{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
\n", "\n", "**This is a fixed-text formatted version of a Jupyter notebook**\n", "\n", "- Try online[![Binder](https://static.mybinder.org/badge.svg)](https://mybinder.org/v2/gh/gammapy/gammapy-webpage/v0.19?urlpath=lab/tree/tutorials/analysis/3D/analysis_3d.ipynb)\n", "- You may download all the notebooks in the documentation as a\n", "[tar file](../../../_downloads/notebooks-0.19.tar).\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 detailed 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": { "execution": { "iopub.execute_input": "2021-11-22T21:04:57.822495Z", "iopub.status.busy": "2021-11-22T21:04:57.821552Z", "iopub.status.idle": "2021-11-22T21:04:58.527277Z", "shell.execute_reply": "2021-11-22T21:04:58.527450Z" } }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import astropy.units as u\n", "from pathlib import Path\n", "from regions import CircleSkyRegion\n", "from scipy.stats import norm\n", "from gammapy.analysis import Analysis, AnalysisConfig\n", "from gammapy.modeling.models import (\n", " SkyModel,\n", " ExpCutoffPowerLawSpectralModel,\n", " PointSpatialModel,\n", " FoVBackgroundModel,\n", " Models,\n", ")\n", "from gammapy.modeling import Fit\n", "from gammapy.maps import Map\n", "from gammapy.estimators import ExcessMapEstimator\n", "from gammapy.datasets import MapDataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analysis configuration" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this section we select observations and define the analysis geometries, irrespective of joint/stacked analysis. For configuration of the analysis, we will programmatically build a config file from scratch." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:04:58.533291Z", "iopub.status.busy": "2021-11-22T21:04:58.532971Z", "iopub.status.idle": "2021-11-22T21:04:58.534468Z", "shell.execute_reply": "2021-11-22T21:04:58.534645Z" } }, "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: $GAMMAPY_DATA/hess-dl3-dr1\n", " obs_ids: []\n", " obs_file: null\n", " obs_cone: {frame: null, lon: null, lat: null, radius: null}\n", " obs_time: {start: null, stop: null}\n", " required_irf: [aeff, edisp, psf, bkg]\n", " datasets:\n", " type: 1d\n", " stack: true\n", " geom:\n", " wcs:\n", " skydir: {frame: null, lon: null, lat: null}\n", " binsize: 0.02 deg\n", " width: {width: 5.0 deg, height: 5.0 deg}\n", " binsize_irf: 0.2 deg\n", " selection: {offset_max: 2.5 deg}\n", " axes:\n", " energy: {min: 1.0 TeV, max: 10.0 TeV, nbins: 5}\n", " energy_true: {min: 0.5 TeV, max: 20.0 TeV, nbins: 16}\n", " map_selection: [counts, exposure, background, psf, edisp]\n", " background:\n", " method: null\n", " exclusion: null\n", " parameters: {}\n", " safe_mask:\n", " methods: [aeff-default]\n", " parameters: {}\n", " on_region: {frame: null, lon: null, lat: null, radius: null}\n", " containment_correction: true\n", " fit:\n", " fit_range: {min: null, max: null}\n", " flux_points:\n", " energy: {min: null, max: null, nbins: null}\n", " source: source\n", " parameters: {selection_optional: all}\n", " excess_map:\n", " correlation_radius: 0.1 deg\n", " parameters: {}\n", " energy_edges: {min: null, max: null, nbins: null}\n", " light_curve:\n", " time_intervals: {start: null, stop: null}\n", " energy_edges: {min: null, max: null, nbins: null}\n", " source: source\n", " parameters: {selection_optional: all}\n", " \n" ] } ], "source": [ "config = AnalysisConfig()\n", "# The config file is now empty, with only a few defaults specified.\n", "print(config)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:04:58.536562Z", "iopub.status.busy": "2021-11-22T21:04:58.536289Z", "iopub.status.idle": "2021-11-22T21:04:58.537537Z", "shell.execute_reply": "2021-11-22T21:04:58.537728Z" } }, "outputs": [], "source": [ "# Selecting the observations\n", "config.observations.datastore = \"$GAMMAPY_DATA/cta-1dc/index/gps/\"\n", "config.observations.obs_ids = [110380, 111140, 111159]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:04:58.541402Z", "iopub.status.busy": "2021-11-22T21:04:58.541069Z", "iopub.status.idle": "2021-11-22T21:04:58.542106Z", "shell.execute_reply": "2021-11-22T21:04:58.542261Z" } }, "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.width = {\"width\": \"10 deg\", \"height\": \"8 deg\"}\n", "config.datasets.geom.wcs.binsize = \"0.02 deg\"\n", "\n", "# Cutout size (for the run-wise event selection)\n", "config.datasets.geom.selection.offset_max = 3.5 * u.deg\n", "config.datasets.safe_mask.methods = [\"aeff-default\", \"offset-max\"]\n", "\n", "# We now fix the energy axis for the counts map - (the reconstructed energy binning)\n", "config.datasets.geom.axes.energy.min = \"0.1 TeV\"\n", "config.datasets.geom.axes.energy.max = \"10 TeV\"\n", "config.datasets.geom.axes.energy.nbins = 10\n", "\n", "# We now fix the energy axis for the IRF maps (exposure, etc) - (the true energy 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": { "execution": { "iopub.execute_input": "2021-11-22T21:04:58.547206Z", "iopub.status.busy": "2021-11-22T21:04:58.546797Z", "iopub.status.idle": "2021-11-22T21:04:58.548228Z", "shell.execute_reply": "2021-11-22T21:04:58.548403Z" } }, "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", " required_irf: [aeff, edisp, psf, bkg]\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", " width: {width: 10.0 deg, height: 8.0 deg}\n", " binsize_irf: 0.2 deg\n", " selection: {offset_max: 3.5 deg}\n", " axes:\n", " energy: {min: 0.1 TeV, max: 10.0 TeV, nbins: 10}\n", " energy_true: {min: 0.08 TeV, max: 12.0 TeV, nbins: 14}\n", " map_selection: [counts, exposure, background, psf, edisp]\n", " background:\n", " method: null\n", " exclusion: null\n", " parameters: {}\n", " safe_mask:\n", " methods: [aeff-default, offset-max]\n", " parameters: {}\n", " on_region: {frame: null, lon: null, lat: null, radius: null}\n", " containment_correction: true\n", " fit:\n", " fit_range: {min: null, max: null}\n", " flux_points:\n", " energy: {min: null, max: null, nbins: null}\n", " source: source\n", " parameters: {selection_optional: all}\n", " excess_map:\n", " correlation_radius: 0.1 deg\n", " parameters: {}\n", " energy_edges: {min: null, max: null, nbins: null}\n", " light_curve:\n", " time_intervals: {start: null, stop: null}\n", " energy_edges: {min: null, max: null, nbins: null}\n", " source: source\n", " parameters: {selection_optional: all}\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": { "execution": { "iopub.execute_input": "2021-11-22T21:04:58.551390Z", "iopub.status.busy": "2021-11-22T21:04:58.551101Z", "iopub.status.idle": "2021-11-22T21:04:58.552138Z", "shell.execute_reply": "2021-11-22T21:04:58.552377Z" } }, "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": { "execution": { "iopub.execute_input": "2021-11-22T21:04:58.556739Z", "iopub.status.busy": "2021-11-22T21:04:58.554006Z", "iopub.status.idle": "2021-11-22T21:04:58.560736Z", "shell.execute_reply": "2021-11-22T21:04:58.560907Z" } }, "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": { "execution": { "iopub.execute_input": "2021-11-22T21:04:58.568285Z", "iopub.status.busy": "2021-11-22T21:04:58.567974Z", "iopub.status.idle": "2021-11-22T21:04:58.569169Z", "shell.execute_reply": "2021-11-22T21:04:58.569366Z" } }, "outputs": [], "source": [ "# Reading yaml file:\n", "config_stacked = AnalysisConfig.read(path=path / \"config_stack.yaml\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:04:58.571177Z", "iopub.status.busy": "2021-11-22T21:04:58.570883Z", "iopub.status.idle": "2021-11-22T21:04:58.572304Z", "shell.execute_reply": "2021-11-22T21:04:58.572523Z" } }, "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": { "execution": { "iopub.execute_input": "2021-11-22T21:04:58.574454Z", "iopub.status.busy": "2021-11-22T21:04:58.574146Z", "iopub.status.idle": "2021-11-22T21:05:05.707183Z", "shell.execute_reply": "2021-11-22T21:05:05.707416Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Fetching observations.\n", "No HDU found matching: OBS_ID = 110380, HDU_TYPE = rad_max, HDU_CLASS = None\n", "No HDU found matching: OBS_ID = 111140, HDU_TYPE = rad_max, HDU_CLASS = None\n", "No HDU found matching: OBS_ID = 111159, HDU_TYPE = rad_max, HDU_CLASS = None\n", "Number of selected observations: 3\n", "Creating reference dataset and makers.\n", "Creating the background Maker.\n", "No background maker set. Check configuration.\n", "Start the data reduction loop.\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "No default thresholds defined for obs 110380\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "No default thresholds defined for obs 111140\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "No default thresholds defined for obs 111159\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 6.14 s, sys: 993 ms, total: 7.13 s\n", "Wall time: 7.13 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": { "execution": { "iopub.execute_input": "2021-11-22T21:05:05.709563Z", "iopub.status.busy": "2021-11-22T21:05:05.709240Z", "iopub.status.idle": "2021-11-22T21:05:05.740078Z", "shell.execute_reply": "2021-11-22T21:05:05.740318Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MapDataset\n", "----------\n", "\n", " Name : stacked \n", "\n", " Total counts : 121241 \n", " Total background counts : 108043.52\n", " Total excess counts : 13197.48\n", "\n", " Predicted counts : 108043.52\n", " Predicted background counts : 108043.52\n", " Predicted excess counts : nan\n", "\n", " Exposure min : 6.28e+07 m2 s\n", " Exposure max : 1.90e+10 m2 s\n", "\n", " Number of total bins : 2000000 \n", " Number of fit bins : 1411180 \n", "\n", " Fit statistic type : cash\n", " Fit statistic value (-2 log(L)) : nan\n", "\n", " Number of models : 0 \n", " Number of parameters : 0\n", " Number of free parameters : 0\n", "\n", "\n" ] } ], "source": [ "dataset_stacked = analysis_stacked.datasets[\"stacked\"]\n", "print(dataset_stacked)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:05:05.742417Z", "iopub.status.busy": "2021-11-22T21:05:05.742114Z", "iopub.status.idle": "2021-11-22T21:05:06.006851Z", "shell.execute_reply": "2021-11-22T21:05:06.006635Z" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "819c8ce021474f558188cc60587bc354", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(SelectionSlider(continuous_update=False, description='Select energy:', layout=Layout(wid…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# To plot a smooth counts map\n", "dataset_stacked.counts.smooth(0.02 * u.deg).plot_interactive(add_cbar=True)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:05:06.009506Z", "iopub.status.busy": "2021-11-22T21:05:06.009198Z", "iopub.status.idle": "2021-11-22T21:05:06.150828Z", "shell.execute_reply": "2021-11-22T21:05:06.151044Z" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "1410dd9b960542b49ad9d482ad83cba3", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(SelectionSlider(continuous_update=False, description='Select energy:', layout=Layout(wid…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# And the background map\n", "dataset_stacked.background.plot_interactive(add_cbar=True)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:05:06.153787Z", "iopub.status.busy": "2021-11-22T21:05:06.153487Z", "iopub.status.idle": "2021-11-22T21:05:06.344945Z", "shell.execute_reply": "2021-11-22T21:05:06.345135Z" } }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWgAAAEJCAYAAAC5Tb0qAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAACvt0lEQVR4nO39e7RlW17XCX7n2vvsc+JE3EsCSaKQYCaWXZQyBHmoLbYiapkg7QN1iGDatM+yhfbFQKG6LR/l8NHikPYxrBTBNMHCEtJHUQhlqYgPQDKzeIiptkWiJKBpJt68N+LEPvusvWb/Mddnze/8nXXiRtx74pwTEes3xo4Te6+15ppzrrm+8ze/v8dMOWctssgiiyxy86S77gosssgiiywyLwtAL7LIIovcUFkAepFFFlnkhsoC0IssssgiN1QWgF5kkUUWuaGyAPQiiyyyyA2VKwfolNIqpfS/p5S+afz+USmlf5BS+tsppTtXXZ9FFllkkZsq16FB/05J77bv/09JXyzpqyT9+muozyKLLLLIjZQrBeiU0usl/VIVMEZWkobxk66yPi8nKaW3XXcdHoc8je16GtskPZ3tehrb9LgkXWUkYUrpGyT9MUnPSfqSnPPnpJR+kqS3SfqgpM/POb90ZRV6GUkp3cs5377uely2PI3tehrbJD2d7XrS2vSmN70pv//973+oc9/5znd+a875TZd17/VlFfRyklL6HEnvyzm/M6X0Gfyec/53kn7eVdVjkUUWWeRR5P3vf7/e8Y5//lDnprR67WXe+8oAWtKnS/plKaXPlnQk6fmU0tfmnF+Wdx6XRJ8rSZ10/OGPt56THEp6XUrXlqwEvier8D9S4aS6cCzb+c5ZcZ1fm1Q6/yNTyn6dX58kpSQNuVw7V34af9/b91gnv9br7R2a7Lccjrl4m/0enO/PKul8Hw1WV79vCt9z+H7R/fx3+jiP912FtvKhXqtU+leSci79vFfbXwjtis85tkM6/6zSzPkXyVUO8qt8rz642Wi3253YT2/POb/50UrJkvrLrNZDy5VSHNNNiwb9JTnnz3nUa1+XUv61l16jq5W9zoPUyr4DgoDKVtLZ+NvR+InGg9X4+6GkbjzYD+Xa3XiPg/Fcytva9QdjGYeqL/R+vHaQtBnLX4fjZ2Nb1vYbv/NXY7mbsd4AWjf+5mU64O1VwY5r1500DOV14bML51Pegf1+pvqKeX/HCQ8QX43Xe317qzfgeyrp/viXZ3Bn/Ms523D8SNKmk1In5UG6P5QyOM/rcDi2hzHj/aTxGH3PtYP9zjGfqGXXcuzMfl/p6ZHv+JRP0Tve8Y5XZdv61E/9lPyOd/zThzo3pVvvzDl/6qu5n8tVatCLqAUwqQIKmlc8j88uHIuAfiTTnkaAXkvaDBVQDsb7OmjFsraqwOIvbjfWgXrwsnO9g9iptQ2AlVoQoK6ACYAGGEXht2Go95400vHv3OThYAfIe/35jo4ECK/Ga/18v2Y1nhsnBCYcb+Part+O120GaTXUiXFj5/qEg9DGldpnQx071QmYOjN2OJ9x4M/E+2IVro/Hn13xNezVyrUAdM752yR923Xc+7rEX5rB/qJ9oi1J5QX2F8uHBi+tgyvAADge9tJqXYC6GypoOZhRFstygCIKvw0qwEHdoqbJOYAc93LQjOWj/aLZOrDRRw5yEbh9AnDwpI6u8XpdmSiGcJxretVJylceUZgg1prXWGXHmeBOQ3up/5HaZ8