN4uTeO5LvEqCKJVHrM5OxBCxbPYLKLpijIJdYz3objB5L/wSUpmVDYXqK9YagtBuMnpjFk+TvSf5HtcGPgWk4Xt+EWlzbKFBin5pYi2TxAWYll0TzmqxgM0KRsoajgF8/p9sOV6DhnGPixrnRCeIIs4X1iWtTMLVYXhD6VbOpFmQkFMmQ0vcEutfNIBOPW57QuXoiUyp+jx2syd1nm8YZS40TEjDVEzhZUWmDqD3DE/Zfy2KzZ9+876G2angP78JgAPU3lMrdGFGZmGVlAii2JB2PaYRyugW110nXYyJ8X34PfEcDt1Nz4gusPwrQdxi86R7sXILJWyZT+05fxCj2u0At3MVHts4dhYwBISZIbxPEHz/fehkNjhHl3BpoWayJGStLcktxt6p7+Iquv9eqNSI9y6YhEEamPn4xDtL9sAVlxnqWcwrlNmNLWURY7WlGfHZuOm1mVDXRWkMRZYTsxGEJMJm+E9ZjBWhCn8N5G0FrXsF2tr9GD2/LcwfQFfX6+ZVqKaUMHirg5T0OijSwAXhsMOz/6I3fxfEb8NcdGlM9AuiFs0Nf6F3ofpB3lHMm40A8aaNXMD3jahzZcef2InodCllxVm+N9rNpnktMoY/BagCdVVYrlL691TCcc/X9HBp4jXCXr9ugBEertzufwvpdmjHay+1/27C8/SUfiyypHRfnVJGRaDsFdFxLESqlyyYz69l4CbYqwcHmhaw9ITuvwXZyznFvcHe+LW+qX4O4H9NGMu2gOBgetLfnZ0kYVltkHSrjuljw31gJrOFavJfVPAMM6ChbJ+zlnSmcPevRzr814t9H3jK7T6+dUUALNKGkGct00J2VbFH6ddc6KPj7IRmDmdSLGeKg3gH2ad3KZzx+Q6m8xUFEfwTAN+mvDwH8B8z8f+tnXwPhGvteZv4vn3iu8eVd9a1I7spDGwdVS5MMCiVaacBWkHr9wnQUE7qZ4/eJWPqd69HLhuW9dT9j0NoKNAEpGKycPG84QQLmW+69C7KgCOUllCw4U3Txu9381IpdzVE9KkPdHEoJ6aoxK20l9PU4hDjKubqLZr2O7LTrantTnCPsV5GwDNvbMHtL5QxAydlndE4OxTW2/8bPxqB0zIayb0ere1vxJa1mZ1+rFPZg7hIPGnOAQVQxBhfPG+fsMRMSj5jAwIqk1egoc9fwbjxnfDaxpuqmtQTg8PEp7fW6hJwmN1jMGPRzhd1hkGbmpesEa5mdJU1KIbSui3pRQ1guXvQsns14np7KRwH8y8z8KSJ6P4APA/gK/exrIGSVf5mIXmLmhzedaCya21IssYWrvShmcZU0rTwUEYqNZv2cZ0FahZxQkGmECqrHJ+zl7iz3rfMFK9qytjIqslLEy7lDw6JkEGBf8WznMF4qUmXqFuGGgrztiB5VhljXUYFYVprRi8h6NiEivVjklTbhY8HzuAYr5Ri8F/cAY4IAUxOy+jyiIuVwjD8TiTIBCAp2I0PPFXxQFiOFy2qdiN0biQqlPfct3yR4lMN6t7lQFwtrXkoP73Rwlx4TvQRX4luKEAI9WTpwCn/f6l5p84xxHT+XZtS5p4WeZ6+tlfwnc2zpv5wkxjLR1OrDSKrjx3c/3osolRNyObqn4gk56QaN9oIGPwdXhYjeA+CvAvhiSI/5P8TMn9r43scAvAGBXRZm/vKnOT6O56ZUmDm2IP47AL4g/O4ed/h5+zwgnNLeN1v3WQjcxe+LYlErdey14lk9PY3KFsTiOG6YrVOIKJYcM262lMiWRWyCwqhjxI2vLqAiTk1g5NzP0wPvauE7LxXY6S3kHnsBujWPmz4jsN6vxJsY3AgQa0JlQqmDEHN4TsSppPY2wRiVinNXDULVIR2LDWxALgGo0d+1hiZ24TRB63DW4KUOtx+D4QxqnppcIKiMpj78eW2ss/m2wDqLLPKveY2Rejwx/doz/XR/WIq1w31DmnVC269RKUWF0CnemOjiRk0FUStfnah48audN7IcVKTwbpDfX6bSpQHHdTB+MqKEytKgreQJfVFun3DQ1jTsOcv01JRkShU1ZRBaJ8q7MsrzKfD/ZgA/xszfRkTfrL9/05nvfiUz/9pbOB7Ai4up/DEAPxJ+/0EAPwXg+5n5jZsPJZxo55k8Yz3J1jBM1Vz4+NKZODCFssXN5VYYN4FRQrpl3KxjMZsfr3j8qFjcckfLTLJ06aRpnS7MiZGtoyWpkB0K+PwlYyF+j2NUkps/b0Ew3er3HSqrczIBS02uVCRdVXub6PetRj/GA0zImELYYov2ltD+H7knFAl5qsYpxnsdh1v41OAv+3/TLKNV31roap0Mc1M6weuKAlv2UPUryv44b7CYopA5wqvfbS38GnB/GowWP5KCz9TucSPNdlTi+pRQbX8Se0Firku7f4tREFDDSm95KYUmpapshpDBk7Evj1AT9e+LsVMkVS5jAeW4AnL+PtkgTEaek8mGDVqgFzV0as9jfBDA79WfPwLgb+MJSuGtHv/clQoRfSVEqfxL9jdm/ghkwueO+T4AfwAAXnnl3V36bqLSZYF4hTx6wRKDjp2Fit4zaQIqWHo49/Ik7S8xBmGbUIwCISqW/v64/ze8SC3NMwZrWTH4wL67UR1+TrB2ns8Zq3rzOJs3oc1niIfI2mj9xnBf8nM7V5+l1jyX/lwqRBSmMo+CTQGY16H2fWsYIMeN82+CueizaBCZsAX0