{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Event data, `GammaObs` and `GammaObsCube`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are many different file formats and storage methods for event data within gamma-ray astronomy, unfortunately I felt the need to make my own method to store this data. \n", "\n", "I can see how this may be a further complication to the time-poor researcher hence few classes must depend on this data structure but I do think it is handy and it is the default for most of the simulation classes within the pipeline." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## `GammaObs`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`GammaObs` is the base class for this information and is meant to store information about a single observation in a histogram-like data structure. It's behaviours mostly centre around using unique event values for use within the pipeline and then one can use the bin values as event weights within the hyperparameter likelihood during the final stage of inference." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's easiest to explain what it does through examples so I'm going to generate some very fake event data first. I will use some of the things explained in previous tutorials (mainly through `GammaBinning`, `IRF_Loglikelihood` and `GammaLogExposure`)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/lpin0002/anaconda3/envs/testofwest/lib/python3.12/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n" ] } ], "source": [ "from gammabayes import GammaBinning, GammaLogExposure\n", "from gammabayes.likelihoods.irfs import IRF_LogLikelihood\n", "import numpy as np, os, sys\n", "from scipy.stats import norm\n", "from astropy import units as u\n", "binning_geometry = GammaBinning(energy_axis=np.logspace(-1, 2, 121)*u.TeV, \n", " lon_axis=np.linspace(-5, 5, 101)*u.deg, \n", " lat_axis=np.linspace(-5, 5, 101)*u.deg)\n", "\n", "\n", "pointing = np.array([0.,0.])*u.deg\n", "observation_time = 0.5*u.hr\n", "irf_loglike = IRF_LogLikelihood(binning_geometry=binning_geometry, \n", " true_binning_geometry=binning_geometry,\n", " pointing_dir=pointing, observation_time=observation_time)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we'll simulate the data where the spatial event will be generated from a 2d normal distribution (with 0 covariance) centred at (0,0) and the energy distribution will follow a exponential distribution (no particular reason for either, just need some values to mess around with)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "num_events = int(1e5)\n", "\n", "energy_data = np.power(10., norm(scale=0.3).rvs(size=num_events))*u.TeV\n", "lon_data = norm(scale=2).rvs(num_events)*u.deg\n", "lat_data = norm(scale=0.3).rvs(num_events)*u.deg" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we will manually look at these values." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib import pyplot as plt\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(16,4))\n", "\n", "axs[0].hist(energy_data.value, bins=binning_geometry.energy_axis.value, color='tab:orange')\n", "axs[0].set_xscale('log')\n", "axs[0].set_xlabel('Energy [TeV]')\n", "axs[0].set_ylabel('Events')\n", "\n", "hist2d_thingy = axs[1].hist2d(x=lon_data.value, y=lat_data.value, \n", " bins=[binning_geometry.lon_axis.value, binning_geometry.lat_axis.value],\n", " cmap='afmhot')\n", "plt.colorbar(mappable=hist2d_thingy[3], label='Events', ax=axs[1])\n", "axs[1].set_xlabel(\"Galactic Longitude [deg]\")\n", "axs[1].set_ylabel(\"Galactic Latitude [deg]\")\n", "axs[1].set_aspect('equal')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are then a few things that we may wish to do with this data, but primarily for inference we want to know the probability of an event coming from a specific model with a set of parameters. \n", "\n", "Ideally we would perform this on the unique event values and store the number of times this combination of parameters is repeated (i.e. how many events have the same values) which is essentially the histogram above.\n", "\n", "However there are two problems with this, we will have many observations to deal with and we need to know which set of unique event values come from what observation and we need to keep track of what set of event weights correspond to what set of unique values.\n", "\n", "Additionally the analysis will depend on meta-data related to the observation like the pointing direction, observation time and the set of IRFs correspond to that observation run.\n", "\n", "You can probably see what I made this class now." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from gammabayes import GammaObs\n", "\n", "\n", "observation_data = GammaObs(energy=energy_data, lon=lon_data, lat=lat_data, \n", " binning_geometry=binning_geometry, \n", " irf_loglike=irf_loglike,\n", " pointing_dir=pointing,\n", " observation_time=observation_time,\n", " meta={\"true_event_data\":True})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And like most of the data classes in `GammaBayes` there is a `peek` method to view this data." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([,\n", " ],\n", " dtype=object)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "observation_data.peek(figsize=(10,3))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You directly access the stored values with the `energy`, `lon` and `lat` attributes." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(,\n", " ,\n", " )" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "observation_data.energy, observation_data.lon, observation_data.lat" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And all the other information are also available through the relevant attributes" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(,\n", " ,\n", " '\\n',\n", " discrete log likelihood class\n", " ---------------------------------\n", " name = ['None']\n", " logfunction type is >\n", " input units of ['None'])" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "observation_data.pointing_dir, observation_data.observation_time, '\\n', observation_data.irf_loglike" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can access the binned data through a couple methods" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `binned_data` contains a matrix of the event counts with no axis information (besides the shape of the matrix)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((121, 101, 101), 98819.0)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "observation_data.binned_data.shape, np.sum(observation_data.binned_data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This means that out of the 100,000 events there are `np.sum(observation_data.binned_data)` unique ones.\n", "\n", "You can additionally access individual binned energy, longitude and latitude values through the `binned_energy`, `binned_lon` and `binned_lat` attributes." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([1.500e+01, 1.800e+01, 2.100e+01, 2.700e+01, 4.100e+01, 5.000e+01,\n", " 5.300e+01, 7.500e+01, 9.400e+01, 1.330e+02, 1.380e+02, 2.050e+02,\n", " 2.280e+02, 2.330e+02, 3.030e+02, 3.730e+02, 4.240e+02, 5.230e+02,\n", " 5.750e+02, 7.860e+02, 8.090e+02, 9.410e+02, 1.023e+03, 1.156e+03,\n", " 1.340e+03, 1.477e+03, 1.652e+03, 1.857e+03, 2.004e+03, 2.223e+03,\n", " 2.240e+03, 2.514e+03, 2.622e+03, 2.777e+03, 2.837e+03, 3.078e+03,\n", " 3.091e+03, 3.229e+03, 3.125e+03, 3.330e+03, 3.249e+03, 3.326e+03,\n", " 3.269e+03, 3.192e+03, 3.187e+03, 2.998e+03, 2.815e+03, 2.738e+03,\n", " 2.610e+03, 2.516e+03, 2.343e+03, 2.131e+03, 2.021e+03, 1.833e+03,\n", " 1.734e+03, 1.450e+03, 1.283e+03, 1.190e+03, 1.072e+03, 1.000e+03,\n", " 8.820e+02, 6.990e+02, 6.320e+02, 4.830e+02, 4.570e+02, 3.890e+02,\n", " 3.000e+02, 2.740e+02, 2.440e+02, 1.570e+02, 1.440e+02, 1.120e+02,\n", " 1.060e+02, 8.900e+01, 6.300e+01, 4.900e+01, 3.100e+01, 2.800e+01,\n", " 1.800e+01, 1.900e+01, 1.200e+01, 1.200e+01, 5.000e+00, 7.000e+00,\n", " 3.000e+00, 3.000e+00, 2.000e+00, 0.000e+00, 1.000e+00, 0.000e+00,\n", " 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 1.000e+00, 0.000e+00,\n", " 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n", " 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n", " 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n", " 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n", " 0.000e+00]),\n", " )" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "observation_data.binned_energy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So the output is a tuple where the first output are the bin counts and the second output are the corresponding energy values. The longitude and latitude attributes follow the same pattern." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you want to extract an array of the unique parameter values and event counts/weights you can call `nonzero_bin_data`" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([[, , ],\n", " [, , ],\n", " [, , ],\n", " ...,\n", " [, ,\n", " ],\n", " [, ,\n", " ],\n", " [, ,\n", " ]], dtype=object),\n", " array([1., 1., 1., ..., 1., 1., 1.]))" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "observation_data.nonzero_bin_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Where the first entry in the output is the coordinate values (energy, lon, lat) and the second entry would be the number of times for the coordinate values. And if you just want the unique coordinate values then you can calle `nonzero_coordinate_data`." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[, , ],\n", " [, , ],\n", " [, , ],\n", " ...,\n", " [, ,\n", " ],\n", " [, ,\n", " ],\n", " [, ,\n", " ]], dtype=object)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "observation_data.nonzero_coordinate_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Additionally it has iterative behaviour that will loop through the unique coordinate data." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[, , ],\n", " [, , ],\n", " [, , ],\n", " ...,\n", " [, ,\n", " ],\n", " [, ,\n", " ],\n", " [, ,\n", " ]], dtype=object)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "observation_data.nonzero_bin_data[0]\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At this point you may be asking \"why doesn't this just use some astropy object to do this for him\" which is a fair question. The main reason is that like most of the classes in this pipeline, they are made so that an outside user can replace them with something else if they want.\n", "\n", "In this case, the base behaviour of this class must be of an array that one can slice to get the event data. The only difference between this and directly putting this all into an array is that the `GammaObs` class automatically outputs the unique event data and keeps track of the event weights and other observation data with some other nice utilities.\n", "\n", "In this vain, one can slice this class the same way you would a numpy array of size (num events, 3) and it will retrieve the relevant unique coordinate values. (where each row goes energy, longitude, latitude)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ ] \n", "\n", " 0.1 TeV 0.0 deg\n" ] } ], "source": [ "event_values = observation_data[0]\n", "\n", "print(event_values, '\\n\\n', event_values[0], event_values[2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some other nice behaviours include adding multiple simple observations together (presuming same pointing direction and rough observation time). Let's first make some data." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([,\n", " ],\n", " dtype=object)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "num_events_2 = int(3e4)\n", "\n", "energy_data_2 = np.power(10., norm(scale=0.1, loc=1).rvs(size=num_events_2))*u.TeV\n", "lon_data_2 = norm(scale=0.4, loc=-2).rvs(num_events_2)*u.deg\n", "lat_data_2 = norm(scale=0.4, loc=-1.).rvs(num_events_2)*u.deg\n", "\n", "observation_data_2 = GammaObs(energy=energy_data_2, lon=lon_data_2, lat=lat_data_2, binning_geometry=binning_geometry, \n", " pointing_dir=pointing, observation_time=0.17*u.hr,\n", " irf_loglike=irf_loglike)\n", "observation_data_2.peek(figsize=(12,6))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then to combine the data from the two sets you can just add them like so." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([,\n", " ],\n", " dtype=object)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "combined_observation_data = observation_data+observation_data_2\n", "\n", "combined_observation_data.peek(figsize=(14,4))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And for more so for single observations, one can look at the total exposure for the observation." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "observation_data.log_exposure.peek(figsize=(12,6))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also do this for combined exposures but if that is the case we more recommend you use `GammaObsCube` that `GammaObs`." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "combined_observation_data.log_exposure.peek(figsize=(12,6))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And because the pointing is the same and we presume that if one is combining multiple observations then the IRFs are at least similar, when observations are added it uses whatever the first object's IRFs were." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "combined_observation_data.irf_loglike.peek()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "observation_data.irf_loglike.peek()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And finally, you can extract the more important information contained in the class into a generic dictionary using the `to_dict` method." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(,\n", " ,\n", " array([[[0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " ...,\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.]],\n", " \n", " [[0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " ...,\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.]],\n", " \n", " [[0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " ...,\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.]],\n", " \n", " ...,\n", " \n", " [[0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " ...,\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.]],\n", " \n", " [[0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " ...,\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.]],\n", " \n", " [[0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " ...,\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.]]]))" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "observation_dict = observation_data.to_dict()\n", "\n", "observation_dict['pointing_dir'], observation_dict['binning_geometry']['energy_axis'], observation_dict['binned_data']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## `GammaObsCube`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you are dealing with multiple sets of observations then we recommend using `GammaObsCube`.\n", "\n", "To instantiate the `GammaObsCube` class you need a list of `GammaObs` like below, don't mind the `added_observation` thing for now." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "added_observation = False\n", "\n", "\n", "pointings = [np.array([-2,2])*u.deg,\n", " np.array([2,2])*u.deg,\n", " np.array([0,0])*u.deg,\n", " np.array([-2,-2])*u.deg,\n", " np.array([2,-2])*u.deg,]\n", "\n", "observation_times = [5*u.hr, 5*u.hr, 0.5*u.hr, 5*u.hr, 5*u.hr, ]\n", "num_events = [int(3e4), int(2e4), int(1e4), int(1e4), int(1e4)]\n", "\n", "\n", "source_coords = [np.array([-1,1.5])*u.deg,\n", " np.array([1.5,1])*u.deg,\n", " np.array([0,0])*u.deg,\n", " np.array([-1.5,-1.5])*u.deg,\n", " np.array([1,-1])*u.deg,]\n", "\n", "energy_dist_vals = [[-0.5, 0.2], [0, 0.2], [0.5, 0.15], [1.0, 0.2], [1.5, 0.25]]\n", "\n", "observations = []\n", "\n", "for pointing_dir, obs_time, source_coord, num_event, energy_dist in zip(pointings, observation_times, source_coords, num_events, energy_dist_vals):\n", "\n", " irf_loglike_for_obs = IRF_LogLikelihood(pointing_dir=pointing_dir,\n", " observation_time=obs_time,\n", " binning_geometry=binning_geometry,\n", " true_binning_geometry=binning_geometry,)\n", " \n", "\n", " energy_data_for_obs = np.power(10., norm(scale=energy_dist[1], loc=energy_dist[0]).rvs(size=num_event))*u.TeV\n", " lon_data_for_obs = norm(scale=0.3, loc=source_coord[0].value).rvs(num_event)*u.deg\n", " lat_data_for_obs = norm(scale=0.3, loc=source_coord[1].value).rvs(num_event)*u.deg\n", "\n", " observation = GammaObs(energy=energy_data_for_obs,\n", " lon=lon_data_for_obs,\n", " lat=lat_data_for_obs,\n", " binning_geometry=binning_geometry,\n", " irf_loglike=irf_loglike_for_obs,\n", " pointing_dir=pointing_dir,\n", " observation_time=obs_time)\n", " \n", " observations.append(observation)\n", " \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we can just pass that to `GammaObsCube` and it will take care of the rest. If you don't specify the binning geometry for the observations though it will use whatever the binning geometry is for the first observation in the given list." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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pf/d3f8eHPvQh/uEf/iElwBOiuChy0wonC9AbJMjLUl1dnQykt9E0jfr6eqkXG6mXzDRNo66uLt/FyIuqqipmzZqVklZRUUFtbW1auhDFRRZDzjUZk5elkpISuWnbaJom9eJA6iUzo26EEEKMH2nJy9KxY8eorq7G5ZL42GDMIg0Gg1IvFlIvmRX77Fq7559/Pt9FEKIASEterkmQJ4QQQogCIEFerknzghBCCCHEFCQteUIIIYQoANKSl2sS5GWpsbFRxlfZuFwuGXfmQOolM5fLRWNjY76LIYQoKBLk5ZoEeVmKxWIopSZ+xqSxwHEBUkoRi8XQNE1mklpIvWRm1I0QQojxk9cmhhdeeIErr7ySpqYmNE3jmWeeyZj35ptvRtM0NmzYkJIeiUS4/fbbqauro6KigqVLl3LkyJGUPCdOnGD58uXm3o/Lly+nq6trVGU+fvw4SslCi1ZKKdrb26VebKReMlNKcfz48XwXQwhRUGRbs1zLa5DX29vLueeey8aNG4fM98wzz/DrX/+apqamtOdWrFjBtm3b2Lp1K7t37yYcDrNkyZKUVoJrrrmGAwcOsH37drZv386BAwdYvnx5zq9HCCGEEKMlQV6u5bW79oorruCKK64YMs+7777Lbbfdxs9//nM+9alPpTwXCoV4/PHHefLJJ1m4cCEAW7Zsobm5mZ07d7J48WJef/11tm/fzksvvcTcuXMBeOyxx5g3bx5vvPEGZ5555vhcXC4VcFetEEIIIQpTQY8Ij8fjLF++nL//+7/n7LPPTnt+3759nDx5kkWLFplpTU1NzJo1iz179gDw4osv4vf7zQAP4MILL8Tv95t5siGD6J1JvTiTeslM6kYIkUpa8nKtoCdePPDAA7jdbu644w7H51tbW/F4PEybNi0lvbGxkdbWVjNPQ0ND2msbGhrMPE4ikQiRSMR83N3dDUB9fT2gB6DGgHqlVMq4q9Gmx+OpH0wzndRB+y4UClDDpY9DGZ3SjZmSSinzGoa9Jlu6y+VKO3em9Im4plH9nByuyV4vU+GacvFzcrlcjv8vhRBC5E7BBnn79u3jO9/5Dvv37896ZqJ99qvT64ebIbt27VruvffetPQjR44wbdo0NE3D5/NRU1NDKBSir6/PzFNVVUVVVRWdnZ0pgWJNTQ0+n4/29nYGBwfN9NraWrxeL21tbSk31fr6ekpKSmilPqUMQdqJUUI7ATPNhSJIO1E8dFCjJ953Jm5iNLT8mf7+/pTJJl6vl9raWsLhMD09PWb6aK6pvLycd999N2UW6bDXZAuwg8EgsViM9vb25DUlliCJRqN0dHSY6W63m4aGhnG9plH9nGzX1NjYSH9/P6FQyKyXyX5Nufo5BQIBOjs7EUKIJEVuWuFkspuhYIO8X/3qV7S1tXHqqaeaabFYjDvvvJMNGzbwl7/8xbyxnDhxIqU1r62tjYsuugjQb0pOe2S2t7cPuU7X6tWrWblypfm4u7ub5uZmSkpKzLXyjBu33++nurrazGukBwKBtBYM0G+gTun2lg0jaArSnpLuQqExmJYO4CGakq4lPuzl5eWUlZWlvWdlZSUVFRVp6dlckxEwW9cQHPaagsHUa0rUpz0dwOPxpKQb5x7Pa4JR/Jwcyh4KhRzXVpys15Srn5NSKiUIFUIIWScv9wo2yFu+fLk5mcKwePFili9fzt/93d8BMGfOHEpLS9mxYwfLli0D4OjRoxw8eJB169YBMG/ePEKhEL/5zW/46Ec/CsCvf/1rQqGQGQg68Xq9eL3etHSXy2UehkzroGWbnmmMksvhrxKNZAA3ovQcldEp3Qjy7PUCQ1yTQ/p4ljGX6SO9JqNL36leJus15eo987LWpBBCFJm8BnnhcJi33nrLfHzo0CEOHDhAIBDg1FNPpba2NiV/aWkpwWDQnBHr9/u58cYbufPOO6mtrSUQCLBq1Spmz55tBogf/vCHufzyy7npppv4/ve/D8AXv/hFlixZMjlm1gohhBBFQVryci2vQd7LL7/MpZdeaj42ukevv/56Nm3aNKJzPPTQQ7jdbpYtW0Z/fz8LFixg06ZNlJSUmHl++MMfcscdd5izcJcuXTrs2nyZuN1uaYGw0TRN6sWB1EtmRt0IIUSSBHm5pilZjn9Euru78fv9hEKhlDFQE2Ks6+S1hHJTDiFyKK//pyYxo96EmCyG+z+e/F3wQ6qrfWN+v+7uPvz+z8vvFgp8nbxC1NfXJ9tU2SilpF4cSL1kZtSNEEIkyTp5uSZBXpZCoZDctG2UUnR1dUm92Ei9ZKaUIhSSFmYhhJUEebkmQZ4QQgghxBQkI5+FEEIIUQBk4kWuSZCXJa/XK7MlbTRNk3pxIPWSmVE3QgiRJEFerkmQl6VAICA3bRtN09LWNBRSL0PRNI1AIDB8RiGEEKMmY/Ky1NPTIwPpbZRSUi8OpF4yM+pGCCGSZOJFrkmQl6VwOCw3bRsJZpxJvWSmlCIcDue7GEIIMaVJkFcMxrqYshBCCDHuFLlpxZM/rA0yJk8IIYQQBUAmXuSatORlqby8XCZe2Giahs/nk3qxkXrJTNM0ysvL810MIYSY0qQlL0s1NTVy07bRNI2ampp8F6PgSL1kJnUjhEgnLXm5Ji15WZJtqtLJ9l3OpF4yM+pGCCGSZHZtrkmQl6X+/n65adsYm81LvaSSeslMKUV/f3++iyGEEFOadNcKIYQQogBId22uSZAnhBBCiAIgQV6uSXdtliorK2XihY2maVRVVUm92Ei9ZKZpGpWVlfkuhhBCTGnSkpcluWmnM4IZkUrqJTOpGyFEOmnJyzVpyctSZ2enDKS3UUrR0dEh9WIj9ZKZUorOzs58F0MIUVBkdm2uSZCXpUgkIjdtG6WU1IsDqZfMjLoRQggxfqS7VgghhBAFQLprc01a8oQQQgghpiBpycuS3++XiRc2xhZVUi+ppF4y0zQNv9+f72IIIQqKIjetcDJExiBBXpYm7YbzLYkbakso56fWNA2fz5fz8052Ui+ZSd0IIdJJd22uSXdtltrb22UgvY1Sira2NqkXG6mXzJRStLe357sYQggxpUlLXpYGBwdRSk1Ma17L5OjOUkpNbL1MElIvmRl1I4QQSdKSl2sS5AkhhBCiAEiQl2vSXSuEEEIIMQVJS16WAoGAdL3ZaJpGbW2t1IuN1EtmmqYRCATyXQwhREGRlrxck5a8LHm9Xrlp22iaJvXiQOolM6NuhBAiqTC2NVu7di2aprFixQozTSlFS0sLTU1NlJeXM3/+fF599dWU10UiEW6//Xbq6uqoqKhg6dKlHDlyZExlGSsJ8rJ07Ngx4vFJ/FdCiz/nEzri8Titra2Tu17GgdRLZvF4nGPHjuW7GEIIkWLv3r08+uijnHPOOSnp69atY/369WzcuJG9e/cSDAa57LLL6OnpMfOsWLGCbdu2sXXrVnbv3k04HGbJkiXEYrGJvgyTBHlZmpAb9jgEYuNNAhlnUi+ZSd0IIVLltyUvHA7z+c9/nscee4xp06aZ6UopNmzYwN13383VV1/NrFmz2Lx5M319fTz11FMAhEIhHn/8cR588EEWLlzI+eefz5YtW3jllVfYuXPnqMqTCxLkCSGEEKIA5DbI6+7uTjkikciQ737rrbfyqU99ioULF6akHzp0iNbWVhYtWmSmeb1eLrnkEvbs2QPAvn37OHnyZEqepqYmZs2aZebJBwnyhBBCCDHlNDc34/f7zWPt2rUZ827dupX9+/c75mltbQWgsbExJb2xsdF8rrW1FY/Hk9ICaM+TDzK7Nkt1dXUykN5G0zTq6+ulXmykXjLTNI26urp8F0MIUVByO7v28OHDVFdXm6mZJnsdPnyYL3/5yzz77LOUlZVlPKv9d/lIFrrP92L40pKXpZKSErlp22iaJvXiQOolM6NuhBBivFRXV6ccmYK8ffv20dbWxpw5c3C73bjdbnbt2sU//dM/4Xa7zRY8e4tcW1ub+VwwGCQajXLixImMefJBgrwsTfrZteNAZpE6k3rJTGbXiqlIbqhjpcjNeLzs9gtfsGABr7zyCgcOHDCPCy64gM9//vMcOHCAM844g2AwyI4dO8zXRKNRdu3axUUXXQTAnDlzKC0tTclz9OhRDh48aObJB+muFUIIIbKUKaCzpsufd1mKx/UjF+fJQlVVFbNmzUpJq6iooLa21kxfsWIFa9asYebMmcycOZM1a9bg8/m45pprAPD7/dx4443ceeed1NbWEggEWLVqFbNnz06byDGR8vqHxwsvvMCVV15JU1MTmqbxzDPPmM+dPHmSf/iHf2D27NlUVFTQ1NTEddddx3vvvZdyjpEsPnjixAmWL19uDr5cvnw5XV1dE3CFQgghphoXqTdPN843U2nZmzruuusuVqxYwS233MIFF1zAu+++y7PPPktVVZWZ56GHHuKqq65i2bJlfOxjH8Pn8/HTn/40r0NT8voZ7O3t5dxzz2Xjxo1pz/X19bF//36+/vWvs3//fn784x/z5ptvsnTp0pR8I1l88JprruHAgQNs376d7du3c+DAAZYvXz7u1yeEEGLqsgZ7LluaBHijYLTk5eIYo+eff54NGzaYjzVNo6WlhaNHjzIwMMCuXbvSWv/Kysp4+OGH6ejooK+vj5/+9Kc0NzePuSxjoSmlsuu8HieaprFt2zauuuqqjHn27t3LRz/6Ud5++21OPfVUQqEQ9fX1PPnkk3z2s58F4L333qO5uZmf/exnLF68mNdff52zzjqLl156iblz5wLw0ksvMW/ePP7whz9w5plnjqh83d3d+P1+Tpw4QU1NzVgv19lELoDcEsrp6eLxOC6X/Fqzk3rJrKuri2nTphEKhVJmwImhGb+LxMQy/hfHcW7JyzQvNG77WoyG+z9ufKZD7Suprh77dofd3RH89evldwuTbExeKBRC0zQzyBpu8cHFixfz4osv4vf7zQAP4MILL8Tv97Nnz56MQV4kEklZOLG7uxvQu5FjsRiappmHUgprrDza9DipszA1FBqkpbtQKEg8O3S6cY609MS07lyUHWBwcDBlJql5Tba/qDKlu1yutHNnSs91vWf9cxrhNWmallYvk/2acvVzAv0zI8Rk4yK9tc76vfV/TNz2Ogn4xESbNEHewMAAX/3qV7nmmmvMyHwkiw+2trbS0NCQdr6GhoYhFyhcu3Yt9957b1r6m2++yemnn46mafh8PmpqagiFQvT19Zl5qqqqqKqqorOzMyVQrKmpwefz0d7ennKDq62txev10kZdSkBXTyclxGilPqUMQdqJUUI7ATPNhSJIO1E8dFBjpruJ0UAH/ZTRhWW9oM5OamtrCYfDKXvvjeaaysrKePPNN5k2bZp5Azevqa0tJVCor6+npKQkre6DwSCxWIz29vbkNblc5rT0jo6O5DW53TQ0NNDf358yttLr9ebsmob8OY3wmozPmDXIm+zXlKuf07Rp0zh8+DBCTBZO7fHGWDxr6571TxenTbYkwBtCLK4fuTiPACZJkHfy5Ek+97nPEY/H+e53vztsfvvig07rlA23QOHq1atZuXKl+bi7u5vm5mYCgQCNjY24XC7z9X6/P6VJ2EgPBAKOLRj19fWO6Q0cTymD0QoXpD0l3YVCYzAtHcBDNCVdS0wlL2eAMpI3fS2gB4iVlZVUVFSklSWba1JKMW3aNLNeUq7JFmAbrTvBYDD1mhL1aU8H8Hg8KenGucvLy1MWrjTSc3FNMMTPaYTXBPq6itZ6mezXlKufk1KK8vLytHMIUcisAZ3xeLixeNb8xvcSgmSQp9m1U1nBB3knT55k2bJlHDp0iF/+8pcpNzTr4oPW1ry2tjZzXZpgMOi4Hld7e/uQCxR6vV7HhRNdLpd5GIwbol226a4Ma/s4pWskA7hRpdu6VcdSdiNgttcLkHE8mlN6rupxvNNHek3xeDxjvUzWa8rVe+Z7FXghspFpgoX9eacgb6jxekKMt4IeEW4EeH/84x/ZuXMntbW1Kc+PZPHBefPmEQqF+M1vfmPm+fWvf00oFBrVAoUyiN6Z1IszqZfMpG5EoXIK4Kzfuy1frUcZ4LE89iQOp8BQOFDx3B0CyHNLXjgc5q233jIfHzp0iAMHDhAIBGhqauK//bf/xv79+/m///f/EovFzPFBgUAAj8czosUHP/zhD3P55Zdz00038f3vfx+AL37xiyxZsmTEM2utnLreip0xJkukknrJzOVy5XWrHyGGYx9rl6lr1h7sQXqrnbTkjZB01+ZcXoO8l19+mUsvvdR8bIyBu/7662lpaeEnP/kJAOedd17K65577jnmz58P6IsPut1uli1bRn9/PwsWLGDTpk0piw/+8Ic/5I477jBn4S5dutRxbb6RiEQi0tVko5QiGo3i8XikXiykXjJTSqVMDBGikA0V4NmDvUFLPhy+F2Ii5TXImz9/ftpSDFYjWcLPWHzw4YcfzpgnEAiwZcuWUZXRrjMxK1Vu2klKKTo6OggGg1IvFlIvmSml6OzszHcxhMiKU1BnfDW6ZuOkzrC1vs76GGQiRhppycu5gp94IYQQQuSDNTizBnRGuo9kcOdJPO4CBkgGb1GSQaARADoFgRKWiPEgQZ4QQghh4zRL1gjWjCCvkmRwV5Z4PGh5PooevFlvtNHEYZDgziKuctSSVxAbeRUECfKy5Ha7pevNRtM0qRcHUi+ZGXUjRCGzB3pGS57xvbUVryxxlJK6SLKR194iaH1OAr0ElaPuWplda5LxoFmqr6+Xm7aNpmk0NDRIvdhIvWSmaRr19fXDZ5yC1q5dy0c+8hGqqqpoaGjgqquu4o033sh3sUQGThMsjMDOjR7UGd+7AC/JpVSs+YznhZhI8pnLUl9f34gmhBQTpZTUiwOpl8yMuilGu3bt4tZbb+Wll15ix44dDA4OsmjRInp7e/NdNOHAvkSK0S0bSHytSnxfhR7Q1SQeV1uOysTrnMb1SZuThbGtWS4OAUh3bdZCodDUaJ1p8Se+hsZ8KqUUXV1dlJWVTf56ySGpl8yUUoRCY//sTUbbt29PefzEE0/Q0NDAvn37+MQnPpGnUhU+64zUiXove4BndMtWogdvpYnHgUS5TpIM6noTj61lHkQCvCHJ7NqckyBPCCHyyAh2A4n9pO0ikUjKmoLd3d0TUi6RZF82xYMe4HlJBnqD6EFbaeJrLPFap+5a6UITE0U+a0IIkSdKKVauXMnFF1/MrFmzHPOsXbsWv99vHs3NzRNcyuI03O4WRnBXAVS4odqld9lWoLfkVZDsorUGeU67Z1i/FjWjJS8XhwCkJS9rXq936ne9ZdmVq2lacdRLlqReMjPqptjddttt/P73v2f37t0Z86xevdrcDQj0lrypGOg5dV9mCnzGs+vWaUat0RrnIdkd6wOCQLUHmk/V88YGIRqFSBR6w9A1oHfZGu2wfSSXVDG6bqOkbqFW1OFJrvadldm1JgnyshQIBOSmbaNpGrW1tfkuRsGReslM07SM3ZPF4vbbb+cnP/kJL7zwAqecckrGfF6vd8oHxNaWLadlR6zpmV6fi9t6piVTrGPyjACvDAjWQG0dnHYqaC4ocUF3NwwMQE8YPG3Q2a0vjqwSrx+0nM8a2BV9gCfGhQR5Werp6aGqqqr4Aj2jdc98nGzlU0oRDoeprKwsvnoZgtRLZkopenp68l2MvFBKcfvtt7Nt2zaef/55ZsyYke8iTUoTFRTZu1hLgRISM23LoMIHlZXgduuBXiyufx+PQ08ZlHSPrLtWAjxk4sU4kCAvS+FwGKWU3LQtjBt2RUWF1IuF1EtmRgBcjG699Vaeeuop/uM//oOqqipaW1sB8Pv9lJeX57l0+WcfCwfpLV5O3bi5DPqczm+dcGHOsK3WDyPIcyVeeDKxpUVvH/jb9JY8awveUOPvirpFT4K8nJMgT+R0ORUhxNAeeeQRAObPn5+S/sQTT3DDDTdMfIEKmDWwy/S8Nd9YWd/L3trmSxwVQD1QF9DH4jU2wPQmKHWDxwODg/qYvKPv6YFfTzdobXpw2EFyTF423dFCjJYEeUIIMYFkcezM7K11w804HY/AyP7+RhnMmbRAoAaamvSxeA0N4K2rAk8peLyUut2UxuOc4noXV2KMXjQKsS599m0M2f0iI2nJyzkJ8rJUXl4uXW82mqbh8/mkXmykXjLTNE26JoWjQunKtJfDWDbFjd5i5/Pph9fnAl85eLx6oFdWDoMnKfcl85SV6V29TsGjEONJgrws1dTUyE3bkOjm1VpC1NTU5LcsBUjTNKmXDKRuhCFT0GNPswd4Q3Xj5op1GzJjj9oy9KDNl5hwQXU1BAJ6kFfmTQR5g3DkXXy+Xior9fxeN3gGU2frGkupSLtTQlzlqCVPWssNEuRlqaurqzhn1w7B2KLK7/dLvVhIvWRmbPkmhJW9pcsa2HkS30dJD/ZyXQbjq7FXrYfkIsc1NXpMV1sH3qYAnNIMZ5xhdtdSWaH3z7YexT94hGBXlNZW6OoCX5e+Vp6HZMAoQZ6FylF3rayTZ5IgL0v9/f0yuxZSllQxNpuvrq6WerGQeslMKUV/f3++iyHyzD7Jwb7MiPU5Y425Qcvrx2t9Oet7WverNRruamqgNgAEp0PTdPjA+/UWvBI3+nLJEag7CAMRGrrepaZGb/Ur60oGjcb1SNetGE8S5BU7+/p3QgiRJ5nWkIPUxYOt+eOMX0uYtTxaogzuxCxajwe9e9bngwo/yd1sK/XvE2P0jLxut34Op9ZKCfISYnH9yMV5BCBBnhBCiDxwasUzHnuGyGuMY7On243mNp9pYWJjEWRjAeSyMvCWoTfp1dSQug9GJdCvp3d1UeJxUVYWx+fTzyGB3RBkdm3OSZCXJdm9IJ2mafo4xfum6Qmy3h5gqRf5vKTRNI3Kysp8F0PkmX3bMOOxj9TtzUg8NvaQjZLs6hy0PG/9mm05rF+t5zHK5EGfPFFZmVgAucYNp54GzR8AGoEaIACUA71w6qkw0A/vvENNTYhAILlThgR4YqJIkJcluWmnM4IZkUrqJTOpG2FtwbMHeWWJPNbu2QFSW/ys54H0sXqjKY/xNW45XOjBWSlQXqYHeZWV6P+ccgpwKnqQVwc0JUrYC/XvS8y28FFdHaKmRu/MNc7ntOhy0VPx3EyakIkXJgnystTZ2Tl1A71Rjs9TStHZ2UkAfcyJ0Jn1EghMzc/LGBh1I4rTcGvh2cfdOT1vnX1rn4mby3IZQRno25a53fqB2w0l5ejzbr3ooWk5ejgY17/3eMDlMl+jZXgPkSDdtTknQV6WIpGIzK61UUrp9YKGhqxPZDDrRT4vaYy6EcUn07Zh1tm11huT8X2UZLeptYvWOkZvrIba1gz0IM+YRIHbOsKunORyx31Ad+IFmr60CvrSeQaFtOCJiSFBnhBCiAlhD6Csh9FlaywvYgR8pehBkTEGryzxNZo4V5SxB0v28X/WYNM+hs7YxYIyb6J0pejLpiRm1XIUOKaX2O2GSn1YQv9AcvJG3PY+xnsXffuTtOTlnAR5Qgghxl2mVjssjz2WwwifytCDH2NMns/ymvFaGNkp+AS9Jc/ng9KyRJOeuRdGVaKkbqAL6ABiiReUE4/DyWh6F7N9FnHRkyAv56S1OEuye0E6Y4sq6apNZdaLfF7SaJqG3y9rNIoke8teCckJCm6Hr9aFk3PBadkUx3K6jH+sOUtIjkg+idnO6CrRD+trsyyHEGMhQV6WimrD+RFOxNA0Ta+XcS7OZGPWS7F8XrJg1I0Q1tm1xu4SvsRhbCVWCfgTj607Rth3yLCutZct+6zaOMktx8xlXOIQ6obYwGAiYusHwomjH+gluSCy5dyuZIBnLae9JXK0ZZ8yjJa8XBwCKPLP02i0t7ejlLRYWSmlaGtrk3Y8G7Ne5POSRilFe3t7voshJpB1Fqz1MAI7D/rItipgGvqKc3WJrwHgfUDQksdHarBnDfpg7De3QVKDsBL0LWnfPQLdiXkVRELAcfQxeO3oXbWViZKntuCVuEFzJXfOGETvgrbu2CE3ZJFrMiYvS4ODgzJb0kYppdeLzK5NYdaLfF7SGHUjipsR5BlBmo9kq10ZyVFuLvTgbgC9zczgITnrFlJb30bLqSXPMDgIbW0QDuuBKOEweLuATkvOauzTNTQXlCQeGgsiG+MMx1reKSWeo23NpCXPJEGeGJrsbSuEyLFMa9+5sewRmzg8Lj1IUon7vxE+ldhe63TesbKHCrG43ppnxhCDJ4EIEEMfi3cy8UTi1hqPOZ5XY3z33J204ipHEy+kscEgQZ4QQogJk6m71oe+2pwxT7USffuwUo/eCjY4CJ4+UAPJ1q8y9O+NljFrl7BhrCGDtVVPxfU9a+NxINwL3T1Q05NozbN2usaBsP58Zwe9YRgYgNigfh7n0E+CPpF7EuRlSXYvSKdpGrW1tdJVa2PWi3xe0miaRiAQyHcxxATKtDaeEdBVAbUkJ1oEAtDQAGVl+pi2aBT6+qCsE+JdekBUSTLYMwIx47yj6QZ1WsfPOG8EGIxDVWViYePj7dB6VF8Lb4Yf6EkcvUAM2tug7Ri88w5tbfoOZ5HEeYy9dyG9Ra+oAz1ZQiXnJMjLktfrlZu2jaZpeL3efBej4Ei9ZCZ1U5wyBXll6EFeDYkgrxJqavQgz+fTg7yBAX0IHOgTHwbieuvfIKlj86w7YIxmgWFr+Qxx9I7YOHrQGY9Df+cA5Z2dUFYODcehwgjhTuol6OqC48c58d4AnZ162U+it+I5zaoVyN6140Am82Tp2LFjxOWvhBTxeJzW1lbisohKCrNe5POSJh6Pc+zYsXwXQ+SBPYCyr39X4sbcI7bUo685bBzGHrBud3INPc3hnLlktLQZXawulx7kDQ4C0ZMQjehfT0bRg7x+YMBMj0b1vIOD+jnkt4GYSNKSlyW5YTuTenEm9ZKZ1E3xsc5cdWrRq3CDv1pvxaup0b83umtBD64iUaiqhuhxvXPUaMlzCh7jjK41zyir8TWKPhO2F70VsbtbXy+vqrNT396s9ahe4DogHtKbHd87CsfbGRjQtzQbGDDDP5lRm4l01+acBHlCCCHGlVNLm3XihQ994ZH6On0sXl1dckyex5Ns2TO+7+/TJ2OE2/TWMR/QR3LrM/uYumzZA7w+9ACvBzh+PNmy+L73jqJFI3rmujq9ua71mN5Ve/Ag/a0huruhN6x314bQl4CJ2t5DJEiQl3N57a594YUXuPLKK2lqakLTNJ555pmU55VStLS00NTURHl5OfPnz+fVV19NyROJRLj99tupq6ujoqKCpUuXcuTIkZQ8J06cYPny5fj9fvx+P8uXL6erq2ucr04IIYSVtSUPkkuhGDNsa2r04C4YhNq6ZItedbU+Tq/K0spXUwPVrtRdY41zjvXGZg/yjEAvjB6/GUdbG5xs7YR33tGDu84T8NYf4bVXOfGXEK2tenDX16cfvYnz2FvyJCQR4yWvQV5vby/nnnsuGzdudHx+3bp1rF+/no0bN7J3716CwSCXXXYZPT09Zp4VK1awbds2tm7dyu7duwmHwyxZsoRYLDlJ/ZprruHAgQNs376d7du3c+DAAZYvXz6qMtfV1cnECxtN06ivr0/OrpW19QBLvcjnJY2madTV1eW7GKJAGMGedcydNzEGT3O70NwufYyeOzWP5srduDx7oGUPwozxdCcT4+uiUf2IRLGMzYvCQAT6+hgYIGU8nnXyhqyRl4Fsa5Zzee2uveKKK7jiiiscn1NKsWHDBu6++26uvvpqADZv3kxjYyNPPfUUN998M6FQiMcff5wnn3yShQsXArBlyxaam5vZuXMnixcv5vXXX2f79u289NJLzJ07F4DHHnuMefPm8cYbb3DmmWdmVeaSkpLxuWlP4sBI0zS9XvJdkAJj1osEeWmMuhHFxb4+ngcoJbFOnjGhwq232pX7oMTn0WevujT8dFPWp9+8y8r0vKAHS8p2/rGwtjIaj+PoUyr6gN7BZOtcW5seyHk9IUpdGrhLofUoPcejHD+uj9s7flwfw9eHHuQZy6cYh4QjFtJdm3MFO7v20KFDtLa2smjRIjPN6/VyySWXsGfPHgD27dvHyZMnU/I0NTUxa9YsM8+LL76I3+83AzyACy+8EL/fb+bJhsyuTSeza53J7NrMZHZtcbJOtPCR3H/Wh9796vHoLXg1NVAZSHxTV6sPzjulGW+whro6fVmVUo++Ukbcdm6nCRgj5dTCZqyT1wd0o29g1tmpH3/5C7z1lt5b2/FWFxx8hcNvRfnLX+Dtd+DwO3qetjB0oI8ZNA4j2IvbDiFyqWAnXrS2tgLQ2NiYkt7Y2Mjbb79t5vF4PEybNi0tj/H61tZWGhoa0s7f0NBg5nESiUSIRCLm4+7EjtTxeNy8aWuahqZpKKVSNqEfVTqkBUkayjHdhUJB4tmh041zjGc66C2v1nJqif1a7QGOUQf2dJfLlVYvmdJzWu+jSB/pNZn1MoJrnSzXlKufk1E3ojg4zaY1WvLcJHa6qEx2w5ZXJ5rzKiv1AXkeT2LLi1JKBmP4fD2UuhNbnZIMjtyMrTXPKKc9zQjyXOiTL8LorXP9A1Dh04vY16e38LW26s+1t+lf27r1wLCXZHBnbc0TFtKSl3MFG+QZ7F1dI9ns3Z7HKf9w51m7di333ntvWnpnZyfHjh1D0zR8Ph81NTWEQiH6+vrMPFVVVVRVVdHZ2ZkSKNbU1ODz+Whvb0/ZnL22thYv0EZdSqBUTyclxGilPqUMQdqJUUI7yR0DXCiCtBPFQwc1ZrqbGA100E8ZXVSb6V6i1NJFmAp6qDDTffRTQw8hquijPHlN9FJFL53UEMGTvCa6KbsvwAk+ACTH5dVGo3i9Xtra2lIChfr6ekpKStIC7GAwSCwWo729PXlNLhfBYJBoNEpHR0fymtxuGhoa6O/vT5lA4/V6qa2tJRwOp4zbzOnPKYtramhoIBaLmZ+XqXBNufo5TZs2jf7+fkTxse8qYfzGc7mShzmd1jxK9Ru3KxmCuVzO5zWM9TZvb1mzrpc3SGKdPCDqTgzFG9Bj0YEBfZyeMW4vksifaTyezLIV46lgg7xgMAjoLXHTp08309va2szWPePGcuLEiZTWvLa2Ni666CIzj1O3UHt7e1orodXq1atZuXKl+bi7u5vm5mYCgQCNjY24XC7zxu33+6muTgZQRnogEHBswaivr3dMb+B4ShmM1rMg7SnpLhQag2npAB6iKelG0FXOAGVE0tIr6aWCvrR0Pz1UE05LD9CV1pKn0JhGiEaO40rk0zx6IGhvRTVad4yfr3lNifq0pwN4PJ6UdKO+ysvLKSsrS0uvrKykoqIiLT1nP6cRXhPoYziNz8tUuKZc/ZyUUpSXl6edQ0xNmVrWXOhj8hTJIMnnM54sAY9XH5PnKdUnNgwOQl+v2VDjckFJ3HmdvLGwrq9nDcqMFr0w0N0HnsSeusayKl1dyRY+Y9zeSfQWvH7Su2iFTTwOMWnJy6WCDfJmzJhBMBhkx44dnH/++QBEo1F27drFAw88AMCcOXMoLS1lx44dLFu2DICjR49y8OBB1q1bB8C8efMIhUL85je/4aMf/SgAv/71rwmFQmYg6MTr9TpuuzR9+nTc7tRqM26IdtmmGwHSSNI1koFXvtM1FNNpTy2npeXKiVN6rupxvNOzuabp06dPimud6J9TpkBRTE3WNevst18PeuDT3Z3snSUe11vwfOV6gtud2MssQk9XnJODyZY8I1DM1FVrDdhGUk7r66yTI4zlVLos7+WLQ1kfuN+xnCOxI0Znt95FG0ZfH6+b9LF4wiauctRdK0NBDHkN8sLhMG+99Zb5+NChQxw4cIBAIMCpp57KihUrWLNmDTNnzmTmzJmsWbMGn8/HNddcA+itGDfeeCN33nkntbW1BAIBVq1axezZs83Zth/+8Ie5/PLLuemmm/j+978PwBe/+EWWLFmS9cxagFgsNqIu42KigBglaAzK1AsLpRSxWCxj8FPMjLoRU99QrWvG+LxB9NavsjJrS55Lb8XzlScjusGThMMQswV5XpKBl/U9xxIuOE2IsLbkeUi20mndyZmzFehBZzjxnLHRmbEIsgR4YiLlNch7+eWXufTSS83HRvfo9ddfz6ZNm7jrrrvo7+/nlltu4cSJE8ydO5dnn32Wqqoq8zUPPfQQbrebZcuW0d/fz4IFC9i0aVPK8gw//OEPueOOO8xZuEuXLs24Nt9wjh8/zrRp0+SmbaHQaCdAkHbH1r9ipZSivb2dYDAonxcbpRTHjx8fPqMoGkPuKe8a3XI7o93xwmAdL2dtiTTG2Jlr5yXSoujBnyLZCmiM4bOeK9O4vKKn4qBy8LtyyA9TcclrkDd//vwhZ9hpmkZLSwstLS0Z85SVlfHwww/z8MMPZ8wTCATYsmXLWIoqhBBiDOwzV41gKUIyyDH3hK2xLGo7GEt+7y6lqlrPZyyGTNwYRpJqrHvX2svptnw/gD7LFvQAz2VJj6Mv7NyVeM46q1Z2uhhGPA7xHAR5MibPVLBj8sQkZyzu3BLKbzmESPjJT36S9Wsuu+wymSAyBtZu00zj3YxZp5pLX3uurAze1xRHMwK7aDQ50M1TSmXAQ9nxKJpL379WQw+qnN57uG5bawBoL59hkNRu4CjJ8XUx9O5Zo+UumkgHfV08oxWvj/Qgz6gDIcaTBHlZyjRAvdhlmjRS7OTzktlE181VV12VVX5N0/jjH//IGWecMT4FKiJOQZYR5ETRgyHQW+h8Pj2eKzFb8k4mgjylf62sxOPppDRx9yohuS2afRHkoVrxRvLps3bPukgNTgfQd+pQiedOkhyjFwdOWN7bqSVPZtg6kJa8nJMgL0tOy2EUO2ONPpHKWD9OpHO5XEMuYTReMi2O7sQ69lfknvU2rEjsXmE5SgZP6gHe4GCyJS9x8445rJlrXRQ5l7d4p7XyDEbQZozPM7p1Y5a89jF4En4MQYK8nJMgL0uRSERm19ooIIoHD1GZXWuhlCIajeLxeOTzYqOUSlmseSJcf/31WXW9XnvttSlrEIrsWbtp7XvBGq1ixtf+eHJR4c5OaPR16U17RpDX2Ql9vdDdTX+fvgZdNJrcQWKoCQ5Dzulw+N6e31pWI5+bZKuddYkV46YateS3r40nrXhiokiQl6XOzk5qa2vlpm2h0OigRmbX2iil6OjokNm1DpRSdHZ2Tuh7PvHEE1nlf+SRR8apJMXFKdAzummNMWlR9GVGBgb04K2tDTyeQaZVH9cXRAZoPUok8Xxnpx7/RUiOg7NuFzZUgJdpX1ujnMa4O2u6EcAZEyyMPX/C6DdR6zZlxnN9lnPYy2UdiyfBnoW05OWcBHlCCCEmjH3iQQy9uzOC3jLXP6DvHFFdDdOMabTxOKEu/fm+RCvewIBlizGy303CqYUx064Z1nNa9+A1XmNtkTTG71kDRes+tSNtYSxKsTjEchDk5WLXjClCgjwhRFEYHBzkBz/4AUoprrvuOkpLS/NdpKJm3IaV5YjHk2PzBq0bxMbjZppxxOKk7CVrPafT+1g5BXL2Fr6hwgT7+LpMgZvTrGIhJpLMIMiS2+2WrjcbDYWbmHTV2miaJp+XDIy6mUj/+I//SG1tLTU1NXz1q1+d0PcudvYxeNZ0Y1eICMnuWuMIh6G/e5D+cJzBweR4ve5u6A3ra9D1k+yuzTTZwWC/4WVqtTOec1oCxjor2KkVcdB2WPNJC94wrDNvxnpk4ZFHHuGcc86hurqa6upq5s2bx3/+53+azyulaGlpoampifLycubPn8+rr76aco5IJMLtt99OXV0dFRUVLF26lCNHjuSkWsZCgrws1dfXy03bRgMa6JBJFzaaptHQ0CCfFweaplFfXz+h7xmPx+nr62NwcJC4jNnJC6cJDWH0QO0kEB7QAztjUeSuLujo1L8ODkJvH7S2WgK9xOuNdeuswZWVNWBz4dwt67S3bqY8xhIqmYK8qMNhH4con8DCccopp/C//tf/4uWXX+bll1/mk5/8JJ/+9KfNQG7dunWsX7+ejRs3snfvXoLBIJdddhk9PT3mOVasWMG2bdvYunUru3fvJhwOs2TJkrxv3yhBXpb6+vqG3KWjGCmgjzJpx7NRSsnnJQOjbibS2rVricViRKNRHnjggQl9b5G5O9NoyTOCoP4BvcWuvy95hMN6kBdJjNczx+WRPKK28w8XRNkDPfvM2qEWU3ZqsTOCN6d0a0ue7F07hDy15F155ZX89V//NR/84Af54Ac/yDe/+U0qKyt56aWXUEqxYcMG7r77bq6++mpmzZrF5s2b6evr46mnngIgFArx+OOP8+CDD7Jw4ULOP/98tmzZwiuvvMLOnTvHo6ZGTIK8LIVCIblp2yg0uqhGSVteCqUUXV1d8nlxoJQiFJrY3VBKS0u59tprWb58OR6PZ/gXiHFnBGXK+r1lTF4kqh+Dg/qki8HB5HOj6fbMNBbPaRHlbK/D6WumfCITldi/doxHosmhu7s75RjJsk2xWIytW7fS29vLvHnzOHToEK2trSxatMjM4/V6ueSSS9izZw8A+/bt4+TJkyl5mpqamDVrlpknX2TihRBCiAlltGhBamtcGHDH9W7Zri7wePQl8gzd3ckZtj1kN9bNWNvO+N7eUmefJDESxkxal+V76/kkqMuv5ubmlMf33HMPLS0tjnlfeeUV5s2bx8DAAJWVlWzbto2zzjrLDNLsi7c3Njby9ttvA/oi6x6Ph2nTpqXlaW1tzdHVjI4EeUKIovD73/+eWbNmjXjHmldffZUzzzxzwieITHVG4GOMT3OhrynXgx7kaUBNWG+QGRjQV1ABvcs2lmioCcf1/EY3rzWoGmpmrJtkIGb9Pk5yHTynsXk4PIbUwM4IIuOW54Z6rXAQj+emshLdtYcPH05Z0Nzr9WZ8yZlnnsmBAwfo6uriRz/6Eddffz27du0yn7ePrR7JpgiFsHGCdNdmyev15v2HVmg0FF6iMrvWRtM0+bxkYNTNRDr//PPp6OgYcf558+bxzjvvjGOJio+1O9M6aSFKct/XAfTgLhzWJ1gYR1tbcgKGkc9p+zBIH0tnfDUCO+Nwoy9e7LY87ya11W+oa7GOsbN+b18Tz1oGMYQcj8kzZssax1C/czweDx/4wAe44IILWLt2Leeeey7f+c53zK0p7S1ybW1tZuteMBgkGo1y4sSJjHnyRf5EzVIgEJCbto0G1NKV72IUHE3TqK2tzXcxCpKmaQQCgQl9T6UUX//61/H5fCPKH41Gh88kspKpVcEaJBnr3rkGU7tqI0BpYmzeSYbuph1J96t9MWT77NtMQVm2a+iJycnYenHGjBkEg0F27NjB+eefD+i/G3bt2mVO4JozZw6lpaXs2LGDZcuWAXD06FEOHjzIunXr8nYNIEFe1np6eqiqqpJAz0IBYSqopFemXlgopQiHw1RWVsrnxUYplbL8wET4xCc+wRtvvDHi/PPmzctqr1sxcvYAbBC9yzaceNwFlMWhbCCZpz9x9AzoXbVG/j6Gn73qtISKm9SWuzh6q57x3FCzYJ3S48M8L0Ygx921I/WP//iPXHHFFTQ3N9PT08PWrVt5/vnn2b59O5qmsWLFCtasWcPMmTOZOXMma9aswefzcc011wDg9/u58cYbufPOO6mtrSUQCLBq1Spmz57NwoULc3BBozeqIG///v2UlpYye/ZsAP7jP/6DJ554grPOOouWlpYpPXMtHA4XRD97IVFo9FBBBX3SZWthBDIVFRXyebExAuCJ9Pzzz0/o+4l0TuvOGVuAdZMMrsqBCsCH3moXs3yNogd3vejBoHWxYWuwZ38PI5Azumg9lu8HLc8ZN0WjSzjTjNzhAr2RpAubPAV5x44dY/ny5Rw9ehS/388555zD9u3bueyyywC466676O/v55ZbbuHEiRPMnTuXZ599lqqqKvMcDz30EG63m2XLltHf38+CBQvYtGkTJSUlIy7HeMRWoxqTd/PNN/Pmm28C8Oc//5nPfe5z+Hw+/u3f/o277rprNKcsXi1+/RBCiCLg1L1qLC48gN4y15s4BhJf+yzPhdCDvIjlNfau20xBnlOaEew5Hfb8I702mVk7uTz++OP85S9/IRKJ0NbWxs6dO80AD/ThJS0tLRw9epSBgQF27drFrFmzUs5RVlbGww8/TEdHB319ffz0pz9Nm907nPGIrUYV5L355pucd955APzbv/0bn/jEJ3jqqafYtGkTP/rRj0ZVECGEEMXNCI5OJg5jQoZ1rJ4x2cIa2GWSqeXQ6Xtr1639EBMkT4shF4rxiK1G1V2rlDK3Bdq5cydLliwB9DVpjh8/PqqCTBbl5eXS9WajofDRL121Npqm4fP55PPiQNM0Ge9WhKxLnFhn2Fq7bQFOkLqLRQx97K+1xc+6XdhQwZ5T0GadVWudXWsP6jyWclqvIdvrFSMUi+s/7FycZxIaj9hqVEHeBRdcwP3338/ChQvZtWsXjzzyCACHDh3K+3Th8VZTUyM3bRsNqGFiB9FPBpqmUVNTk+9iFCSpm+JkvfUawZ11rTnrfrAe9K5aYxSSddsya5A31BIq9gWQ7UuklJEM5Jy2OCuzvIe13NY8w7UmTs5wQ+TDeMRWo/oj46GHHmL//v3cdttt3H333XzgAx8A4N///d+56KKLRlWQyUK2qUqngC6qnNvxinjMoWxrlplRN6J4WQMz68xYY2KFdfasfY9aa4DnNNnCLlNrnjXws4/N85DafSsmQJF3145HbDWqlrxzzz2XV155JS39W9/61pRfHb6/v19m19ooNPoop5qwdNlaKKXo6+ujurpaPi82Sin6+/vzWoZf/epXfP/73+dPf/oT//7v/8773vc+nnzySWbMmMHFF1+c17JNZfZWM+tja0ucvXXOvsDwSG7jQ024MAI8DSixvac9EBRiIoxHbDWqz+8ZZ5zhuHL8wMAAH/zgB0dVECGEmCg/+tGPWLx4MeXl5fz2t781Ny7v6elhzZo1eS5dcbF3hVoPo8XOOvPWOlbPuvCw06xa46sRsPnQu2B9lqMqcVRb0owlVoz81lY9e7klCMwhFc/dMQmNR2w1qs/nX/7yF2Kx9NGRkUiEI0eOjKogQggxUe6//36+973v8dhjj1FaWmqmX3TRRezfvz+PJSsOcdv39okYcVKDOyPAM7pwjQkX9tfb2Rc9NgI8a6BXkTiqgcpEWmkiTyXJIG8ks20l4BsjpXLTVTtJh8iMR2yVVfvfT37yE/P7n//85/j9ybFWsViMX/ziF8yYMWNUBZksZPeCdBqKKnqlq9ZG0zTZHSUDTdOorKzM2/u/8cYbfOITn0hLr66ulrGCE8ip69b61Qj6IHUChP3GZX2dU/es8b11IWTj8JLsso2RutBxKSMflycBnhit8YytsgryrrrqKkD/BX399denPFdaWsrpp5/Ogw8+OKqCTBZy006nAVX05rsYBccI8kS6fNfN9OnTeeuttzj99NNT0nfv3s0ZZ5yRn0IVMadxeQzx2LoUi5VToGUdY2fvwnWRDPDc6EGd8XyJJV0mYEyQeBziObi/xidXg8N4xlZZBXnG+i0zZsxg79691NXVjepNJ7POzk4J9GwU0EkNAbpk71oLpRSdnZ0EAgH5vNgYdZMvN998M1/+8pf5l3/5FzRN47333uPFF19k1apVfOMb38hbuYqRtdXOZfveGsjZu3WtEyWGO7d96RSjRa8MvavWCOo0ksu0nUx8LSO5Pl+c1Jumff08CQLHqEiDvPGMrUY1XePQoUM5K8BkE4lEZHatjUIjggeFlrnL1lhGpSU0cQXLM6WUfF4yMOomX+666y5CoRCXXnopAwMDfOITn8Dr9bJq1Spuu+22vJWrWA3VemcskGyfcWussWefbOF0LiOos07CKLMcpejdtl707dJAD+pi6GP0XOhjAQdt57AHmZNzuL8oFOMRW416vZNf/OIX/OIXv6Ctrc2MQg3/8i//MuaCCSHEePrmN7/J3XffzWuvvUY8Huess87K6zjBYmXverUHakYg5bE8xva901g8+/ntXbRGoFaaODweiEf15wbQW/ZKSV0sWbY6G2dF2pJnlevYalRB3r333st9993HBRdcwPTp06WVQggxKfl8Pi644IJ8F6Po2cfk2btpja9DjcfLxB78aejBmxHolQKlbnC7oTQOrkE97WT6qSS4G2+xOMRyEE/EJmeQNx6x1aiCvO9973ts2rSJ5cuXj7kAk43f75eg1kZDUUO3zK61Mbbuks9LOk3TUmaQTYSVK1eOOO/69evHsSQCMs+sBecxd0571A7VzZtplwtj+RQvemtdTTWUevRA7+QgxAYh3JXsJraez3reQYfnpLtWjMV4xFajCvKi0eiU374sE9lwPp0G+BjIdzEKjqZp+Hy+fBejIOWjbn7729+mPN63bx+xWIwzzzwTgDfffJOSkhLmzJkzoeUqZkONp8t2rFum5VOse9caky3KSXbV1tQkg7x4HAYH4VhX+uLHTt20mYJUMUpF3l07HrHVqFqfv/CFL/DUU0/ltCCTRXt7u+xFaqOANmqlHc9GKUVbW5t8XhwopWhvb5/Q93zuuefM48orr2T+/PkcOXKE/fv3s3//fg4fPsyll17Kpz71qQktl9BlWiDZqbvW6Xn7OSC19Q2SgZ2XZBBXVgblZfpX4yh1eK39nGIcFPneteMRW42qJW9gYIBHH32UnTt3cs4556SsGA9Tu6tjcHBQZkvaKDQGKRl6dm0RUkrJ5yUDo27y5cEHH+TZZ59l2rRpZtq0adO4//77WbRoEXfeeee4l+G73/0u3/rWtzh69Chnn302GzZs4OMf//i4v28xsbcU2ln/V1rjAusEjTjJRZJlL1sxnsYjthpVkPf73/+e8847D4CDBw+mPCc3MyFEoevu7ubYsWOcffbZKeltbW309PSM+/s//fTTrFixgu9+97t87GMf4/vf/z5XXHEFr732Gqeeeuq4v/9kMdK156z57OvrWdOs+VNeb2n8icehxA3uQX3MHuhBnnW3DGNf3UznE6Ok4qByEENM0t6T8YitRhXkPffcc6N6MyGEKASf+cxn+Lu/+zsefPBBLrzwQgBeeukl/v7v/56rr7563N9//fr13HjjjXzhC18AYMOGDfz85z/nkUceYe3ateP+/oVuuPF41uVWjMfWZU6saQyRbgRx8bg+6aLEpU/wLE0EeS70AG+Q5BIuRmveUJM+hBiN8YitRr1OXrGS3QvSaShq6ZKuWhtN06itrZXPiwNN0wgEAnl7/+9973usWrWKa6+9lpMn9cUy3G43N954I9/61rfG9b2j0Sj79u3jq1/9akr6okWL2LNnT1r+SCSSsnB0d3f3uJZvqhiqJS8tb1xvRDIyuVzJJVas57DunGF/D5EDRT7xYjyMKsi79NJLh7xx/fKXvxx1gawGBwdpaWnhhz/8Ia2trUyfPp0bbriBr33ta7hc+n8zpRT33nsvjz76KCdOnGDu3Ln88z//c0o3TCQSYdWqVfzrv/4r/f39LFiwgO9+97uccsopWZfJ6/XKTdtGA7xpCw4ITdPwer35LkZBynfd+Hw+c0zcn/70J5RSfOADH6CiomLc3/v48ePEYjEaGxtT0hsbG2ltbU3Lv3btWu69995xL9dUY2+5swZkMZJB3OAgaK7kzNqUrlvLa5wme4xkazUxckqBykGANkl7a8clthrVGNLzzjuPc8891zzOOussotEo+/fvZ/bs2aM5paMHHniA733ve2zcuJHXX3+ddevW8a1vfYuHH37YzLNu3TrWr1/Pxo0b2bt3L8FgkMsuuyxlXM2KFSvYtm0bW7duZffu3YTDYZYsWUIsFnN62yEdO3YsbRXqYhdHo5V64rJzbYp4PE5ra6t8XhzE43GOHTuW72JQUVHBOeecw7nnnjshAZ6V/Zd5pgk6q1evJhQKmcfhw4cnqogTLhcBk70r13rewcQRQ++qdQEDAxAZgGhU/34gsRqUQl8QuYTkrheDGc4vRC6MR2w1qpa8hx56yDG9paWFcDg8qoI4efHFF/n0pz9tLmlw+umn86//+q+8/PLLgP5LccOGDdx9993mOJrNmzfT2NjIU089xc0330woFOLxxx/nySefZOHChQBs2bKF5uZmdu7cyeLFi7Mqk9ywnUmA50w+L5nls27uu+++IZ//xje+MW7vXVdXR0lJSVqrXVtbW1rrHui9B9IiPHrW1jcjyDN6ZkvcELF0QijrKhzowSDoN0rra+V/9fjI1eonk/XX7njEVjn9Y+Taa6/N6b61F198Mb/4xS948803Afjd737H7t27+eu//mtA38y3tbWVRYsWma/xer1ccskl5tiWffv2cfLkyZQ8TU1NzJo1y3H8ixBi6tu2bVvK8X/+z//hgQce4MEHH+SZZ54Z1/f2eDzMmTOHHTt2pKTv2LGjaBeZHw9DjZszlkQpcek7XKjEmLzBQf2I2V7kNGlD5F48lrtjKhlLbJXTiRcvvvgiZWVlOTvfP/zDPxAKhfjQhz5ESUkJsViMb37zm/zt3/4tgPmXsNPYlrffftvM4/F4UtbDMvI4jX8xZBrsHI/HzRYITdPQNA2lVMqCt9ml62vL6esxpbaGZUp3oVCQeHbodOMc45lOIj3ukD/tmhJdUvZWHJfLlVZfmdJzU++jT7eXPVM66K3NI7nWyXJNufo5GXWTL/bdL0D/P37DDTfwmc98Ztzff+XKlSxfvpwLLriAefPm8eijj/LOO+/wpS99adzfe7Jzmtk6VGuFPUAz7v+DJMfg2al4+mxde0ueBHtioowlthpVkGdfYkApxdGjR3n55Zf5+te/PqqCOHn66afZsmULTz31FGeffTYHDhxgxYoVNDU1cf3115v5Rjq2JZs8mQY7G2OJjG2ZampqCIVC9PX1mXmqqqqoqqqis7MzJVCsqanB5/PR3t5uWQi2nlq68BKljbqUoKieTkqI0Up9ShmCtBOjhHaSsxNdKIK0E8VDBzVmupsYDXTQTxldVJvpXqLU0kWYCnpIjkXy0U8NPYSooo/y5DXRSxW9dFJDxFxMAGroppwBNOAYdWbpM17TvXX6NX3xtdRrCgaJxWIpuyC4XC6CwSDRaJSOjo7kNbndNDQ00N/fT1dXV/KavF5qa2sJh8MpYzJz83OC2tpavF4vbW1tKcFPfX29Y/dbY2Mj06ZNMz8vU+GacvVzCgQCOf2DMBeqq6u57777WLJkybjvy/3Zz36Wjo4O7rvvPo4ePcqsWbP42c9+xmmnnTau7zvZjWQXCqetyKzdtSpxDADuOLgH9Nm0brf+1eWCaDy5bMpA4rVRy2H8D5JAL7fiKjcTYyfr5NrxiK00NYo/p//u7/4u5bHL5aK+vp5PfvKTKd2iY9Xc3MxXv/pVbr31VjPt/vvvZ8uWLfzhD3/gz3/+M+9///vZv38/559/vpnn05/+NDU1NWzevJlf/vKXLFiwgM7OzpTWvHPPPZerrroq46w1p5a85uZmOjo6qKmpAXLUmnJfYNK35GlADC2lNMNe0zdOpJZ9CrbkuVwuYrFY2h8Tk/2acvVzOnHiBIFAgFAoRHV1NYVg9+7dXHnllZw4cWL4zHnS3d2N3+/PdzEmjFMrnbV1zdiT1gjkrEuclFkOD1ADVAOBxNeyRJrbBR6PvqWZywXvdOrB3QDQlTjeAvoSadZWPaMcIrPh/o8bn+nWFVCdg+Gn3REIbhj+fQvNeMRWo2rJe+KJJ0b1Ztnq6+szl0oxlJSUmDeeGTNmEAwG2bFjhxnkRaNRdu3axQMPPADAnDlzKC0tZceOHSxbtgyAo0ePcvDgQdatW5fxvTMNdm5vb6empialXMZNy25k6cmbnyvDOnNO6RrJrtJ8p8fROEY9QdrTyprxmlzpv7rHVo8Tl+5Udqd0o9U3GAymPTdZrylX7xmPx2lra3N8z4nwT//0TymPjb+Yn3zySS6//PI8lUqMVaZuW6flT+Los2fjpA/4N7p0nWboSuudGC/jEVuNaUzevn37eP3119E0jbPOOiulNS0XrrzySr75zW9y6qmncvbZZ/Pb3/6W9evX8z/+x/8A9JvHihUrWLNmDTNnzmTmzJmsWbMGn8/HNddcA4Df7+fGG2/kzjvvpLa2lkAgwKpVq5g9e7Y52zYvWornL3EhCo19FpvxF/P111/P6tWr81QqMRJO3bFOkyyc1skzxuQZLXHGjhYu9CVUjO7aGHq37ADJLlqr4XbkEKOTq0kTk33iRS5jq1EFeW1tbXzuc5/j+eefp6amBqUUoVCISy+9lK1bt1JfXz/8SUbg4Ycf5utf/zq33HILbW1tNDU1cfPNN6csb3DXXXfR39/PLbfcYi6G/Oyzz1JVVWXmeeihh3C73SxbtsxcDHnTpk2UlJQ4va0QYop7/vnnaW5uTmupVEpx+PDhlN8fIn+cxt45pRlLnNgZ4/CM10TRW++i6F2vcfS+FGOc3cCA3lvRgx7g9QLdibzGezkFeE6TQUT2in0JlfGIrUa1hMrtt99Od3c3r776Kp2dnZw4cYKDBw/S3d3NHXfcMZpTOqqqqmLDhg28/fbb9Pf386c//Yn7778fjyc58F/TNFpaWjh69CgDAwPs2rWLWbNmpZynrKyMhx9+mI6ODvr6+vjpT39Kc3NzzsophJhczjjjDI4fP56W3tnZyYwZM/JQImGXKcCzjrmzpzlNwLCuj2ccJ0mOuRsEIujBXAh9/F0/eoDXlUgP285pnFeIXBqP2GpULXnbt29n586dfPjDHzbTzjrrLP75n/85pxMvClFjY2PG8UvFypjZm2n8XbEyZp3K5yWdy+VyXPh3omSabxYOhwtu1q8YmrXL1h54WcffWQ9FckxejOTuFkZeIxC0BoZO57WXQwK/sSn22bXjEVuNKsiLx+OUlpampZeWlk75Ff5jsdiIlmgpJgqIUYLGoOx7YaGUMmfXyucllVE3E23lypWA3gPwjW98A5/PZz4Xi8X49a9/zXnnnTfh5RJDsy+dkmnJFKfHVkYAF7HkHSAZ5BmxgRH4RUkPFI3XWdMlwBO5MB6x1aiCvE9+8pN8+ctf5l//9V9pamoC4N133+UrX/kKCxYsGFVBJovjx48zbdo0uWlbKDTaCRCk3XFGbrFSStHe3k4wGJTPi41SyrG7dLwZiyArpXjllVdShn54PB7OPfdcVq1aNeHlEsMzblauDI+NblvrIsb22bDGene9JCdgGIvlRIDSxOtOJh4b3bnWLl+DPdATY1fsY/LGI7YaVZC3ceNGPv3pT3P66afT3NyMpmm88847zJ49my1btoyqIEIIMd6ee+45QF+P6jvf+c6kWkOr2BjBmsH6vdO4vEx5rff7QZKLGxtHlyVfWeK1xgSNAdtrJ2nsMGkolZsALY+b6YzJeMRWowrympub2b9/Pzt27OAPf/gDSinOOuus/C5JIoQQIzRRa32KsTEWN7ZzmmVrfW6o8xmtck6tcyfRW/NkTTyRD+MRW2UV5P3yl7/ktttu46WXXqK6uprLLruMyy67DNBXlj777LP53ve+x8c//vFRF6jQySB6ZwUz6cJYf7AllN9yJMjnJbOJrpuVK1fyP//n/6SiosIcm5fJ+vXrJ6hUYiiZxuIZXbNWxmN7y53TZAzr0ioDlvPGSC6xYt2nFpy7fkVuFes6eeMZW2UV5G3YsIGbbrrJsYvD7/dz8803s379+ikd5Mns2nTG7FqRyphdK9LlY3btb3/7W06ePGl+n4mMnyws9lY7d+LwWNIHLXnBOThzWjPPmmYPEq3j8eznwJZX5Eaxzq4dz9gqqyDvd7/7nbldmJNFixbx7W9/O+tCTCaRSERm19ros9A8eIjK7FoLpRTRaBSPxyOfFxulVMre0BPBGI8HsHnzZk455ZSMiyGLwuFyODyJw5hoYc9n75KF1MBvkGRrHSSDRutOGNb9aeM4t+wJkQvjGVtl1SR17Ngxx+m9BrfbTXv71G7R6ezszLjGVrFSaHRQg8omxCuCbd2UUnR0dMjnxYFSis7Ozry9/4wZM2Qx5EnE6UblFPzZDzt7q5x1XJ79e6f9bq3nEblnzK7NxTGZjGdslVWQ9773vY9XXnkl4/O///3vmT59+qgKIsSYFUHgKHJDFkMubNYgzZhJ63Y4PA6Hy+E19tm2uQr2RG4ZY/JycUwm4xlbZdVd+9d//dd84xvf4Iorrkj7Rdjf388999zDkiVLRlUQIYQYb7IYcuGyj7uLW7532743ArrKRL4+hh+P59TVan+NEdgZe+HaA79cd9fKIsoCxje2yirI+9rXvsaPf/xjPvjBD3Lbbbdx5plnomkar7/+Ov/8z/9MLBbj7rvvHlVBJgu32y3jq2w0FG5ishCyjaZp8nnJwKibiSaLIRc+p4kWHstzRoBXljhipAZt1mVR7GPt7MGedbbucK17o23JGy6Qk0AvqVgXQx7P2Cqr37KNjY3s2bOH/+//+/9YvXq12eWhaRqLFy/mu9/9bl73o5wI9fX1ctO20YAGOvJXgALtptU0jYaGhnwXoyBpmkZ9ff2Ev68shjx52IMfp/F2RlesdZsy+1enrdDsgZ695S/TbhlO34+WrNGQrlhn145nbJX1n9KnnXYaP/vZzzhx4gRvvfUWSilmzpzJtGnTRlWAyaavr4+qqioJ9CwU0E8Z5QzI7FoLpRT9/f2Ul5fL58VGKUVfX1/e3l8WQ54crMuaGGPs7GPw4oDP8hp7q9wgmVvLrEEdttdkWh9vNKzntz4WwjBesdWo+0umTZvGRz7ykTG9+WQUCoVoaGiQm7aFQqOLasqIZNdlO54LFxfAoshKKbq6uigrK5PPi41SilAo/wtWv/baa7zzzjtEo9GU9KVLl+apRAKS4+LctsfGODyjq9aH3pPgIxlAWde3M15rXR/PYF1axbr0irUMownwrAGdy+GxUz6hK9buWqtcx1YTPyhGCCHy7M9//jOf+cxneOWVV9A0LaV7BPRJGCK/jPF3cdtjH8lWvHKgJPHcSfReBTd6oNeH8+xag3XNPEid7GE8P9pJFk4th9Y0aclzJkFe7slnbaK1+At2DJkQxeLLX/4yM2bM4NixY/h8Pl599VVeeOEFLrjgAp5//vl8F68ojeS+7EJvuTNayErQg7MS9D1ntcThtuRxGpNnfU+nNfByOYN2JIbai1eIsZCWvCx5vV7perPRUHiJyuxaG03T5POSgVE3+fLiiy/yy1/+kvr6elwuFy6Xi4svvpi1a9dyxx13DLntmZgY1vFy1hY5a2BXlvheQ2/JM1r0YonnBknvJrWee6i0sQZ6QwWXmbpqi70LV8Vzs8adKtYKdCB/PGQpEAjITdtGA2rpkkkXNpqmUVtbK58XB5qmEQgE8vb+sViMyspKAOrq6njvvfcAffDzG2+8kbdyFTuncXP2yRZG0OdFH59XDfjRu3GNoK8k8Zyxh4B1geRM6+ZlOqyyHaNnb6EzHttbGqUlT4wXacnLUk9Pj8yutVFAmAoq6ZVAz0IpRTgcprKyUj4vNkopenp68vb+s2bN4ve//z1nnHEGc+fOZd26dXg8Hh599FHZ1qwAWIMsa5BnDZI8gM8FHg+4XOiD8ND/6CxNHN2J89mDqEwBHA7p9udHaqjgLVPXcbGvmVesS6iMJwnyshQOh1FKyU3bQqHRQwUV9I2uy3a0M2ELfGyjEchUVFTI58XGCIDz5Wtf+xq9vb0A3H///SxZsoSPf/zj1NXVsXXr1ryVSzizBkzWMXmaSw/wzCOut+Ipy+vyUc7h8ghnMvEi9yTIE0IUncWLF5vfn3HGGbz22mt0dnbS29vLPffcwyc/+ck8lq64OS1kbDx2o7fQlWDZBSPRmheNgjua7KIdRA8IPUCU9IWVM7Xk2b/Pttz2stt378hE4hIxHuSPCiGEQB9v29nZyebNm/NdlKLnFCQZXbRlQAWpQV5ZmX74PPrzRqBnjNuD5Fp59m5Up7F51u9HMg4v07g7t+37MlLHFXpIX+KlmMfpxWO5O4ROWvKyJLsXpNNQ+OiX2bU2mqbh8/nk8+JA0zTKy8vzXQxRoJy2JzMmVHhIjrkzeDx6kBePgzdq7MKTDKysM3UzBU9j2dnC6XxON1dj3T97q+Jw5y6WVj7prs09CfKyVFNTIzdtGw2oIX+D6AuVpmnU1NTkuxgFSepGDMcp+DEWPi4xjsRYPPM1Lgp28pdT4Gp8lZhEjJdiaw0es66uLnN1fKFTQBdV0o5nY2xrJp+XdEbdCDEUa1dmHH39O+vYvMpKvQVvMLFthdutB3/GosiQXIbF2qJhn0k7liBrqK5Wa7estWvW+N5+ZOpOLhbG7NpcHEInLXlZ6u/vl9m1NgqNPsqpJixdthZKKfr6+qiurpbPi41Siv7+/gl/36uvvnrI5yXwzB97i4N9XNsg+h+UxmQKnxuMxuBwODkBw+OCaGKWbSzxOqObdNBy/lwtdmx9nOmwBnKZ3s+TKN+gJd9ghrxTlXTX5p4EeUKIouH3D73sjt/v57rrrpug0ohMrHu8GsegJb0E8HqgulqfVdvVlQjwPPqyKiWJjIqhW/Kc3jNbIwn2PKS30Nlb6qzjBu3nLcZWPZEbEuQJIYrGE088ke8iiHFgtNzE4/o4PSdDjU3KVfCUqesWUm+2mcpS7OP0pCUv92RMXpZk94J0Gooqegu7qzYPCydrmia7o2SgaZq5rZgQQ3GaERtDH4fX1weRqN5VG41C/4A+Lq80kQcmphXM3mpnbK9mfO+zfDUOp3F5xbhsipUsoZJ70pKXJblpp9OAKnrzXQxn1uButDtrjJIR5Il0UjciE2uXpbXb1giCFHASPagzNk3RXBAZ0NPKyqDUDScTA9o8mDuejXjdu2zLaV0Pz7oWnhHkWdOM9x9IHB5Sr9c6Fs8a8EnjlBgNCfKy1NnZKYGejQI6qSFA18QsX1Dg25kZlFJ0dnYSCATk82Jj1I0Qw7FOXtDQgx1jrF1fH5Qk7mLRKPRF9Rm3pW6IGTNuE+dxWvA4l92i1pY8Y6FmI+grR1+Y2WAN5oz3N8YODlryFBuVo5mxsqBBUjG3DI9KJBKRJTFsFBoRPKiCXaEqP5RS8nnJwKgbIUbDWE4lHgeViIZi8WQa4Dh4ZLwCp+EmXxjLuhiB6lAzceWmLHJJPk9CCCEKhr2rNpo4jCVUjFYwhR7QDQ7qrXaxQT3I6+uD8ABESB7G0iRxh/fIZUuedV0/63g8Y7eOUpLj9Yzn7GvoFXPQF1fJyRdjOrL8u3rt2rV85CMfoaqqioaGBq666ireeOONlDxKKVpaWmhqaqK8vJz58+fz6quvpuSJRCLcfvvt1NXVUVFRwdKlSzly5MhYq2VMiunzIwpdiz9zV+xQzwkhJr1My5pE0ceuGYFajOT6d4OD+jGQCOqiQHcUukmOeTtJMki0L1MyVk7r4RnfG2PxKkmOu6tIHEZ6TeKrddyeNVAstht0viZe7Nq1i1tvvZWXXnqJHTt2MDg4yKJFi+jtTY41X7duHevXr2fjxo3s3buXYDDIZZddRk9PcrenFStWsG3bNrZu3cru3bsJh8MsWbKEWCx/M0FkTF6W/H6/jK