jKybX+tdpVAUAuVW2f473qqsHv5/eU9RV1jVQSv89p4M+WXF7rU0qvUfFk+wSVYfYbc87fMXfuokFfgTDwpfIC+QshlYcABSC12qgDIeJAxUvZjb9PIDfUslxz9fIBP5beUTujPkwE1MfpEYAzvsTOw0bNjO9OkVAWYOI0B5MYQDf9HQvshjpheZ9xbyYK+klqtU/OnZO4Upnjtv14snrQJiZQqdXSkXVXVz2bQUpje1jt9DoP/E6RXWSDcLAfVMGbsSK148tXWrEcfy7Pnly6Bv2Vkr4l5/yrU0obSccXnbgA9GMUpw+cYohL2oPxL/wq10ZwohxfsvJ0N6rL69V48lkv3VPhN6VKI0BVwIvyce3Sl9Ro17ykaN2c68vmeI3UaoGr8JFaftdNMd7WCBDrTlqP7ex3let1zRU+HYB2LTyrTg5JlevlWue93XjI5ODaqQMovDT32djvTrko/H/VFdvBMEgHY3ugWZisTtXCRLI6en/uVY2ETLqd1SG2KdpAvJ0cl85PLM+WXE7LU0rPq3itfaEk5ZydOTwnC0A/JplbjvuL5C985ASlVkOSWhD0oQL4ODivOmlvWhi8MmWgmeGFETV66u9aP6DVj/c6VQVo99RwDWzOi4Q2u+bmbY3nRo+M+Jrsh3ZJT73p1wP77pqj1xvx9vsk4hp5c+9Qb+fl3QDrBlTvk5czxtHnkV5Y2V8fU3P191WV2wu83mu1k77fn7LO1PL7T5Mh8eXlkbw4XptSeod9f0vO+S32/eMk/SdJX5NS+kRJ75T0O3PO9+YKWwD6MYi/iGhobgz0JaS/hP1Q6YUHGYk29vvB+Nl00mZTtLC+l/Z90ZxfUAGLtZUDKEfNKYKfg4hraz5U3Yi4UQVFOGs8RuIy38GSfomTz0Xcbz9WbthVw9tWpb1e52h4dXGD5Ep1IvDnErladyt0I6fTBb2kE5WVCwIoMln2dt3BWEi/q+33VcxmrJtTHs6Nu+bs4OqrLurm36MB2Fc5TAi+cnKDtffDswPUD61Bv/9lvDjWkj5Z0hfnnL8rpfSVkn6/pP/3RScv8hjEXwB4Zwc29w7YqVIfUrusdfeqrHkXu+a+g7TbFSA4UfnLy8mLxSThHLQb5gABr6/TBO4F4mVsVF9qDFiDHTuytvty34GUv06RuKbbz/w9UetG54CDVsgkgVB+dM3jOc1x55TJc6WvZN/PVJ+n00BeBs/kUFU7pZ3ubcHkG+0PcTKb83oZVCchzZxPn9MGN9ZuVSdU5+x9TPj1Tz9IXyoH/V5J7805f9f4/RtUAHpWFoB+DBIDI6JLGUvFU9VB75wnL2nU3k7tWn/xsqTdIA3bqlFCbFGO39dpA3cvo458dwBCK153o9fBUACXc6IhjjYBMsdW58gnxwnnInBAdvYXqmVv1zKRALjRpTB6niCcd2pluQvfqUrfRmrEgc/7zGkkpFOriTIRuOvlkVpwdqrBJz76cW/HnM7w+r2cn7OfA5/Ps3S+2icQyno2QPpyADrn/B9SSj+cUvovc87/WtIvlPQvLzp/AehLlMlXV+c9BPyFigYltDunQZAzVa2Va6LrFUtmNDPAaE4LpAzXlk9VwZVjO7XAN9VrqGVEAIP3RWMe7Lvzt+5BAljN0RKu9fn1naq7GhSKUywEg9A30b/ZPUIA/0hVAFgO5mcq1AW/R68OfmPFxLPaWd1wpwRkt1Z2ZDnxpKF/mXBpc/RV95WA15myfTw4reMTYArnRV6a33x186qiQJ4IuXQvji+W9HWjB8cPSvq/X3TiAtCvQiKQRqNYdFkCBHiJOI7F/lCVBkADPZop2+9Lma4pcq57ZkS+ERByqiAapdzotgrnndOs1Ro83aMj0juuAbr2jjcF10QjJUAA4KDNurZ4qKKt3+mK69pZXzVtyoruaHN+2vQloArQUhZeH/7aUsdD6xfvZ9wppfPBJm6IdHdBpzTcDZNJSlae0w/85pGOTKjPqRUfL4yZ6GqH+Bikva7lP71eHpfXspzz90h6qGjDBaBfoTgFIZVB6oEFHrjgS3WpvgyHdr5rmcmuHdSCtGuDTodQrr+ogINTLf7AecG6me/+4VovywEYiYDP+Rjx3MPC6ZsYeehGVu9D7+85v1zKPpJ0NM50+772I8e5LnpVRA+PnSpYco675Plz9cnE+yS61uFtw70J70YYF2u7PlIq/gyZMGMAEW3EFkFbNqoavdQGH9HHHhEZ85G4AhJXEE6DPF1yfbk4FoB+FTLnduWACdC6i1g06ETgiRzfRvXlceD18pyP9rpE97Vu5jzu5cl1HJzjsbmlvQMV4OQUiRvPaFM0dnq51Nfr2EmTn3C8xv9GisjP5bhrrpHawGcYWkpqNVNfMTg3q3DOHC2AUEfK8WMH4bhHlUaax42AF4m3O9ZlzsgYV4DRtTMauqMn0NMb0HI9LVoA+hUIYODJdJxaQFODsnBwcy4wzsm8iGiNRyqgRFKdYajBGPGlci7YtVg3jEX6AZ7SDXyUh291p7pkdy8NyvfgFue/HfxwL8P1DHBGS/OAEAeEnf2/k6Y8HA6KXL+SdFtGAwz1fPrgcBztQ181+xgh4FoymjMaJ9GWTJjOU0vVFdGjMukXwBZunN+ldiXi4A6N48Ewbjx1msz5do75c51zh8Rg6d4ce7X34xrEV1xzFF4K358OecZycTzJEpeBUssrA5Ie2ecDPC4bAQiivPCZnV6CTjpYa/JvHnY1KENq+T8epgeKRJolaqZMNO5P6+AfKQ3EQ6rdILVXmyPC70U7OccNel4G9ALfOe78OO0F8OjvSYPfFYB2iiCGvzs3LdW+xIjHuf5Mj9TSAvQRY+JIhQNH24dm2IXyXKuNVBH9tLWP2yQYV+6tgjbtExr1vqXWS8Qz5K2tfowZ75M5t06nOKR2JcVk8PSB9ALQN1580McX7ExV63LO1IGNl9B9ieeW45IZY2xcdF1xczsYqoubdH6Zyf8xOHrQQlwykwPEVwRS9exAY3fNTKqGOvf+YJLxUGdvu7vlnar1uoA6kCpgeEALmiP9n8brOAdwBWBWQ+W3AWgy+7nxLrqxxSU9YMcEwG/+unq49UaF/2ZCPd21EXh+nWvqPvnMnSdV2ui2KvA6uLv9IPLE1A2QR2v2iEen0HjufKJPOiueOe3aQXoB6FcnC0A/pEReOUa5ARycI503qEjzfF/MF9FwsUPxRFjZm+Bar7uoOSC5u5TTB9TfeUa0xs2mfCTpeJAOTspxchU7uPECHqt6RvgxXvaYKyK6+LnvdBT3YqAP0eiYFFiOu9btvsUYJ8mJ7UmpPCIz8ur8JrUgHlcUTNaydnTdOJmupdWu9ru73Xl6Vc914UIU4ZGqsY9VCvd1ykM67/Ez551xLGm1LgZU6TwP31lZHHc3UH+mUdDMpZaierJlMRLeaHGAcP9QBjYA4N4Sc54BzsfyyAFYlsdzYLXvW8NgrJOs3BNV4MAfFzB04O503uMCUGF5fjxIu23VigE76g7FEAUfbKeBqCugBF0QczS7xhopAIDOfZNdO/VgFHdj26mEvA8qLmav0bixgfUB93YvD+7Nd/dMiasSaJ0zFc2568rEGo3CTKJxMna+em7VBVjfVxWes4Oi1NoBKAN7yEoFnA83Ut8Vykx2bvQQce4agHYefbBzvBzpafKPXjjoGyv+srhmDFi5Achfan+RHbjxpfVzGfS3AkD2fcnPMedj7fWj7K2kl1TB3gGEgJfo4sYL1kla76r2JxWAAcxXavlc1zbdaOdLaK8DmdhWduyOKoBDi2BE9chDhH70LHRujIsBFz55EfZO/ag3Kw6fGFwzjEEbaJNMIK6pkvNktavH8ApBo2dMRH/yBwl99pzVOa7OuJ8b/6JXURQos9UwP9EyuUVwPlwXu8hZXwyu0vmJaG6Ce7JlAegbLa6pxaAQaf7x+YvvvKJrik6ZpK4FSC/H/Z9l10btEw3SX2BfnEU+lPDgrcqLqq2m3MT7fj6rnlRBg8nJJzGWwweqgRnc0+mAOIGgXQLsDhrcgwkODd4nDO+Tlf3OvdF0McZCgTioSxWkYxCG3yf2P88Gbl0z13j7pXaFxf+jrubtAyT7cC11dy8dN/R526Z7zwzYuT6L9FinSrfloU5CLwdfTz7VcXm1Tyn9kIoutZfUPyi50gLQDxDnGaXWnxctmAEcqQkGd0yCJFXfZgeyg3X11gCg2RFFmjF4hfvFOiOu4XndpOrF4Endz+xk18Io28U5Xjfy4Y6HhwZc6VqVJ3aw6SXdVWtcfE513z5J6voKzHdVXfyeUwt6LOU3qn3Pb7QFr4hozHReN9Izblj158kkB13lWqd7V0QDIwDrWn4MMvLJEfD1wBefRNxoTd/wf9eoO1Xumf0QY+Iqp1echpkmAFZ4Q53wXFFxzjuuLp9MeSwUxy/IOb//5U5aAPplxLUktDAis3w5H3lPNyK6psNAx9jVaQxvNmBGu1l1Uu6kNLQaEC9NmilzUPsyXTSsAAnqjDUfiiFy5NErIxoEo3YYfZXX9n+0O+rgSY961Wi33SCtxwZwbKcC0HdVQfhYlZ6Y/JBH9D8c6/Ihqs/KfcXd4HVg1x+r+qE7zUS9PdDFw+QvmjSd6vKVi5fpWnS8nvFEW6W6SfAEpF0dO5Tn4MgYXUk66EsbMADPKRvuJ+/3QOgH56Cpb6QGn3yqY6E4bpRc9LL5EpoXmgEMgKCZAQgubuDixY20BkEW+6Fe438dnBFeVEDa6ws/GdsTl+lRgwOA/b60FbBxI1usF2DAJgIYpNCaY94Q+NpONUgD4ZqdHcOrgUCS51R9kFdddc8bJD1vbZDqasT9iQH5I0nHmxoujrscwUKnOm9LcKB3bt7D9+m33v56wilXBJweQyJH7v7jw/gP/cTz8zD1ztrMs/Y9Ev1+gPSRfU+qNJz3pU8qjCcfg7T7yQXpR/LieLmE/RT4v6aUsqT/Yeb4JAtAP0AYsB5ttlIBgUFtyDJaqBsQV/ZxEIxgliJyqoAzS1HXYn2JzGW4jgHOc4Eirk1hFPTleuRS+c2T/tB+fseHN0avMfHwOdzYBLRrKQFf6gOSTHb3VF98BzUmHTxnaA992w9l1dF11QDmy+6VKsDyDHznleONdHxcAfqsr9rpMD7gM7X0As9nLn9z1L792XibvX+jVsq1fo6vkjxVKM+D1UPko31ynVv1xGRbPlbyUCYsqY4Dz0Hj16/V9pHf+8kD6Yeu8csl7JekT885/2hK6XWS/l5K6V/lnL997sQFoGfE8dIjxhCAx93EACrXEqKBJwrLxoO1pv31AIE8tOc5p+10w8b+v1qPL23fgri/xLzI7j7l4EzZHsDCS+6anXsx+HLf27Ue67QeP8NQgmw2/fmUmfQrS+xYLnV0WglD4bGq5jpFsfXFQ8GNlBvTirdb6WTXpmh1P+aVvRloztAHXVeoFy97CH9j/pXorga4QsvEcXMQzvExRvmuwcYx6isqrvGoQB+vMYjJtfu4KtoNanZ/AaShoFAEfOLxvSGfTLlcDjrn/KPj3/ellP6mpJ8paQHoh5HIsUYjmfNq/hLym+8c4hplHJy8GKt1yz1DbfRDe65zp7yMkdvrxuudpuhCGWeqIBBfaqn1lfa2bFTNzvCnTvE4CEXBZZCJh6b5sI+GLtJkblWDNTA83raynTKizIkaGcrkJxUt/taxdOuo1KPrpO2uNXJNHjDj6mXKf7ItoeNTW8biL/IZpl7SeR90X3U53xs9bdxY6fmjne93OkXWl+6HTkDPXJ6TaFdgAobW8nQCUp38fLUTowl9hcd1bE7sNprYTzdfLgegU0q3JXU555fG///Xkv7wRecvAG0SmQYPfuA4Wl7UZtFOI28XOcSYl1l9uwTd923gAy+Eu+P50tEDBnZDq00xyThY7FSTzrtf8CqUTSCHTy6HKsY5vDe4t+/+4S6BW0mpl/Z31Rjb8AVGu4Ma8BXBqQrH/IJann+juou51BqudkPbtqSymkAb9mhM8mTQR/T3StKBcVpQTbyePGf6dW4FEic+p4dwIXRO2u8fny0RnlLh8J0e2tv58V7OCUcQd6Vjb3/Pwl/aFVOmegKwi0K//VpXdp5MuVQN+iMl/c2UklQe31/LOX/LRScvAB0kGjL80cwBOFqHa7YHF5yPTFwp9zL1id+dR3Yu0Mu+6MV0zthfRvcD9i2xAL64QoiTC7+xBGYpy3GoCacnqENngCi1ATNcj5ubB554LpA4UZLp72CkT4Zdu0qgnupL1NzOjQnWXu9LwLKzc5ko0YSj25iX4+Mh2Xl+flzuR17az3MD8makViI4YlxF3Fbhv0fvED8/21+vVxzfjMUHeZogbkz2d+jJjDC8HIDOOf+gpE982PMXgB7FX1SWjmgoCFpsXL46N+jHpfOaCr/5Jp28SM4F3lWbPxmt0T0OAI25e/DdeV7cqih7a2V2KtSBewU4uEutAczb7Ro3x9jFgxfak9w7dUK2NtpFeDr1cK+NpHbiApzX9pDWY6d5sp5OI52xK9oo5x+spef7dvdxog7ZgYT6rtZlktkN7TZl3i7XpGm7G3ijnUL2u1MHzbFhfEbUedv6nPu1boxmEnaawjl+r6+vtPY6X5dB1RAY/brdXZG/bqugHUin1rslumfeTFlycVyruNbo1nypfRmitgVf5wMckPGlftR4ALchXAs36fmTs/3Ox8uU2qW2AyovCiDovC73dy8OTyQEwMXlLZ4bvMj8habJY70/qJo3grBueORjFU+J9VrabKuvM0APuPkWYPQTbelUjI1S1TK7rvK2LvTziYqBa9MXoD7cFNpj0xdvj/uhfFzSjlS57N1IcMeUoxhMo7gWSYi2rzxot9M2lD3RYdviVUJ5EeCdE/YVyk4VKLP9TjlSS1E45UK9vP6cH/ewpDxXXOIKyv9GZejJkMszEj6KPPMA7ZpEHCy+N1uMIJOq5doHuRt13CeVXBho5v6Cs6wnRzLpNjF28fKjBUfjmgOr89Wy87YqmvPWzvOcHXPLzjktmmv5xElqrwLQL6gAHhp61D9IzLTZSP22zZwmVS3rlrVTqpOXxjKP+wKyaJi+1I4ub5P2PxRtmmtSVwAaLd7rOnGqXf2+Un0WcfXjk7Qb3+grNHXXzo8lHXfFw2QYpGFbVw1QPMNJOzlHtzyv6+RBY/Wi3pwfDXYHdt3cqiwCBX00p71L52kXJFIvXTh2M2VJlnQtMjeTx8Hp/CxaVB7K0tMHofvZ+kseAwekuvyMA5XfSXrkCY7cCOeh2QQdeFkeYkx9fJmKe+BtVXDf23HaTn1kZc+Bl/OXD1paQxmdSjrZVo8VB10mPSY+97vmGTmVvJa0tkr5yoDrOlWA7fHCGDlrDxDifF4K58n7vj1vbX0EVeSTpWuUACHjwp8X4wvqxe8TPWNYzVFupEP8r1Rd7Th3zjDZh/Pju0BdPeDJ+yEqLfQNbWVS8eOUF3djudmyAPS1iA8UN26hEUbvAiLUeF4Pemxwkc658Xu8zr0DyLwGuBHS61sXcT25NDyvhxsVXYPkxYFuuKN2AHhUGS8xLld84rLeX2jn4cl9cVutK55TLXfGrG+uKfpqYg4MHKR5Lp75L3LaLnELrNW6TrrroVAdeJp4P/cqYM7/uS8TyamqC93a/nI9oOWAxDlHKv7a7moZ3d+YANGKo9ZJP0U3R7dXeN/1KmPMDdWI+187tReNfbTLA5mo42ZsE8/DFZ4YuDJnRL2ZsgD0lUscuCz9HBzQkgdJXd8aewC0uUfHiwMXPcdRRoBjKQz14Bq5v2hoRtQFwAMEDlU1NvI4D6rGOTRnd5eSWjAHKH2S4MX1dJ8Ea/R23ZGkD7PvDqpo8lA5t8L1Uruq8FUOfeCTxGYsJ43ACm9Pn63DOpvyjsZowc0Y5Qjtsd1Kd7c1gIV6S+e9Itw4fBDbYJSIhvPAxirmaNScCeTxLHORevIgHp9AHTx9RQfYHkpTuL00bgemtk7uBRR3r4mUHpPRnKfPemxT12l64DENbDQ0+0RwM3npxUh45RI5MLTDCKKuZRAa7G5HPtCjdhPLifeP1n+nKBD3juAcB6utWrc9DHbOgTt48sLOaZheF5ah1DPymZTpCZsQpwm8v1ih8AGk5nhUf1mjxkWbcKlzOsmNYWtVnnk/GNh3dfcYIgsBxr6vGqPv0OJZBKkHwAa143QWwTBkJKT/mKw3Kto7E0RMMeu89kXiNgLq4QEp4v+dmmRcq7W06luvIS8ToPdn4QA7Jw7oMaHS3LnRRvOgd+f6ZeGgr12iMWwVjkmt65TzgwxO13YBENeCHOAGVSPkJpQzqN3Q1N2fvG57FZDzCQMO+L4qsKANHqilHCL/55NGpBfQonmB4avd6MTEQeg1dYRXjzlNYh+6hjhlpQt9dk9tEqWYNXAY73+sAr4eQi8V8ACYNxtNQSzZAHo93syX52i91IN7ubHtntUla6RNVO5x2NdyVipa5mYjHR5VP+4+KGnO+3rkp0/IjBV/Xr66YJJyV8RVV/N0+KTpt/eJl8n6UO17EvPKMBlMk934N9JsHoFLG1j13DztGVkA+srEl81Sq4VIrWbrvLRTDL1aIGNpjwZBrgYG8aDzGosDtBumOMfzPztP7oYgXNd4UQFD1+x5uZg8fAkbOWXXnGT3R9bjC+j1ZcnrfQH1wQsc+U60YvoWMI4BM4APE5Z7QfBCOxXhHGiT4EjVawSDHJpenjtnWydant2RavQjExOrDPrRXSk3KtrzQVdBmkk+StSgpXbsuGaL+OQR4SMqHFMa0nEigKpAsfByXGP21ZfG9p/ZMTekUj7Rlx5Z626oUu0HXyV5WTePk14A+soEjRDtxPeTk+rLB//mL8KBytZU5GTwpf6BWu4RjjdmMvMMatEgI6sb9/elK+DAPXyiQYtzWsEHfKdWW+dv5H+JgDtTq8UnlWRH1NGX087V71VfQPoRrtjrjtGQ77dUt1Q67quxlOdDnfClvqMKLu7F0Ktob6c7NWHacKNkD2TvQKTvRyqka10suSeUjNSufNwbgmfkgTKSGZfHOu52mtLJ7k2D3g+V/3cFIkbzuV0ivsTRcLviPkOZjHZD62njmnQca4AwYxm7Bho9OT18olR/3v3UKZA5gTOnPtJNAumF4rgycQ6XhO9SXeb5oOf/7mp0IFsu7lpt9kzS2dBqSB6ZN2dmiK5Ug0Yg6KqHgmtOPnFQvgMB0YAApU8A0TsAcb5YqmBAn/DC7NXmPXajYR8+lOsg5tQAv52M5XzI+HfTSbcJyjgpXCntpO4xHwdlM5mQu/iwbzXPYQTFg13lfV2TBiS32wqKvipApnEQ+pRV1EZ1xSJVt0yW8hPQ9tLZ3fNaY4y8c+8ZVhzu1TH3jGXn7UeUJc8Lni4O/KwUfHzx7J26o/08R8aIU2aUGz2YPL+LT/DUOXoD3Sy5PIBOKa0kvUPSj+ScP+dB5z5zAI2wvPNlFjwY0Wi8GH6uVDURNxS6n7NrAxyby+nBCwAl0VkZ3VCX6Z0qUCMxWg4BwOCc47IyrghcC8cP1vN58OKfjB/omFtWB3yBeel3Vh4v/4nObxM2qAW1iaMf2324kU5MAwYk0LRXdt9TtRxwpBEmvnaskE/C3JNVEVGc7hcO5SRrwy21kYsrlQkS2sn7HpezGKAUPTW83j5mmBRk163Vap1MANSX8dRLGvo2bN55a6gxhT6Zy93hz5Xn7RxyVHiikuBBOm7PQfz/N0cu3Yvjd0p6t+o+EhfKMwfQDoTOv7ohDC4Z7csBa6cy2HlhGaAM2MHK6KwMJLrWOcca5WBotVTu5VSFP0B/odywyDk+kcSlMkt617zhG6EiyFOxVg3O6ELZaNO2yNCJqvtbUgUwtMw7an2yifLr+wr+bvjCJ5x+JzdG5GjdUEldXEttVh9DO5lGGwC5QLxPCUP3cTTtiYirmaSzvtAK3g+urfozjG5mcXInECY+V8ZQDBCijzjOOJXO2xso01OUOpXRq33mCEqN2x4QN24ycbuRNxodb2YipcujOFJKr5f0SyX9UUm/5+XOf+YAWqoDes73Np7n57uxC3B2g4lrRu6O5Zp11IQ2Or/jBb7Y0CseHj6o1ZDjPoaIu3+5xupaVvQMiUZPpxUcKF2rPFDbHtpLNKP3a7Lz0Tzxyz6ycydDVl/7NS6jqX+0DwD8B+Hc3s6jD5yDdZBlclvZdf4cPXiJ8lwDZZMCB2gHUFZlLl5XB6pIFdBP3reMQ3+2LoN9XEOFHvGyXLPlWsZQpCV8snKffcYm40Bq7xuNqdzXV6k3Tx4aoF9uy6s/I+lLVXZoe1l5ZgEajcD5NOn8QHKtxK+PSYQm45TKIANgOd8HoBvOonHJl7zR79q17AkkyBW8rfdyjYm68VJ5gnrKZkXB32zXYETcWRlQFhhCV/bXAZucJMfWdkCZz52u9UXejVnnUlczx/nu2z6xDuE+HoBzS+e35JJawzCaNysEXzlAedF/XEOfkUBpikTcFRqjU+vfzMTpKV59snEKLcrKzt/pfCIoniMGOfrIJ0JXKqCUPMGRG8sRxjerJo3/9wCquApwLyH3fpGV4V5GUDBMdNGL4+bJQwP0hVtepZQ+R9L7cs7vTCl9xsMU9kwCdOS9Ij/ch9+d14uGFdd0ANdO5zWDuaXbOlxDyDZaEvfAvQwQ3cyUxUvISzCoTSrEsjVmYYO/9XN8xeATimu5HgrtmqXnzHDN2jW/QxUAPV5Lz90pGue+rwa6fiwYDwHXCn25naxs+pP+Ox7Bc7crfD6gdTR23nYnvagKcoCwa3BOefhqg01j2TNyNQIxwEveaQD6rG8pGF+ZyP5Pe7wP3QhLHedc9XxlxsRJv0Tbx9z44TzG231VuwFl4xaJsBLimjjmHVzoSx/P7poaff0vzyR3GXJpFMenS/plKaXPVmn68ymlr805//qLLngmAVpqrdQI/rwcd4OWPyLngxFePLwLoiZwEUh3nXQ4VIDn5epUQZkPfr4AV6/y8uehaiYYgNxAg3bimjXHAZX7KqDpy/sp0ZBarxap9YdFA3VA9jYz+cwtv9kKyykN2r1Vzc0MbeEJfSIAOM3heaJTL3V90dSPjkYj5ElJHXpi127seqcE6HePJgRoDvqq4aLprwbpYFv7yoN0nPqij3xCI0BnbddyjL51cPaVCWMSjdapiriKoHznuO+N319S1Z7d2Ex9uA+BT3vV8cD9neJiksfzBEWA+q+t/LmVrHR+Qrp6efUAnXP+MklfJkmjBv0lDwJn6RkGaDdqMYAisEZDjL+Erl3htodmyDIwauqUzQuyWqvZoy+K+xmjOUGDQKGwQSzH0KLRuAAdN9o5B0uoOG2aMvfZdbzcMc3lyq5j0pjz7eZ+vgKRpNxLJ3fbNjPxbFXSo961euH77Hwp5fM8+P/ZWGkoBiIGCcFer+uEw3MmAjGppbCY/Hhu0TgK5XOi+nz8xYJKkeZXWbLfpolwvMFmPAm7QwQqN/S5DQTqzlcc3Ifn6n7NvAtEoaKlH6lNZysrF74ZZYK6McF4IEzkwN2OAsUR7QY3x6NjycVxZeKGFZ/d40wu1QHM+YBVVvtiAO5oP7dGANgP1UAUgdp3jSYgJBrtOBcg8UROAIO/iIPqKsCNNZH3pj5oMzEZEO1Ak3djDxOSc+rOb3q/xJWG88hwyzF3RgwDlqoh8bZGgB6pA58AvO/2kk778nH6Zd+X50FotQM6fc1zpH94Lmiy7rEgO/aSang9ZVE3Nwwy8XkgC/dyY56GOtlSPwDMn4XUBkN5vZx7HsJxhMmTiZH7Ac7HakPu3ZAKePvK0I2HPpYdeOc4bPqefnDj4vVrz9Jlky4552+T9G0vd94zBdBd+CBohg4OKzvGANqr1bp8YAKEWcVYtJbO5Y+GUhlUcz/AXTrH3KtSJbyUuKv5C+feFLzw8YWRldGN5bLE5IXEPdC9KwAq+sO5d1+Wez+6YQotGGDz7Hm+9KZ8/rqmyCRxSyWQZaNifNuPHRA5T411xLfcDXKTZtqXtKI8TwDUEzr5ZA0Yu6sfk6VzwnD59D99h0a9H49x3MEzrjacOjqx/nAjHOf65J9DOS6+8nF90J+T18cnafdR93cDw2BcKTqI04/+vviYcRoxrjzmKLHrkWckkjCl9DGS/qqkn6DS4rfknL8ypfRRkr5WRRH5gpzz3QcU84qEQeFhrG6YAXSm5bda7bkL50dtkcGHprTux2Q83Xi9Pd+96tLbwS9GFHbSlLgH32Ha4mCOVi+1E0iUSJmgffObLzEj1bOxMqQWiF07cy3WPQu41ieLyOF3dp23xff924d+87q6b7Qv7X2F4VodGn6+4DzGBCsJt1n4gjerjom5lQTthpelf1zzdy0XoS3+fLmW+0ZA9mORknKhrazenNKJ9gZvhysB7vPsBvXBfouaM0pObEuUqABdvzwDAK0y1n5vzvldKaXnJL0zpfT3JP0GSV8s6eMk/XpJf/Fx3BwQcpByLQyJLxkvpw941xb9pcOLIg/FOHVg/rAHfeVqCXxA43NOHDeudTdmXuskndRcGwz06F3i/rlrK99dzbztaILc37lA77MpK5pdxwsc3aYeJE61ePlSfQ6e+Q6/38awFqhAXyo7KOJb7qDr/sXrcAxNEh7W6wxIcw58P+ACAFOeT1r7UFYUJma3WcSXkokmuqExZuKEwLhmgonGVOoVXQ2pn48fqUb/saKIybZor68Qec54kkTDJu+N0zyRCpQdv155RjTonPOPSfqx8f8vpZTeLemjVZUPp58uTeKAkObBxM+ZBv3Id0ZLuWt5iPN4UllKk4d31Um5K7k6PDuedF5jayaOrvDZRxvp9q59AXgpzuxaWZl8x+OAFQIvuuckAYh9dRD7z79D32Ck5J4I2hX9c6B2UvN2UybtZsnt9wTEjlTyday6cm/fBcYpAHheByvvG+efvd69XYcATm6T8GRQTPxS4aHdBTMu/xGnedxY7celFsSi/7fXMdIDcXXhPu+D/earRi/LPZec33b3PSYOjKSMM8bYUS3y3Iri0H6fa0/Uxq9fnjEjYUrpDZJ+hqTvkvRvJL1NZTPoz39c93QOFWCLL6+D06DWGOUAygsI0KEJ+WNslvAj0K52lVv0iQNt0a/fjWi12WhKJO9pPXmxp3uMf70M943mHsyA7lIXOWLK84mASSXZTdzvGpl8jtX2XfR+8DLdqEkSK7hkqRqkJE0pQXc7qd+1ocN4QBwN8xSCT4DRt/zI7jOo1aRjXgw3nGE8PlLV0p1vBQR9EnVQBOjuqSoBPBNkjm/nu3tCeD/42HYDLQCM0hHTCFCuT15o1Stp2s4KcD61vzyLpLri8AnU+wPwQQNvxpduEjg/Ixo0klK6I+kbJf2unPOLKjEDP+8B579N0udK52P9H1Z8Ce28LwM+cre+VPWZH+7SQRCg86U+S8u53TJYRvOyxA8v01blRbi/reUDtGi6GPxcE2b57dFrUuuD6kta1w7dGCTVJbBHVM75xQIoznOTlxkh/JlVyXbbaqKUfUcVqHaqHO9Ux/V8vyKpG9s6VC8V906g7pTdqYDrcyrZaw5G98eToaUykDkDKdys2zOwdbirok9CbpDl2bob2hwlEr1dmr7W+fq6durP/NDOB1jjOHew9pVJP7TaM9fwzHwi8tWET5AxnN1pEcZgXPW8EnnPe96jlJLn0Xp7zvnNj1xQzKVwRXLlAJ1SOlAB56/LOb/9Ya4ZO/TNkvS6lF6RcZfu9QHlA8Fnbp/B51IpMqjjoHcXo+be483P+laTcW4RI5JvceUvmgehOBhSX9dMeSnck8F5ZV4UlvMekIA4r+hRZbxAaNuAp2u4zdJ7XQ17COC62YwUyRCuUV0eM0FgJF2N4NyPLnOdimeKVCkpEvCzqjlVWZrFicTd1CaXsk0JZhmG0miy0FG+Pzd+Y6I8svJiIIYv/wfVSe5IbVqAufHj2vhaNaBobccdEH2lKJ3ndr085xOjpuuBO14W3DXnMzH1qtpx5CnjOzRH+zD+vD1zk82jyBvf+EZ94AMfuP0KLq2S87MB0CmlJOkvS3p3zvlPX8U945LNl3YMCJbTzrU5Dx21kMGuk1pe15ewvWrYb9wt2ukIH+jR8u73h65w7QmhbgCBrwDcOMd9AQq0Y/c59uMY7QBo1/rcDWvTFc2VhPCTxjhUN8O9qtbruZjPek0ZAgl4ACx3u/NaNtGHUt06yjd+PdnVCY3J5Z7qRLVXm9eawA1WPOzCwn6CGCmhxnqVJR/P4Dm1XjYems05UA4x2xyKAvUAGN3FktUeq6S5PSW7kXaIwvgBNDFCUpdsn8hbr1V8+jcbTTulnPZ1pbhX1Zyh3qCnonE0jmWF/vFVQLSBXOTpcaXyLAC0Siz6myV9f0rpe8bfvjzn/M1XcXMfeO63LJ03VES6wzWiVTgXiZ3Z20nOs8Xyo4aDu5if48tan0xc5lydnMLx8Fu/b+S0/bj/pSx/oY5UKIFDkjYN0rA1Y+oIdpM/8vh9HToLUPP7o2VrV+uQhwLoq6582NdvNWrVHi4eQ9/n+uycB8RQJwDfjQXwPhvaidL7hO3A3HOmC/eJ4BOlU1smFIwDuT9D+umictxOgvhEMSfOtSejkvZD63Hk7Yp18tXJRbQkgO39wiSC8O5dKx+ddX4ZeEVy1V4c/0TX4N7Ig/eXBG3HU0DyCA5Utl1adQWE2KYeDZIlbAz79mUuWgoc7ZwrE0aYObeuaNFn2c/9orcJ1IYbe9wox6TkwQVRqIdr29yXco7st2NJd44LJYD2jPY50GdmTPJcFmjPu10Bwvtqk/4fqRj6oEiGUSUfhuoZs9lIx8c1v8ZuV3ntF1VzSuyt7mS5Y+D7xLdXSaJEX/J83D7hYOFc8uG6JmeK26HRf2u1QOMrI3f54+OTJ+HWrhzwnDlpLme4g6DbJpjIuT/tmcq04zxTNqlwPj+uzABYVh2sBKBA4i4rvnJwo6E/N5c5Xv7xS9aUGeuK5dq8OK5SPEDCKQT4SV4mAHSvMhg7XMnGUe7GOUA9aqvuqubg7Rp01Jijxuqg68ZMNBGWu3yitdwBQdauA7XajCfiiasClsIAE5GNDtZsvupUhQbVXWCs7WiT0wpipDigME5UqZTJULmTjn32UuGgD8N9EYAEL5mX1BpjN6q5p2X9Rbs9ojNSEVJNug8n7h+SMw2DtNm1vHLUSJi4Oe4eRX7vvX0/UDtuPLfH2s4DpLFlOD3D8+Z5eIg/5zBhTavHsZOgqdw2EVdnMdzcI1PdMM174+8i4q6qPllEpeVK5VnhoK9TfJnn2pEnO0JDOpN0f1yqw+35EhkNy7Vuv48vYyNlEJ36+b1T9Tbwl86j3DBmSRVUV2ot6rwU/nLu7Rr3zcXA5y+Ye64Aqt1439tGZbDh6pw3BWN5bx/n/n3JDCXgEwOa9IkKvwuobjrp1lHlRPteOjkpm8NK0tlOOtlWWoPweNqzVjUoyvoVTw/qGj0+Dqx/mUhYSQBm7lnCCoMxJrXZA6N7pLvrre18B1wmdp9UWBX5SozjnEu/O73FGMDYl60sDJe+spDqM3Wazd8j55cjFRafr+z7HFD7ysEB+lplAejHIz54eNhuwHEwdO12iooaWk2WMudc3ijbuduY3Mg/aBS8NEntiyXVl8qBEy7y5QZtNNRIrcscxjfa0IfrXKP3bGaAY+pqtjWpUhz74fzEhfbuXhiUxcTDJHVf0gsqnhcfrqrNb6TGGLjdtoYxnosHmqCNYeT0seDRhrLfmFSP7HeiOF+y3wD3uUnKaaQmB4vm09U69eR5Unzl5R5FvkJyyiB6QOztHH+e0UhMe32SWKk8LzYmOOulo+CJRF/FEHbE73sWvnM993JFgf9Hl8ZrgUmA4BrkqQfoi8Q152kJq7rs82UW4lxv5OGkFpCjYcq1Zp8g0HQBsMboNJ6DSx9LVE8oBHhEDk+qA9wnIF/G+yQVwXxv5azHazZ9NZydqfgZ4+5G0vq+15QIinZH4xzGPDw80No6VY0XcHLA7Udg7roCzneHdsNd937xnB8ay3uf6jN0W4HsPNl3D3l2zwQ/d6VK9Xh+FYDVx5BTbE4HkKbW7SKRfgG43U5wZN+ZtKPHifvc0x/uLSFV4Oeep2p3b2F1sNlIBztpta2USbStuPiY8zEQtXA/d46KpA+uTy6P4kgpHUn6dtU5+Rtyzv/dRec/9QDtRoxoyY7LMsAscnTuJoTmxHkOCq7p4NZF2bFOfODHMQJFtzVJWo2jmBf3TNUljwENyHm9pTYk3TV3T2QTJyH+uta/U8nN7FTIgaTuZCx/5JPP+qrVOlevsV1DXycJ7uPeEN4Wn3Qmbc/cFl0D437eBge6O2pXMvDqd9Ry8x5sRLQgfZjV5jGexgTPatC0e0pMUwooesIrfse47H7oUnX/A+h91xKF/+MtEV9oVnq9qjLiqz4f97MUS182lDgXHDQ27K5a10+pfVd41mjObqB3Tt2vo37RX3oOuK9EctaUYPzVy6mkz8w53x1jQv5JSunv5py/c+7kZwKgpXbWdmu5AwCDQmqXaj5wpOpL64PStQgAkN+cXvFy4guysv8Dzgj13avlh6UaKMB5PvGk8F1q6/mg+klVuwbYIi9+KGm1qxqxu6a5Bsv9pHYF4poa1xzaub507lQMdd4eB+X4/OCxpZaXhyO+M348tSqrBcrzfnX3OfrjTGPb+/rXNUfnXtdWLuLcb3xutIeJivvRXv+4UA519nHD5OLg5xSb18/bh1skxt1NV1wmqZdryNzLeWbnqqP4e+AAHF363Jh95XJJGnTOOavMa1INx7gw+O6pBugu/JVa3o1jrlVwLgPYNQ1yNEgV2FwALw+/dk2Z63xSkJ3jgOA0gWuxaO17u8Y1n6hxxEHtxh+0M5+sYqAM95Fa49upau6Jbd8OpIkvVnUnjC++UxNrO/f58ftdVe1zr8JLo9U5oHNfB3I45x+X9F5JH6aS3/aOyjN8bvztQyU9Nwa6YHjcbqW723YVQh2PVCMrt2MfJEkv7ca8IKorJ+eOva8jsOL1gybuNg+nmPhL252zRSIt4hy2g6CjAb8dqhhj/TnRvtWuAjOa9HotHe1aoySTlpcttSskdxWMK0mUFJ9gou2HSeZKgTqrfSEfLC+3q7dSSitJ75T0X0j68znn77qosKcaoKXzRjyAc27B4pqEg5QvDTv7fW7aS2p35fAyEOeKmTDiS6kZgHaK4lgt1yorw7UVXj7ZtT5B+Et1ER8LUMODu/WfZT8gBpAllSi0w0467uryeBgL6VWNdGjSkgW/qBjk7qmlQzzKLvara614bLx2/Pu8asTfh6uA80c8X/yoAR62w9rtiqbuk7EDoz+nPNbxnvWL7PyYktb7N1Ju5LgA5PG7p1/dBz9qu6zYfAWBZ4qPA9fMpTquD9UCPs978vTZatpBXhq16F66NVSvEJ+QuIerh07JMRad548Kkpfj/Xb18kgc9IW7ek+l5byX9EkppddI+psppU/IOf+LuXMfCqBTSj9J0k/JOf9vKaVbktY555de7rrrFjTIA9X0mOu+gmhM8Si1LyOD2+mRZMfRiqQ6OHFzYxLwgaZwXbLr/LMK13g53H+lVjvmnLlwcne18no5Vxjb2VsZfOa8QqJ3CdrPWoW7vHNcIv1ujfkthkHqXpR0Uu/HJEE9NypgCuhETwC/VwSolQogf+h4zfPjea9R0aChNj7kSLpzpwbZSCrBNUN1q6R/DiStR565GzvGvVoIh2dV4BNdTOEa6Sav+17nw/SlVjlwwFL4v5fNRAW/nuwv4pMI/3cPEq7fjPXSrp1oU1cMxU55OdgyCd8K92PiYAzPZe2jPfHvtXDQ0mPx4sg5v5BS+jZJb5L0ygA6pfRbJP1WlVXhT5b0epWE+r/w0mr6GMQf6rpTTZy/KTM/ARLM/J3q8hmNkONSa2xzusO1Vu7nAz4udflNqi5dpNo6HL8zyNE2eFHwPPBlsdQOagcspwR4Gdyo5lnEonsWYEJ73RMAbc5fFKcdACzqe7ip2lffF1A83VW+dlDVPL0sNHHvu9jWW12NYkxDrRNaNlly8KVGG3W3uDyU8XD3rvTCC0Vzd3pr3dWl/eGmRDhKY/KrvhrK3Lgp61NWBGT2w8CJxIncjZOsGCKwu9ue94/3jdMgcbzwjN2P2pUFJih3C+xVcYrIwkhFuALjkwL39/HHe8Rkx7HIw0vXBMrIJQaqpJQ+QtLZCM63JP0iSX/iovMfRoP+HZJ+pkreZuWc/38ppdddRmUft0BXSGGJPQqDz0OQ3SCIoYlL3NviouWWG2b8E7k6qfK5W53XDFw7RBPj+os47LXqkhQDz1atFwttmtN8XZw+of5OhdAHbjilDABnp5Iq1ekDXPG4B+JuiXvVsOxbao1zvtHsSi1/rJNKFaI1E5jiHP1ehWs+OanGzdOt9MLdEiJOwqapz8c6k5SJv7vROHq6rUDqEyR1dJCng3wc+gTvPLNPoEgEqotgwznfGLDEcV/BeZ07WfZAtS6L/h7Fd2luZUCdnT6Bo6ePV/a7193by8rB++rKJKsO2lcvP1HSW0ceupP0P+Wcv+mikx8GoE9zzruSiE5KKYEDT4TgY07/stM2wOiam0daAW4nqtqUL7f9RfHOQBsc7DxAkKUjYISmIp3nKrkGjWRtZVAOAxnNUKr0ygREajW6MxWNj+Hm2g7g7zTKSq2xiRfKU4s6EHR2/k7SvV7KL1b/ZQxx94cWELjWqRXXOndDm+bStU6pasQcYxJxdz2Mk5T30l2VPSMH6aSvnDdaLH26HRu625acG4ebFqRcc3aaCCDpx+v7XTupImin7nJJ+XG/QCZgp7h8TDjgOnUQQQ97QpyoZXVwI/dG5Vn4yqPrpG5o282qjfcjeklxH/qX4qLh0n34/Z1wg+HVSdZlJUvKOX+fykYlDyUPA9D/KKX05ZJupZR+saT/h6T/+RXW70qlCc3Gl3iY38WYWQfAxlIPELpRyH1K5wxrvJzRhQoPANei/UWL3gmb8DuTCn/Rbt2w6do22gaTTVLLlcrKiJ4hzncyieCj7e3uwzFeaEKiB2lCA6iIk6EGpPCyQgtxPyY5IhVp9/1wT/yih6GA/j1V45PXd7VWsz2XVCZqAJ9IQ/reAZpJNUna9WXSkdpVjweIuLAqADx9ogN8fDKfVl9DfXYxYIrJ3FOBbne17xj39GGk7vhEZcDHYaQmptWRKToK5cjq7zaOqPk66EbYmzPOI3NUzpXIDY8k/P2SfpOk75f02yR9s6SvepyVukyhWz0/BNpXXOK7Bdt9TjnPr3OJxgz+7zwyCZfcyBW1VanVKnlZSGMZB/aZqlbs4M7g9jIBgYt8Uj1cGGHFwDFAj3rE6DAvj3tgrBpGTYtMb55jAkDkej+GNha9R6aXflwR5aG9xoGhk6Zd1XkuTsdQH/oHcc6WZ+79F3NXSOfHhveHe674JMhfDLmuec/ZMDgf2qjrivF7BT9s53m7fKxThrtcel1m22Ar0SHci//72IoUzZzB3I9Hio9r3Iso3vNqJD+Km92lyssCdM55kPSXxs8TI/7g+b8DFEtFX8qzDI7hq66RZBWwYA8/DFksJ13rmLQP+MdeWg9V2+L+gJO/kG75R7rxPoRq+9JXVg71Pgx1dg0uastRC+pVX3DKps2+/GYAsWzWTDukujSmDoQJAwxMZAdqczmjZQP2Xm/uNfR1ye4GLaekMMy51svKgmc+ZyeY+0vdMEIeqRpBSVcaNWmu9eRAtNefgVMWPGfEtVP6btOXscXmArKyspXB88F4Sh09IpUxR7/GCXevahhU6Ef6z42Afi3CxOniY53xgbj27Z4tVy43TYNOKX2/HsA155x/+mOp0SUKL9qcF4AbuZz/Rbs4VB3I/sLAYc7l8nDXL9doPQn8EM6Z/H7XOrcbicb7Ov1FfZ0OYFmPcY36eZs94x3FEYHoXKBrlj4kj1T8mcnPjCsadA91wzjoL/FG1UA27Gr9qA9tAkgAlhfGco5UjH3wokxq5C6hfQ6iZAU8UgV1xDVtp3sANQcDX+0g9BfjZtPVbbL6XlOoO4DM83SXO7Tu1fjc13aN2yroQ4TxPKhMkHD7RHB6KDljlhSuK9U0Ad5n2A+ctoq8uE8MPCdfScWVpdMi/ls0hh9IOl5XL6u+L5NcHK/XBszSpXpxPKo8SIP+nPHv7xj/vm38+wWqEbQ3Xng5AGmWv1IdXDv7jkTrMi8MmgUA4VQFwOtGnmlwmXbjmiu/kU9401f3LbRG1zZ9Ccz1kaNkSdirDRKgP3jxvJxo9BxmjuNqth8qDx6DCHyJCxAdrltPDlYRPvFhnEPrd+71WDUf9fFYJsBGjmJfTWAclWooNzQRwn3dM4WgCiZe8qHg++xA7gEzHga92UhpfH7e35R/PNYFTxBJTeIo8lnz7H2c+LObxpCNM6nlcCPYA7ZOIUnt+8B3n6A5D1CHUsPvH4WGyfQiKIvufvDot49rH+IZg6LiXjtexpXL5XlxPJJcCNA5538nSSmlT885f7od+v0ppX8q6Q8/7sq9WvEl91xDY24F16jRbKVqKDxWNcK5UYyy0EagNNCm3EdUqhFhyAQSI5Ct+1GTGFEGwHE+TmpfOF5ED6DwVYFHEwLcgKzUulVFjRM+EU0eOi4aSp1e0HjPY5UgFTLQAZLU0xNASVULxM0uU8b423ObuoPKdiv12/Z+7rvrEwzGNDapjV4g7t4mVeBdr6VhXToK/tiNbdIIKLtxgt3UZ78bZ5jByjw+asF5sEEKDcMziMmTEPfi8JwtcZXgbpxcB/gzJt27yK+d01rdd9qVjOgTH98r2flxJcKkf25HHrWUZGzflUq+PC+OR5WHMRLeTin93HG7KqWUfo6q//+NF4A3Dt5IAfBh8Dnw4BVwS+dDjRmEUVNn0HWmEUmtQciX0/EF58V1jcM9KuZA18OkOd/vw2++hHWXOzcgOTXE9ad9687nZZP/woNjbqls6kp7PDiI/gU00J7ZsfpYJZqQJbm3i5f4rG+1eK51t8RjtTt173YVOOcmI9pL5rwpOdCm0jPkR4bS2A3SsC1h4zw/vEvW2xo5hzg485wZL+vhfPg+zwPBy2Kl6iaIMLZ9lxoPOvEyfAJ37phn7x4cHoDiygbKjG8aHANx3MbjxmXsM1INFjrdtVn7osZ8LdqzdCMpDuQ3SfrqlNKHjN9fkPQbH1uNLlkAW1/6MSCxbLtxxEO1I6cGIDo4RaMbngXsnZfHtytykZuu8rh7lZd804eXdzyWdF6bdz4TTQmulnPdeOOriZ39H7CkzI0dQ5gYBrWeJ+5bvFXxI+Z+RyqzOLmfd7vqd87LTxlw5weqgC5JrxmqhwZa74tjYwe12eqOVAD9+Eja7MYUmZKev1NCzQ831Q6w2533HKGdeIpgg1j1BdxFWy54T/kZMMe7gj0KoSz4LhVgZX9Fqfxf65LfAq8XnpHTEARLrXVesYMaOlHN6eGpbFkpxHHuGnP0GIkeR95e6Dl8w/u+rGoozw3ArvBwrdM8u11RAtxgGw3l1wKTN5SDliTlnN8p6RNTSs9LSjnnDz7+al2euPbs9IAfd6s2QD1nPWc2Z9Dh5tbZ+WjEq/Hlc+v63L29Tq5R+XiIPsoY3mgbFA4TEcEdTAzc270FfNBznS9BY119gnGXst4+aOW8nHuNHPEI0k4r+Iu31ggim3b5L1W6YLutVI97ppxYXwyqGu+Rab++X6BUn4m31ZflTtMg7oWy70cw9eN278n1bQTrjdEw/VA18UFlAj+Xa3nUitd9u5LhebtRFw3aeWpAGq14rTaQyP2dGcdRS+d+9I+74bkS0XW1f13mQP4imfaSHFpu3Otw7XJT3exSSn8gfJck5ZxvPAcNGF0kHHMNWqqaZ4xaAsAwArpmzACflrN90ZJd5vImOJcntdrVEK7h5fIIOV+aMrhdywO43YCGlogWeUdF2/XowJioyJectBXt2bVidzvEa4DscM7182zQ4o6PK0jFpT912qtuBuuueM+Nx16jasthq6ZVBL9RDtajUXBcktMnHqEJhYBmOAwWVblrQW21rkDrBlGnVnwVA2APQ8kh4vs7Tm3XeYBGA8ZAiBaegyKAAXQzPtvbfp3qitCfZ0yy5dQdPtObrk6ik9HXANrbyXiNIOPvGv0qlYmPd+6iyfxaJOebZyQ0uWf/P1Lx7nj346nO45OoIbk/KsJS3vNCxAi9yd/XQNAnAs8mtx/aZDReD14mn5f3ptWtulouBj0mAv9IFSjdU4XJxHlltE6WtXC9LEHRTCnPvUNov+ci8cnm0MrBgDqFbw+t9u0ae6cWRKe9Bu2+srr4KsIDRUg0dbKrfYKPMDLx+gFU0NDTeByPkY2Bc9/XvoAjddpBqm3g/LO+gthqbauzvo7BvarHB1q5TyZud8CtEOmHOvmyP+RGda9JJt/nVADaVz4ugHNMnkU/8ncOJM8Frgx1XDi1SBmRJmFvS4T3zVcxvc6/q1cuN5ji+Ar/nlL6U5L+zmOr0WMQX3JHtzMXNA+4O8DAkwbJfscY45o2/59A2sqPUYBSGzgzjHwrwIFr2KCqpTq14T6oc87/cNE8ZOeOKQvu17lLN/jRfvjtjUbNtCtaJBw5htC1irEO39azvvCKg9UdtzfEc1vsdmWzWM9R4lofrnbOiaKFH+j8hgLd3QIC+XikNgycD0bCHVA93Jlv86YGn/BurrtCXfnzk9qcF2iE222rHR6ECYGc2PR119vzGfvGk0dJ7QTlYMmEs+qk41177Dl7bq4Z+/tAe1gFYbBlEs+yCNKuGmjZ3mu1Ow/+9MnK7gPIO5UG1y6NdMkMpx5puiuXm8xBz8ixpI+77Io8LvFBiMwNcgYt2rNzvggvlAM0GjnlAX5OKbhG4hz3YOcChkdD4U+hR1xTdmCmPOfFvb6d1e00HHfA5sXF3/qe/R3UGpbWGkGK5bjOvzDTi+80hdqcGLeOWk6YSLizXdEKWQ3M5bfwlcyh/V9q6RifQLVtjXcu0AOejB5wnrwSRlWO/MeRox5UzzvdhbYbdUE71wD3rgI0doRjFU2YFc8cLOAxsbJyoVduD2XlwHNd2/lTH460DkoHEyuT3m0V3/VVVykL8mH7pOseQPDZPha9q/f2icfiahR6jPP8Hbs2uakAHSIKV5I+QtIfeZyVuiwZ7K+DnC/7/TgvP9dF/tZdymIuCsoGAJ1nhJOlPO7J5IGvKmVLmrKEcb0bc8iPQZ3g+tCa3c0ONysPKaf9KzvX+8NfMq6jXLRQdwPkXNqwVTl+tKugvl4XPpa/aK1S/f8+gCd8P/lGmGx4WX1ykvU3K4fOfie16Dn/Y1XNFiBdrSv4TX65Q82CCKB5de8Pku6Wtm02RTtfhb6aNGhrO0mO8LH2QCoMfj6OpQqUcbIhX/XBuqZZRTDCuRscYwFbhFSe1dFR67mC5wltyUMd387ZS3X8u7soNgipbWvsQ2/PZmzw9cBiEA8CuGJ5GA36c+z/vaT/mHO+Hsb8VYiDnYt3O1rHcTjOSxk146gpeFgs5+Rw7NZ4MhoM/BrLTA8m4P7utSFVjpj/Sy2Qoj2eqLpb+ZITzdmXvjtrDwZENGiCRG51lY5ASNCzGYoPL6sBjJGdiuvc7Ts1YAXPDM8PvR9a0J+LgDxVzQYId+58Jn02F7Z8MpR0oRi5oteBc9IILn67XQHSF8c6EBFI3xH5mMfZab2Wjjdtmc7RNkmOVCdKJhzasVOrBEw+7GO9XCueVjVBo558tXflOrdX8ExZWXANBlapUhrQNe5qOCUCUztZrtZtwM7ZaB32ACKAvJMmH3D36d7fKIS52RTHf59zfrP/kFJ6W/ztJosDKNrWnHbtGq7Uagj+eNzAw7IwLsPnKAhcybquLIUHjENWL9d+/S9lursbx/0FcZczjgP4nkkP7vYQ7bGvXLLsGufgk738E9BYx6SxYnCTU0BCVzlYB3eMafzfKRGp5fT5/6RFqroUeuQZ7SMUHGDAsLceah3IgAeHi9A2j2zDN9cBE654Zcf7QG+Qu2RyywtGNamu0mKAChKpglMVqqUb2ufsmv+UQEm1va71DqpjjWcar4+eNFPfjP/3cXuOtuD3rnqo+fN0AZyl8ndKaarztpVrkZwvbcZIKX2MpL+qso/xoLKp7FdedP7DAPRPCzdYS/qUV1PJ6xR/4N7laDK37KU6A3BUO4rr3UDlAOngzGCEWzw+lm4dl0G42Um6W4AR7XeOouB6qdXWBvsNCoW8F0S5bXetlo/2zP2eP65L2d1urNN4DS8z1MlaFWTdb5eIua4r7eNl2+0KrbAfWgCQKl+Lx4Yvn72egz0jABAa6raKIfJwM4bED3UVMKhoynuV+5+qaI1Z0h2bZKjLXlWzBpB3u1FDNa3eQ5wxmGEs5XkNqlw0/eL9daqRKhkjGn2S51k5AEI9OKXWeArZdV3f0gbuDoePMQAN500d3SjqxsxVJ+V11Z5xL43KTOO5YTTSpHlbO/yatdqJkpXURWB+bXJ5GnQv6ffmnN+VUnpO0jtTSn8v5/wv506+EKBTSl8m6ctVEvW/yM8qz/ctl1Xbq5CLtBG0Sv7fqYKFVDVOaAuS6EjnAdrvswqfThXcPGvXqmvTebLklFpNhXtLLS/pHCJa8aFxf0e7ms0NN7gDtUtbpxvW6+LJILUbGrBaAFiGoYItfYXPL94ReSjfySfS91K3O6+NMQk6/3vYn385oT3gS49Vl+EYFnfj8zhTuZfTUly72bSTEs+771sNH3DrR4A7HLV9dzeDzyXpv8Y6bLeaMsxJLaebh2IM3e7aaNY4hhh3c8ZsngvXO/hRv2Fb6nw4gu7B2K8a+2/aUT1oyXNh6Pzu4ejT+6IWTHuVFQVjCvdEaLXo1rpVKc9fUvdame4fvl+5XBJA55x/TNKPjf9/KaX0bkkfLenRADrn/Mck/bGU0h/LOX/ZpdTummQuOARxNze0Iwhef1kAQwfhi5akLLEPrHcZ+GhmaFAEtkyamWkvU9lD2wbn/RygOZeX6XAtHfe1Tng9YOzDHcyBarMpmtjZ0PbPXsVyn0/KtXDR/qGdtJuXnP3/BtOmPRzetUxJ087rk6Y6to0+OFKhF8j6h2ug7DzcHz2a7kDnExX5jixnfd3g1rXevq+GMSaBvYrhK0Y3oq1vT6SjMQ6dSVAqfbHdnvfrdq8eN9Di0hg55f1Q2u73dpe8fvqnbdNRLx1sR9c+VY1/u62TLhow93BDKc/Yx6bbRNJ434nWsBWIu9wRFCSdp0ZSODfg99XLY3KzSym9QWX7q++66JwHadAfn3P+V5L+Rkrpk+PxnPO7LqOSVyUXuen4kgutBMCcO8e5YkAy2/mTO13X8pokggG8fLslBuBORfNDHPwxuqEhAcpOsUitEWrVFTDzwBXXyABn3PCgRzYb6flddSnzdvdjZc/6ci4uc1IFIaldWnMMzXK1Hg1W4yeCpnO9tNO5TpIVnfXVCCi1GQbnJjTq4aA8WP2kFgydy5U9K+eLKZeNBjDKbsf6rO62/tQnJ/X+2CW6TtNWbK7tr7sKrj7hMzHtRh89xk7MbT4FwWyqz/cGsIVe6epE1ZPYRO1Kx71Zso0v99HHu6Yb6380zL830GeyvozpRA/st2sFZpeH9+J4bUrpHfb9LTnnc4xDSumOpG+U9Ltyzi/G48iDOOjfI+m3SvqKmWNZ0mc+XH1vjsy9tBG03SiH8WZuIKH9SOe5uFNpUg8YyCQhV38+J0KnGmBx0YuGf/agqr07583/94MZWcYx5a50B6ov336oALeXprzHB+vCJx/LrPCqHCFLe9euPILOPTSkCnjT8ZPWG2BKVj/UOtGvmxEk8RZxHnw9qm4eIuy2gqxKT0ENnZhW63w6IOxgRD/RH/3duuP3LaN0OO+lu9IHeun9qnsu3uulgxfrKoUMeUdDnQDWaymNXhYevYlLot8HTjcbgPrGCZ39ZeL3CMqe+459S9ms6BgP04S+Pv/cOytTqvQT9ztVOyY7tfYef748K4XzPTf1tYP0o2nQ7885f+qDTkgpHaiA89flnN/+oHMfRHH81vG/n5Vz3vqxlNLRzCU3VlguufgA6Ow8fnPqwPk1HhPaAr7FeA2Qc6KXpPFlhCOlEwfVNJjduFQ/6euGqACmLwudhrkoKACgIFhiN9Qlvp/rLk1cO2nw49tD6kw39EzeAH1LiwBwcK6eptODUl58cVzi72o/HhoIMbkcjMau22vpQ56vFAHA6UEnx8fS7W01zLHRAc9R1jaAGq09