cI0pCgBB4bV0ZRt2lnGd5XZ6xbKyrgdFYd+RO+rXPu5SXyP0a9Ot8Wqd+33c5pP9/bF9FrPBbB+65zBewxSF7lXP7AK5AWiBdCOLhFb2W7Awro+94yNrd1TO4z1YvZm8b2SupnyuMuGjH/0oiOhROPQHmflDeAHjljGV9xLRT4XfP8zMH36Ky3wuM38cAJj540T0OWe+xwD+V5LN8d+Ea9z2eB/PVKkQ0Z8E8PX66wcAvBfAdwN4v/ZmudXQh/4hAPiSL/0ytipudnqR0HwIPOTXN3CiwQNry9E+ix6KCRaDo+SemhBmFsoRsTLRHVdpgOEs04XbC9R7C32Fe8xesRc78o9VykK3AUKC1AzEAjd/QYe0XjlPHQR9f09PKuLr5hmE4Jb1ZaJ9SrXRwoREhFhTEM8bBUz0Uspg5buVrlxPWwo79luZNEsoY/F9kPTpFQhsGO8xQjZGfBKNmlHIjwIfBDUm2nxXyp/Wzwgbj6B5GKW1ad5IOnDPR2NMI+RkY/Sa5DhlLiYI5OWFwwC4SLyO2Dt/RoNOhHnWe578vkyhTHzyyn2vQyF4LMXuwzxbobdfe8rjsGdv70TKM7jKUxVF05CK973vfXj11VdfaD8oG7f0VH7N4hvnBhH9LQCft/HRtzzFdH43M/+KKo0fJaKfZ+b/8ymO9/FMlYq2IrZ2xF8Egbk+xMz/31s5r73UhL4PtltaAHgrmM+Wvthe6ui9yDxFwMa0zUzFKUTk3K2SOI6I/8beDSzR9daYK7zMBIuFRLsUzkcW7yn+XElSbqu+5MSME81u5cV6kbY+cl/GU2UCbLyPc4rlnOdjc+vWglj+S4ycimZoGa5eOoVy7hxmAMRai3EIFYfc80KTAyE2X1PwFq+ZaFkJtyXNIGIsPHsszAUzGjeaQTuVqseSRi/g/PpUFExhH0aYxvqAhD4oQUnE9Rmz5bY85GQmlAbzLU4VoSOgKeQx9Vvuv+oeq0CAYq1GzDKp4t708xIBtHSeSoZWxGtmFgu+KNdA6QpRRdG093O1lhtr7ukaaRbuMpCXGZQ0ecbnXRr8/7f37UHWZVV9v98+t2d4iEYe4gxgDaAxIUYmZABRE6d41UAMOhpeGgQVYlKQGEKKh1YZiPljpFAwAUGYKBPECOEh1EgxCgTwiQ4ThwFBYpiBjEzNAMHII/J9fc7KH2utvdfe59zbt7/p7u/rdv+quvr2veex9z6319rr9VsHlP4lIo9c9xnJW0leYFbGBQBuW3ONT9vv20i+FcBDALwfwFbnRxyl++unANwNwC9QdzC7e2ngJQjmXzT9JyhBeQERs8FyTMVFWRNEn9VTBLfHimOmhckmPhIgK4wslCMxHoIwRrF/wUlSdsy0965cV7Q8KYsXuOohBGk6bYol2F8ygknyP6Lu7Ev/kGqtRCw9tVhJ61KAZ+s+S7fm7L3gbQBPL2hbAAAgAElEQVRpHG0UrIJCaVmRK5dis1ttKUb8ulFTelygWIC+my/HxASInHY67WZXqQZ0XYnUSsVtXABZGSf4cyoV++VZz9dIX6fqmJiZFa3LZN+plhNsL8Xl6mIi11qCMFecR29aBecbHFIQm6np3BtXYnAzt1aauxbB8l4mZ51GnbEQA04XiiQBaN97zx6r3dTBshfMNj2+fpNniQ2DKkIQY9rJGZ/nCkSOjKbl7QCeCuAK+/229gDr5JtE5Av2+tEA/v2257c4yuyvpwN4+u29joUV6x0p47++3a+isg9CZ8H94Gj7R6w4YuAuBoy2+1GMXGUT3/9p28KreP8p/7PUrpUogHzHDcua8XN0XHZdy8UH1O3gnfo4CZDKeaNMGD3DLVhgEa3rxH8vWQ5LgnKxah6CwWTPKk1ISRWKEl2OWUl7unTroovjcHdebCuQ77NgMPkzLhl65TsSXYvOwhBjBbFBlTcPi5ZA1ZzNvk8r2c0Frrn40ALecQ2jdeBxj5x+7WtJFbITU5WmHpXUOmUiQbERYsQsMjs+pjgv1SrZTern4t9fDlVqb0Vr5Kn7cc2ampvlsatbcphOa7qvKyBzY8Van7geWUEuXNct/jHtZIWSU5Exp2I625iOplDlCgBvJPmjAD4F4PEAQPJCAFeKyGMB3BPAW22zvwLwqyLyzk3nb8KxrKh3v/KstsFz0kPhXPzHXPelWsqKUUVRFEqhhCnKAiysugkjhmm3pDqbuyArFDCb+WPmmipjiDvr9p9d/7EllzlovxGB9/LOO+VEiwusVHTYP6aP0TOa1q6rC4UmvtGOqRKI7i4iMCS1IwFgSBN20oghjWaxjDWVhh0XY0yR8bbtPbO0Tnlsvpv3BAY/xjpU+lOv5hO+K7pb9qyppvZozRolo+9hE7CXNSsciyyjtaxraI+WE0aPVdDn5hZgjF0V5RbH5ArJv8diW7A4nmhhLmWhxd9tUaSuV8qFw3qspxpLvo+n2fv9qntnHj2pFLrO2eMxyqI8LcXIyjexSsGu5AD0mRI+/nLWuQLB1jGV23cfjV0/YuH9T0Pj3BCRTwB44H7O34Rjp1TO2xnwLd94wdkexkbc/PEP6wvxfzjmtFOvbHeLZJ1royrGFBVFJiOCYtFjKSOSUHfbacQAb7bEWYqpvl5vd0eKmFh74GOK9PZRqK1SYY31Wgp3e3kNhguCVgDE3KeiSLwupbagpiUzJS+afjY4XxuA2PrYhc2YdjCFinEvqovzIaYcaF7aoPhaRUp+P2YbtAp6AtQlxNql5rZFaWHt/WVqK5SYZ/Hpc/Ngef0sHVTNWObdZPO5S4lg3qzV61BqaO5///ttNfcO6P//kRgqR49jp1SOK+IOK2E0TqeF4xr/vFs12gZ20kplRndQcDkEEe3ptbEgr3JthSD90m4wVmvXKQRrxhwsJjJUzLN2hfjc2r8rl0ybOhzP2eI/UbIAjEphyu9rTxNmqzPWL5W1qJl197R2sXdb3W3GPfo6itlAbKyTBbdQVhgb9Jm76TxxwZ9XfP7rkg400WQKyj9VCk2/IyeUcvfQIJhOqFbpSuUQ4GZ+RA6HmpCIPnl9e75LzETekkpqpblCSA0ul8CnuhIG2cWAIdewLPmzq/s0giiOw0PJAuspLyWIHI9N4Tpxhz0sudGCSy6z3TaWT/zdumjasS6jtNPNrkok/SfmCsKpCOu8vqWP+dJuvbXM8jpW9Ud1PcrSeKPQXjouWiDlCA19D56WbpT1ep3C4DyEM2KGY3Tpwo8OGwH/nvjzzAH+aoPjTAB1Wn7m5upKZd9YU6t97NGVyiEg+uhrn/VkPetjTGXIn0VEF5H7li1RUoVZkhygT5MH76fsAnOhNbpg3SDo1gm3EovQksJY0V086MixmqXq+yzYYxxASgyldcfk83LAHdlNtDT69bbBBDI7iuDU+pMVigIlFuOKTRXmkF2U1djzVfSxEVMWynV8bA/FYkJbfHOQ079RK9Yq62vSGAOU/sTTjwsljWccFkWq9CzRhVa3jNYsr7nLD6gTVvLxjQKeU/6cO5lVxwEiwDh2S6VjS4ypLKs7rmIAWWDCkpxlhMV/ZK3w9utYLYb1/k5cZWp4FU4hw8nOGrALUGnKAcxcFu1OP6c0i7o7rAIkjy+ZC8l3+cCcpr/MO+zuLX405vqiojDd8olxAa/KdtZ3XYuaxNIxRTdeLhxM2bWT3TW25oSUWqagkqpMsYVCzJYaxCu9k4y1i0+AmLbbwtfRO4VOlOzmq0g5g4urZIzpHBImjEhrxXixhmJ8rFDACFSx5ucZzluy/vJqSNkIREqjeM+O7XEUhJJnA12pHALm+fAJRE134SHXFGoBImIm0yxwigETxszAyhCM1owwme2g210wUQK07WdOsRGHRdv5J3jTMptZoGAv869rgbK1FVwuMScpvp5Y4kMpj9EYlxvR1XoPXAhPFO0mCGZrBVDSQh3nnL5FxzHOBLD2dXHKkaKcR1CbgIHVMyIlZC3VLiiff6ajoWdYmdKAQJ1Y0JbNa2IkcV2XLE3fWORnI7tWdBizF+ssLj0vtv1dtrZcuaiSG4KSPZkC8rAg6NT3HftAtAJKbKJYEzkrbOY6Kch77Nh4CsVfPknKNC2Mx2yoGm6FRFsDUL3P4gJzwTV4BlpALLLT6yRzNcns2n5d718ee4F4oNvPdWtBRWzKrhy9TrmuC7ipcb21biS3UlSV1+4e2N+RzDO7kThaYF/q68FpWxJiwrD4c5VaebWZWnGc5fsywFuGuasLQGF1zjZTTXvfuqJcwftcVtOpMiexFOpshcnG5lXVszMU8spQ/7WGCqZjDQQHVlF/rqErlSNArimpFM3yF6pVSLpbn2Zun2zD5I6XC26LNUqjvc86/381h3CH1kW3DfKuWmoBP2w43+8z466yHb73dUkm3ttCzG2RYzhhA+Dvb7s2S8/WCSpbF1Frmbn1phsPj4mYxYXy2RLhJlArOsDIPJfGGEhJfWMjHAptil9vljbs7xcFtmSNduwPJ9T71ZXKYSDGNWJr08r90O6kUQoBI8FjDg9Tqh1p3K8iAcPkrp9CNBlspK3HnYWXF5iixAsoGrBfSl2NdRqZ2DDMwz+zF9bEaaoK5YCm9WzTuKra4QemhByLIBt3U8lGa+fZvvbr+wagfF67AeN5kVcr9vdZKv5rFUtWmG4piFoAZKkjcoefMhJMFUGkn18VVYZiQbVG9m7YQUjVBdXHuu4747Quk1uI+ZNzi1frOOCIKuqPHF2pHAKcrgVArsR3uD975Mp80kNFo55gcYcNO20lNlT+MS/S83bJLlwEherE0V6zEqgxU4gTVqH3hV+3CHaG+IWe5eNqEd1Cfh17UWI60JTfpfOAkjEVXWyAEnQWRWivKjoXqa2QEMsp1ypxiWz5RbdV4xqKcaHiMhurTUMr8PPahCSIJQvNFdWI2OVRskKJLjAfe3b/hdoRddtp4jEtE7GNkeX5oXGohWvE70WJcpV71ozR3f21H4gIpp791bEtorsrKpTYynhXVhW/VT634TVqFUFr4ZAJSWpBk9sYmwBod53ZDRMaSqVwv1irkeMEqF1BrXU1WwMfgc1n6Ti3alryRxfkZQ2a2JJ4jAfZnVNGOxeKWfFUAjmOZ8oZapFzLR6X2RAwADm12q2UKdDzTFWMy+cuYEMhs4ZepLFonHF46XuQ6WyQKvaBFZw2XpMjlMl6wlK31PwcpHREdSSMVbzPx+gZaq0S6tgfevFjxxnDSfhGrrArqlROi1kq0tRqSGgMtlA8WA4zF0vYNUclsk6R5L89EB522vF9P6d1iVT3WLhX7DvTuq/i+bHmJSqyTWP2cSy9juPPa7PhOvF8b1DlWXHRfRV/O99Xu4Z+LT23zqiKacFuQeTdPj1Ver6OcQ5x3dwyzOnSzmQsxXIZQSQjZqSoeysSZbq17N9L68GJXanrVlTxeQ+fQkQJdLvkINBTiju2RuFIUr+4MGGXO9iVFU7JeZgkqVKZ6rRNFyIjgpsFkosLW9S1Ee7vdiEGuOempObOXV4x9bTF1AjHigMrKBS/r9/HFcoQRI+66/JEKyui7Qq4bj3dxVNcNsuWWBxzVDKe+VXmF89TF1yC0me4kktB5AuYkwTyPaB1Nckew9JYslUHAm6xhSy4vJ4NNY2f40kIXr/TXhdArunxWFI5V12s0QJuNwqxXXOMSfmGJR8b1jpm6QHIXT47toNIj6l07AOClOstxPpF+G7QrZNxSlWg0yu+W0UBAhD3s5d7JCwTCEaZHBVLPb7oJkq6Y2qOW8o283usQ02C6M4cz2bSXXZ73VhsGJMa8jhNGcXTKir5DQrFf68r9lyaq1sPAmaX2MzqsXkUloA6+27JStykbKLrK1pys2NDHKoddx5bOy/6OpaNjl/PSTTFlXVcT7tXVMjVvVjPaCkhomMzTqih0pXKYWDUEGkWABMSdmUHp6YdnJ5UqZyeav913vUJKwVTEf6huFtatt5ZQy5Y98WwmwSKkPAsnkSlJmmrzPfykVf1NdQsptxt0Fxq2f2VEw/WB/IH0c6AXk+hc9Rdthd5Zp8+Uh7/UnJAO/4svLP7CPnv6nN4FpZgxXq9W16vShhbn5UlpdXWIbm1kmM+KE3GYn+aHFgXwWgWVCyIbe8Reb/cUnRlqskBq1xLEufQtqCuraSEYp+W56VWyZhbCgP6XevYHiKC8Yi6dB01ulI5BJQeIy681V895p95bCETM2K+64u7x2zNSHFzLPWF986LlesGrZVC7IoX9g31vcK1WrTxiziPlTcrazLH2lhMvA0hhbfMeMyERukiE4SxDe8Q0lrXc2zF3f7S63XKyMfr1fdxrJG80RyHALSnuywQUSoFjccmJkC8Vp/Z9HKaGhHMEjbitSYQqdHLs7gP6wSMcm5ZszhHn0ebHFAp5EYRZ5dgUChR+XZsj1782LE1cgW2fWdGhFqKUH/iFfWxwG0JUQls+uf1z4Z83ZI1lYV5vG50jyxk8cS4R3uP6redMlgv8phgUNx+deMtSt0nJBNwWhOnXIfCoQomx+vMkhxQhDQAJMFaK21p3dr5exGhnlevmz9TP2dlCrBNTigUL7QMMlSpuHNixhrRIF1SLC1S2EjkcwA4xYy/N7uPjxXz72ik1k8yZfdfm9TRsT90pdKxNXJnR6DsqoPrxIsZY63DOlQCP7tEkIPdQC14Ekrl9cCxHofHJ5qdqN8n/g4DWBRilaJhKARk3CGnKggcFcHAydbE9/PerU/jULmZFtPsOqPozjsKZx/PmF1AqMbXjrmaSxvHqqYf3Wh1qnYsVt0VYMi91iNpvVicRjPHcsMrc3UtWYbFep2Px62chDpOs2lTEjtntpuGXEjJEDdjGTvtuQq8yn8o378mFb1jH5DO/dWxD7Q7f7VSUuWGcWUyBOUyczuY8Cl/AynQnADzrLDsTw8CQwU2Mk2Hn1LddyEmE8cS5xYVx2Jw2NcAWoDpyQnirh8UgepV8E43M9pXckw71ls85SLRUj2fsrsoWx+od87SKt4Fa6R1VUXWAheYfu06OaCOQ0SK/hKL8WLNpPEmiolm/dm1KEjL9OsbDP9exDWNFsZMoQpzBlaMZcVn0YJ5ZnNa/LwubQGsCFrKfP19MuMDhwXB0VgqJO8K4A0ALgJwE4AniMjnm2O+2Y5x3A/AT4nIy0i+EMAzAHzGPvsJEXnHpnt2pXJIyDv/HEcon/ludAgKwN/P//xU9826r52LNgAzId/6uLlgbsxqYIKyqXfnC4omXK4W1k5QH3b1UclsjGO4gkBFZeNir3XZtLGhSvChuH64NP490LIox/vNftyF6BXz8LRlZ6Iu+X25zTGBAcyMAFHJ6+/mmbqykJLhV62n/ZoAMIwpjh0oyqLcp/z2GbWbhpYy378nzsTdlcmZQo6qTuX5AN4tIleQfL79/bxqJCJ/CuBiAKAWNP05gLeGQ14qIi/Z9oZdqRwCYlDaYylxV63WhFsqhRE3+vwJya6SYmFEX/fc5VG7TpbjBEA5L/ahH615lY+5PXdGf2JZSF474Sm1DK2OfU6Zk4pO7I5qjPke1BTrqihPUrWeOpaw1rLZcspjX9SN83ThNtMpKq9Zp0qvzxFU/F3IrQhSLh5M1AQEVSYru1fCiCG77ABUluvMurKNxhjWw78rOla3So1XbUERxw2MuyzNqThbH4pU2Xjuohy5yt/Tanwd20NwVNlf3wPgUnt9FYD3olEqDR4B4H+JyCfP9IZdqRwSlhQKUAT6YKm3WbhGWeiBUPvHn+zzwVwrQ5o0yyp06Fty6fg4gLn/nqj5tDyTyxtptSm7FdGj7baz6yfed8Haya66JnbUCk0VnHXcwo/TILcKyoGivdxNUdXKtFx/HYPyTMlirpRaV2RWkI2C87Vxiygr5cDvFYsoY+rxxAmYakUcFUqVBegvqdbI0tQE7iL12M36nXC8ByGzolN9TzPyIr3LmHZAiLomWVujHdvjqNxfAO4pIrcAgIjcQvLr9jj+SQD+a/Pes0j+EIBrATyndZ+16ErlCFH+keGh6+xqGYNQWsy+oeRixhXHimBwSdDFVNAlhaLCJGSHSakYhwslqQPOQO2Wace7BL9+VKBxPN6TRHmqtJVv5v7ymI/oWGOvGDJhlGK1eAq1z6/FOmulhfd1KcqlNFjzdRgbCyehKKKZ5RSVhMVYchwDCWKWqts2DOtczSO4J+NGg9GyYd3Wed1GIz7/rRSPKR0hMUynM/cnaXxhrK3bji0gWyuVu5O8Nvz9ahF5dTyA5LsAfP3CuT+5nyGRPA/A4wC8ILz9SgA/rSPGTwP4WQA/suk6XakcArxNq/7jNhxdJvxKOnGzW/f00+CmWHEs7g+oy8zrQfR+lnrbnN+6oRxuAUWhEfvHZwHGuRUUg8e+K28r+QFkAaeva1ebV9b7+dGK03taG1z317tyBOEV+JMkJKS8I5/t7H1NmziCz2N5LUrP99oRhmxNxt2993Fprzm7P13Az/uUuCtxKQOwVQqROmWFqc7SatJ7lyzFTVlws0Zdglx0qvcoilVbIMyTNjr2A9mWUPKzInLJxiuJPHLdZyRvJXmBWSkXALhtw6UeA+A6Ebk1XDu/JvkaAFfvNeCuVA4Bsc2swhJATaEUbtkSUI4KJQqTpZ4iaqnsZqGblUHwz7fCqwUbQVTdT9wdVgSXz8IF1hhSpCcpwifyjS3FBnKTJ6s3iZ8TkylOVyyoKsgFzN0ZJxhJ5wLDs6PQqCwI2KCE3HLI51XHT/Xx4kqnBOirTUCzpv5sJrOyVIkGEpsqJlLGWll/8aW7AVl4zKIbdMl9N5t72MyUJ1S39XJLJh6zdD1di6ErlzPAEbm/3g7gqQCusN9v23Dsk9G4vlwh2Z+XA/jwXjfsSuUQ4MLZA9TqrmAWyusw8/UvFJdpmnBd4BY/X7rW0m59E7Rgr3QgbO/hAnVs5gfMlUldt8ISqwlK1I/XDiCukItCcT6wLHBZ3HTIGVfzublF5Oe2CqXtrbKu0n6WiSWoq+1l2Qpw6wQonTtjoH92n0Yh5GcojbJyCzIyMoQ5Tajdc+vgvG/r4y8pMCkvj7Gdc8d2EOCosr+uAPBGkj8K4FMAHg8AJC8EcKWIPNb+vhOARwH4seb8F5O82IZ808LnM3SlcggYuAvIquJDcjdYthAWBHwUfv4T3UZ+TKmanrKvW+s9RkzBvx1jF1EIObwgshK2rqwamRdTR7WyXRtjxQB6qwAjilDVjK5dGTDlXbr+1hTbFcBde38sc5bymlBBqC6/aebPD4Q3GxVKXsNG+cUuiDDB2wr1JMp95dbQ0rzN1rJrlNXNRZN5LMuur1Zwt+vrQf8hfh/M5lhnpca56QqvTHnX8aiiJJPGbzwhwo/z710TC+rYEgKMu4ef/SUin4NmdLXvfxrAY8PfXwZwt4XjnrLfe3alcghwd4rTtThVB7AQgI3nBZ+5xk6WUz1n57VCD/PgfHvvLLRC7AQoXStjc7EI5+SCxQnq+FG9S3dXzxiFalO3o2MQS2odLMZQ7qGKsygtiof2kbssRiqUeP9qnpjHUlqF0mZ56XqsF/DeUCxmxlXsB+HcmE0XLasB46z9sI/DXXtDdIE2GWHFUplmhYpxvOXaghGrWXJHXIcEqRRNvMZSynq7th3b4MjqVI4cXakcMjwQ6//jrdsqHxcsBFIF1lKlcxY6vkvcQPECeHB72SXlxYqVZWRppJm1mE1WjwVpq52/TEhTXc/gFfG7srIdcavgUFK3ULLARmsUNZiySpyy/6Xs0Js0g6wMaoblGdcZlt1CFfuB8YsVUa0W2SDz5+HZXL6K7b3i2DyhYcr3giUzMI+rUoRSK15ByV6L/Gb+XYh3by2a+FycqgdAXuuisCXH0nRjM+/4CSkKuS3c7dgeIoBMJ7NwtCuVQ0AUeI5WoEd4ynA5bsoB6fhPPTFVQkrlTN1jvUVUGCsWF9LycdbPJCiULOga5eJFccN0Wn/G01C31IApWWrwcEckJkwmrCA14aGQVaDdqWwSJ3VrmTAXEpJSdoF529/MJ2ZxijNBEeQpk0S27Me+ggNZueFm11og5axeL8jdepNQsuFif/sJKC4tseLHoAy8tsjXN46vPFepkhb8e+QtGPS7CSRRzrgBI8Dw3bNxOgYSIimPdBN/XccyepOujq3hgg4ogeLoWlhC647xKufouy47Tt0bTw1x5WKzJaig8RRkv35VIe+KLDbI8piFswdr4rJeLxTFrcavYDWeQhpPgTJhSjuQNAArIqUR4M7CPCWnBcOC6c5lNYGgEAO1wn9iSCu2IXugf5RV5VqLLpr8O7rZUKwV/btYNhO8WHXe4nkIQjyFhAtfjyhwW8Veu43U1VcEuymVps7DrZQYA2s3DVHxuftPmZJrqxjAcjdNt56ksC0PaYQAGitC6zKs5+ekqW7NdENl/+jur459Y0LLo7T5SzRzU3k6rQBgbiwLQVEsUWguWStxRx2v78K8raguzbqKS6kI5KGuV/AxTiM42fsqDasxzMYUC/cCBU2tHCbQXDUjE1JIKvDdvd4u7L6DYmlrYmZunDCumOasyqoWqiPcKpRcVDpgWVDH83yddV3rItf2vOiimn0uyMSb/nG81yTJrDsWIY/5s4fFzxwlvK9wstJsuYRP286dbjVVnTI7toaIYDqCQP3ZQFcqh4g2ayvCd8d+XBsUzW4Fd/mI/vdmVl94vUO5XowFRETroBI4bYaXlKp153ia9S1fmEs8P8+PKbvP4k4+WhGeNRaVwihqkgwgMAGrZJaf0+KjKJ/WzRQVShGIygYc76HKo1iPhZI/YXeq3V9Ftdr91sjOTa5H+8Ng/Gb2dsUdhvJcnGdA1yrcQ4KVAbVohuCmAoGV7GLIrs551Xypi3KryF2cdYaiN1sTGDsxBoClmZiveUmd6NgPpjXJMMcdXakcAlQIjSjplm0XxPk/YEsHQpEc38hCYQIkmVtIUF0nFlD6fcq1i78+uuIq94rFKVxwO6HjKOUrQrEWtUZTP2HAlFaYBnNxiUCSvUetdp8kVdYEpGQzTZ6muuSesTjDaJXzIxMo6/msWsVZ2AY0zdqFcbXb9zTnoFC8V0vhFiYGjvCGXfpeoYufxPmI5+MZFgpX9capKirNrtHmeN9AtEWkRVG7Ii6xNT1PQ/nVeGSCsC5wBDReExVyHrvF9QbsQlCYCyCrrFjWPYuOLSDoTbo6tkfkrPK/HeqK0SrkPa9jlopXUOv5IaXXrq9Fg0WMFJ89swDYBUqvj7hDklLtDfs8BsBdgKlNpEF3cAUkgJbZNaUBQzoFimBKA2BKya2pdm3y3AAdNaExFEwQGco8RFWcxxwmFvdbVtghbhKz5lxAz2IVplhqJa/KyxXgWFWzS04eICWneWflxckC1nM6m+g+ornQ8ufRAoSUxAxbn4FjiTmhdt+1SlgtmBKIb5XnJugzWHKR2nhEdLND71lf+MvKNU6mcDxMCKQrlY7tEWs3HC4UPKi6bK+gOt4VCmUEbccqUDcYOZng9gyg1eLOUYQYUaeOekGlx2e8DgQoltQYhB6AUFk9YBIV3QAwDiutMEnnY5DdfI0x7eRjfD66NpJbDuv7K1UsCcDkyiooDBR3z4jaZReD6VWFfJNhtxTLiMLXU32X4inxekFkV5ZDwoghZLK1z8GuDEKf2a4OICsMVyiRzw1ATtBoYz8C7Zw5IlXxq1zfghSC7VbRH7L3vNfmQMHIcpQqlGrolTLrOFj0QH3HvjALkqL8g7rveh2z67JbQTIVOSaAHLK/e+RKxaaTK1qGUSR6nDBgQPHTl54fgISU3CX+MR+PXs/96frV8YTeIe0a81jdpAsI7h1TKAPHrICStRW2A4BphRF1Fby7wjy+s9kFNq8Mr4pDZR7/qBqobUHV0q6L32OwYHmbWZfPF1VAKyLP0efpFlCs/dB1jNbVUIgfg1JyS9I3Hb4xmJCQMBXGadbPtPTzSflZRCohdYOmehwLWyF1DZ5MAXloEGDqdSod+8HcT1289I5YaQ8Ut9km5H9tGfWKLHGSJLoDXRqLp7LO2GhRp8S2gfml8cRjogJSIyrEcsKuPwVBplX7IX5k8ZsEz2IasqSPQep1Lp1FC61Zf9+dg5gpFrJRLFsIyHj9osx0v98SNraKxZ+X36bdgCzen54IkeqMPVp/m4XxVTQ8rJmXi7KNim+uPPVaNVdbGyPLFnTH1hAIpnFvtozjiK5UDgGt28eLz/Sfd8rCXZCqgrR4PFB2imwUgQbvYceUbn9xB1pcISHrCYCHc1vkCIBEN0np9+JWlncdzIpFkC0mAWHOnXzNdl4JE1bTaawmi8EwYUw7mtkW8rbqWE64XlAILWWJKszC1ZXdfdYdfsWaP6AUkCbAEiW8t0smUGyZj8P6RYXhJJztvFuoMHcFNMfM9RYVY7gHPP5lHTvba2hB5AK+D/sAABHWSURBVEqVd55juX6y78kKY/6+xsLUMtd5RmH7NwS5d0/HluiB+o79ILbPjcIh7s5dOE4sLo1YYJjjEmKldxLozcNrWEaWC8/BM52yoBm0mZULwrDbLwJr2V2jQmc3NPIiJu7o9SVwXtl8NeaxqoRSjgPkokErnJx2ldolDTm1eEoay0miLpvoUonXzEvorjB7y/vDR7eSzwXmenLOMF37Esz33iyj6n3EPil7WUL5mGBNFMFb1xP5c26hablD3vm3SqWdS3xsrfUQM+eclcAzEOP6xQZq8R5DcMHtZYFU36uOfaErlY6tEQsT4y6ySg82aKdDE0L5N0uDpKwApsLLhUDNwhIc1p3maSRPemUyzvIBWdRlBVQsIs9d8vv5tVbYxcoYgwHNEhtkwpT7xTCnvLod4kIRqN1fXpiX1yHEh6ZkrL8Wn5lYC+GyrsHlFl10UqyzEcwuruxmAhpXXqinEVpNjleWryChFkMZpTe4pfzZBuEvKEkEquS8Jn9CjDVV8xIt8rQ3shJYqg1ya8ef2zrLk9D40MhUuSUjWnqVmC7tc16nWKILdNu2Ch0O6XUqHftHHdzUDBw6d5QpmMjJpFZLUhbZGJimABisboBwuhW/B6BCaDChNVinyCRD3ihngR5G5XDh5UIop+YGSnU9jkXYBSWU5ys1YWGskCeMFwxDnueSe8x5z5bgRYluJWlIQS2gbJ3kFGCzjKTUrDj9TeVipOaGJRlwmjtIMimvVVASA6ecUpzX3ayB+bMucQdAebr0+bnVUu/qW0U1uisqK2BBq2A2WQXxWfqcgTnhpSOhVlqx4maTlbLUVqFje0h3f3XsB20Gksc88ueiWTZpGi1d2MgVh/OK0EWhjvedK6hBbQC1Kw3Kx6XXtrRepuIqSWHnDakafSmmLMQ0dbjNPhryUVWwN8wvu3vW/J8E0WhKZcCUYuunIqCUYLMIt8jKO4pzqrnF4olQjQIz6hKdr2VYWbzHrT6f+2Q8Y4NMGEMwHdBq9dipMwrdOffanOW4FbhLMZNZ3EZqVmcyaX5eZCwI6jHWu8T6mbZ+ZInuvn3ecQxgGa9/FyPRZZzTJiuuYxmdpbhja+RalFj0aPtpAQF69pRkynjd+Y5WpzHt6U5