Uhlz4tz6ZlOpmqOj2kdw7qu1dPL+cTPb8V53VR780bYFZC9fKs/DJ9y16j3RoNFeSWq/3VatO676XM76wnvvw+QDHw/dhWQrj3S5Hnzj9Sbp1JHq2I15rF2ZUfi/Z2p0MALsJ079grZdmVyeF0eS9JclvTvn/Kdf7vwHadDIP5MUKY653260XOQOFAd1BLxhOO9GJ7W0BnTCXmXANrSJjSwfZLwg/H/ft2kW0ZR9YomTikcFui+pW85d61/pPBA19IjdV6r1czCWWm2u8YiwsgEXUn2e7sr3vq/L6tW6HCO4Q6pL92EoO20Ajq6dEyzj2e/ORq19yves9hlK1WvgQWA8JytrL3Xz3N2Hm8qnu11CqvzsoHHZP1Qvm/1QXfDwsuA5pQvqM/kijyuQZkzN1H1Q9ZrxldNce7vu/Pg910eqEw25Y4ah9TRyZcDrxYpU4RhjEGD37HpOIV4bSF8uB/3pkt4s6ftTSt8z/vblOedvnjv5QRz0T1CxLt5KKf0M1ef2vM4HKt14YSCw/JOqdulh2JPmzLJ3qNev1S7P5oC7U+UVGcTdUJboaL0b1ZfbNaNhVLHxvXa3K5br3Jt8Fs5v8sIDznDc1GmtupRnyUq7fSJYmXblgRa+/I8aNKC4Hyol4MvzzajVA9pS5bs5bxjKMf5/dCTduVOuhy+Hx0aDRTvv+6LdvviidPeuUQlHrYbcaPyDtN+1dXHt1sOppToh+cTkrmwI0ai4tZ2o+mEf95UqcF9xjecCVAQWnfUq3i99Nbi6gdkTKTEmuS/Pfj9oCqCRWv9uXBtp71pqxjznMxk4LUK/szxhhcm7As00+eiPBfq+m55/hPdFfWv0vRFyeV4c/0QPngMbeZAG/UskfaGk10tyVfwlFfe7J0Z8lvZB7DKFqKqCM5Z7j+wD4D1MegIs7tW1oa7DuMY+GF8GX1ojkw/uroKyP5yooTCguY5IMamCA+dvVCcFtE2nAjhvrZLwHvA7OirLd1wDnQP1/BRnuwKKBK5wPRRAF0Duzngtk9jBprqDeXJ9D5hwmgVQ51w39k1c6qhpo2XTFqlGB3Le1Add6y3hhkKnWKK4u+C6G/llew5QBnc1Ak8AZ8YUzwpffKn07Zm5J0IRnam6yuFD71GVeAdBVewGqR9Rb0orOn6nj1kFrlUBGUMgkwd9ylhwQWFxetCNuBPPH/rQlRx3PZWebi+Oh5EHcdBvlfTWlNKvyjl/4xXW6bGLu9ZJVVNFc55Ar2+1FHf7IiDCs9JNOTfW5wF4va7L6yZL2tCeczi+De51wv/RNDwXg2uwXhznR1/ayRIvTTtfdxp9i4+l17ymaq6A83pdwNCX5oQa56HmuWAMQ1k40MUJi9+dA+b3vfUPWjP3cMMZ/LZHJCL0EQDNhDEFIe2keyfS6RgoA4h7vd2Dwyken3DcY2Y9rhx0UnJzxO3AtqoJhpjM8X/3id9dET0QSKpRmoDeocpu66wUmMzWu+p+R9nRb3o1lOjP6Cq5C30ZV1fx2QDCvpUV/djk4cB4rNYYKY1Z7EzBYHK7VmB2uWkAjeScvzGl9EtVIgqP7Pc//DgrdplC13ZqrcmR0+3ULnF9oEitrzQDnkG01giGBs6u+bH0d+Buwps7e9GtXlK1pt8yrtYTDU3+xX07jlwz6VW1c9dqpAL6gPOHfVhN9IMhyrlez/omVS3UqQQHGOrqxjRvM4AZ/W2dSjk5qd4XTVY2AxWpLRf3NP84AFPnSfPv2oASL59JretqG+b4W+ibYSheGVADUtV2pToeCd4AoBFosTkD7WDAf6BqSI20A1SIc8+73XnemrpTNhtF+ArOdxyi7+5vi4fKaSjL07VO43yrybtjNVT6xcdhto7B4+bGAHTOdYl0xfKyAJ1S+osqnPMvkPRVkn61pH/+mOv1WMSXatGQMR3vq2YYBwl/A0ZN1Ah7szlv63vqufbhL59Ur5lAZ6gvBeAM7SBVDhgj05GBib9wGLbwKpDqZDTVf1005uftRT/dVS4XzZNjE49t2peD20XgBYCc9ZXn5oU/GSsHh065e9O06Ss3lMV7UIeoFfOXe+K5cOu4tuPoqHw/CG8FdAi+yD4Jwpm6e2PX2Xl9AVtSaMqeQ1LN14y3zzD2KxQUY4B7euDNkYoh1ekkqQI0ofaMuwmw71ZgjWHZ7C7Dam/ihUN/nPSVsmH1Oa3SVJWGyTCpNkTdFR9oGL/NRalWr0Wybq4GLenn5Jx/ekrp+3LOfyil9BWS3v64K3bZ4t3bqS6vGChQFLtB53Y7Wau+LIPOJx0CRD2CDoHXc2NTBGd+u8iLQGq1U0/56SDl2u05TUrty0Q/+PlorLtd8el94YWqLVJfqAOpHlutywTBJDP5X6+rNu15ODDgoakz2UR/a9rkaTsjn03fSFWLPx5N2O5pgavaPvQ9kXoA9O3j2g4/b7MpkyReJpNhcBj91Hfm5je0gCdp2hX+0OpLX/qk666CDsYTvTLUCYZJG8MqHPu6L325XpfznUaawvWDFW4YquESmZJjqR2ru131OCKVrRvPdyrtoI8A5p2qYhTzjvAeMoklnQft65NcLepXLA8D0PfHvycppY+S9AFJb3x8VXr8glYSM7dJrdVZqh4Orm1PblBqOWHp/ETrgOLUx0XnXFhnW/Y72Pt1cbk/GbZUteZk/6ftgJZH2N0/qcapOOFwLyYK2u6UgNRSC3NcMTz6fmiXxNTBJwZoENfGIw8MsBJc4V4WaP1nM4ZBqQXzyfsm9C0TzdqehRR8sMffWAl4cNGtUHc+1I1yycIn1XHo1BvXH4796nlehqG4O65CXyJMqhxueHXVSL9ObRleFsXF7JC8U700RYqe9W0IulTvzWPgePSfvlFygzXob0opvUbS/0fSu1T68y89zko9TomaNL9h8WaWx23JE91L7VZMvt185E4BEn8J0QzPdud5WCkAjb/sfQ2Q2A9Fc3KJRh5AbbeTTrZVc741nn8uenIE57t3a11IcrRaVz/gaCQjObxTG0673LlTeO3nnpe02Shvd9pui2ZO+QjgstlVzwz6BKMlOSgOjapwoPQ+90AU57LvjRMPlI2f7/7YTCaTpr0pdRiGEsp9uq2aP5Mb/YK/NyuzbhxPtCO6L0I9rGLEIJ5BoT2cQxuOj6s7ohvvpFp25PV5ttgGANRupGTWYcXnk5GsTTFnRidNW45pW2nFuLFEp6qBa/z9RqQWnZObTHHknP/I+N9vTCl9kwpeffxjrdUVCN3t2mTkvUiwz9JZKs+JVJIxKZAv0aV5ba/vC0A8SLgOsDvrpe2o1Z7upNOjVls8nLnHdlsA98WxTUdSk8jel9lo5L5pLTTB4ZH03J12snFt0hPruH/twUb68A+Tbn3Ua6Sf8BOkoyOlkxPduntPt370R/Sff7zu2+dat08EznXHSMJ16HsXB1/OuXt35GT7ek9/PnEPQkCXycZ9w8lf4gDNfb2MrpOGbQVZPu5WSLpVbB/QClKhKqBIoJfcV5s6Yz84PCpjC6rk7t1S/osnNYq1G8fBpms17wMD99TX5+orKx83+PN7IisPBkOT5jscNfQGNhHfQYa63Qxaw+UGutnNSc75VNJpSulvSPrYR71ZSulNkr5S5Rl9Vc75j4+0ydeq+Fd/Qc757qOW+2rFQZrvG1WthxzOXVcHK4CBEZAcBd1YWNQ257QRJGreURs+7Wtuh20v3b6raZ+5w01N7Yl4JCGfLnyk+oIDGPC0Tg+4ixpLaj8WNU7k1rF063XPSa//GOljP1a6c1u6e69Ekkj6UP2IXnqxanj4Zrt26Dw72rN0ntv2idLB0o2SXs79bW0jbXEviLl3kVVQdKGMkwbgeWATGnWnLj5BA4C4EMK5T9q70U5nu3LM6+ch78fHtX1375bfT3fSCyoGvc34Wam1Y6AITHRSrwkZ+t4MitKUN4X8Gwrjah0+HHcZVDlsVq6DHevGvzcGqG+yF8cF8tCRMNMFKa0k/XlJv1jSeyV9d0rp70j6DZK+WGUj2l8v6S++wjq9IvGGrGW+zKpLe+d8ETTb6Gp3NFTLPoAeDYDwsQgvMHaICAJQL6cyb4ChvCzsb+cJ4jHcHa5Lekk2gOXTqYINL7Yn5PElvwetOIDjUgY4eptSJ915vitq3WteI732teX/x3elo8PCcdy9q+f0QZ2N2t79k9IWqXqt0H8s1zGQUY/bo2tges2HSOtRfzs50f7uVve3lRNer+szXK+rT3X08oiaPEY2vtNugDD2u1SvX3XSynyB72/Lueu1tLO3zikInolz70ws7KK929VzoueM0z7O6ccEYAeqQO/3OTmxPR/7urP3NOZVwbNXPVeqfves0uaM5tgRYiCKVJUIyrpx8iRo0CavZLODnynp3+acf1CSUkpfL+mXqzpTDHoFwP9qxAcEEVTQGlOKyZEuQDNi+cgGogQDUF4vaeir8c15ZQZtjMTq+xJyPEVv2dJ6P1TDpdfbJxDpfL6FVVdA7uxue51U64H1/86dAjquuQNat45LOYCxrwxiAh1feuvolrQ5aK1bXRpnhVsFsLukg92ZDrZlp0GMkoAg92mMlOuav+O513RFO3/DG0sjNgfSCy9o9d736s57f0RnL9ybEkehnR4eSXe2VWOlXWjPp7vCw0aPmMhTU6/1Vtra5OuTrQe5xO9xtUQbfZLEEwK3z91Q3NsIWOq6ujrgetfy8Up57sUKoIfjOPA0sIzFKZe1KifsxnKaScZGtGBPedDZ+IpGX4/MdTqRv9AdF6UGvja5iRx0Sul/1jwQJ0kf/gru9dGSfti+v1fSz1IxPr5N0gclff4rKPcVyyCLZFJraZeqxoLfrlQ15wjOLB3h3gYVLQRwkCqgwi8D0BiY8knNC5z6atVOKls8kXD/WBUknApwrhA5GLVoXqS1Kmd9y9yz4DbxSAHQnKd0X2Tc8ZyT9r/T24lVsO+l3am0PZXWBwWg16vx+1q3+w9qa9q/TwTO4xPefXBnI73uI6WP/3jpkz9FOnidpNdIer/0nu+Tvud7dPBDP6T1Cx9stMTDo3al4mB73zjxdXgznL64N/oXkxfE6ShC7t3IyXM+HOmkSJHwF2Ot9zOaez9UX+K9pI2Vy7j0MHw07OefL99fPBnLUwucSNdVEN+qgiVBNGvVfsLrguGGYiKNQD5+8aT90Bq0gdwkXCPdZC+Om+lm96de4bGLZE47zjnnfyfp572C8i5N4M/YaQRBayHlIgPU+bNO1d3oQNWtauLSBp1z9JfOgwBLcUK2XXwAE63owIDEyMRh1MLRuF0cUN2dysF5HYDSOUunbiaj1tra2nXSkAso333J1uvjAndzIA1H5Zzt/Unzm5tkfAVy60haHY3czPPPS6/9COngY1X24PwISc9Lr/9x6b0/LL3//Urb+zrY7ZpskdR7RbLprtOq77Xa9U2fRloKP+PDvqVMNptWI+Ue/N0PlfN1n26OO5Vxah4+2Z5l6ko4NOOrV9VKJ+3UANqNikdH1Q0wimvya1V3N9duHdQH+8jO8WT9g0oFBzsmOxYT9Mc80DdKe0Zumgadc/5Hl3yv90r6GPv+ekk/+jAXppTeJulzpZrl6zIFAFt3FazO+gLOO9XByC7KGN641rOP+ZKQ9J4xI5rUAuzkX7uW1ru6HyCUy6FxslL7ciPueSC1+TqONvWljdppNHYBOlAe0Y2N5TC8Krzs5P42lrXiQmKpX3zxPOJtDqvKuF6r6/uJOoEqoL+gFtLzzxWK5M4d6XWvKxSHPl5lOL1e0n+QDu5Jb/gx6cd/fNLaV9v7031X3Wps6KouZ7anWp+81ACmV/VgU55B35fAgH04vuksN4U9h2jYdH4Zl0tWaWd962Hiz+RwNB4OuzomiRY8OZE++GK9Jy6TGF3xPLmP66SVD5dO3Q6GdheeuWhbQHujSlewvRgrNc/5Afhi44HCIEPj4wTk97znPUop3bOf3p5zfvMjFZKlPFzPFravlIN+JfLdkn5KSumNkn5E0ufpISmNsUPfLEmvS+mx9tQUtDGCc1ToAGcG6VoVtFkKHppW6gB4NkZgRVoAmQBzqAP9QDVizP1coRfmZBjqS+Xard8nApFrXn6ea2WUMS11h7L0Xq81ba3kbZ7e/rt320I3h23hYwVX637Swt1tj75Km/XIa4/c9no10wmdpMPCgR/fLn9poFSuR8ISJhpzo9KEsc6DUuJzpEinH9xjgpUHZbsHy6DisYPGCdccw9Tvbsv4uD/Oe+t1AWvStPoYid417KDddaWPSf2ZdpWiQ+m4YHhN4DwO1cZTSKqaMkDshsM8PlfPp+5y2XrqG9/4Rn3gAx+4/WrKyLku/K5argygc859SumLJH2rynP76pzzD1zV/ecEkO3th25oubJ4fkzgwm8AdPQI8KARxI1DEV/IQR0jq9xtLIKr87bgHtwty3KpBbx0QR0AfoAEI5ukKeGTlyGdr9OkQfdn1WWh76VhL3UraXMqdUnq90XD3Z1NDVmvC2IwUTIx9L206vvCWXOT979f+vf/XnrjD0j6cZXNkl+Q9H+MvPeZVXCEvcFcC/rxt/5M2m4bwI2eNZK0HykYz4DHygF6Bjc3fKil6s3QbCZgfU86AA+J7sb/H4fnvF5XKmIv6e7ILZ+ctPONJ6DC0E2GvTSUXWukqoTwLsBDOs1xqjHLoio483+pza5HGZ3U5FfH+6cfxrSldv31kAePJtekQF+pBq1x14Bvvsp7vpygAURfTAbcWu1A9MHkeQU2qm5P5J0gGpCXhKAQqfXr9cRBZLPzLa2k8y8pGc+kCt5913KKHhDhgM75x8fVaIXwMnMeIMnS3ZMRxXBi39Xk1vZ+q6r3+wKE3WpUOVMB5t1pUznqvjdgcXvj8e7eyB+/WK6VpO394m/3mtdIJ/elH/0R6Ud/rAD4iy9K2/vK2904+ZnqOgwTiJ3u2ghPVjxMrkxOU95no4E2BtBSPYegGO+fs76Mp5j9b7erxjdADg2a6krnbRRQHRxnTLmHzaBCm72k1vgHReGUne9sgkZNmlLeBR57p7ri85QIEawHlRswAbniM4S/N1Gu0YnjobLZ/T1Jvybn/ML4/UMlfX3O+Zc85rpdiXi/x3wBeGY4R+YpRw/s79GmBWePfsNIhIud1Pq/ZgPozabsuqHBEsYMlvwG8DVFMPKJGBylC/jM0bUMF7pIeTiQo4nF7Hnu1SCN9z2poLYfBt3uXyq0BBWdOreo+R4ujUY+2QBGPpdIO6jq6jkx6PDFH9edu3el//AfCy99dKtMAif3pZN70vZU+e69ieM9WEvrMWu9TzpTzgibTPf2f0la9zXiLm/aCfPwqPZJ35f0n74pANz0aW/7Um417YpOOWmovsTsXMKKCL9up9gmDZUxN5zfrQU+eKcC0Ng3nh8/rsUO9h3uGU0drwuLhyq0xtAqNDHsW6p1OZ05xr1vtOS6ALtqeRgN+rWAsyTlnP9zSul1j69KVy8MEH8GR9KUk4Nz0Ag2qh4VJEuaXKP6Fih9meuUwzCM4DMWjgFv0r5Hlzup+sNKdTntEXwA2MlJyb0hVT9ZcmUAwvyGC52X4WDvgMleg8MI1ivz8HDjJKAFIO57abPpz1EpwzBMwSke7u18Lu0BoCO9Io3BH9udNu//sSbXidMSDa9+1NYXA5tH9+FqyKoGG6JTV5xD8iZP+sSzIf0nKT+HQdP+hNMY66XVztwbhzEB/3G939k48UVw7sbx52kI1mN71VduGSA8VQHp7fh3o6pFSy1g+qqwU40kHFSNh1IF77jbvQNuZ9dtVbVsOO4nhea4sRq0pCGl9LE5538vSSmln6RXFqjyRIgHhXimLj5oFiRLQqAFhqEONpaA0XXPz2PA96MGt9kUDW23k/pxOXtmb/aqa8GRstACpyXjUMHJaRGXM5tEcMHy/Bqef4J7Ode9WmuicdxzwUGUZFLrdbu6QDvebqv2igB+cTXAfSbAHwoA4igS+V3/PyuUM1VwfvHFQlUTfHSwlm7fKUxJ9GJxKsMnEe7hzzb6V/e9dH9dEkEdqQZFSYGq6uq1nuhpasdQ+eeVLvYMYTLA7ME4k+r1PvbQ2tGEO1U6Y3zE53YOB8T3qlo69/JJhHbi6THY9U+K5FzNFVctDwPQ/62kf5JSwu3u50n6rY+vSjdHPLR1b3+dl5bOLysl4/IG0xKGFlQHVXekvR2bEuYAeDofted0BKkxD9YVaKM3At996d6N2nFjcLT1J2BBJJtUXbRi+dAwXNebVhoT4DOZTBTP0GrxkQ1x8bbwHbrIuXPq7O6GzuP6Vlr8n7D2VdeGKjOBuJbv4BkNtv4MfYI42BX6ii72ccE1c14kk1HX+0WtPWP6DNXw5y6ikdvu1EbAermhy2eF9wKJIM2xXlXh8d3jHexvuvZ8oznonPO3pJQ+WdLPVunj351zfv9jr9k1CYMIg41vWjk3iQKcLB8nb47x+ESRDC2YxF2Z1710uKtaJoAb83NI9WX0HMmrdV0au9bHue4jO5W/aUNyY/Qcv8UMbdSB9my3lSPlmCe13zt1o9b311cUgCzXuiZ6tpP2XdXgAci+ryDLtljO80vlmufuVDoAeoUMd+5dwfXsdzg9N+vDdejr6XkazYNnhm+D5ZOEG499peO8t9dnGEaqgQlY5fnfH7nte6p+yGjPaMgA4VrVD5nffONaz6shVW040hgXab/umeE8uXsj+X1vOjBPchM56JTSx+ec/9UIzlINKvnYkfJ41+Ov3tWKW6B9mRZDIBm4cZNL6bz2MYz/uNuW+1hz3VZSNwIMQOl5kRESMcHdwo/6ktwNXsNIA9zftvk6uq4A1n7T+thKFSg9otBzU0gthwuoSkY/jGU5uPPh/EhfOGA55+weMHEScS0YVzNvN2B/727poymvhQVuMMHFunh93JuEydInCZ4TKxToJELqPXETfUzk4G4YaYuh0FoeOOI8eN/X8TlIGvoyhj6oAtCEaEvVgCi1tpOodADoHsHHGGbVeJFhj2s7zYP2HABThges3HTJ0o10s/s9KlTGV8wcy5I+87HU6JoFkHbfZrw1Ymf5UhWDSj9zzmD/gU72PB7N5rUnLVhK9eU866Vb46h3P1tAkGt8aY43BEa7uPks17kPtWtwcZnu9YHHZbKIgTdOwbgBD1D3MqmrR+Odrav3BkIy/FPTkslOx+QlFeBzI+O9k9puQNonP6cLAH0mPM/H4uAdeW63Nbj48/N7TfSOWgPi4VD46s3u/LP11dxeFZQ9qAoa40iVznAAdi0bw52fG8d5sjIiSM/5P8dzpBaYkScBnCVdajrolNJXS/ocSe/LOX/Cy51/IUDnnOGZPyvn7MZnpZSOZi55qiQu6Tyce+5ZrcePA29WfQE8reI9necEfbDGffN4ebtBOr1bXLCkdlkcOVBpBMXxOBFqx6oJh0jbSVks0wFU1x45J2qA0x53Qz1OPgnAlQx0lOF+u9TbtWDXrt3VDIm7b8eXpx8no7O+BehTi8j0NvhEcu9EOj6p3LVryKtN+x2hD/ZG2TAh0X9swHt0JHXrNroQQVNFo4U6SV2dgAbVlZdHHN5RNfR143Pmu1SBk4RZp6og7eHaycpA6fC0ow7SPmaZADAa+p6Cc6vLJwacR7lEiuOvSPpzkv7qw5z8MEbCfybpkx/it6dGorP9pEWvW00wemxINWGSR4b5UvBMJZdDL50LRlnZPbZ9AWVeWFydjjRGr43f0do6A+0YtODtuH3capJSDaCQLEGPLeHdXxg3Qe4xtz/imQV9RC6ZOvrkcrqTXnqxBTIoGCgZ11xPTmr+6qi1E8aMVwyauU9gTk24D/TROHG9+GKljmLb6FcHdte6I3j3ve3mMtQJh8lztZY2ffWW4DlntVy8T9Y7VW54NY4JvEMiuO5kOZ7VgiRKBcK1g3132gO6g++uWHg5jOmLWIEnDZwv04sj5/ztKaU3POz5D+Kgf4JKitBbKaWfobo6eV5lgn6qJfJxF61wfDDHwU1Kxpig3FbizYaauE5xPZqSe4f4oOdFv8irwQHySPX/nDcYyEgtt+puYm5gjK5yAGjTJ0Phdx2k2cEb8XsAzFAmbPN0cNLuPyjVSQVNn4T5iKeF9dSffV9SdLoGHHNVuLYr1X3+4nZfcPlo+ttt0bzvn9T+WK/Liue+1SVqzF1X93U8G2dxgFcqodnatr7OvcruOjQbcF6raqtOM4xFTBGETNT8H2AHvC9KyO71klp+u1MbPYtRkLH/pPvkPqIXx2tTSu+w72/JOb/lld77QRr0L5H0hSopwr5C9dm9KOnLX+kNn0SZOL+RlI7aMwOc8+bcjfwFiC/CRQOY632yYCmJph210vhBnCd1kHKDnNTm6JBaox20wxAACoBzTZfoQ7jbizwTcMnzujKBTUmEhqop+1ZSHvnn7ZzKsX6Ym0QileT5P2jzWrXf5rhmrtn7NWZwZAur+Jy8r6ey7EPEam/1h69Gg/a+opjI/zLB31O1o2xUNWwH84vAGSXCjYYbtePSU6MeDPUafyeudDeOy5RH46Dfn3P+1Mu69YM46LdKemtK6VflnL/xsm74pAkDfFre9fV3pFP7wji14S/BWnXpx8vDsnajCkp5aHnGQ1UtadNVzwoXDGT7QQ8EaE/lCYhKxZsDAERcQwQkXKt2cIuBKHh4uIbtYOnRdtRv2knlRI1feberoIdGnbrz4eARhD2Aw4F1MtqN1zNBbYZ6XKrA6hvrThGLYSIA1JO3Yzx2587FhtQpD4eBGu5xTMZMdLuhjBXfaopVmxuysWswvnYqYd4aj98Z/7+x86Xz1AM+/71aQ2RSGY9sIIEHik8SDKNsZc3d40mRG+dmZ/IpKaW/H3Jx/N6c8//rsdbshohrydE44/k4pAq2gLPURmTx8S2DeCnZySL15TeWsYTc3l7PeyFEP1rJtNih8uWpq3kfJne/Xc1W53SIR/VhuEMTnnjmEeB8SQ9A52EeOKNhzV354JShFdajsRCw43fucbYrtMK9u61/stS65XlCKk8R2vfl+pOxv4/6dn+/RrMdV054XcBzu5aMdwncOWX1fdlXgAmNydX90wkwYUz5SkmqWvR2HC8+5gBOqYZvex5nlAIoEKc3fD5zfhpKDsUDjyZ2Qon5aTzpvvs9x6x1T6rcVDc75LNyzhOlMebi+GxJzwRASy1IexpS9nfj2Z2o8D+4vDg/iDYSd19h+bcdr4/JzqXy4pETGg12O77YF+6UEf6/HlrNcEpuM/Ke/bYCu+edwPjlbnGAlwd4xFzRfV/zQZD4yXfOmDYP3ZUIO6lG75F0aj8C2p07LeDBVb/4Yu3rJOlWX7VkgJQ8y3ud59Y5B03T6Y3JM2MY859Yh7oWzKrDNWb/6ysDNGg/vtuVZ3mmqpkiAN1Uv/GcY9VxslU1JsdVOAB9qKo1H6hsnwbIuybeqR3rAGt0MeX7SnWV6AEvTvE96fyzpMt2s/sfJX2GClf9Xkn/Xc75L190/sMA9CqldJhzPh1vcEuPZ2OTJ0bmlmlsuHkyfpzXQ3MZVMD2UG3AQW/n7e06TyojVY34bFcMWf1QX07ZtdRxbWV1ag1iEw0i4xd3dbkPmEwca6BLWMrHgYvmjjiw0BbnPwdVSmS91hQ4w67YaKNw37tdyZ/xvrsl87NUk/6shrq0nugM6x80VpJSHR9Lw90KMkx4621NJsWKYsoR3deJBJAmgGazOR9RCMjTZ7411um4gnENuLP+PbA2E6VKe93XGc8PdqP3PmbMHdvvuOBJre80gM2YRNbjNYPaCcT7dxjLZyxJLZX3JMtlJuzPOf+6Rzn/YQD6ayX9/ZTS16j0+W+U9NZXULenQnwp6LkFEAeeXu0gRaM5GP8e2Xkc5x5e3pnqhqZoz1jmfTnq1zjFQh092m8yFKr10d730soMc1IFdXjgKcvduoK00xjr8e+wrfWKuziTBXA13nM7EpwHu0rlxIRDaM8v3JXep5KifyXpQ1SBYz+Mz8gnlPF+lIW3zMGd8hvBMVNgT9caJd1IGSMsvX5o3Y0PuxlLWelMxtnR3gA4kizJowg9AMcNdRj6aDfXOqUjlT5lnK3tGq7DJoJGDshGag5DeHTLO7P/zwHxkw7OyI2lOHLOfzKl9P2SfqHKc/wjOedvfew1u4HiaRb57gNwI+mW6sCFSwS0eUHWXYkWg99za7dzeQD3VlLuCz8NxeIbDHj9onug1FrhT3dtboRo+5g8CXbSalfr7gEtnYr27kAUo+omzXrbgoBPcFMwhyq/v+7LNTHK0F3baDvaH8s5DFpSGwB0oBb4SHzk/sUY6nwS4zgcPuI0jNTWzTP0Tf1vfcXHE0uRgwVPGnd1TF2ZtNbj+Q6InYpmG/OC+HOQpONd7XMAd7IbDJUGQlnA8HegNjeNg7ArEz75ejrSp0XyJVIcjyoPo0Er5/x3Jf3dx1yXJ0YcqD3IJKuAhedD4OMuRlNi+r61fMeHAbiT7Jx7Ro09/mVi8EnfeUHq5hNBFID6nCG0DwBMuUMLCh6gcm5jR+5hPLCfsjcwc3dAfmNpf6RKn1y0hdJEowRu2CeWiX7oWwD1QJFObZu7XeWl3eAHQM95r8Q+o2wiN70v/fyuM/dKVSCNO/zEdknjM9hdrMmS73ty/VM7lmLKXZ8AV2qv4R5PSo6NR5EbC9AppZ8t6c9K+q9U3R/v5Zyff8x1eyLEtV54PZaT0BjQGg6uqxGRu3Hku2bCC4I7FQ7/8LndWC5ALLURXl4PB180dsQt+niUoMlT3masO3konI+OQTKIgzQbnjroTJr3UO/n0W4HKl4VvvGpA+vBWvqwsWEnqmBN9BTtZGLrJXW9lE/q5BgBk+chjeBqBlBvE3TH2a7+1ltd3TMG4V5xFxrKZSXBdlbw0B7mTr8wBtjhZKVqZKUeUksRHW2KBt4PdUzsh6K5T77r1mcOzFIdg+PiRlJNfRAB5GkDZmnUoG+wm92fU9mB+29I+lRJv0HSf/E4K/UkC1nDJqBRy8PuNIKFvRi+PVGn+mKtRp4SJRSD4MrKh28GS/wFh47g5aMOnCOVpXU3Aggv4WDnTFrRUH2nJ7HR42548SNVMNwPFSima1WpG/pj4oT780mA1t3oejj2Az65t8f64Jmysw++uho07Tzi3HnU/AFGxCciT3rk/uTuX+7RiZx/68j4e5ustrva99MtB2lz0q7WCBCh73YqASgHvZU3nkunOV++3VZfahItHQ3VOBiTd3HfxtPFjsWVoY+Xp01ucsJ+5Zz/bUpplXPeS/qalNI/e8z1eiLEtQUfmK49o80CwoDNamh5PV8WrkcPismTYQTbE+MSPUsZWvCgFlxX65F6GUGRRDZNG8aLx636JoD0lcFW0hB4kL3KBOITAOcfrOvWXI3b3a6dkPx+Hh23U9GMSafJimTKZTwCPJQSAE1Cpr4bAyf6ylXft2e0GW+ctvUaxCcWjHOnuzr5uDvhmWrbPMUrWrRUJwsmhfU4OTe0iNTkXaGeTYYy1XFFUJNntPNAEWnUsHclqi9umIBGDA0WuqCZFAb7K7WZF6WWRntawfmma9AnKaWNpO9JKf1Jlb3tbz/eaj3ZgqaHpV0qA5pMd2iKrtXCKfYa3brMQIeb2aYv0W6AltQGNkj1ZRpGXhMAVl+1Ja5bGYBK7QsG941711bnefKt2pcXED3qqxuah5bPbRq6U+tCJusfwGpj7dupaoCdilGWRFZufIOyOOgrhXLf6o/HyhBoB9f6z3bS/b7yybj8NX02grKD88lJ21b60414zqk7pYCh0ydbrqf/N2Mf4V1BIIk/m8lnv5cO+9o/e7XPkQkyGped7nLXzzk3O//7tMqN5aAlvVnl+X2RpN8t6WMk/arHWamnQbrwkeoScW63FkAXIPcX9tZWutVp2s5oq1abQpuUKtjvVV7M3Jl73FAMW578HjczBwIMhx5SvFLrZytVzU9qX1zCk9k+agoMsTYycQEs7nHB/eHbO1XPk63Ksn6nAs53VCgPjfe8PzbkUOZloeqjDl/tGrtUPTa8T05OarDNkZ0zl/QIH+i+b/slqQY0SS2fPl071L5ghcWkC0W2tg/9xzNquHa1fPJEifSVHsO46nk/omHPgWFuayzkaQdm6YZHEuac/9343/uS/tDjrc6TL3O0x9wgjvk4oBV4MR3MMOoMqi8iLyHn8qJ6Pt+9ysufhpFyUAtCs94Y499T1V06VqrRZ5wDmJyprhYOVCeI3VANVmiNHnzDsvto1HAnf97QDwdqcxszkZ2qAPRadcIhRSt89rqvAUT4ja/UgiBBKR4dOAzF7/zFoXqJMKF4zpO45yGBKIOqxk++Ct8E1o2sTJxdX3fc5hkca8zzTNljP04eGkNpPzy7UyI+gdPX0+a0Q31+rIAcfPF39pVZH857FoB5kpvoZjf6Pl84b+Scf/pjqdFTJjxXNJY4yD1DmBRAWdVyHwOZ0HSzXY8GJVUDThP0MmPAmwNo7g2wOU3j5znNcqA2QU+v8y5555bR4+8HVlYECsB/PZYDcHC/taqLGv1JX/H/QJ9Px0k8JIugpL4YJ8/Uhs3C57u/MffPM+2cPGWMOnFZrzUl0MfXmTFAcn3C3E/V+mR3KmDLRO1Z45wSmd381p47//XwbsqP4eA+XJ4lkL5xAK2yLcsir1Dg9nzwn4XjaEtznhMeCu4ALrXGQY9mRNvz6w9UgSOChOeecK+HMxU64CUVUHh+PB+wcTB1n2SA9t5Yl7vboqEivhPMaV/7hbL4S5Y1jHKNsfGkaPNHkl4j6c7Iz0+Aaf0hVXBGuwdwnLq5r6LJb/ri6XCqEkZ+r1a9PC9z+ZtWBV1ZnfhE5ICOZo03RfRvZlebzUbKLxZjH1w+3DrPjLzROZRxa6wgxj+nJLieyEX6JfpQ+/+dlnMbw6BnC5SRnFuPnquUCwHaqI1FXoEwkC/aFRww5NhaVSOGp/ayGB/4qfL7HC/oL9iZCt2w7uuL7h4EZNVDW3afa6nlPaU2EpC/h+F3gBrDYqcxfwT3H1qagevga+/caXd8yQaIa0nPjff70GPp1uj83I05NNbWL0kFvPJ4HcZIuFtfAZyqnWDYJZsJaKvSOdR14rDHvnWfcnJ1Iz7R7Ic2PB7q41Rjkiqb0DqNRs+t9cPQumUejuXdGmkXd1nsZVGYQzve3AYyJc5SVQaisvCsgrOkR03Yf6myBKo8RvFB7eDsfqXQGHh89BpdzOzjgMgLEzVB7uPbaLkRCEQkn8RW0l1VQI4eGXOUg1SBmPwOjQdANx4b2gxrUDaDub0xKQFs5JIgtSggxg7gU1rV8X63urL0v3VUwfvoSDrdtquHI7s/BsZ7qtw0q47D8a+n73Q3SVYYHs1H32GMOx6viQn6+QtvPfVVVznts131QHENfKvCrfuk7AZl0tGu19LKAmvQpjuN4dzWLllZfr5UDYaRintWwVlS4aBvsJvdEqhyiTKX4tFfboyAWztvZ9dKFvCiNguZG+Gk1hNjraJlSoW6AKwAGPfY0HicvRPRPqExMD5RJ9fq08hvep4SQAVDXQ5lsdM4AI32zJZc007fQzWE8bvnyFiva6g9KwA02k1XXRf3KpMgYL1STWivsU53VA2j0U8YYJTqigdaxo2BgDJ+0qutrQSCofasL7TP3M4jZ+H/ADQTEEbHrPNujCTU8t+ZGHv7uMbc6enMqfFq5MZq0NISqHIZEge7dzxAxW94TqAt8+K4Zuz+zJSBC5VPAlLrdYHWu7fyqA+0CxPEj6to2YA0Wj5aGxz0BMSjqoVRE+2UJfeLapP9TMmTxuU+bnEeNk3QB0t7rj2R1N+V1nfVbObLqgSAXqn4QmsExNXQ0jEkoQeYfLLErdA1fTxQ8LrgmR1Lev64aPHDUHcnR0vfD60d4vaunegiBYb4ZDD5NqvSNoMqt+y0zWSIVUujwW2zUzf1e6Y15JeRnHVz3ey0BKpcugCgaLr8bXJ16HwAgYPwHPXAcU+eDrh6QiHA5lhVW4PmQKu+N56D/7Bz1NSFpTh1ARxdy2OAOfhLlZ+Wyom45JFRDh/kKM4Bn9DOvt3mCYDmfmsVIyCThdSm6vTz0JzJoTJ5Qqj6VuMVcdBXoDzuCh9+62jc4GBXN3BgBUSwjMb7YOjkefL851IP+3OV6vOUqhYc088639wEKKl6nxCt6Vr0E7t34GOSrBtoJDR5s8pz+yItgSqXLq5Zx8gzX3LycY7ZxbU8f8GdBmFiwKfY78FWSoeqIdTHkj5MNUE8Eg1J/Ob+2VI7iQB0nCs7d6/WM4KAE1YSTDAukcv27H3O3+Pr61QQ/QVAMxnyW0wC1I2/+W4ysU1ThsKxLVA6J6qTErw3qwepTmqRknAvk06tO+WcuOEvikebzhmVvT1+zSKj3GQO2rw5tloCVS5N4gvAiwqPyDmu0RAw4ek/0Y7gcvd9NfTw4kOhAChRMT1Tu8lnUqUnXqu67D9WSw90Om8Mo97R55n6x0mI80g0tN1KJ0M1YMYIRtcMATJWI3Eyc2MaAIxgACR0/Mx+B/AbG8FxNVzudmqSRk0riNGQ+eKLhR56UdIHVZ8PArWwUutnfqbChd+1PqL9UEp4+PikO3mPWPlc77SGj6V+PMnDuJEFnM/LjaM4Ukq/XNLrc85/fvz+XZI+Yjz8pTnnb7iC+j0T4t4O/mL6d6nVqvgOqHfSlETI3fTgjfGPnvPOWNm5HM8qy3A8HACIafcPtQYx0NDb4UrHrfEz15YDVaMaWqdH1DlHvLZrPVE/fC4g5ny1VCfAldrVBmXeU53YnMYhWIQNa4fR24J60obTXvrgi+XYf1LZ8YVJ5rbq5IYhmOdzOp6DIfbeeN1eNRGUPzfoG39+67HDMWj6Cipy6PRJ3PTBbQmLtHJTE/Z/qYr3BnIo6dNUxtvXSFoA+lWKuzZJrRYTN30EoNzqDi5q/A2Adg8Q56ZxC4sgxf8dvN0jBBc0d78CoJtczyR46jRlz0OLJ+QYGsBdzkiTiXGS+runBD7J/jvRhADz0aaUe9LXTXkRD7JhEpOq90q236TWS0VSk+TotK97T1IPqYaa/2cVzdlpk9uqhhuAmAnBN2Pg2RzYdR6l6c93q5oD+2BdeHYoFJdIT020kir904VzFmnlJlIcm5zzD9v3f5Jz/oCkD6SUFiPhJUncSoglqQOr1AKzv9DudSG1XHDMj+Gh21P+jACaQ9++rJQZOd9j1ei4s751GfOkTrRpLZ1P8D96XqD9O5AAXkwWTBIs1V0zhBtmstjfLcY4JgbniqNBDaD0/iIy8lg1opEIwt2uNXhSJ54H7X1OdTK8rbJv4i07jjEVaoJyDlRWLhhx76idYHd27UplktgMmnZ3Wdlx2gqHHXM3O2V0TfjzRMhN1aA/1L/knL/Ivn6EFrk0cY1OqiDkBkF8mmP4ON4KvmT1QA3ACL6zV8uJkrBHkva7NmrMaQbqCFjOGbXZgCAaxzDG9X0xpqE5Nz7Mnab8EHiPDKq0AO6DTvugrcfcIk4TuZHRQX+rwhG/pOqXfawCrM+P/z/anPdV3g31GTTJn1S17iMVYOV5wWsfjvXNZgClHXhpeFQm7T7k+VigD5P02s6N9Bi2BD+P3929j3PcPrBIlSzdyIT935VS+i0557/kP6aUfpukf/54q/VsS7RHoAnCHaIZSW0ASPR9xnUOg5i79p3zihgKAGztOg+NBkQA272qaxzgxT19snC+3Le5GlQAGYzGl/lY0spc4vCgANwkNTuycG9WAae7dmJhksPl0Jf4AB3aMyuDO6pGQe6BYZB+GaxceP7DdcnLcWcoIdtblZwe3GvQOCEO5z1aoBo8hzjav6Rp70aeB5MNvtisbJgspLpy8hUV5bKrerZnEvcWXGSUG6pB/25Jfyul9PmS3jX+9ikq78qveMz1eubFDYdIXJLCzTo4+/mAOcDJyxut9NNegapgwhLe3cDQSNFG4WUBdx/D8R6unfnfSRse2ixth6p5sZM0JR1q9vobzwW81GvawSS6Gro/tsIxF+4VM885T+6eI+7t4Vt+OcfvzwAqwvlwn8j8L+WSHGluk1gmMqJF/Tqvr9S682ms717tRLnIvNw4Djrn/D5JPyel9JmSftr48/+Sc/4HV1KzZ0Q8eAQBgHs7BzAAJH1XFsDPPRkALw8w8dwSk2Y71FBhB2eADKBJ9n8MVie7Ej4d6RCPTgSAWJJHoY39yKMCFM7tchwKhHZD/bDxLh4RO7UbGCCuIXr+DKkNFrk/lO2w0Mr7vvx2X9XDRGppqMlDYmi1LacazlQiGakjEYEeqekTm/+fOvNcCbTBb9t57OgK6asgflvbc1/kwXJTOWhJ0gjICyg/BsGg4+5PiO+S4d4QcJ683M6xTrmTrfykNol9r3bZu+8rx4ohCc8DD+6ICgSg7B4lgCYanG9d5XXq7HfnSGP+6r3Oa+L8Th8p9FE0eKG5usYKnYBvt1QpHxJVbfuWniE6EnrDXxxAdrCZjQnryM7tVVzoTtUCPdQGzzfW32khWZ84QDs4T8Ezalc8PA8mNvaZnLZaUzsGF6ly4/ygF3n8El9Epyl8j0EAAhDjJXJAc0MVD3VjvwMsJKlv9pcbKrihtTpg4jkQwZh6I1zrNIxr1ngvoPVjRENzdXEt0CUm/pHabZ9i5KGvNJhUiJrc2LlcT1vdzTG6Nu7td69vrL9UOeVBdSXjRlS4X7RgpyS8LYyBGGHoKytksGMEPjFJk2hL1n/epwtAn5esG0hxLHJ14lQFL9uhHYvZ2VwLhgsFbPyB7lWX7tAiUn1pKdOBB/7X6+bcN+cBttQ5hqDv7Pq9Xe+gGv2d/X7kuAC8nccFTKKG6wDm9IpHHNKH0Btorp4vw+sCqMf8GO7iSF1i2D6rESaL2IfRADuEc1jJYOD0SFP34NnY/aS6yqIfmNTncnz4ymeRC+QmJuxf5HqEwBB8ZtF+CKjgxYwbusJjuxXekyZxHt9jZJmH/Drw+flINPgBMK69Azy4DEqtdua0AS5m3F+qk4Kf61renG8v93AOfbAypiT31n7nvCM1QDvcDW3KwBfu6XXlr69upOoF09lxDzTCbxwghbrwPnGNf6vzGjR19EnRqR83Wjo4Z53XxBcpkrVQHIuoNRg6SPKCzo0RXnA0WI+K4//uCibZllJqgcmFaxGAlmucQ+b3SNG4K5lrtw7OO1XAATz9GvdqAEw8BwUyuaOp1bRj3znwoi1HAPQVgwMimrK7simUQd97f8TcGdzDc4D4PedA0o20ToXwnPy5Y3fwtnof7e2DLEDwALnJRsLLkpTSF0j6fePXu5J+e875e8djn6cSWv5Xc85/5qrqdN3iRkJeJueeeeE8jSQvN/yiVHNHAARuPJv8jNVqchH4XNuSWpCPLmAIIO3f/T7uvy21GrRfD1gRWOOcqwOi0wUIfLLsXr7CiPd0kHJA5ONeMXMGR4/CjML9aIP/7to0E6ZHSNIW7iO1VBd1x3sjgm70eWaS9Akh0l8+Nha5WJ4VDvo9kn5+zvk/p5Q+S9JbJP2s8djnqeT5+LqU0p2c890rrNeNEH9ZImC64aizjxuQMPwd2LWNz6val9YNkUjUmv13qdVIqSP3Z5JYq+WPvS5zYDlnCHSgoqyLxPNIeNu4V/z/Rfd34HZwduqlC585iX1FWbTDQd8jCS/qH/ek4TfvD1+luF1ipZd/uX3lsMgD5FnQoHPOvgvLd0p6vX13JSLixlMvMVmNdJ5H9pfZQ3VxuTuz8+CDY/CK886UDQgRPUgZzju7Vul1YEJgEjlR1frw6Z1cutSCoRsw6YO5iQNudgjH3J0vhjF7X+ztWo47N++TGuDmdAxthkLaqKWLHGxdyaIOceMCjJJeH2/L3CrDXQgxHLqWvVIb9YlE+mpOCYwT9yLn5Ubu6v2Y5TdJ+rv2/e2S3iHpa3POL11Pla5HeLHjrOTgg8cEgksYm8ziqoZ4Lg80N+eQB/toLJsQb75Du3BvP9/9ewHfbThHM23y5TwuftHVzQGLXVMItnFwpl/w13bwZlBDnXR2LloswOlaMpMBFIUDpxtY4yqGtjoV465/uDcyqR1a+dH/2+vj4OyTjo8HJmjnlAHmw3BupFAWzfnh5anXoJGU0i9QAeify28557dKeusDrnmbpM+VzqfhfNoEMIj8I4JrFf9n3EAxuEYaM7+5scu1YjRw507hZmOwioMj4AqPDGeMh8Gc2xffpapBu/cJboNoq4Cpu7+htdMHgK5z694O/LuPJR2zZ+CuGEJ8YnGKwPcjpG05lDmnAdMXAONadfsw6hdB2tvuYCzNr6B8dRUnGp67R43KyvRJ9FkA6Pe85z1KKd2zn96ec37zo5SR9ZQCdErpd0j6LePXz1bZoOOrJH3WmLr0oWTs0DdL0utSuiaHl8cnc0vL6YUc3yK2VOpGVGa8RBe4yDs7EOzDMTdAuj9vrEdM/YmRjB1J/Fzu70twPA8ANYA+7vIR6044NkAdjXYKv/su4XkoH6/fuiubuq7W0vpE6k+qhus0jBvjYng9ABq54Oij7ZMleUXcC0NqAR/DpnPec/0p1WAazqcP3IUwTnqxjGdF3vjGN+oDH/jAq06PfF1991gBetyNhR1ZPlaFynhzzvnfPM77PumC0W0vaTUYGHQFqDWcpx0iHwsAelpJZG3foTfmlvXRtS4azNDmASTPvhZB03932gDNemflobFSvxgEoplyETZ1PeulZI3eq6QKHQZpMwL17V3hFj13tdSuOqIR0SkiaEkmOADTJ03Oy+E6+psynKuOOaxda3ae2b1UeF4O0G6gvMgJYeGfH06eSoAO8gckfbikv5BSkqQ+5/ypV3j/J0ai98ChpG7QtAtJzJvgPCMvXPQ2mFuiw7kC0EdWxiqUdWDXShWMCF92DhZA8Xv6tV34zaPq5uoZvUvcnziCNHsF7vvzLnJbSXdH/6Cuq7uQzBno0PSZIGIfUJ5U+/FkPA96gTIdfONKgLJ9pxs3nnI/zuG5+fNmovMVE9f5feYMvYu8vFxnjpKr9OL4zZJ+81Xd70kUfyljaDf0Q+TC5nyT537z0G6pauln4XfnnR8kLPVJ6OSh3hiunFf19sWgDs7zekaO3FcL3MO11M7KUH/ecwRg2w0ltzMJopAUzvVr3WfYDYoIYetMVG74u0hzfViejio6vRIn47md3r18N6LGFcezwEO/WonvzlXKEkB0Q8WNPvC3OQAKGiveAg5ykdf00HCO4SGBV8ad8QP/KrXg6KAJLUD5Tlu4R8LcwHbjFkBI+UTXuQHU6QQPFHENVbKUnqGusuP3VCqOcdPTfjqN44a6g1CGX8Nvfh8A3WkNPGl8C7LBzqXOnsgoTthEXnKvWzrv940x1V0J0f7RomOQyyIvL0+9Br3IKxNPjMOmsINaA5sDM+IBLlARgCF0Apnd2Jz0jsp2TxjThkE62VbgiCDNJOFufoBNpDbcQ8Sj3qTW35oQ8OjJ4JnqnCf3FKBzHiuRV5fafMxopG6Qiztee+BNr1aLpf5wx/QB7aZerul6sivaThvvW3mRy/Z0oStVKgS6JU428NEe4h+1cGnhnx9GLgugU0pvkvSVKt3+VTnnP/6g8xeAvkHi2qT/RhCJG4ccUADF6M3hXCkA6cCOK9uRfdadtF6r2VEkZoqjfM+b4QDoBkz/cAzAB6BcG56bbPpwra8EBrWrA/erllpf8OiNQR0oG8DD68IpGgdTn4AcCD2ghImss2t8VQOYEuLuxkOA2XdUX1k5nveZaEWA11MCUL9ol3jq3KAes1wWB51SWqk4TfxiSe+V9N0ppb+Tc/6XF12zAPQNk6ilOr3gwIpmPZdfQ2qBkJ2rj+wcX4J7xF8/qCSeV/Fw8CAI6AOvh3t5+O7WeKFQd+dj4wTkAB9zjLj27eA0x806FRGDMpx2mKM2pl3Ox/M3qjmbfQJwWsAnObRUqAt3ueM6+hFt1ydQd8+TXXOqOhEehOP4XPehb7jWte9FS351ckka9M+U9G9zzj8oSSmlr5f0yyUtAP0kixu8osdGXL67zNEFUgVLeFjuAageqGy+ShlzHhnIHK3gAR9SGzADWDjFEV29OlUQo+1oxnOTkIPgRX7hzns7j0u5UDxsFLuz9tM/tMc9I+YiC2mjT1DUgXK8vf58WU0k+623+0gV2OO+i0fhu9svvB7Xxac+qfKIGvRrU0rvsO9vyTm/Zfz/R0v6YTv2XtV8RLOyAPQNFDeyOW0QJfocu/gSHg1Wutgi7Xyw+x7H/A4Ois7NvpzXgnRe6/bJJk40BKdQtm/r5B4ok7+4Wt7WXyh3+/NIvSNVGuFYZSfvrqt5F9yv213qyIUCJRL9lr1NTIQOqE4PcR+nraL3i/tLUwcvjyjJmGHPaa5odPUxscjLyyN4cbz/Ae7Dc56ND2ScFoC+oeK+ucn+78dkf10Li9SI89VI1OzmJBrKousZWjOavDQP0l5v6XyUXBTKc+CL+ZejIY/rov+w/3VNyF0Co/vZMNTzfFJw4IXW8LZ7GdFg6/RNnJRiUiOvrwN85N6doop9TN39GNc+aBJd5Lxcoh/0eyV9jH1/vaQffdAFC0DfQHF3NQDXLf+Rj0WTjUYvBwUS9bgAplH7dHEDn9QCHMDpYcXeBuoBkAKgZLoDmBxcPLQaDXdj520lvaSa3Mm9Q5wPd88GLxtXNzRy+npQoXXyUHyl6UfPHMi+kLT7mHt2BdT5Gw2jbkz1v0w+JL1yashBPHqDxEnY3QsZMwStAORxMlvk0eSS+u67Jf2UlNIbJf2ISprlz3/QBQtA31BxK33kXVfhPH9xAWl/WXmhYxDKXi1o+pZVUpspL4aMexQfgBIjAF3Lc973SAXc3PMkun0BXEcqEX+Eb3d9Ad774ZqonRMheVeVw76j6q3inhgTZTKi8pzrHbSEGxU7ldByvz9t9d2/+cQy4wSFt4h7fxyofcYru5bnQ53juJBdF2WhNx5eLkuDzjn3KaUvkvStKo/gq3POP/CgaxaAvqHi4IkwSHr7HTDDNcy1SbTQtQpgRHc8d7lyA5trw3MGNxcPjHBahfqzcwjcL8a6tUqghYOXB9RgEFx3BZwJzV73rddE1L7dq4Xj7qft1An1gZePL0OkAlybnjTkXpNL4jC0KVKlNncz9/f+97DsGFyCFhwB1idDtOO5yconSX5fPDpemVzW6iPn/M2Svvlhz18A+oYKSfT9O+DHixc1puiz6251MXItUhIu7jECwLrWzV+i/ua0Z+6PZ4G74MXJBW3UtUGN994NUm+ZjHZ2zDclgPKhbO7vRk68TPwaxCefyHk718t3tO4kTQmtBlUfZ3ctjPm6fWXECsQpESYtJlep9rUndXLf9kO11I1UVy0XeeAs8nCyhHov0sgccDrXyDLbQWOldmnNNYBY0nlNTmq9MLiH1GrivPSAvydZwseaawAdpyhcqH+MukO4B3QNk0rU0H3pj9AOpyFuqQVYByzf9SXyvodqNWNWCnu7Bzmv3f9YVgZaMCuDuePe7hhkQnvcf9ppEu9nfLijtu0008JBv3K5rr5bAPqGShwQAGPUhNBI0eg8/zGpOwGnuGR3o6Abnvx41J7xl74r6YMqXLDUgrEnjIe+AEioB+A056PtPr8AF5ojtMmcQZPzASWAVmo9XLY6H5jCtdRhtZZWYyX2g7SayY7nk0fMHR0Nei6dqvYL0Mdty5J9j5q1+177pIjPuq+Qona+yKPLM5HNbpFXLjHgwV9K51r9ReQaB0DXttG+/GXudB4wo/sXWjxLbiYBeF2W2YCoGxERBw8vH5oCr5Q57tWNmtTJJWrafs9kv0Vf6QdJvuDEGPjhXjG+JI4gHf8fMwpKlRt332nnpiM9M9h1aPXOPy/y6mQB6EVmJXo3SOe1KKnVnhAPPuEFl1rgi0ZIT/EpVbClPHcD8/KPVOiEI0nPqUTmxS273BAICFOfQ50HXyYMj0gksRNln4ZzXOb8nr3uMfud19PzSUPpuCcK5VPPmIM70j3ubuh94ZGFczk2KCvu8OJlOG3jAUNzq6JFXpksAL3IrLhWhobpEW5Sq/V62LX7UUv1hXeD40VZ5pxzdU4Y0MI7oR/rc1vSh4y/P6/icbHqSlTeykY393WtEW0P7dCBBRCiXceSjtfSrTHbnk5adzlc1yLv7rwt7WTjXRcPbUcA6BMryyfLmITK2+GrCHc3dAqnG/stTmg8l1gW/egAj/DbnM/7Iq9MFopjkQeKg4FHsEltCko0KLw3XAP1IBb37XW3Otfy5vIiU5doAFurpirdqGzM2nUl8KMfKncOMPtgx/jlPsNIb+c774zbnTT6IRs/4Pyvixvy3PDmKw/6Cr7bJwuMoiRlcgpnAv/xZE/aL9W+3YWymXD5TmBJpGecSvHJi8mUOvhE64bbRV6dLF4ci7ysRNBxVzXncqOrFdogu364b/TcHoKAAAY/z+HgNMnazsEtjXSl0pgJr6/AdqI2cRNL+Wy/O/C5l4ov+6UaUDIM0ml/PvGSe0g4fYGm7v2CwRDDnftwO997pEqnAI7REKehgq5TGXD1cYPdyLM78EotXdGrBW8HDSafuC3ZIpcniwa9yMsKRqPomgZwxtwLrmUBPB5CzVbHAAfHAUpoAPcm8IAQB09ffp+N4PySipfHicr/AUq8JzxAxdsWwdGX572kri8cMZMO6To9nB2DpdQaBN0TBq0+piZFHOz31l/uGeE8MMfiX4DU6RRvF2XEFKVOy+Dlgasd9Y2eOP534Z8vRxaKY5GXFddifbkVl7AccwDh/4DWFPJ8VIB038+DLuWhBQLyB/aJfPgwFFrjnsrnRVV3PDTi51Qzwc15UzhAsRpw7wwmFHYggSJxvt7bgkbMZEVfeN0965+vVqInCImT6NsDuz5GTNIOTyGq0BafIKJvNL95n3j5TMq+WpqbvBeQfvWyAPQiLyv+krrBC7noxfcXF811tZbWazUbp0Z6wAUND36akOlYP7R2gCS643nZTpkAhHORfhFkZdf4CoF2w43H+rm7n3tb8N1/X4XrohvjXLsBQ8/8F1OsRgOkB9G4Nux9MOeh4sbICOKLXL4sAL3IQwtg6ZquVF/+6J+LkN+iUxuEAZh72s1oqMJgt1Wbm5lyuQYNF+qBMghFBtg9nBngckrFqRzO5TjlenCOAx+UwLGVH8WDPmJfcb5r0e4tEUHc7x13qcEmQKa7yGMz4fAsvb5oyrSVJEqrcI17hMy5ZS7y6mShOBZ5aHGqwyPyoveFiwdnwFGTlP6sbz1BEEDSjYTRd9e9GqJ3waCakhOvEvf+4BrXqn1HFuogacoYN/Tl+D075n1A/1AHtPYY4OFA9iD6wfsOwSAaeXGE+zCJHVr9NbTJmXwS9Od5MJ7f9dVnnHq5hwg+6l6XxXvj8mXx4ljkkcRB2oHEX3b++vLf+dZukIbd+UQ6sTznrm+rUghSTRbkQRGI+y178iH3tUZLdmAGhABxH6A+GcU8zw6+ks5RFFGLjln8NqOGGykIznWPC/eW8MAXwJOcGD4Zulufe2S4djZRQX1bvnPnUu1bwDnWZ5HLl0WDXuSRxbVVz+XgGp4DLl4THgEItSE7D2FJzdI7unjhEeFeI7JrYlY2QOmu2kRIETwPZbuMh2MAE1QO7m6dXQs4Ru8S6vagpb8bKDmvV0tHUD73diNf7EsomKiBNe55qu6GJ3YugL4N1ztAx51mFnk8sgD0Io8kDoqumTk3PHcunCZLapdIj1CWA4EHc0Qf6ZgfwsOfV+uitfdDmw5TaukPfLBvSbrVSQmuvK9uZXfG805U6I6dXecUxEVeEe6pwiRHQ9xnej3efzOUtKe+Q8uDclw4aLuhlHKdO3ZKAqqJlQn1cSBnEmBVQ/Shuw8uxsLLlYWDXuRViy/13b/Xl+vuYTEn7nnQqTUG+vZJCOe5lixVUKEOK7XLdr9frIsDaupquDjatyfNZ5K5p/M0QAx59nBpz2eBsdUj8gDnjbmBDNt6PjSPT0jxBYa2QRrgV50ceF7ufUPb3PMmBtxwf89xfZGXySKvXhaAXuRVi2uMPus76KFt+28RdP3vXK5jl8iH+v3ccHmR0c3FXen2KlpzNm7YBb73UHW3GMS3f3Kgi25vlOmUzwTkFk7urojuQhe9Zdwv+iKJubO53icXl9gO7s3v16ndPSuyGAkXedUSNbr4u2u0btSKtITUgkLkYfEqkAo4Ygi80xVQk6TdrrrZAT5zS/bId8OlQyWcSToM6MM51IEsb26oHFSjC6E8oubs1JDX40DVR3y6p00QtAON28