Qq6euP6jcazKBXrAnU2VR7OXKcXggO/49C9LGMa3brTL4/b0an0m5vcBA6VJbL3EX7UV6ZQdeMrZUmVn3SSnptRBPWbZYS5M9VmJTTU2Rkz/Gv5tMuDzOMIZK0IP1ce36hHibz3UtMaW5xiKv1yYrorg35+PdO0bi36dSTxUdpuuIMzv2CenZXx37QEIR4vGfeWqsDI8rcNxFqTrbQbJgd8z2Ka6bml+rDeBX1oPt1iXUjwC1Hz1bQ0CwBjyeUFxZgAfn06LyKCnJ9WetcJskYeQKKRX2YmVDHrIllOsugn2j61csETQkkW61+Bi0boThKiVxQsdT94tZJ/y9MHEIa98qv2ocIe12tkZB2SRT9Dle1Qj9Jf4x50xo3WAVSwF9FWuBFRkcWoXlha1xHG12WqxfWluH07E1BJ36/sBA8sEA/gDAE0XkTfbekwA8F8B/EZGXHfWYDhqD7FZ09ZXgM46tbGGIIInyK6VJ3TNTWmlxIGGCp6Qkr+vIGCG++0cROkvWiSsUQakGr3bZUy3oWkEaf6uxUFsZ0RVTlJ3xbKWdrGQFWsA5ypAr+VsmYHVfWZYYUlVRHgV6tQb2BAY0mVrULLVkXRfzGjQKMys2FuUWqWuiUI8uOpoCq7jVGmXjBYkg8rONQntWL2TzzMzOYZ4M43TlV7smN5M9RnfbkuKojm2+A6Ww9WS6cg4N0t1fBwJqQOBnAFzTfPQkAA8G8HqSXyUiXzzKcR00dCcN0IQWws7WuzW64M/nTKNWyVu67YqnkNgG9cuu3fudtMjxGJbYjI+p7HjLX1mIN0Hk/Hnud2/jZK0w8nxRu42iMonCR6+padT1eyvtW2/j0IwuDQiVXvVKh5/MNQN6rKbEWPx69sI+S9kQzHYLmQPtznU2K9a0tOqhij/pbt4tiaisNRakTbNcseTxmPJwhQRb54rlAKXGSRuW+ZiZ60paRoG8YWDdLbRYFgtM0ZjvkKMyWadY2ky0uFkZ1iRXdKzD0XB/kXw8gBcC+NsAHiIi16457jIAPw/tB3eliFxh798VwBsAXATgJgBPEJHPb7rnUfNV/0sAbwZwW/O+f3slvD62WEodBhoXi8UTUKUca1+SNI0Ypl2splPYGb+CnfGvrBnWVzCMpzBMu7lJVks3P3HAmFbBndQqlaCYgkJxCvRK4ZhgmyQ2dJoLGhe+HlUYOOaflf34aABYMFstk13ZsZ9BLRX70YZZxkEW1s0dZO6WUqqRaVYNLtWYU57DKAN2scqvS1Ousl4Vp5i/ExSg/24JKnX+Nl8b15AbpE2h3sfXlJkZWRmhNcg/hvG6Wy8qskKm0q7LWCn7aIVWVfBhbvG7mZMNxBmbiV3R31PYYMRzXaG17raOvSEy7flzAPgwgO8D8P51B9hm/xUAHgPgAQCeTPIB9vHzAbxbRL4JwLvt7404MkuF5L0AXA7g4VCrJOItAK4F8Csi8oWjGtNh4bzzz5/1UXfx5EJ9kAGrFTDsJqTpPHCajNZ+ANMO0lAejWaJCVznjsNKRWuyrKxgsbgyQRY+qqVjPEYF04ARK6xy+9waLlwmqXf/hGBFgiTSQvC67GI1/bnUhMQui9GHrwpgBRWmyC6fCQNTvk5xI6Zc1V+UYj3WllOt7KgTVkm7Sg5cZQvIr7kyoa7FkGJjWGEVMqRGrFTIylDWliNW9E718zoUv/7kSmNaSKd2qyYmH8QrBOqXuvX0gMTRstQYFLc6DH2tlvdqdSLJFJRKtPziGBP0mei8J/0e4Oh3p8cd2qTr8BWxiHwUwIyVo8FDAPyZiHzCjv01AN8D4E/s96V23FUA3gvgeZsudpTur5cBeJ6IjO0EReQq6IAXQfJ1UG2L888/H5dccslhjrPCjTfeiPve975Hdr+jQp/X8cNJndtRzuuGG24AyS+Ft94iIk85kpsHfOn/fvya37360rtvcegdSEaX1atF5NUHPJx7Afjf4e+bATzUXt9TRG4BABG5heTX7XWxQ1UqJJ8J4Bn259cA+DVTKHcH8FiSuyLy63tdxx76kT94ACD5pc997nN3Phv3Pkz0eR0/nNS5ndR5bYKIXHZQ1yL5LgBfv/DRT4rI27a5xMJ7ZxzwOVSlIiKvgPrqKpB8LYCrt1EoHR0dHR3rISKPvJ2XuBnAfcLf9wbwaXt9K8kLzEq5APN4+AzdFdrR0dHx1xt/BOCbSN6X5HnQbNy322dvB/BUe/1UAHtaPmdFqYjI07xG5RjgLWd7AIeEPq/jh5M6t5M6r7MOkpeTvBnAwwD8Bslr7P0LSb4DAERkF8CzoKUeHwXwRhH5iF3iCgCPIvk/ATzK/t58z5Pa0rKjo6Oj4+jR3V8dHR0dHQeGrlQ6Ojo6Og4MXak0IDmQ/B8kr7a/LyT5HpJvI/lVZ3t8ZwKS9yH530l+lORHSP64vX8S5nYZyT8l+Wckn2/vHYt5kbwDyT8keb09lxfZ+y8k+eck/9h+Hmvv75C8iuQN9ixfEK51KclrSb74bM0nYr9zs8++leTv2/E3kLyDvX9Oza1jM3pMpQHJfwPgEgBfLSLfTfIKAK8DcD8A9xKRV53VAZ4BLBXwAhG5juRdAHwQwPcC+CEc47kZvcTHoQHEm6FZLE/GMZkXtWjrziLyRZI7AH4HwI8DuAzAF0XkJc3xPwDgcSLyJJJ3glY8XyoiN5F8A4CnAfgPAF4jIh87yrm0OIO5rQBcB+ApInI9ybsB+Asrlj6n5taxGd1SCSB5bwD/CMCV4e0ByiYy4ZjykonILSJynb3+AjTD4144/nPL9BIicgqA00sci3mJwslTd+xn0y5PANzZBPAdAZwC8Jf2WbLPz4k5n8HcHg3gQyJyvZ3/OREpPDrn0Nw6NqMrlRovg1LwRya3lwP4RQD/HMCvnI1BHSRIXgTg7wH4AI7/3JboJe6FYzQvc7f+MbSo7LdE5AP20bNIfojkL5H8WnvvTQC+BOAWAJ8C8BIR+T/22ZUAfg9Acr6ns419zu1vAhCS15C8juRzw6XOubl1rEdXKgaS3w3gNhH5YHxfRD4pIv9QRP7xcSe7tPjCmwH8axH5yxMwt0V6ieM0LxEZReRiaBXzQ0h+C4BXArg/gIuhCuRn7fCHABgBXAjgvgCeQ/J+dp1rRORBIvKco57DOuxzbisA3wngB+335SQfYdc55+bWsR5dqRR8B4DHkbwJ6kZ5OMlzepe7H5hf+80AXi8iJ6XYbBO9xLGCiPwFlAH2MhG51QTyBOA1UGUCAD8A4J0iclpEbgPwu9D43zmNLed2M4D3ichnReTLAN4B4EFnZcAdtwtdqRhE5AUicm8RuQhKU/AeEfmnZ3lYBwILmv5nAB8VkZ872+M5QGyilzjnQfIeJP+Gvb4jgEcC+JglVjguh/bEANTl9XAq7gzg2wCck0HrM5jbNQC+leSdLGb0XdBEhI5jht6j/q8HvgPK8nyD+bgB4CdE5B1ncUy3GyKyS9LpJQYAvxToJY4DLgBwlWWxJSg9xtUkX0fyYmhw+iYAP2bHvwLAL0MFMQH8soh86OiHvRX2NTcR+TzJn4NuFATAO0TkN87O0DtuD3pKcUdHR0fHgaG7vzo6Ojo6DgxdqXR0dHR0HBi6Uuno6OjoODB0pdLR0dHRcWDoSqWjo6Oj48DQlUpHR0dHx4GhK5WORZC8J8lfJfkJkh80SvLL9zjnIpIf3nTMhnOfRvLC8PeVJB+w5bmX0loVHBZI/p79vsjYgvd7/tNIvvzgR9bRcW6hK5WOGawC/9cBvF9E7icifx9arX7vQ7zt06CcVgAAEXm6iJwzFdUi8u328iIoXUpHR8cCulLpWMLDAZyKfUiMpPE/AXm3/tvGJnsdyW9vL7DpGJLPtSZM15O8guQ/gXJYvd4aN92R5HtJXmLHX2bXuJ7ku7edBMlHUBuu3WCMuOfb+zeRfJFd8waSf8vevwfJ37L3f5HkJ0ne3T5zGvcrAPwDG+ezWwuE5NUkL7XXP0zy4yTfB2U1QLjPm0n+kf3kzzo6jju6UulYwt+BNkxah9sAPEpEHgTgiQD+47bHkHwMtEHYQ0XkgQBeLCJvAnAtgB8UkYtF5P/5RUjeA0o8+P12/OO3mQC1a+BrATxRRP4ulJLoX4RDPmtjeyWAf2vv/Tso59uDALwVwDcsXPr5AH7bxvnSDfe/AMCLoMrkUQCiK+/nAbxURB4M4PtR9+/p6DjW6NxfHXuC5CugdOSnTBDuAHi5cTiN0F4YLdYd80goZ9WXASD0A1mHb4O64W7c8njHNwO4UUQ+bn9fBeCZ0J45AOBMzR8E8H32+juhJIcQkXeS/PyW91rCQwG8V0Q+AwDU7oVxDR6gXkYAwFeTvMu5TtPf0bENulLpWMJHoDtoAICIPNPcQNfaW88GcCuAB0Kt3b9auMa6Y4jNHQBb7Pf4eN4mfMV+jyj/B2fSVXAXtcV/h/B63bgTgIdFi6yj46Sgu786lvAeAHcgGd1FdwqvvwbALdYT4ylQhuAW6475TQA/Qu2xDpJ3tfe/AOAuC9f5fQDfRfK+zfF74WMALiL5jfb3UwC8b49zfgfAE+w+jwbwtQvHtOO8CcDFJBPJ+6D0B/kAgEtJ3o3ayya67X4TwLP8D7PmOjpOBLpS6ZhBlLr6e6HC/EaSfwh1Hz3PDvkFAE8l+QdQl86XFi6zeIyIvBPa8+Rao+H3eMZrAbzKA/VhLJ8B8M8AvIXk9QDesGbYjyB5s/9AWyb/MID/RvIGaIvoV6051/EiAI8meR2Ax0A7E7YuqQ8B2LWkgWdDG2XdCOAGAC+BxaJE5BYAL4QqxXehjlH9KwCXUFvq/gm07XFHx4lAp77v6DBYdthofVoeBuCV1g63o6NjS/SYSkdHwTcAeCPJBOAUgGec5fF0dBw7dEulo6Ojo+PA0GMqHR0dHR0Hhq5UOjo6OjoODF2pdHR0dHQcGLpS6ejo6Og4MHSl0tHR0dFxYPj/VV6AzVLWbN0AAAAASUVORK5CYII=\n",
"text/plain": [
"
"
]
},
"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",
"
\n",
"
name
value
error
unit
min
max
frozen
\n",
"
str9
float64
float64
str14
float64
float64
bool
\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
\n",
"
"
],
"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": {
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\n",
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