tyTxiPEnS3QcpxzxeSULnvutRmLBzUGlUpW3bdAtSPTxYNepFXLHMgO4Rj+BH7S42254YtDxRxrRRw9mV2pzE5kgodAKh1naRtBR/KBTzhyzFQ+vIeYAWkb6lOBFJrdAO4DtUaCykLLdvd+xwEo/GvoSyG8tkPRZP3HCIXgSFZ71zb8kAdJsve2uNeLE7LzAXMyO7rGfwWebyycNCLXLr40j5qc9L8llFzAzEaEwEUjIebrqUDpPJ/MruhQTt4Rr9d1wAdpHDFc0HDppzorRFzXPhEEukW6bxnCtSKJOXRqOkau/PsFxkKnQ9He6YPPZ9G9B93+sIBem9luZvjAs5XJwtAL/JYBGu/g2MEFjdaoZ06LeFBF25IXGueq+37AmxzRiuAh3uiYbvWi4vdsSrgejke5uzUBcbMGC4d7+3c804VnLcy3+IZoyb1ps8A9C4c91WKRxhC2+xUA2T46xMOk6cHzyxgfH2yaNCLXJpEQEEAjsmtTNU3Gu0zJqnv7JqVleHuXPuhAnTfn6cEPHWo16+zj2+o6rumkM7UfbWJ0ovpRQE2XPPQfgH+OWPbiepkA9jymwOvbwLgfcl5XMvkEHcT91zYsv+vVMF6Y9f7S4kmjk+6t2GRq5MFoBd5rPKgJfncC+9cdqQlpLrs7/qa1wPNmWMY51ieE5yCJuleFdzT+eLIraNxcn+PdASg8ZsehjZAhORJvtPLwVDLAzQ9WMRDqhXq4x4qHhkI/YOG7f7JXDcHrr6qQGija3Ae0bjk2rgaWbw4FnksAni5Zuz+sh7d57k3PFw6RuK5P+6k+e6KFr0bKtBhnJMqSJG7w42QEWSy2u22qMNGoyY7asjq5zP5nfV1EoCrluou41LR8mkLeUJk5/u2VEwUUBEeXEJfuuue+ySzQvENEqB0PNoRTxQ3IrLS8ZWCe3As4Hy1smjQizwWQft167/TDe6D68YtAMrF+VvK4ppumKE/NA/AXrZPAA6O7ka3t/OGoTWsuc8zvLnzvVLwDx8bAF/uXDacOH1xLky8a32i/XoHT+edaWPcOYUXb2MfJkzPKjgnCzhfrSwc9CKPVeZcy6QKBPjguu9ypDgcnFeq2rYHeTjgu4GL42ih7kOMnNnf++P1p6oGQw/N1tB6R7jXAwDtO4dPW2mNAOurBNoEl+wa7kVA6RMIbfPkSExOUrsruntwUFfaR0rSfqh95KlQIx20yNXKAtCLPBaZcynj/w66O/u4R4HnneZa15w9m50Lk4JzssdqjZRD+I5wL+iSA9VgjujCJrWudHg/uP/3FJwyVBB2g92gOjkB7Bu1hrlBhcKJfUQZsvO87T4xQYH4pHY4fjabAtCpl4a+7YcY/LLI1csC0Is8Vplzd8O7AuA7VaslY3gjfabUeoLMGQ/9fr7UBzxdE/YdvinntpXt9QAoAVcA0JMfQRNwnXurEA6O1u3bUvnE5fX3CcQ3CWByu+jl8ex27jXiNJJHJOINgwdMTI60yPXKYiRc5EolGppIi+nGO9zdHFidq45a8xzIMbABrCNVrdKNX+694Jqz1O70Pdjxzo4xiUTPDw/lntNyXeLE4TlLVjqvsTN5SXUVMagFV6dMoDeclvE+xO/aA2auS2tbpJWFg17kyiRqZB6lxnECPuBH/Typ0hZueJxL9hMpFde4PfOe86uAaYwSlGpkIbQL3hGeA9rr6sbCuSi8yF1DKcQMgJ4V0CcF92hxjt/7Etok7k6DONWCxF1dFrl+WQB6kWsRgMW1ULRnj0B0LSJq1JEmiHmJ3c/al//urhYnDk91itHMwRJD4Gb8C18eeXI36MXQ9iiAPH7PHpWIoPETVUn958QTIFHHtX3ipIIswHzzZAHoRa5FPGxaasOMATQHYA8qSWoNjdGFby7pkjQPyBHcHZyjixp/XbONXhn85trx3D59UXsHgP3v3HUOzkP4LdIsTvNMIfJ2/1jvRW6WLBTHItcqnarW6EmHpMo5+w7TcLJNgiG1hjeEAJNk5XkItXTeCAO/jDYP2Ht4uMZr7qtmwHOA9E1p4y7k7mkh+012vbvHuaeJG/m4pwe2rO2YrG84TrmRv1/kZst1PaMrD+lPKX1aSmmfUvrV9tvnpZTelVL6XVddn2dd0JbR7BgQ7hccw5X9OAANz3uq6ooWz3evDQByP16Dm9tOLdDGMHSPvMOot1UJz8YIJ7XGRyiJjV17WyWVKYZQv8ehHfOdYuiPe6oTgxv+CECJm90+aHusRW6+uFvpy30uW65Ug04prST9CUnfGg59nqRPk/R1KaU7Oee7V1mvZ118SY6m5yHXHmziAH4R9+r0CGXtxuuz/Y5mjgubR9g5YHp4eqfzoOlGPQyctlvVVCfawPcD1YnDd5DxxEUIL2DcyVxqVwWR+vCw+YvojEWDvvnyrFAcXyzpG1XA2MVXu3OU3yJXKHOD0ZfvnOO8beSwIxXhYA6Aky/DPRx2qv7YeJc4lcK9oC08otFzd6zUUicRTKkveyZy/rkdwUeS3ZM9US8P155C0dW690ktp40soPzkyDPBQaeUPlrSr5T0mToP0G+X9A5JX5tzfumq6rTIxeID8iJDmYOSdN4/mARJAKjv14c26vmn3ccZcD2XD0M1cAZQhef2vBi+LJXOB5i41usGQcqXxsi+rpRPlj7/AOJ4vDDpxIRT7jK4aB9Ppjz1AC3pz0j6fTnnfUrtMM05v1XSW6+wLou8Cpnb+BTKAP9kqVIHEeyji55UOWkohGTXuqdFBGvPgZF1nhpxDdq32PKJxNtykSseYBw1c+qJUXIuAMZ9rRd58uSp1aBTSr9D0m8Zv36IpK8fwfm1kj47pdTnnP/WQ5TzNkmfK0mHh4f6jk/4hMdT4SDvec979MY3vvFK7nWV8jS262lsk/R0tusq2/T93//9Sinds5/ennN+86OWc10AnXK+ehtzSumvSPqmnPM3XPnNH0FSSvdyzrevux6XLU9ju57GNklPZ7uetDallL5FRal8GHl/zvlNl3XvxQ96kUUWWeQBcpmA+6hyLQCdc/7C67jvIossssiTJFceqPKEyduvuwKPSZ7Gdj2NbZKeznY9jW16LHItHPQiiyyyyCIvL4sGvcgiiyxyQ2UB6CAppVVK6X9PKX3T+P2jUkr/IKX0t1NKd667fo8qKaWPSSn9w5TSu1NKP5BS+p3j7096u96UUvrXKaV/m1L6/eNvN75NKaWjlNI/Tyl97/g8/tD4+x9MKf1ISul7xs9nj78fpJTemlL6/vEZfpmV9RkppXeklP7kdbXH6vJI7RqP/fSU0neM539/Sulo/P3GtOvaJee8fOwj6fdI+msqboCS9Mcl/TRJ/1dJ/8111+8VtOcnSvrk8f/PSfo3kn7qk9wulfiP/0PSx6kE+n3vk9ImlXiVO+P/DyR9l6SfLekPSvqSmfM/X9LXj/8/lvRDkt4wfv/rKnmdvkLSxz9h7VpL+j5Jnzh+/3BJq5vWruv+LBq0SUrp9ZJ+qaSvsp99s+YnLhgs5/xjOed3jf9/SdK7JX20nux2/UxJ/zbn/IM5552kr5f0y/UEtCkXIRkY+yQ8yBCUJd1OKa1VQGsn6cXxGAGS197eV9Cu/1rS9+Wcv3e8/gM5Z08hfiPadd2yAHQrf0bSl6oNHPpzkv4HSf+NpK+9hjpdmqSU3iDpZ6hoN09yuz5a0g/b9/eOvz0RbRpptO+R9D5Jfy/n/F3joS9KKX1fSumrU0ofOv72DSoZTn9M0r+X9Kdyzj8+HvsqSf9MUpdzfvfVtWBeHrFd/ydJOaX0rWOq4S+1om5Uu65VrluFvykfSZ8j6S+M//8MjRTH0/KRdEfSOyV97nXX5RLa8mskfZV9f7OkP3vd9XoF7XiNpH8o6RMkfaRq6o4/Kumrx3M+XdLXqWikr5P0ryV93HXX/RLa9SWS3qMSoXcs6Tsk/cLrrvtN+ywadJVPl/TLUko/pLJk/syU0o3Vwh5FUkoHKmlevy7n/DT4oL5X0sfY99dL+tFrqssrlpzzC5K+TdKbcs7/Mee8zzkPkv6SCo0jFQ76W3LOZznn90n6p5I+9Trq+7DykO16r6R/lHN+f875RNI3S/rk66jvTZYFoEfJOX9Zzvn1Oec3qGwg8A9yzr/+mqv1qiWV7FR/WdK7c85/+rrrc0ny3ZJ+SkrpjSmljcrz+jvXXKeHkpTSR6SUXjP+/5akXyTpX6WUfqKd9isl/Yvx//9eRVlIKaXbKoa3f3WFVX4oeQXt+lZJPz2ldDzy6z9f0r+8wio/EbLk4nj65dNVKIDvH/lBSfrynPM3X1+VXp3knPuU0hepvOQrlWXzD1xztR5WfqKkt467C3WS/qec8zellN6WUvokFePYD0n6beP5f17S16gAW5L0NTnn77vyWr+8PFK7cs7/OaX0p1Um2yzpm3PO/8u11PwGyxJJuMgiiyxyQ2WhOBZZZJFFbqgsAL3IIossckNlAehFFllkkRsqC0Avssgii9xQWQB6kUUWWeSGygLQiyyyyCI3VBaAXqSRlNJHppT+WkrpB1NK7xzTQf7Kl7nmDSmlf/Ggcx5w7RemlD7Kvn9VSumnPuS1n0Fa2MchY/rSbxj//0meKvMRyviDKaUvufzaLfIsyALQi0wyRh3+LUnfnnP+uJzzp6hE6b3+Md72CyVNAJ1z/s055xsRUZZz/tGc868ev36SpEcG6EUWeTWyAPQiLp8paZdz/ov8kHP+dznnPytNmvI/HrOPvSul9HNiAQ86J6X0pWNi9u9NKf3xlNKvVskr8XVjMvdbKaVvSyl96nj+m8Yyvjel9PcfthEppV833udfpJT+hP1+N6X0R8fyvjOl9JHj7z95/P7dKaU/nFK6a235F2M4+R+W9GvHev7aqBmP571h/P9/m8pmAv+bpP/SzvnJKaVvGVcm/zil9PEP26ZFnk1ZAHoRl58m6V0POP4+Sb845/zJkn6tpP/vw56TUvosSb9C0s/KOX+ipD+Zc/4GSe+Q9AU550/KOd+nkJTSR6gk1/lV4/m/5mEaMNIlf0JlsvkkSZ+WUvoV4+Hbkr5zLO/bJf2W8fevlPSVOedP00zSpVxyTv8BSX99rOdff8D9WXX8DEmfK+nT7PBbJH3xuDL5Ekl/4WHatMizK0sujkUulJTSn5f0c1W06k9TSXn558bcCnuVnL5RLjrnF6nkkTiRpFxzGl8kP1uFannPQ56PfJqkb8s5/6exDV8n6eepUDc7SXDW75T0i8f//59VJg+p7Kbzpx7yXnPyf5H0N2lnSunvjH/vSPo5kv5GYZIkSYev4j6LPAOyAPQiLj8g6VfxJef8O1JKr1XRciXpd0v6j5I+UWX1tZ0p46Jzkh68w0aURz3fr7tIznJNPrPXqxv/vdoV6JH9f67enaQXcs6f9CruucgzJgvFsYjLP5B0lFL67fbbsf3/QyT92Jjb980qmeSiXHTO/yrpN6aUjiUppfRh4+8vqeyVGOU7JP38lNIbw/kvJ981XvfaMbPar5P0j17mmu9UnZg+74JzYj1/SGP+4pTSJ0t64/j7t0v6lSOf/pzK/ojKOb8o6T0ppV8zXpNSSp/4kG1a5BmVBaAXmWTULn+FCsC9J6X0zyW9VdLvG0/5C5L+byml71ShLu7NFDN7Ts75W1RyNr9jTHuKge2vSPqLGAmtLv9J0m+V9PaU0veqbCQ6J78wpfRePpLeIOnLVHb0+F5J78o5/+2XafrvkvR7xvb+REkfnDnnH0r6qRgJVTZA+LCxLb9dZTNe5bL/41+X9D3jOf/YyvgCSb9pbM8PqOyjuMgiF8qSbnSRZ15Grf5+zjmnlD5P0q/LOS/guci1y8JBL7KI9Ckqhs0k6QVJv/F6q7PIIkUWDXqRRRZZ5IbKwkEvssgii9xQWQB6kUUWWeSGygLQiyyyyCI3VBaAXmSRRRa5obIA9CKLLLLIDZUFoBdZZJFFbqj8/wFMTkJTdZFsggAAAABJRU5ErkJggg==\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", "excess = dataset_stacked.excess.sum_over_axes()\n", "excess.smooth(\"0.06 deg\").plot(stretch=\"sqrt\", add_cbar=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Modeling and fitting\n", "\n", "Now comes the interesting part of the analysis - choosing appropriate models for our source and fitting them.\n", "\n", "We choose a point source model with an exponential cutoff power-law spectrum." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To perform the fit on a restricted energy range, we can create a specific *mask*.\n", "On the dataset, the `mask_fit` is a `Map` sharing the same geometry as the `MapDataset` \n", "and containing boolean data.\n", "\n", "To create a mask to limit the fit within a restricted energy range, one can \n", "rely on the `~gammapy.maps.Geom.energy_mask()` method.\n", "\n", "For more details on masks and the techniques to create them in gammapy, please refer\n", "[to the dedicated tutorial](../../api/mask_maps.ipynb)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:05:06.347373Z", "iopub.status.busy": "2021-11-22T21:05:06.347061Z", "iopub.status.idle": "2021-11-22T21:05:06.348133Z", "shell.execute_reply": "2021-11-22T21:05:06.348405Z" } }, "outputs": [], "source": [ "dataset_stacked.mask_fit = dataset_stacked.counts.geom.energy_mask(\n", " energy_min=0.3 * u.TeV, energy_max=None\n", ")" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:05:06.359271Z", "iopub.status.busy": "2021-11-22T21:05:06.353955Z", "iopub.status.idle": "2021-11-22T21:05:06.360468Z", "shell.execute_reply": "2021-11-22T21:05:06.360656Z" } }, "outputs": [], "source": [ "spatial_model = PointSpatialModel(\n", " lon_0=\"-0.05 deg\", lat_0=\"-0.05 deg\", frame=\"galactic\"\n", ")\n", "spectral_model = ExpCutoffPowerLawSpectralModel(\n", " index=2.3,\n", " amplitude=2.8e-12 * u.Unit(\"cm-2 s-1 TeV-1\"),\n", " reference=1.0 * u.TeV,\n", " lambda_=0.02 / u.TeV,\n", ")\n", "\n", "model = SkyModel(\n", " spatial_model=spatial_model,\n", " spectral_model=spectral_model,\n", " name=\"gc-source\",\n", ")\n", "\n", "bkg_model = FoVBackgroundModel(dataset_name=\"stacked\")\n", "bkg_model.spectral_model.norm.value = 1.3\n", "\n", "models_stacked = Models([model, bkg_model])\n", "\n", "dataset_stacked.models = models_stacked" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:05:06.362969Z", "iopub.status.busy": "2021-11-22T21:05:06.362640Z", "iopub.status.idle": "2021-11-22T21:05:10.452452Z", "shell.execute_reply": "2021-11-22T21:05:10.452698Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 3.19 s, sys: 1.15 s, total: 4.34 s\n", "Wall time: 4.09 s\n" ] } ], "source": [ "%%time\n", "fit = Fit(optimize_opts={\"print_level\": 1})\n", "result = fit.run(datasets=[dataset_stacked])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fit quality assessment and model residuals for a `MapDataset`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can access the results dictionary to see if the fit converged:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:05:10.454761Z", "iopub.status.busy": "2021-11-22T21:05:10.454466Z", "iopub.status.idle": "2021-11-22T21:05:10.455608Z", "shell.execute_reply": "2021-11-22T21:05:10.455780Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "OptimizeResult\n", "\n", "\tbackend : minuit\n", "\tmethod : migrad\n", "\tsuccess : True\n", "\tmessage : Optimization terminated successfully.\n", "\tnfev : 182\n", "\ttotal stat : 180458.06\n", "\n", "OptimizeResult\n", "\n", "\tbackend : minuit\n", "\tmethod : migrad\n", "\tsuccess : True\n", "\tmessage : Optimization terminated successfully.\n", "\tnfev : 182\n", "\ttotal stat : 180458.06\n", "\n", "\n" ] } ], "source": [ "print(result)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check best-fit parameters and error estimates:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:05:10.459255Z", "iopub.status.busy": "2021-11-22T21:05:10.458933Z", "iopub.status.idle": "2021-11-22T21:05:10.460361Z", "shell.execute_reply": "2021-11-22T21:05:10.460538Z" } }, "outputs": [ { "data": { "text/html": [ "
Table length=10\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
modeltypenamevalueuniterrorminmaxfrozenlink
str11str8str9float64str14float64float64float64boolstr1
gc-sourcespectralindex2.4148e+001.522e-01nannanFalse
gc-sourcespectralamplitude2.6620e-12cm-2 s-1 TeV-13.102e-13nannanFalse
gc-sourcespectralreference1.0000e+00TeV0.000e+00nannanTrue
gc-sourcespectrallambda_-1.3600e-02TeV-16.837e-02nannanFalse
gc-sourcespectralalpha1.0000e+000.000e+00nannanTrue
gc-sourcespatiallon_0-4.8066e-02deg2.282e-03nannanFalse
gc-sourcespatiallat_0-5.2606e-02deg2.260e-03-9.000e+019.000e+01False
stacked-bkgspectralnorm1.3481e+009.315e-03nannanFalse
stacked-bkgspectraltilt0.0000e+000.000e+00nannanTrue
stacked-bkgspectralreference1.0000e+00TeV0.000e+00nannanTrue
" ], "text/plain": [ "\n", " model type name value unit error min max frozen link\n", " str11 str8 str9 float64 str14 float64 float64 float64 bool str1\n", "----------- -------- --------- ----------- -------------- --------- ---------- --------- ------ ----\n", " gc-source spectral index 2.4148e+00 1.522e-01 nan nan False \n", " gc-source spectral amplitude 2.6620e-12 cm-2 s-1 TeV-1 3.102e-13 nan nan False \n", " gc-source spectral reference 1.0000e+00 TeV 0.000e+00 nan nan True \n", " gc-source spectral lambda_ -1.3600e-02 TeV-1 6.837e-02 nan nan False \n", " gc-source spectral alpha 1.0000e+00 0.000e+00 nan nan True \n", " gc-source spatial lon_0 -4.8066e-02 deg 2.282e-03 nan nan False \n", " gc-source spatial lat_0 -5.2606e-02 deg 2.260e-03 -9.000e+01 9.000e+01 False \n", "stacked-bkg spectral norm 1.3481e+00 9.315e-03 nan nan False \n", "stacked-bkg spectral tilt 0.0000e+00 0.000e+00 nan nan True \n", "stacked-bkg spectral reference 1.0000e+00 TeV 0.000e+00 nan nan True " ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "models_stacked.to_parameters_table()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A quick way to inspect the model residuals is using the function `~MapDataset.plot_residuals_spatial()`. This function computes and plots a residual image (by default, the smoothing radius is `0.1 deg` and `method=diff`, which corresponds to a simple `data - model` plot):" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:05:10.462473Z", "iopub.status.busy": "2021-11-22T21:05:10.462188Z", "iopub.status.idle": "2021-11-22T21:05:10.695089Z", "shell.execute_reply": "2021-11-22T21:05:10.695272Z" }, "nbsphinx-thumbnail": { "tooltip": "Perform detailed 3D stacked and joint analysis." } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/adonath/software/mambaforge/envs/gammapy-dev/lib/python3.9/site-packages/astropy/visualization/wcsaxes/core.py:211: MatplotlibDeprecationWarning: Passing parameters norm and vmin/vmax simultaneously is deprecated since 3.3 and will become an error two minor releases later. Please pass vmin/vmax directly to the norm when creating it.\n", " return super().imshow(X, *args, origin=origin, **kwargs)\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dataset_stacked.plot_residuals_spatial(\n", " method=\"diff/sqrt(model)\", vmin=-1, vmax=1\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The more general function `~MapDataset.plot_residuals()` can also extract and display spectral residuals in a region:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:05:10.711734Z", "iopub.status.busy": "2021-11-22T21:05:10.711394Z", "iopub.status.idle": "2021-11-22T21:05:11.140927Z", "shell.execute_reply": "2021-11-22T21:05:11.141245Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/adonath/software/mambaforge/envs/gammapy-dev/lib/python3.9/site-packages/astropy/visualization/wcsaxes/core.py:211: MatplotlibDeprecationWarning: Passing parameters norm and vmin/vmax simultaneously is deprecated since 3.3 and will become an error two minor releases later. Please pass vmin/vmax directly to the norm when creating it.\n", " return super().imshow(X, *args, origin=origin, **kwargs)\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "region = CircleSkyRegion(spatial_model.position, radius=0.15 * u.deg)\n", "\n", "dataset_stacked.plot_residuals(\n", " kwargs_spatial=dict(method=\"diff/sqrt(model)\", vmin=-1, vmax=1),\n", " kwargs_spectral=dict(region=region),\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This way of accessing residuals is quick and handy, but comes with limitations. For example:\n", "- In case a fitting energy range was defined using a `MapDataset.mask_fit`, it won't be taken into account. Residuals will be summed up over the whole reconstructed energy range\n", "- In order to make a proper statistic treatment, instead of simple residuals a proper residuals significance map should be computed\n", "\n", "A more accurate way to inspect spatial residuals is the following:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:05:11.145155Z", "iopub.status.busy": "2021-11-22T21:05:11.144835Z", "iopub.status.idle": "2021-11-22T21:05:11.688004Z", "shell.execute_reply": "2021-11-22T21:05:11.688199Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/adonath/software/mambaforge/envs/gammapy-dev/lib/python3.9/site-packages/astropy/visualization/wcsaxes/core.py:211: MatplotlibDeprecationWarning: Passing parameters norm and vmin/vmax simultaneously is deprecated since 3.3 and will become an error two minor releases later. Please pass vmin/vmax directly to the norm when creating it.\n", " return super().imshow(X, *args, origin=origin, **kwargs)\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "estimator = ExcessMapEstimator(\n", " correlation_radius=\"0.1 deg\",\n", " selection_optional=[],\n", " energy_edges=[0.1, 1, 10] * u.TeV,\n", ")\n", "\n", "result = estimator.run(dataset_stacked)\n", "\n", "result[\"sqrt_ts\"].plot_grid(\n", " figsize=(12, 4), cmap=\"coolwarm\", add_cbar=True, vmin=-5, vmax=5, ncols=2\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Distribution of residuals significance in the full map geometry:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:05:11.691228Z", "iopub.status.busy": "2021-11-22T21:05:11.690905Z", "iopub.status.idle": "2021-11-22T21:05:11.786813Z", "shell.execute_reply": "2021-11-22T21:05:11.787010Z" } }, "outputs": [ { "data": { "text/plain": [ "(-5.0, 5.0)" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# TODO: clean this up\n", "significance_data = result[\"sqrt_ts\"].data\n", "\n", "# #Remove bins that are inside an exclusion region, that would create an artificial peak at significance=0.\n", "# #For now these lines are useless, because to_image() drops the mask fit\n", "# mask_data = dataset_image.mask_fit.sum_over_axes().data\n", "# excluded = mask_data == 0\n", "# significance_data = significance_data[~excluded]\n", "selection = np.isfinite(significance_data) & ~(significance_data == 0)\n", "significance_data = significance_data[selection]\n", "\n", "plt.hist(significance_data, density=True, alpha=0.9, color=\"red\", bins=40)\n", "mu, std = norm.fit(significance_data)\n", "\n", "x = np.linspace(-5, 5, 100)\n", "p = norm.pdf(x, mu, std)\n", "\n", "plt.plot(\n", " x,\n", " p,\n", " lw=2,\n", " color=\"black\",\n", " label=r\"$\\mu$ = {:.2f}, $\\sigma$ = {:.2f}\".format(mu, std),\n", ")\n", "plt.legend(fontsize=17)\n", "plt.xlim(-5, 5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Joint analysis\n", "\n", "In this section, we perform a joint analysis of the same data. Of course, joint fitting is considerably heavier than stacked one, and should always be handled with care. For brevity, we only show the analysis for a point source fitting without re-adding a diffuse component again. \n", "\n", "### Data reduction" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:05:11.789241Z", "iopub.status.busy": "2021-11-22T21:05:11.788927Z", "iopub.status.idle": "2021-11-22T21:05:18.741011Z", "shell.execute_reply": "2021-11-22T21:05:18.741240Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Setting logging config: {'level': 'INFO', 'filename': None, 'filemode': None, 'format': None, 'datefmt': None}\n", "Fetching observations.\n", "No HDU found matching: OBS_ID = 110380, HDU_TYPE = rad_max, HDU_CLASS = None\n", "No HDU found matching: OBS_ID = 111140, HDU_TYPE = rad_max, HDU_CLASS = None\n", "No HDU found matching: OBS_ID = 111159, HDU_TYPE = rad_max, HDU_CLASS = None\n", "Number of selected observations: 3\n", "Creating reference dataset and makers.\n", "Creating the background Maker.\n", "No background maker set. Check configuration.\n", "Start the data reduction loop.\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "No default thresholds defined for obs 110380\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "No default thresholds defined for obs 111140\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "Invalid unit found in background table! Assuming (s-1 MeV-1 sr-1)\n", "No default thresholds defined for obs 111159\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 6.18 s, sys: 1.02 s, total: 7.2 s\n", "Wall time: 6.95 s\n" ] } ], "source": [ "%%time\n", "\n", "# Read the yaml file from disk\n", "config_joint = AnalysisConfig.read(path=path / \"config_joint.yaml\")\n", "analysis_joint = Analysis(config_joint)\n", "\n", "# select observations:\n", "analysis_joint.get_observations()\n", "\n", "# run data reduction\n", "analysis_joint.get_datasets()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:05:18.743205Z", "iopub.status.busy": "2021-11-22T21:05:18.742879Z", "iopub.status.idle": "2021-11-22T21:05:18.743965Z", "shell.execute_reply": "2021-11-22T21:05:18.744247Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Datasets\n", "--------\n", "\n", "Dataset 0: \n", "\n", " Type : MapDataset\n", " Name : _fGlsoak\n", " Instrument : CTA\n", " Models : \n", "\n", "Dataset 1: \n", "\n", " Type : MapDataset\n", " Name : Cp6okFf4\n", " Instrument : CTA\n", " Models : \n", "\n", "Dataset 2: \n", "\n", " Type : MapDataset\n", " Name : ck2WsuzE\n", " Instrument : CTA\n", " Models : \n", "\n", "\n" ] } ], "source": [ "# You can see there are 3 datasets now\n", "print(analysis_joint.datasets)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:05:18.745869Z", "iopub.status.busy": "2021-11-22T21:05:18.745580Z", "iopub.status.idle": "2021-11-22T21:05:18.762050Z", "shell.execute_reply": "2021-11-22T21:05:18.762206Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MapDataset\n", "----------\n", "\n", " Name : _fGlsoak \n", "\n", " Total counts : 40481 \n", " Total background counts : 36014.51\n", " Total excess counts : 4466.49\n", "\n", " Predicted counts : 36014.51\n", " Predicted background counts : 36014.51\n", " Predicted excess counts : nan\n", "\n", " Exposure min : 6.28e+07 m2 s\n", " Exposure max : 6.68e+09 m2 s\n", "\n", " Number of total bins : 1085000 \n", " Number of fit bins : 693940 \n", "\n", " Fit statistic type : cash\n", " Fit statistic value (-2 log(L)) : nan\n", "\n", " Number of models : 0 \n", " Number of parameters : 0\n", " Number of free parameters : 0\n", "\n", "\n" ] } ], "source": [ "# You can access each one by name or by index, eg:\n", "print(analysis_joint.datasets[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After the data reduction stage, it is nice to get a quick summary info on the datasets. \n", "Here, we look at the statistics in the center of Map, by passing an appropriate `region`. To get info on the entire spatial map, omit the region argument." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:05:18.764073Z", "iopub.status.busy": "2021-11-22T21:05:18.763770Z", "iopub.status.idle": "2021-11-22T21:05:18.851924Z", "shell.execute_reply": "2021-11-22T21:05:18.852109Z" } }, "outputs": [ { "data": { "text/html": [ "
Table length=3\n", "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "
namecountsbackgroundexcesssqrt_tsnprednpred_backgroundnpred_signalexposure_minexposure_maxlivetimeontimecounts_ratebackground_rateexcess_raten_binsn_fit_binsstat_typestat_sum
m2 sm2 sss1 / s1 / s1 / s
str8int64float64float64float64float64float64float64float64float64float64float64float64float64float64int64int64str4float64
stacked4048136014.5156254466.48437523.0727554316333836014.5070279707436014.515625nan62838924.06676807680.01764.0000343261800.022.94841225185532720.4163916803780842.53202057147724571085000693940cashnan
Cp6okFf44052536014.4945444834964510.50545551650423.2957779243547736014.49454448349636014.494544483496nan62838194.409848076676808531.8046681764.0000343261800.022.9733555620275520.416379729972132.5569758320554151085000693940cashnan
ck2WsuzE4023536014.519512773714220.4804872262921.82496388582906736014.5195127737136014.51951277371nan62838404.535743246676813626.9170531764.0000343261800.022.808956472256120.4163938843313882.39256258792470881085000693940cashnan
" ], "text/plain": [ "\n", " name counts background excess sqrt_ts ... excess_rate n_bins n_fit_bins stat_type stat_sum\n", " ... 1 / s \n", " str8 int64 float64 float64 float64 ... float64 int64 int64 str4 float64 \n", "-------- ------ ------------------ ----------------- ------------------ ... ------------------ ------- ---------- --------- --------\n", " stacked 40481 36014.515625 4466.484375 23.07275543163338 ... 2.5320205714772457 1085000 693940 cash nan\n", "Cp6okFf4 40525 36014.494544483496 4510.505455516504 23.29577792435477 ... 2.556975832055415 1085000 693940 cash nan\n", "ck2WsuzE 40235 36014.51951277371 4220.48048722629 21.824963885829067 ... 2.3925625879247088 1085000 693940 cash nan" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "analysis_joint.datasets.info_table()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:05:18.858092Z", "iopub.status.busy": "2021-11-22T21:05:18.857791Z", "iopub.status.idle": "2021-11-22T21:05:18.863223Z", "shell.execute_reply": "2021-11-22T21:05:18.863443Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Models\n", "\n", "Component 0: SkyModel\n", "\n", " Name : source-joint\n", " Datasets names : None\n", " Spectral model type : ExpCutoffPowerLawSpectralModel\n", " Spatial model type : PointSpatialModel\n", " Temporal model type : \n", " Parameters:\n", " index : 2.415 +/- 0.15 \n", " amplitude : 2.66e-12 +/- 3.1e-13 1 / (cm2 s TeV)\n", " reference (frozen) : 1.000 TeV \n", " lambda_ : -0.014 +/- 0.07 1 / TeV \n", " alpha (frozen) : 1.000 \n", " lon_0 : -0.048 +/- 0.00 deg \n", " lat_0 : -0.053 +/- 0.00 deg \n", "\n", "Component 1: FoVBackgroundModel\n", "\n", " Name : _fGlsoak-bkg\n", " Datasets names : ['_fGlsoak']\n", " Spectral model type : PowerLawNormSpectralModel\n", " Parameters:\n", " norm : 1.000 +/- 0.00 \n", " tilt (frozen) : 0.000 \n", " reference (frozen) : 1.000 TeV \n", "\n", "Component 2: FoVBackgroundModel\n", "\n", " Name : Cp6okFf4-bkg\n", " Datasets names : ['Cp6okFf4']\n", " Spectral model type : PowerLawNormSpectralModel\n", " Parameters:\n", " norm : 1.000 +/- 0.00 \n", " tilt (frozen) : 0.000 \n", " reference (frozen) : 1.000 TeV \n", "\n", "Component 3: FoVBackgroundModel\n", "\n", " Name : ck2WsuzE-bkg\n", " Datasets names : ['ck2WsuzE']\n", " Spectral model type : PowerLawNormSpectralModel\n", " Parameters:\n", " norm : 1.000 +/- 0.00 \n", " tilt (frozen) : 0.000 \n", " reference (frozen) : 1.000 TeV \n", "\n", "\n" ] } ], "source": [ "models_joint = Models()\n", "\n", "model_joint = model.copy(name=\"source-joint\")\n", "models_joint.append(model_joint)\n", "\n", "for dataset in analysis_joint.datasets:\n", " bkg_model = FoVBackgroundModel(dataset_name=dataset.name)\n", " models_joint.append(bkg_model)\n", "\n", "print(models_joint)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:05:18.865734Z", "iopub.status.busy": "2021-11-22T21:05:18.865448Z", "iopub.status.idle": "2021-11-22T21:05:18.866659Z", "shell.execute_reply": "2021-11-22T21:05:18.866843Z" } }, "outputs": [], "source": [ "# and set the new model\n", "analysis_joint.datasets.models = models_joint" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:05:18.869222Z", "iopub.status.busy": "2021-11-22T21:05:18.868937Z", "iopub.status.idle": "2021-11-22T21:05:25.499911Z", "shell.execute_reply": "2021-11-22T21:05:25.500102Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 5.39 s, sys: 1.24 s, total: 6.63 s\n", "Wall time: 6.63 s\n" ] } ], "source": [ "%%time\n", "fit_joint = Fit()\n", "result_joint = fit_joint.run(datasets=analysis_joint.datasets)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fit quality assessment and model residuals for a joint `Datasets` " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can access the results dictionary to see if the fit converged:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:05:25.501982Z", "iopub.status.busy": "2021-11-22T21:05:25.501675Z", "iopub.status.idle": "2021-11-22T21:05:25.503138Z", "shell.execute_reply": "2021-11-22T21:05:25.503318Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "OptimizeResult\n", "\n", "\tbackend : minuit\n", "\tmethod : migrad\n", "\tsuccess : True\n", "\tmessage : Optimization terminated successfully.\n", "\tnfev : 220\n", "\ttotal stat : 748259.16\n", "\n", "OptimizeResult\n", "\n", "\tbackend : minuit\n", "\tmethod : migrad\n", "\tsuccess : True\n", "\tmessage : Optimization terminated successfully.\n", "\tnfev : 220\n", "\ttotal stat : 748259.16\n", "\n", "\n" ] } ], "source": [ "print(result_joint)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check best-fit parameters and error estimates:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:05:25.505094Z", "iopub.status.busy": "2021-11-22T21:05:25.504798Z", "iopub.status.idle": "2021-11-22T21:05:25.506134Z", "shell.execute_reply": "2021-11-22T21:05:25.506313Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Models\n", "\n", "Component 0: SkyModel\n", "\n", " Name : source-joint\n", " Datasets names : None\n", " Spectral model type : ExpCutoffPowerLawSpectralModel\n", " Spatial model type : PointSpatialModel\n", " Temporal model type : \n", " Parameters:\n", " index : 2.272 +/- 0.08 \n", " amplitude : 2.84e-12 +/- 3.1e-13 1 / (cm2 s TeV)\n", " reference (frozen) : 1.000 TeV \n", " lambda_ : 0.039 +/- 0.05 1 / TeV \n", " alpha (frozen) : 1.000 \n", " lon_0 : -0.049 +/- 0.00 deg \n", " lat_0 : -0.053 +/- 0.00 deg \n", "\n", "Component 1: FoVBackgroundModel\n", "\n", " Name : _fGlsoak-bkg\n", " Datasets names : ['_fGlsoak']\n", " Spectral model type : PowerLawNormSpectralModel\n", " Parameters:\n", " norm : 1.118 +/- 0.01 \n", " tilt (frozen) : 0.000 \n", " reference (frozen) : 1.000 TeV \n", "\n", "Component 2: FoVBackgroundModel\n", "\n", " Name : Cp6okFf4-bkg\n", " Datasets names : ['Cp6okFf4']\n", " Spectral model type : PowerLawNormSpectralModel\n", " Parameters:\n", " norm : 1.119 +/- 0.01 \n", " tilt (frozen) : 0.000 \n", " reference (frozen) : 1.000 TeV \n", "\n", "Component 3: FoVBackgroundModel\n", "\n", " Name : ck2WsuzE-bkg\n", " Datasets names : ['ck2WsuzE']\n", " Spectral model type : PowerLawNormSpectralModel\n", " Parameters:\n", " norm : 1.111 +/- 0.01 \n", " tilt (frozen) : 0.000 \n", " reference (frozen) : 1.000 TeV \n", "\n", "\n" ] } ], "source": [ "print(models_joint)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since the joint dataset is made of multiple datasets, we can either:\n", "- Look at the residuals for each dataset separately. In this case, we can directly refer to the section `Fit quality and model residuals for a MapDataset` in this notebook\n", "- Look at a stacked residual map. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the latter case, we need to properly stack the joint dataset before computing the residuals:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:05:25.508339Z", "iopub.status.busy": "2021-11-22T21:05:25.508023Z", "iopub.status.idle": "2021-11-22T21:05:25.657432Z", "shell.execute_reply": "2021-11-22T21:05:25.657617Z" } }, "outputs": [], "source": [ "# TODO: clean this up\n", "\n", "# We need to stack on the full geometry, so we use to geom from the stacked counts map.\n", "stacked = MapDataset.from_geoms(**dataset_stacked.geoms)\n", "\n", "for dataset in analysis_joint.datasets:\n", " # TODO: Apply mask_fit before stacking\n", " stacked.stack(dataset)\n", "\n", "stacked.models = [model_joint]" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:05:25.659744Z", "iopub.status.busy": "2021-11-22T21:05:25.659454Z", "iopub.status.idle": "2021-11-22T21:05:26.052387Z", "shell.execute_reply": "2021-11-22T21:05:26.052582Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/adonath/software/mambaforge/envs/gammapy-dev/lib/python3.9/site-packages/astropy/visualization/wcsaxes/core.py:211: MatplotlibDeprecationWarning: Passing parameters norm and vmin/vmax simultaneously is deprecated since 3.3 and will become an error two minor releases later. Please pass vmin/vmax directly to the norm when creating it.\n", " return super().imshow(X, *args, origin=origin, **kwargs)\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "stacked.plot_residuals_spatial(vmin=-1, vmax=1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then, we can access the stacked model residuals as previously shown in the section `Fit quality and model residuals for a MapDataset` in this notebook." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, let us compare the spectral results from the stacked and joint fit:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:05:26.055052Z", "iopub.status.busy": "2021-11-22T21:05:26.054747Z", "iopub.status.idle": "2021-11-22T21:05:26.055813Z", "shell.execute_reply": "2021-11-22T21:05:26.055988Z" } }, "outputs": [], "source": [ "def plot_spectrum(model, result, label, color):\n", " spec = model.spectral_model\n", " energy_bounds = [0.3, 10] * u.TeV\n", " spec.plot(\n", " energy_bounds=energy_bounds, energy_power=2, label=label, color=color\n", " )\n", " spec.plot_error(energy_bounds=energy_bounds, energy_power=2, color=color)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:05:26.065212Z", "iopub.status.busy": "2021-11-22T21:05:26.064283Z", "iopub.status.idle": "2021-11-22T21:05:26.255863Z", "shell.execute_reply": "2021-11-22T21:05:26.256126Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_spectrum(model, result, label=\"stacked\", color=\"tab:blue\")\n", "plot_spectrum(model_joint, result_joint, label=\"joint\", color=\"tab:orange\")\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Summary\n", "\n", "Note that this notebook aims to show you the procedure of a 3D analysis using just a few observations. Results get much better for a more complete analysis considering the GPS dataset from the CTA First Data Challenge (DC-1) and also the CTA model for the Galactic diffuse emission, as shown in the next image:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](../../images/DC1_3d.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The complete tutorial notebook of this analysis is available to be downloaded in [GAMMAPY-EXTRA](https://github.com/gammapy/gammapy-extra) repository at https://github.com/gammapy/gammapy-extra/blob/master/analyses/cta_1dc_gc_3d.ipynb)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercises\n", "\n", "* Analyse the second source in the field of view: G0.9+0.1 and add it to the combined model.\n", "* Perform modeling in more details - Add diffuse component, get flux points." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.0" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1.0, "eqLabelWithNumbers": true, "eqNumInitial": 1.0, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false }, "nbsphinx": { "orphan": true }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": { "03766261ae3d4a5babde2b586bf91c31": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "0a960fb0833247e2b13003188d045ae4": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "initial" } }, "138d6b2549f14dfeaafad5723348a1f5": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "1410dd9b960542b49ad9d482ad83cba3": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "VBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "VBoxView", "box_style": "", "children": [ "IPY_MODEL_447ba0c180e242609893a92f7f60087b", "IPY_MODEL_bc9089e6f2664c1f9bed61ca1943a2e9", "IPY_MODEL_7bfab5fd1f1145458a1128d0c51a4674" ], "layout": "IPY_MODEL_6de2601eca6d4229b876cbb0cceef002" } }, "1d248d6136c34924b68f4123c8d1da84": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": "50%" } }, "2221144803b141db8b3a08b811db440a": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": "50%" } }, "330e043e47b947838464bd9117bc358a": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "RadioButtonsModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "RadioButtonsModel", "_options_labels": [ "linear", "sqrt", "log" ], "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "RadioButtonsView", "description": "Select stretch:", "description_tooltip": null, "disabled": false, "index": 1, "layout": "IPY_MODEL_03766261ae3d4a5babde2b586bf91c31", "style": "IPY_MODEL_0a960fb0833247e2b13003188d045ae4" } }, "39fde5dbb7ae4b47baa6cd55932e2f72": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "initial" } }, "447ba0c180e242609893a92f7f60087b": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "SelectionSliderModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "SelectionSliderModel", "_options_labels": [ "1.00e-01 TeV - 1.58e-01 TeV", "1.58e-01 TeV - 2.51e-01 TeV", "2.51e-01 TeV - 3.98e-01 TeV", "3.98e-01 TeV - 6.31e-01 TeV", "6.31e-01 TeV - 1.00e+00 TeV", "1.00e+00 TeV - 1.58e+00 TeV", "1.58e+00 TeV - 2.51e+00 TeV", "2.51e+00 TeV - 3.98e+00 TeV", "3.98e+00 TeV - 6.31e+00 TeV", "6.31e+00 TeV - 1.00e+01 TeV" ], "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "SelectionSliderView", "continuous_update": false, "description": "Select energy:", "description_tooltip": null, "disabled": false, "index": 0, "layout": "IPY_MODEL_2221144803b141db8b3a08b811db440a", "orientation": "horizontal", "readout": true, "style": "IPY_MODEL_596dd6ac8ce84d19a076e8e4b4948ba7" } }, "44d9ccdce6b04962ad0a70e391a6eaa3": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "596dd6ac8ce84d19a076e8e4b4948ba7": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "initial" } }, "6de2601eca6d4229b876cbb0cceef002": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "7bfab5fd1f1145458a1128d0c51a4674": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/output", "_model_module_version": "1.0.0", "_model_name": "OutputModel", "_view_count": null, "_view_module": "@jupyter-widgets/output", "_view_module_version": "1.0.0", "_view_name": "OutputView", "layout": "IPY_MODEL_138d6b2549f14dfeaafad5723348a1f5", "msg_id": "", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "819c8ce021474f558188cc60587bc354": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "VBoxModel", "state": { "_dom_classes": [ "widget-interact" ], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "VBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "VBoxView", "box_style": "", "children": [ "IPY_MODEL_e47b772f27ab4051a3da5e31caac3537", "IPY_MODEL_330e043e47b947838464bd9117bc358a", "IPY_MODEL_f67dc8cb0bfc4edf9911530d28a30e0e" ], "layout": "IPY_MODEL_44d9ccdce6b04962ad0a70e391a6eaa3" } }, "8eaf21c6c0c14843b6cfef2992f74bda": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "initial" } }, "bc9089e6f2664c1f9bed61ca1943a2e9": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "RadioButtonsModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "RadioButtonsModel", "_options_labels": [ "linear", "sqrt", "log" ], "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "RadioButtonsView", "description": "Select stretch:", "description_tooltip": null, "disabled": false, "index": 1, "layout": "IPY_MODEL_e6d3c486488245feafcca078906e2dfb", "style": "IPY_MODEL_39fde5dbb7ae4b47baa6cd55932e2f72" } }, "e47b772f27ab4051a3da5e31caac3537": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "SelectionSliderModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "SelectionSliderModel", "_options_labels": [ "1.00e-01 TeV - 1.58e-01 TeV", "1.58e-01 TeV - 2.51e-01 TeV", "2.51e-01 TeV - 3.98e-01 TeV", "3.98e-01 TeV - 6.31e-01 TeV", "6.31e-01 TeV - 1.00e+00 TeV", "1.00e+00 TeV - 1.58e+00 TeV", "1.58e+00 TeV - 2.51e+00 TeV", "2.51e+00 TeV - 3.98e+00 TeV", "3.98e+00 TeV - 6.31e+00 TeV", "6.31e+00 TeV - 1.00e+01 TeV" ], "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "SelectionSliderView", "continuous_update": false, "description": "Select energy:", "description_tooltip": null, "disabled": false, "index": 0, "layout": "IPY_MODEL_1d248d6136c34924b68f4123c8d1da84", "orientation": "horizontal", "readout": true, "style": "IPY_MODEL_8eaf21c6c0c14843b6cfef2992f74bda" } }, "e6d3c486488245feafcca078906e2dfb": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "f2e001a25ab04c26a8f5b8227e1f8eca": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "f67dc8cb0bfc4edf9911530d28a30e0e": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/output", "_model_module_version": "1.0.0", "_model_name": "OutputModel", "_view_count": null, "_view_module": "@jupyter-widgets/output", "_view_module_version": "1.0.0", "_view_name": "OutputView", "layout": "IPY_MODEL_f2e001a25ab04c26a8f5b8227e1f8eca", "msg_id": "", "outputs": [ { "data": { "image/png": "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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } } }, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 4 }