+y0VDU0D0xs2snUaBnbN0ln5d0mqYNu2adKD5OM2EHLV+NW6UR5BldsycHk2l9ieOkJZ+9JW88ZNrpogw9AFUk99sdJDl+b4BkMGtdz08mXUyc7du3pzx+4oknaGhoYN++fXziE59AKcWGDRu4++67zQXVN2/eTGNjI0899RQ333wzoVCIxx9/nCeffJKFCxcCsGXLFpqbm9m5cyeLFy+e8OuC4vtDYcxkw/l0GuBjQEbk2WiaJp+XDIy6EWKkjC5a65+Sg4N6gKfiyXF6RnBnvCZuO0eujOTm6UL//VhCciu2EktaMXbJDiUnXbU5WGsvFNJXYAgEAgAcOnSI1tZWFi1aZObxer1ccskl7NmzB4B9+/Zx8uTJlDxNTU3MmjXLzJMP0pKXpfb2dplda6OAdmqpp0MCPQulFO3t7dTX18vnxcaoGyGs7MunWA+j27aPZPfniTiUxvXWMqOl72QiH5bXDdrOBekB4GgMt5VZCXrZKhL5K0i26BldybKbRVKu9p01ztHd3Z2S7vV68Xq9Dq9IUkqxcuVKLr74YmbNmgVAa2srAI2NjSl5Gxsbefvtt808Ho+HadOmpeUxXp8PBf8HxLvvvsu1115LbW0tPp+P8847j3379pnPT/RgyMHBQZktaaPQGKREZtfaKKXk85KBUTdCZGJdYiSOHtyFSR1v1wF0kgzkTgL9JIO8QVLH81nPlytDzaz1AlVAAAgCfvRxePWJ70tJjsFzGi9oX+5FZKe5uRm/328ea9euHfY1t912G7///e/513/917Tn7H+sj2Qf+3zvdV/Qn5sTJ07wsY99jNLSUv7zP/+T1157jQcffJAaY1dqJu9gSCGEEEOztroNWA4jqOtGD/yskzKMPMbr7K14uey+HSrAM5ZM8QCVLqj2gS9xVFfqLXyllrzSkpf77trDhw8TCoXMY/Xq1UO+/+23385PfvITnnvuOU455RQzPRgMAqS1yLW1tZmte8FgkGg0yokTJzLmyYeCDvIeeOABmpubeeKJJ/joRz/K6aefzoIFC3j/+98PkDYYctasWWzevJm+vj6eeuopAHMw5IMPPsjChQs5//zz2bJlC6+88go7d+7M5+UJIYTIIG77ak0318kjGcjZW+liDq8dT/Z9a63fay596zXrYV0vD4fvh3uPqSjXQV51dXXKkamrVinFbbfdxo9//GN++ctfMmPGjJTnZ8yYQTAYZMeOHWZaNBpl165dXHTRRQDMmTOH0tLSlDxHjx7l4MGDZp58KOjPzE9+8hMuuOAC/vt//+80NDRw/vnn89hjj5nPj+dgyEgkQnd3d8oBUFNTg1KKeDxudsMZj41j2HQgjmYeRmeeNW2odKdzZEo3zjGe6RqKAF0pz43pmuJx4i01xFtqkvWYy7KP9OeUId2aNlS6pmkEAoG084zqMzPO6SO9JqdzjOaaNE1LG7siRKZxc0Y3pnVsnjGmbQC9yzYM9Fqe7yd19winpVPGegO0d6Xad7yw5oFkgOd26125ZejBnrF+nnXfW9nLduLceuutbNmyhaeeeoqqqipaW1tpbW2lv78f0LtpV6xYwZo1a9i2bRsHDx7khhtuwOfzcc011wD6yhs33ngjd955J7/4xS/47W9/y7XXXsvs2bPN2bb5UNATL/785z/zyCOPsHLlSv7xH/+R3/zmN9xxxx14vV6uu+66cR0MuXbtWu6999609K6uLrOb1+fzUVNTQygUoq+vz8xTVVVFVVUVnZ2dKav619TU4EOfpDBIiZleSxdeorRRZwY8APV0UkKMVupTyhCknRgltBMw01wogrQTxUMHNWa6mxgNdNBPGV1Um+leotTSRZgKesxhweCjnxp6CFFFH+XJa6KXKnrppIaI5VdYDd34GKCbqtxdU2srUJ+4Jv0vpg5L/jFfU+LnPuTPyeejvb09ZdxYbW0tXq+XtrY2M7ABqK+vp6SkJO3zFAwGKSkp4dixY8mfk8tlNut3dHQkr8ntpqGhgf7+frq6upLX5PVSW1tLOBxOGYIwqs9ejq4pFoulTJoY7TWdPHkSIaysQZPRQucmNcgzAjwXyXF4UcvrjTF4Rjeu/bxY0kfLPjnEGox50AO4Ekt+Y1cOI8jzePRu28G+5IzbMst5PJZzF9PI1XgM4jkYvpbtOnmPPPIIAPPnz09Jf+KJJ7jhhhsAuOuuu+jv7+eWW27hxIkTzJ07l2effTZlD+6HHnoIt9vNsmXL6O/vZ8GCBWzatImSkhLypaCDvHg8zgUXXMCaNWsAOP/883n11Vd55JFHuO6668x84zEYcvXq1axcudJ83N3dTXNzMwANDQ24XC7z9X6/n+rqZLBhpButOPb0ejpSJikYbU0NHE8pg5bIFSR1FqIrMdXBng7gIZqSbpy7nAHKiKSlV9JLBX1p6X56qCaclq632KWWPY5GDBcNHMeVyDemawoGwXi+xY8HCDrU16ivKTG+YtifU329Y3pDQ0PqNWkamqaZ4zasjh8/bn5eTMY1feNEyjkAysvLKSsrS0uvrKykoqIiLT3rz94Yr8n43Dtdq8fjSUkf6pri8XjKQqNCGDJ1zxoG0YM647YZQ5+UYcxoNZ6P2l6Xqet2rPvX2oM8Y6mUTOfUEi15bjd4XFAST+6GEae4W/ByPbt2pEYyOU7TNFpaWmhpacmYp6ysjIcffpiHH344uwKMo4IO8qZPn85ZZ52VkvbhD3+YH/3oR0DqYMjp06ebeTINhrS25rW1tQ3ZTz7UVGuXy5Vy0zZuiHYZ0wGnhYNdDmmZ0jOdIx/p+tpVGi5UWllHdU0uF9bVsHJedlfqr89sf34ul/OvX3u60TVp/7yYZXE4T9afpRylj/SacvWeSimZdSxGLU7yN4S1xS/TJIvxGJvnNH7O/r0RsLndyVa8kkQml0sP+Ihj7m9bjIGdGF8F/Zn62Mc+lrZ/3Jtvvslpp50GTO7BkGIIk2hXCyHE+Bp0OKzj8oxWO2OnC2uakS/T7FocHmfD3uJmbRWsQN+yrNKld81WVkJZWTLgK3GD15OcYWstS7G25KkcTbpQ4xHVT1IF3ZL3la98hYsuuog1a9awbNkyfvOb3/Doo4/y6KOPAqmDIWfOnMnMmTNZs2ZNxsGQtbW1BAIBVq1alffBkCKPjCCyJZTfcgghhmQdl2Z0v7rQgzljazBrHqO701gfz6mr13rusco0OzaOvg5eFVBdrR8+H0Sjydd6PXowUtJHygqjTuUaa5eyKF4FHeR95CMfYdu2baxevZr77ruPGTNmsGHDBj7/+c+beSZ6MGRdXZ3sXmCjoainc2L2rp1ENE2T3S4y0DSNurq6fBdDFDB7V6s1qDOCNetECuPwkBr0WSdv5LIVz/r+1sfGOcuMoyx5gN7SNDiYHJeXvyH5hScez37SRKbzCF1BB3kAS5YsYcmSJRmfn+jBkCUlJXLTttH3YYzJfhc2mqbpn5d7a/QEaTk0GXUjRDZG0u063mPxRiqtfImEWOLr4KD+vT2mKeb4JB7P0ezaYq5Em2Ls9h+TY8eOpSw1IfS151qpT1kqRegTL1pbWzPXSxGPPYzH4ylLywgxHHvXbaZxd/aZteM5CSNT16rRoqdIttxFo3ByEGKDMDCgH71hUvo/rC2QToGsENkq+Ja8KaWIb+pCCDFSTgsXW7tprevTWbtkXThPtHAK9MYjgLIup2JutRbXAzxjUsDgIESiEA5DXzR9nKB19w6DdezhVJavJVSmMgnyhBBCFBxroGefPOEifYyedXyeNQC0v97p8VjLmUkMfXKFZf1x4nG9NS8a1QPSGHprnvVahuqWnsqkuzb3pLtWCCFEwXK6Xzt1xQ53X5/I+75RHqO7NtPeqgZtgssnioe05GWpsbEx48KxxcrYUi3TwsfFytjuS+olncvlStuOUIhMnFrm7F231hYwa/pEjMezvo9RjpNABOjrS86mdbn0AG9gIFn+UpJr/tmXhSk20pKXexLkZSkWi41o27RiooAYJWgMytQLC6UUsVgssdPGMIps7T6jboQYij2QclpCxbrEiv011se5DvBctq/2QC+GHuj1RMEb1fer9Xj0gM86Fs9oMjCCPCjiIC+Wm+vOxTIsU4U0SWXp+PHjsh2TjUKjnUDKnrZFq8VvBmxKKdrb26VeHCilOH78+PAZRdHL1GJmb71zmpU6nmPbMp3PXj6jRS8a1QO8k4OpEyuM3w5Oe+0WY6Anckta8oTIJ5lxLUTWnGbfOuWZSPbgzgjkYiR34Tg5mJiIQXLChdHo5HQ9xbbThcyuzT0J8oSYKNkEdC3+oum6FWIknJYUGS7fSF8zljIZAZ11OzUSXz3oLXkxEjtbDOrfRy3pA4nvh+qKLpZWPRmTl3sS5GVJJl04k8kFzuTzkpnUjRipkdyz7RMWxus+b/3U2ieCWIO8MPoN1rrnLuitd8ZEi6jlq3UJmEzvI0S2JMjLksyuTWfMrhWpjNm1SACcRmbXitEyAh6nxZKdvjrlHY/yWLtqoySDvpMkfwOUJfIYLXmRxNeTDucrxrtMPJ6jiRcSFZuK8XM0JpFIRCZe2CgggkdCGRullP55yXdBCpBRN0JMdpluotZZttaAzzpWzzgU6V2yEqeIXJAgL0udnZ0S5NkoNDqokVmkNkopOtbOknpxoJSis7Mz38UQk4hTEDTS2bPjNabN2MLMqUxGV2w30Jt43AOEgL7E9z2J7/tIdtuO59p+hU45LBo9mkMVU6UNQ7prhRgPLX70xRHq810SIaYc6/p0holusXCa4WsfozeAHtR5SU64MAJAI7AbtDwetLzWvqdtMZDZtbknLXlCCDFB/vKXv3DjjTcyY8YMysvLef/7388999xDNBrNd9EmHafAZ6KCIeu4ueECvZOWr0ZrnRHERW2PBzOcS4jRkpa8LLndbtntwkZD4SaGJqPPUki9ZKZpGm538f36+cMf/kA8Huf73/8+H/jABzh48CA33XQTvb29fPvb38538Sa1kaydN57v6dR9bG+VM1ofjXF6Tt3N47V482QgEy9yr/h+y45RfX29BHk2GtBAR76LUXCkXjLTNI36+uLryr788su5/PLLzcdnnHEGb7zxBo888ogEeZOEPX6wB2pG0Oe25DXW0fNYHg+gd9Fa18fLFPQVCwnyck+CvCz19fVRVVUlgZ6FAvopo5wBmWJgMap6KZIdMJRS9PX15bsYBSEUChEIBPJdjCkhH7tcQGpLnTHuzkPqJAwX4Et8NYK8AUu+qOWc9oBRiNGSz1CWQqGQzK61UWh0UV28s0gzBGZFXy9DUEoRCsmOHn/60594+OGH+dKXvpQxTyQSobu7O+UQhclpL92o5bCmDzJ8612xNUjFY7k7hE6CPCGEGKOWlhY0TRvyePnll1Ne895773H55Zfz3//7f+cLX/hCxnOvXbsWv99vHs3NzeN9OSILmcbUQWpAZw3sBm357cFescrF8inGIXTSXSuEEGN022238bnPfW7IPKeffrr5/Xvvvcell17KvHnzePTRR4d83erVq1m5cqX5uLu7WwK9AuM0AcPooo2T3NfW2qpibemzBnnYziXEWEiQlyWv1yvj8Ww0FF6iMovUZsz1YnQDt0y9bk1N0/B6vfkuRs7U1dVRV1c3orzvvvsul156KXPmzOGJJ54YdptEr9c7pepqKrEHYdZJFMY4PWPShcuWxz771tq657LlKxayTl7uSZCXpUAgIEGejQbU0pXvYhQcqZfMNE0ryskG7733HvPnz+fUU0/l29/+Nu3tyT2f9X2OxWQWd/jeCOTsrXn2Ll3r64p1HFU8lqMgr5gi42FIkJelnp4emV1ro4AwFVTSK1MMLMa1XiZ5K59Sip6ennwXY8I9++yzvPXWW7z11luccsopKc/JhK7Jz77FGbbHmSZW2FvsijnQE7kln6MshcNh+WVso9DooaL4ZpG2+Idc8qRo62UElFKEw+F8F2PC3XDDDSilHA8xtdiDukHbYd3tItPuHcXWIBVXOZp4If+dTNKSJ4rXJG8NE0IUBqetzYyuWaOb1midc+HcRWs9V7EFd2L8SJA3EYpkgVshhBC6TIHaSHezKMZAT8UhnoOOD2kYT5IgL0vl5eUyHs9GQ+GjX2bX2ki9ZKZpGuXl5fkuhhDjLlNQV4xB3HDiKjf1It21SRLkZammpkaCPBsNqGESD6Jv8WfXZTvCltlJXy/jSNM0ampq8l0MIXLC6Iq1r5cHqV2zg7bX2M+R6TkhRkuCvCx1dXXJ7FobBYSowk9P8U4xcAj8clYvYx07WIBjD5VSdHV15bsYQuSMNdDD9tUe+FnXwxsq2Cs28Rx110pLXpLMrs1Sf3+/zISzUWj0US6zSG3yWi8FPg5UKUV/f3++iyFETmVaNiVTK50EeKlk79rckyBPCBh2ORQhhBgPxbhUipg40l0rxGRWgF2xQoh09m5bp2VXip101+aeBHlZqqyslPF4NhqKKnplFqmN1EtmmqZRWVmZ72IIkXOZFjaG9B0xpCstlcyuzT0J8rIkky7SaUAVvfkuRsHJS71Mki5nTdOoqqrKdzGEyCtpvRPjTf6QyFJnZ6dMvLBRQAc1U6O9Kodj86ZUveSYUorOzs58F0OICSVB3dBk4kXuSUteliKRCEopac2zUGhE8KDQpGvSYkLrZZK04BmUUkQikXwXQ4gJJ4FeZjImL/cmVUve2rVr0TSNFStWmGlKKVpaWmhqaqK8vJz58+fz6quvprwuEolw++23U1dXR0VFBUuXLuXIkSMTXHohJpi9VVJmEAuRVxLgiYk2aYK8vXv38uijj3LOOeekpK9bt47169ezceNG9u7dSzAY5LLLLqOnJ7nTwIoVK9i2bRtbt25l9+7dhMNhlixZQiwmbbpCCCFEIYirRGveWA9pyTNNiiAvHA7z+c9/nscee4xp06aZ6UopNmzYwN13383VV1/NrFmz2Lx5M319fTz11FMAhEIhHn/8cR588EEWLlzI+eefz5YtW3jllVfYuXNn1mXx+/3SVWujoaihe2p11RqtXmNo/Rq3epkCrXGapuH3T/7rEEKIQjYpgrxbb72VT33qUyxcuDAl/dChQ7S2trJo0SIzzev1cskll7Bnzx4A9u3bx8mTJ1PyNDU1MWvWLDNPNnw+nwR5NhrgY0D2u7Ap2HopgCBR0zR8Pl++iyGEKCCK1F1CRntMoeaGMSv4iRdbt25l//797N27N+251tZWABobG1PSGxsbefvtt808Ho8npQXQyGO83kkkEkkZGN7d3Q3AsWPHqKioQNM081BKpcy4TU/Xb/NaYoMrBSlbXRnpcVs4kCndhUo7R6b04d4zF+kAbdRSR6f5zGS/prT0eNz8uY70mjRUWr2M6ZricTN1zNfUUqOn33NCvybz3In8xrXa0l0uV9rnPVP6UP8/ANra2hBCCEOudv+QsY9JBR3kHT58mC9/+cs8++yzlJWVZcxnb1kbyezX4fKsXbuWe++9Ny29ra3NbM3z+XzU1NQQCoXo6+sz81RVVVFVVUVnZ2ciUKwHoIZufAzQTi2DlJj5a+nCS5Q26lIChXo6KSFGa+L1hiDtxCihnYCZ5kIRpJ0oHjqoMdPdxGigg37K6KLaTPcSpZYuwlTQQ4WZ7qOfGnoIUUUf5clropcqeumkhggeM72GbsqI0E6AQdxm0DfZrynt59TaSm1tLV6vd8TX1MBxInhopcGslzFd031nmu+Yk2sCaqNR/Zru+6B+TV/cpb9DfT0lJSVpfwgFg0FisRjt7e3Jn5PLRTAYJBqN0tHRkbwmt5uGhgb6+/vp6upKXpPXy7Rp01LGzQohhMi9gg7y9u3bR1tbG3PmzDHTYrEYL7zwAhs3buSNN94A9Na66dOnm3na2trM1j3j5nPixImU1ry2tjYuuuiijO+9evVqVq5caT7u7u6mubmZQCBAY2MjLpfLDBL9fj/V1ckbs5EeePgMx1avejoc0xs4nlIGo/UlSHtKuguFxmBaOoCHaEq6ce5yBigjkpZeSS8V9KWl++mhmnBaeoCutLIrNKYRopHjuBL5Jvs1ge3nFAyaP9eRXhNACbGUeimoawI0jyf1moJBPT3RChdMPDYYn3t7OoDH40lJN+qrvLw85Y80o3WvvLw87RxCiOIlLXm5V9Bj8hYsWMArr7zCgQMHzOOCCy7g85//PAcOHOCMM84gGAyyY8cO8zXRaJRdu3aZAdycOXMoLS1NyXP06FEOHjw4ZJDn9Xqprq5OOUC/yRmHcRPTNM05HT14MY5kV6ZzujVtqHSnc2RKH+49xzt9ylzTfdPMn+uUuSZU+jXZPsPWz7XLpf+6sH/eM6UP+/9DxrYKISxyMR4vV4HiVFHQLXlVVVXMmjUrJa2iooLa2lozfcWKFaxZs4aZM2cyc+ZM1qxZg8/n45prrgH0VrYbb7yRO++8k9raWgKBAKtWrWL27NlpEzlGIhAIyM3JRkNRS5fZWiR0Ui+ZaZpGIBAYPqMQQohRK+ggbyTuuusu+vv7ueWWWzhx4gRz587l2WefTdkX86GHHsLtdrNs2TL6+/tZsGABmzZtoqSkZIgzO/N6vRLk2WjoY8dEKqmXzDRNw+v15rsYQogCIt21uacp2Yh1RLq7u/H7/bz55pu8//3vN7uohlQAS1VMhDgabdTR4DD2bEppCSW+juznOinrxbjGcRaPx/nTn/7EBz/4QUKhUMqYVjE043eREJPFcP/Hjc/07UAu/vSLAA+P4H2LwaRvyZto9iUlhM6+fMiUNIqgfVLWi3Gd4xzwyf8lIYQYXxLkCSGEECLvpLs29yTIE0IIIUTeSZCXewW9hEohqqurk4kXNhqKejplFqmN1EtmmqZRV1eX72IIIcSUJi15WSopKZEgz0ZDX/RXaiWV1EtmmqaNana7EGLqkpa83JOWvCwdO3ZMBozbxNFopX5yTjIYR1IvmcXjcY4dO5bvYgghxJQmLXlCCCGEyDtFblrhZIBMkgR5QoikIlnbUQhReKS7Nveku1YIIYQQYgqSlrwsNTY2jmy3iyLiQhGkffLs6jBBpF4yc7lcNDY25rsYQogCIi15uSdBXpZisRhKKZlha6GAGCVoDMoUAwupl8yUUsRisXwXQwhRQCTIyz1pksrS8ePHke1+Uyk02gmgJJRJIfWSmVKK48eP57sYQggBwAsvvMCVV15JU1MTmqbxzDPPpDyvlKKlpYWmpibKy8uZP38+r776akqeSCTC7bffTl1dHRUVFSxdupQjR45M4FWkkyBPCCGEEHkXz+GRrd7eXs4991w2btzo+Py6detYv349GzduZO/evQSDQS677DJ6enrMPCtWrGDbtm1s3bqV3bt3Ew6HWbJkSV57LaS7djzIDEUhhBAiK/nsrr3iiiu44oorHJ9TSrFhwwbuvvturr76agA2b95MY2MjTz31FDfffDOhUIjHH3+cJ598koULFwKwZcsWmpub2blzJ4sXLx7t5YyJtORlSSZdOJPJBc6kXjKT/0tCiMng0KFDtLa2smjRIjPN6/VyySWXsGfPHgD27dvHyZMnU/I0NTUxa9YsM08+SEtelmR2bTpjFqlIJfWSmcyuFULY5bolr7u7OyXd6/Xi9XqzPl9raytA2u+sxsZG3n77bTOPx+Nh2rRpaXmM1+eDRCtZikQiMvHCRgERPNJmZSP1kplSikgkku9iCCEKSK7H5DU3N+P3+81j7dq1YyqffVWNkay0ke/VOKQlL0udnZ3U1tbKEioWCo0OagjSjiYhjWnS14sxtrQllPNTK6Xo7OzM+XmFEMJw+PBhqqurzcejacUDCAaDgN5aN336dDO9ra3NbN0LBoNEo1FOnDiR0prX1tbGRRddNKr3zQVpyRNCCCFE3uW6Ja+6ujrlGG2QN2PGDILBIDt27DDTotEou3btMgO4OXPmUFpampLn6NGjHDx4MK9BnrTkCSGEEKKohcNh3nrrLfPxoUOHOHDgAIFAgFNPPZUVK1awZs0aZs6cycyZM1mzZg0+n49rrrkGAL/fz4033sidd95JbW0tgUCAVatWMXv2bHO2bT5IkJclt9stXbU2Ggo3scnZJTmOpF4y0zQNt1t+/QghkhS5mXgxmt+4L7/8Mpdeeqn5eOXKlQBcf/31bNq0ibvuuov+/n5uueUWTpw4wdy5c3n22WepqqoyX/PQQw/hdrtZtmwZ/f39LFiwgE2bNlFSUjLWSxo1TcksghHp7u7G7/cTCoVS+vgdyTp5YioZhzF5kOX/KWEy6k2IyWK4/+PGZ/pvgNIcvN9J4EcjeN9iIGPystTX1yeza20U0EeZtFfZTJl6afHn/A8XpRR9fX05PacQQohUEuRlKRQKSZBno9Doolr2aLWReslMKUUoND4thEKIySmf25pNVTIoRgghhBB5l89tzaYqackTQgghhJiCpCUvS16vV2bX2mgovERlFqmN1EtmmqaNes0qIcTUJC15uSdBXpYCgcDQQV4RzqzVgFq68l2MgiP1kpmmaQQCgXwXQwhRQCTIyz3prs1ST0+PTLywUUAPFdJeZSP1kplSip6ennwXQwghpjQJ8rIUDoclyLNRaIlgRrqxraReMlNKEQ6H810MIUQBkdm1uSfdtUIIIYTIO+muzT1pyRNCCCGEmIIkyMtSeXm5zK610VD46JdZpDZTrl5yOKlI0zTKy8tzdj4hxOQn3bW5J921WaqpqZEgz0YDapBB9HZSL5lpmkZNTU2+iyGEEFOatORlqaurSyZe2Cigi6qp0l6VM1IvmSml6OrqyncxhBAFRJGbVjz5nZskQV6W+vv7JcizUWj0US6zSG2mZL20+HPSbauUor+/PwcFEkJMFdJdm3sS5AkhhBBCTEEyJk8IIYQQeSdLqOReQbfkrV27lo985CNUVVXR0NDAVVddxRtvvJGSRylFS0sLTU1NlJeXM3/+fF599dWUPJFIhNtvv526ujoqKipYunQpR44cGVWZKisrZeKFjYaiit6pM4s0R6ReMtM0jcrKynwXQwhRQKS7NvcKOsjbtWsXt956Ky+99BI7duxgcHCQRYsW0dvba+ZZt24d69evZ+PGjezdu5dgMMhll12WsmXSihUr2LZtG1u3bmX37t2Ew2GWLFlCLBbLukxVVVUS5NlokAhmhJXUS2aaplFVVZXvYgghxJRW0N2127dvT3n8xBNP0NDQwL59+/jEJz6BUooNGzZw9913c/XVVwOwefNmGhsbeeqpp7j55psJhUI8/vjjPPnkkyxcuBCALVu20NzczM6dO1m8eHFWZers7JRAz0YBndQQoEsCGgupl8yUUnR2dua7GEKIAiLdtblX0C15dqFQCIBAIADAoUOHaG1tZdGiRWYer9fLJZdcwp49ewDYt28fJ0+eTMnT1NTErFmzzDxOIpEI3d3dKQfos2tjsRjxeNycZauUIt5Sox+Wzjl9OrhmHsOlW9OGSnc6R6b00ZYlm3SFxgAeYrimzDXl4ufkVC+T/ZrMc8TjKQck/h9Y0lL+f9jSlVIMDAwghBAG6a7NvYJuybNSSrFy5UouvvhiZs2aBUBraysAjY2NKXkbGxt5++23zTwej4dp06al5TFe72Tt2rXce++9aemdnZ0cO3YMTdPw+XzU1NQQCoXoo97MU0UvVfTSSQ0RPGZ6Dd34GKCdWgYpMdNr6cJLlDbqzBspQD2dlBCj1XJugCDtxCihnYCZ5kIRpJ0oHjqoMdPdxGigg37K6KLaTPcSpZYuwlTQQ4WZ7qOfGnoIUUUfyR0JhrqmMiKcwA9oZngw2a8pFz+nBo4To4Rj1Jv1Mtmvyfw5Wf7vuFwugsEg0WiUjo6O5DW53TQ0NNDf35+yJp7X62XatGmyhIoQQoyzSRPk3Xbbbfz+979n9+7dac/Zu06VUsN2pw6XZ/Xq1axcudJ83N3dTXNzM4FAgMbGRlwul/l6v99PNe3J8iRu6AG6UtZIM9Lr6XBMb+B46nUlcgUt5wY9UNAYTEsH8BBNSTfOXc4AZUTS0ivppYK+tHQ/PVQTHtE1KTSmEaKR47gS+Sb7NcHYf04AJcRS6mWyX5P5cwoG067V4/GkpBv/P8rLyykrK0tJV0rJtmZCiBTSXZt7kyLIu/322/nJT37CCy+8wCmnnGKmGzeU1tZWpk+fbqa3tbWZrXtGC8OJEydSWvPa2tq46KKLMr6n1+vF6/WmpU+bNo2SkpKUAFHTki1YVhpklW4PBIZKz/bc45uumEY3JSltQZnLnim9sK5p7D8nBRnrZbJek3mO+xL/l1pCyXRNc/zDKVO6bGsmhLCSIC/3CnpMnlKK2267jR//+Mf88pe/ZMaMGSnPz5gxg2AwyI4dO8y0aDTKrl27zABuzpw5lJaWpuQ5evQoBw8eHDLIy8Tn88mkCxsN8DGQFsgUu6KoF2MHjCx3wTCGOxSzSCTCeeedh6ZpHDhwIN/FEUJMQQXdknfrrbfy1FNP8R//8R9UVVWZY+j8fj/l5eVomsaKFStYs2YNM2fOZObMmaxZswafz8c111xj5r3xxhu58847qa2tJRAIsGrVKmbPnm3Ots1Ge3u7zK61UUA7tdTTMbUDmixJvWSmlKK9Pb17u5jcddddNDU18bvf/S7fRRGiIEhLXu4VdJD3yCOPADB//vyU9CeeeIIbbrgB0H9R9vf3c8stt3DixAnmzp3Ls88+m7IG10MPPYTb7WbZsmX09/ezYMECNm3aRElJCdkaHBwc0Zi/YqKP0ipB4dxtXaykXjJTSjE4OJjvYuTNf/7nf/Lss8/yox/9iP/8z//Md3GEEFNUQQd5xhIMQ9E0jZaWFlpaWjLmKSsr4+GHH+bhhx/OYemEECJ7x44d46abbuKZZ54p+i5rIaz0JZ5ycx6hK+ggTwghphKlFDfccANf+tKXuOCCC/jLX/4y7GsikQiRSHLGtbFmpxBTTRxyMrRFumuTCnriRSEKBALSVWujoailS7okbaReMtM0zVzUfCpoaWkxZxFnOl5++WUefvhhuru7Wb169YjPvXbtWvx+v3k0NzeP45UIIaYSTY2kT1TQ3d2N3+8nFApRXV2dniHL2YVCTFmWZVWGMuz/qUnk+PHjHD9+fMg8p59+Op/73Of46U9/mvKHYiwWo6SkhM9//vNs3rw57XVOLXkS6InJZLj/48bvgnOB7EfKp4sBvxvB+xYD6a7N0rFjx6isrMTlkkZQQxyNNupocFj0t5hJvWQWj8c5duxYvouRM3V1ddTV1Q2b75/+6Z+4//77zcfvvfceixcv5umnn2bu3LmOr8m0ZqcQU4101+aeBHlZMvbpNEkLHoDDcr8CpF6GkvZ/qQiceuqpKY8rKysBeP/735+y0LsQQuSCBHlCCCGEyDtpycs9CfKEECJPTj/99BEtFSVEMZAgL/dkYFmW6urqZHatjYaink6ZRWoj9ZKZpmkjGsMmhBBi9KQlL0slJSUS5NloQAkxGX1mI/WSmaZpo9pxRggxdUlLXu5JS16Wjh07VpQDxocSR6OVeplkYCP1ktlUm10rhBi7eA4PoZMgTwghhBBiCpLuWiGEEELknXTX5p605AkhhBBCTEHSkpelxsZG2e3CxoUiSLvs6mBT9PViLBTusM2Zy+WisbFxggskhChkity0whXpb1xHEuRlKRaLoZSSGbYWCohRgsagTDGwkHrJTClFLBbLdzGEEAUkV92s0l2bJE1SWTp+/Djq3mn5LkZBUWi0E0BJKJOiaOulxT/sdn9KKY4fPz5BBRJCiOIkLXlCCCGEyDtpycs9CfJGa5iWCiGEEEKMnAR5uSfdtVmSSRfOinZywTCkXjKT/0tCCDG+pCUvS42NjXLjtjFmkYpUUi+ZyexaIYSdtOTlngR5WYpEIihys2DjVKGAKB48RKVeLKReEhyWUlFKEYlE8lQgIUQhkiAv96S/JEudnZ3FN1tyGAqNDmqkXmykXjJTStHZ2ZnvYgghxJQmLXlCCCGEyDtpycs9CfKEEBPH6Lr9xon8lkMIUXAkyMs96a7NktvtRpOJFyk0FG5iUi82Ui82lmWHNE3D7Za/MYUQYjzJb9ks1f/v89G8MsbKSgMa6Mh3MQqO1EtmmqZRX1+f72IIIQqItOTlnrTkZakPr7TL2CigjzKpFxupl8yUUvT19eW7GEIIMaVJS16WQlTTQId0wVkoNLqopoyI1IuF1Etm6t5phCK1+S6GEKKAKHLTCie/bZMkyBNCCCFE3sXJzRq0EuQlSXetEEIIIcQUJC15WfISla43Gw0l9eJA6iUzo26EEMIgLXm5J0FelgKE0GQHgxQaUEtXvotRcKReMtPQ/y8JIYRBgrzck+7aLPXgkw+QjQJ6qJB6sZF6yUyvG1++iyGEEFOaBHlZClMhe5HaKLREMCP1YiX1kplCI0xFvoshhCgg8RweQifdtUIIIYTIO+muzT1pyRNCCCGEmIKkJS9L5fTLbEkbDYVP6iWN1EtmGopy+vNdDCFEAZGWvNyTIC9LNYRldq2NBtTQk+9iFBypl8z0ugnnuxhCiAIiQV7uFVV37Xe/+11mzJhBWVkZc+bM4Ve/+lXW5+iiUj5ANgrookrqxUbqJTO9birzXQwhhDDlIkYoNEUT5D399NOsWLGCu+++m9/+9rd8/OMf54orruCdd97J6jz9lMtsSRuFRp/USxqpl8wUGv2U57sYQogCks/ZtbmKEQpN0QR569ev58Ybb+QLX/gCH/7wh9mwYQPNzc088sgj+S6aEEIIIfJoqsYIRTEmLxqNsm/fPr761a+mpC9atIg9e/Y4viYSiRCJRMzHoZC+On93JE4XenSsJdpoFKS01ow2PW5r8cmU7kKlnSNTeq7L6JSugG7ilJH8q2GyX1Mufk6g0uplsl9Trn5OCuiJ6H9vKyUd2tmQ+hKTzUg/s4rcjqfr7u5Oeez1evF6vWn5RhMjTBZFEeQdP36cWCxGY2NjSnpjYyOtra2Or1m7di333ntvWvpHH/rLeBRxCugePktRknrJTK+bnp4e/H5/nssyefT0yGQeMbkM93/c4/EQDAYz3o9Ho7Kykubm5pS0e+65h5aWlrS8o4kRJouiCPIMmpba+qCUSkszrF69mpUrV5qP4/E4b7/9Nueddx6HDx+muro6Z+X6yEc+wt69e3Oaf6g8Ts+NJC3T4+7ubpqbm/NeLyN5Tbb1kil9qLoZ73oZqqxjyZ+Pz8xrr71GU1PTiK9DQFNTE6+99hpnnXXWuHy2itV4/n8tRtn8Hy8rK+PQoUNEo9Gcvb/T/d2pFc8qmxhhsiiKIK+uro6SkpK0iLytrS0tcjc4Neu6XHqnW3V1dU5/CZSUlGR1vpHkHyqP03MjSRvucb7rZSSvybZeMqUPVRfjXS9DlXUs+fPxmXnf+95n/r8SI+NyuXjf+94HjM9nq9hJnebWSP+Pl5WVUVZWNgElSjeaGGGyKIrfrh6Phzlz5rBjx46U9B07dnDRRRflqVRJt956a87zD5XH6bmRpA33ONdGc/7hXpNtvWRKH6ouxrteRvMexfKZEUKIbBV6jDAWmiqSUbxPP/00y5cv53vf+x7z5s3j0Ucf5bHHHuPVV1/ltNNOG9E5uru78fv9hEIh+UvPQurFmdRLZlI3YyP1l3tSp7k12eozFzFCISqK7lqAz372s3R0dHDfffdx9OhRZs2axc9+9rOsfnher5d77rln2H79YiP14kzqJTOpm7GR+ss9qdPcmmz1mYsYoRAVTUueEEIIIUQxKYoxeUIIIYQQxUaCPCGEEEKIKUiCPCGEEEKIKUiCPCGEEEKIKUiCvHHymc98hmnTpvHf/tt/y3dR8ur//t//y5lnnsnMmTP53//7f+e7OAVFPiPpDh8+zPz58znrrLM455xz+Ld/+7d8F6mgtLS0oGlayhEMBvNdrEnvu9/9LjNmzKCsrIw5c+bwq1/9Kt9FmlJOP/30tM+tfZ9YMT4kyBsnd9xxBz/4wQ/yXYy8GhwcZOXKlfzyl79k//79PPDAA3R2dua7WAVDPiPp3G43GzZs4LXXXmPnzp185Stfobe3N9/FKihnn302R48eNY9XXnkl30Wa1J5++mlWrFjB3XffzW9/+1s+/vGPc8UVV/DOO+/ku2hTirE0iXF87Wtfy3eRioIEeePk0ksvpaqqKt/FyKvf/OY3nH322bzvfe+jqqqKv/7rv+bnP/95votVMOQzkm769Omcd955ADQ0NBAIBOQPAxu3200wGDSP+vr6fBdpUlu/fj033ngjX/jCF/jwhz/Mhg0baG5u5pFHHsl30aaUqqqqlM9tZWVlvotUFIoyyHvhhRe48soraWpqQtM0nnnmmbQ80nw/9np67733zD02AU455RTefffdiSj6uJPPkLNc1svLL79MPB6nubl5nEs9ufzxj3+kqamJGTNm8LnPfY4///nP+S7SpBWNRtm3bx+LFi1KSV+0aBF79uzJU6mmpgceeIDa2lrOO+88vvnNbxKNRvNdpKJQlEFeb28v5557Lhs3bnR8fiTN93PmzGHWrFlpx3vvvTdRlzHuxlpPTutsa5o2rmWeKLn4DE1FuaqXjo4OrrvuOh599NGJKPakMXfuXH7wgx/w85//nMcee4zW1lYuuugiOjo68l20Sen48ePEYrG0TegbGxvTNqsXo/flL3+ZrVu38txzz3HbbbexYcMGbrnllnwXqzioIgeobdu2paR99KMfVV/60pdS0j70oQ+pr371q1md+7nnnlN/8zd/M9YiFoTR1NN//dd/qauuusp87o477lA//OEPx72sE20sn6Gp9BmxG229DAwMqI9//OPqBz/4wUQUc1ILh8OqsbFRPfjgg/kuyqT07rvvKkDt2bMnJf3+++9XZ555Zp5KNTncc889Chjy2Lt3r+Nr//3f/10B6vjx4xNc6uJTlC15Q5Hm+5EZST199KMf5eDBg7z77rv09PTws5/9jMWLF+ejuBNKPkPORlIvSiluuOEGPvnJT7J8+fJ8FHNSqaioYPbs2fzxj3/Md1Empbq6OkpKStJa7dra2tJa90Sq2267jddff33IY9asWY6vvfDCCwF46623JrLIRcmd7wIUmlw13y9evJj9+/fT29vLKaecwrZt2/jIRz6S6+LmzUjqye128+CDD3LppZcSj8e56667qK2tzUdxJ9RIP0NT/TNiN5J6+a//+i+efvppzjnnHHM835NPPsns2bMnuriTQiQS4fXXX+fjH/94vosyKXk8HubMmcOOHTv4zGc+Y6bv2LGDT3/603ksWeGrq6ujrq5uVK/97W9/C+gTrcT4kiAvA/vYMaVUVuPJimUW6XD1tHTpUpYuXTrRxSoIw9VNsXxG7Iaql4svvph4PJ6PYk0Kq1at4sorr+TUU0+lra2N+++/n+7ubq6//vp8F23SWrlyJcuXL+eCCy5g3rx5PProo7zzzjt86UtfynfRpoQXX3yRl156iUsvvRS/38/evXv5yle+wtKlSzn11FPzXbwpT4I8G2m+Hxmpp8ykbpxJvYzdkSNH+Nu//VuOHz9OfX09F154IS+99BKnnXZavos2aX32s5+lo6PDXMdt1qxZ/OxnP5M6zRGv18vTTz/NvffeSyQS4bTTTuOmm27irrvuynfRioIEeTbSfD8yUk+ZSd04k3oZu61bt+a7CFPSLbfcIrM9x8lf/dVf8dJLL+W7GEWrKIO8cDicMuDz0KFDHDhwgEAgwKmnnirN9wlST5lJ3TiTehFCiAKS17m9efLcc885Tve+/vrrzTz//M//rE477TTl8XjUX/3VX6ldu3blr8B5IvWUmdSNM6kXIYQoHJpSDivWCiGEEEKISU3WyRNCCCGEmIIkyBNCCCGEmIIkyBNCCCGEmIIkyBNCCCGEmIIkyBNCCCGEmIIkyBNCCCGEmIIkyBNCCDFlzZ8/nxUrVhTsuefPn4+maWiaxoEDB8z0aDTKnXfeyapVq4hGo2b6DTfcYOZ/5plnxvTeYuqTIE8IIcS4uOGGG7jqqqvyWoYf//jH/M//+T/Nx+MZ9I3WTTfdZO6ba3j66af5q7/6Kz72sY/x5JNPmunf+c53OHr0aD6KKSahotzWTAghRHEIBAL5LsKwfD4fwWAwJS0ej1NaWkosFiMej5vpfr8fv98/0UUUk5S05AkhhJhwkUiEO+64g4aGBsrKyrj44ovZu3dvSp758+dzxx13cNdddxEIBAgGg7S0tKTk6enp4fOf/zwVFRVMnz6dhx56KKW1zvr9DTfcwK5du/jOd75jdnn+5S9/AeD0009nw4YNKec+77zzzPfr7e3luuuuo7KykunTp/Pggw+mXZNSinXr1nHGGWdQXl7Oueeey7//+7+Pqn4+97nP8dJLL/Ff//VfXHfddaM6hxAS5AkhhJhwd911Fz/60Y/YvHkz+/fv5wMf+ACLFy+ms7MzJd/mzZupqKjg17/+NevWreO+++5jx44d5vMrV67kv/7rv/jJT37Cjh07+NWvfsX+/fsd3/M73/kO8+bNM7tHjx49SnNz84jK+/d///c899xzbNu2jWeffZbnn3+effv2peT52te+xhNPPMEjjzzCq6++yle+8hWuvfZadu3alWXtgNfrZcOGDTz00EN4vd6sXy8ESJAnilimAc8TRQZQi2LV29vLI488wre+9S2uuOIKzjrrLB577DHKy8t5/PHHU/Kec8453HPPPcycOZPrrruOCy64gF/84heA3oq3efNmvv3tb7NgwQJmzZrFE088QSwWc3xfv9+Px+Mxu0eDwSAlJSXDljccDvP444/z7W9/m8suu4zZs2ezefPmlPfp7e1l/fr1/Mu//AuLFy/mjDPO4IYbbuDaa6/l+9///hhqS4jRkyBPjIg1ILEel19+eb6LNibWAc9O12c9brjhhmHPd+WVV7Jw4ULH51588UU0TTNbGWQAtShWf/rTnzh58iQf+9jHzLTS0lI++tGP8vrrr6fkPef/b+9+Q5rq4jiAf2epidPl1EkZKqWIQo/OQugPaOWqF/YHxYK0Vs1AS5JMiwwN9EWgZRBlRdZU0pIgoRSMSKQsU0IDITRTsxJCKtFMU8HzvIju483Sa83qWd8PXPCeu3t2zsDx27nf3f3zj2x/3rx56OnpAQB0dHRgdHQUoaGh0nGNRgN/f3+Lj3dkZATLli2T2rRarex5nj59ik+fPsFgMECtVktbcXEx2tvbLToeIqX4xQtSbP369TCbzbK2mb6MMDIyAjs7uxnrf3zgeXzBVVZWhszMTLS2tkptDg4OU/ZnMpkQFRWFrq4ueHt7y45dvnwZwcHBCAkJAcAANf29hBAAAJVKNaH96zZbW1vZvkqlkr6IMFk/02VjYzPhvNHRUcX9fRlTZWUlPD09Zcd4uZV+F67kkWL29vbSJY4vm4uLCwBlAWkloeTw8HAkJSUhJSUFbm5uMBgMUwari4uL4erqiuHhYVlf0dHR0wosj5+XRqOBSqWa0DbVPCIjI6HT6VBYWCjre3BwEGVlZTCZTIrHQ2StfH19YWdnh9raWqltdHQUjx8/RkBAgOJ+Fi1aBFtbWzQ0NEht/f39aGtr++45dnZ237yc6+7uLvug19/fj87OTmm8tra2ePTokXS8t7cXz549k/YDAwNhb2+Ply9fwtfXV7Ypzf0RWRpX8shiioqKkJKSgvr6etTV1WHnzp1YsWIFDAYDgM+h5Bs3buDcuXPw8/PDvXv3EBcXB3d3d4SFhcn6SUxMxIMHDyCEkAWrPTw8kJmZicbGRgQHBwMAYmJisH//fty8eRMxMTEAgLdv36KiogJVVVUWn+dU89ixYwcKCwuRmZkprTBcv34dIyMjiI2Ntfh4iP5kfX19EzKvWq0WiYmJSEtLg1arhZeXF3JycjA4ODitD0JOTk4wGo1SPzqdDseOHYONjc2E1b0vfHx8UF9fjxcvXkCtVkOr1cLGxgarV69GYWEhNmzYABcXF2RkZEh5PbVaDZPJhLS0NLi6usLDwwNHjx6FjY2NbCypqak4cOAAxsbGsHLlSvT39+Phw4dQq9UwGo3Tf/GIfhKLPFKsoqICarVa1nb48GFkZGQA+C8gDQB+fn44c+YM7t69C4PBIIWSq6urpVzLwoULUVtbiwsXLsiKPF9fX+Tk5AD4L1hdWlqKNWvWAADMZjPmz58vPd7BwQHbtm2D2WyWirySkhIsWLAA4eHhFn0NlMxj9+7dyM3NRU1NDVatWgXg86XaqKgoaeWT6G9RU1MDvV4vazMajTh//jzGxsawfft2fPjwAUuXLsXt27en/T+Sl5eHhIQEREZGwtnZGYcOHcKrV68wZ86cbz4+NTUVRqMRgYGBGBoaQmdnJ3x8fHDkyBF0dHQgMjISGo0G2dnZ0koeAOTm5mJgYAAbN26Ek5MTDh48iL6+Plnf2dnZ0Ol0OH78ODo6OjB37lyEhIQgPT19WnMishhBpIDRaBQRERGira1Ntr17904IIURYWJjYu3ev7JyNGzeKXbt2CSGEaGhoEACEo6OjbLO1tRWhoaHSOWFhYSI+Pl7af/LkiQAgurq6ZH3r9XqRnJws7Tc2NopZs2aJ169fCyGECAoKEllZWZPOKSwsTNbHeGazWWg0mgntSuexfPlyERcXJ4QQ4vnz50KlUok7d+5887kAiPLy8knHSkTKDAwMCI1GIwoKCn73UBSZ7H1oMnzfICW4kkeKOTo6wtfX97vHJwtITyeU7OjoKP0tFAar9Xo9goKCUFxcjHXr1qG5uRm3bt1SMq1pUToPk8mEpKQknD17FmazGd7e3tJKJBFZTlNTE1paWhAaGoq+vj5kZWUBADZt2vSbR6Zcfn4+CgoKUFdXh8WLF0/62ISEBFy5cuUXjYz+71jk0S8xPpQ8/tLsVMYHq7+El78Eq7/uJz4+HqdOnUJ3dzciIiJmJOysdB5btmxBcnIySktLUVRUhD179nw3I0REP+fEiRNobW2FnZ0dlixZgvv378PNze13D0uRkpISDA0NAQC8vLymfHxWVhZSU1MBfL6dDNFkWOSRYsPDw3jz5o2sbfbs2YreTH80lDydYHVsbCxSU1Nx8eJFFBcX//hELTAPtVqNrVu3Ij09HX19fYrusUdE06fX6yf88sT/yddXBKai0+mg0+lmaDRkbVjkkWJVVVUTPjn6+/ujpaVF0fk/GkpWGqx2dnZGdHQ0KisrsXnz5mnNbTqUzsNkMuHSpUtYu3atok/oRERElqQSX4ebiP5wHz9+hKenJ06ePDnhdgsGgwEBAQE4ffr0lP2Eh4cjODh4wo+S/2oqlQrl5eUzWpgSEdHfhzdDpj9eU1MTrl69ivb2djQ2Nkr3mhsfrH7//j2uXbuG6upq7Nu3T3Hf+fn5UKvVaG5utvi4p5KQkDDhljRERESWwpU8+uM1NTUhPj5eFqzOy8uTfQvNx8cHvb29yMjIkELJU+nu7pYFnmfy59O+paenB/39/QA+B6jHf6uYiIjoZ7HIIyIiIrJCvFxLREREZIVY5BERERFZIRZ5RERERFaIRR4RERGRFWKRR0RERGSFWOQRERERWSEWeURERERWiEUeERERkRVikUdERERkhVjkEREREVkhFnlEREREVuhf5Gp5sknfy+UAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from gammabayes import GammaObsCube\n", "\n", "observation_cube = GammaObsCube(observations=observations)\n", "\n", "observation_cube.peek()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And then we can look at the combined exposure." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "observation_cube.combined_log_exposure.peek(figsize=(12,6))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or you can access the individual log exposures through the `log_exposures` attribute" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[,\n", " ,\n", " ,\n", " ,\n", " ]" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "observation_cube.log_exposures" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can access the most central pointing direction through the `central_pointing` attribute." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$[0,~0] \\; \\mathrm{{}^{\\circ}}$" ], "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "observation_cube.central_pointing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With various other attributes that you may find handy with hopefully self-explanatory names" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "([,\n", " ,\n", " ,\n", " ,\n", " ],\n", " [,\n", " ,\n", " ,\n", " ,\n", " ],\n", " [discrete log likelihood class\n", " ---------------------------------\n", " name = ['None']\n", " logfunction type is >\n", " input units of ['None'],\n", " discrete log likelihood class\n", " ---------------------------------\n", " name = ['None']\n", " logfunction type is >\n", " input units of ['None'],\n", " discrete log likelihood class\n", " ---------------------------------\n", " name = ['None']\n", " logfunction type is >\n", " input units of ['None'],\n", " discrete log likelihood class\n", " ---------------------------------\n", " name = ['None']\n", " logfunction type is >\n", " input units of ['None'],\n", " discrete log likelihood class\n", " ---------------------------------\n", " name = ['None']\n", " logfunction type is >\n", " input units of ['None']])" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "observation_cube.lon_pointing_dirs, observation_cube.lat_pointing_dirs, observation_cube.irf_loglikes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can add observations using the `add_observation` method that works similarly to the `append` list method keeping in mind that we don't check observation names here to make test cases less strenuous to make... so if you append the same observation twice then the same information will be added twice... " ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " array([,\n", " ],\n", " dtype=object))" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "if not added_observation:\n", " observation_cube.add_observation(observation_data)\n", " added_observation = True\n", "\n", "observation_cube.peek(figsize=(10,4))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can call the `len` function on it and it will return the number of observations." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "6" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(observation_cube)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And the iterative and slicing behaviour for the class is on the list single observations." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(3, 2, figsize=(15,9))\n", "axs = axs.flatten()\n", "\n", "for obs_idx, obs in enumerate(observation_cube):\n", " obs.peek(axs=axs[obs_idx])\n", "plt.tight_layout()\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([,\n", " ],\n", " dtype=object)" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "observation_cube[-1].peek(figsize=(10,4))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can then access the raw binned event counts through the relevant `collapsed` method." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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S999/r6ysLB05csSueeihh7Ry5Url5+erpKRESUlJmjhxoqqrq+2a3NxcFRQUaMOGDXrvvfdUU1OjKVOmqKGhwa6ZPn26ysrKVFhYqMLCQpWVlcnj8XTCLgMAgEjgsCzLau+XDx48qMTERBUXF+uyyy6TZVlKTk5Wbm6uFi1aJOmHrovb7daDDz6o2bNny+fzqX///lq3bp1uuOEGSdL+/fuVkpKiTZs2adKkSfr44481bNgwbd26VaNHj5Ykbd26VRkZGfrkk080ZMiQU46tqqpKLpdLPp9P8fHx7d1FtEPTyZvAyTCxF0BTgfz97tCcGJ/PJ0lKSEiQJO3Zs0der1dZWVl2jdPp1NixY7VlyxZJUmlpqY4dO+ZXk5ycrLS0NLvmgw8+kMvlsgOMJF188cVyuVx2TVN1dXWqqqryewEAgMjV7kusLcvS/PnzdckllygtLU2S5PV6JUlut9uv1u1264svvrBrYmJi1KdPn2Y1x7/v9XqVmJjYbJuJiYl2TVN5eXlavnx5e3cHHUDnBQAQCu3uxNx555368MMP9fzzzzf7zOFw+L23LKvZsqaa1rRU39p6lixZIp/PZ7/27dvXlt0AAACGaleImTt3rl599VVt3rxZAwcOtJcnJSVJUrNuSUVFhd2dSUpKUn19vSorK1utOXDgQLPtHjx4sFmX5zin06n4+Hi/FwAAiFwBhRjLsnTnnXfqpZde0ltvvaXBgwf7fT548GAlJSWpqKjIXlZfX6/i4mKNGTNGkpSenq4ePXr41ZSXl2vnzp12TUZGhnw+n7Zv327XbNu2TT6fz64BAADdW0BzYubMmaPnnntOr7zyiuLi4uyOi8vlUs+ePeVwOJSbm6sVK1YoNTVVqampWrFihXr16qXp06fbtTk5Obr77rvVt29fJSQkaMGCBRo+fLgmTJggSRo6dKgmT56sWbNmadWqVZKk2267TVOmTGnTlUkAACDyBXSJ9cnmo6xevVq33HKLpB+6NcuXL9eqVatUWVmp0aNH649//KM9+VeSvvvuO91zzz167rnnVFtbq/Hjx+vxxx9XSkqKXXPo0CHNmzdPr776qiQpOztb+fn5Ov3009s0Vi6xDi4m8yIYuOQaQCB/vzt0n5hwRogJLkIMgoEQA6DL7hMDAAAQKoQYAABgpHbf7A4AOlvT05ScXgLQGjoxAADASIQYAABgJEIMAAAwEiEGAAAYiRADAACMRIgBAABG4hJrAGHrxEuuudwaQFN0YgAAgJEIMQAAwEiEGAAAYCTmxAAwAo8kANAUnRgAAGAkQgwAADASIQYAABiJOTFok6bzEQAACDU6MQAAwEiEGAAAYCRCDAAAMBIhBgAAGImJvQCMxM3vABBi0CKuRgIAhDtOJwEAACMRYgAAgJEIMQAAwEiEGAAAYCRCDAAAMBIhBgAAGIkQAwAAjMR9YiCJ+8IAAMxDJwYAABiJEAMAAIxEiAEAAEYixAAAACMRYgAAgJEIMQAAwEiEGAAAYCTuEwMgIjS919HeB64K0UgAdBU6MQAAwEiEGAAAYCRCDAAAMBIhBgAAGIkQAwAAjESIAQAARiLEAAAAIxFiAACAkQgxAADASNyxF0BEOvEOvty9F4hMdGIAAICRCDEAAMBInE7qxpo+MA8AAJPQiQEAAEYixAAAACMRYgAAgJEIMQAAwEiEGAAAYCRCDAAAMBIhBgAAGIkQAwAAjMTN7roRbm6H7qrpsc+zlIDIQCcGAAAYiU4MgG6HzgwQGejEAAAAIxFiAACAkQgxAADASIQYAABgpIBDzDvvvKOrr75aycnJcjgcevnll/0+tyxLy5YtU3Jysnr27KnMzEzt2rXLr6aurk5z585Vv379FBsbq+zsbH311Vd+NZWVlfJ4PHK5XHK5XPJ4PDp8+HDAOwgAACJTwCHmyJEj+slPfqL8/PwWP3/ooYe0cuVK5efnq6SkRElJSZo4caKqq6vtmtzcXBUUFGjDhg167733VFNToylTpqihocGumT59usrKylRYWKjCwkKVlZXJ4/G0YxcBAEAkcliWZbX7yw6HCgoKNHXqVEk/dGGSk5OVm5urRYsWSfqh6+J2u/Xggw9q9uzZ8vl86t+/v9atW6cbbrhBkrR//36lpKRo06ZNmjRpkj7++GMNGzZMW7du1ejRoyVJW7duVUZGhj755BMNGTLklGOrqqqSy+WSz+dTfHx8e3cxonCzO6BlXGINhI9A/n536pyYPXv2yOv1Kisry17mdDo1duxYbdmyRZJUWlqqY8eO+dUkJycrLS3Nrvnggw/kcrnsACNJF198sVwul13TVF1dnaqqqvxeAAAgcnVqiPF6vZIkt9vtt9ztdtufeb1excTEqE+fPq3WJCYmNlt/YmKiXdNUXl6ePX/G5XIpJSWlw/sDAADCV1Du2OtwOPzeW5bVbFlTTWtaqm9tPUuWLNH8+fPt91VVVd0+yHD6CAAQyTo1xCQlJUn6oZMyYMAAe3lFRYXdnUlKSlJ9fb0qKyv9ujEVFRUaM2aMXXPgwIFm6z948GCzLs9xTqdTTqez0/YFQPfBYwgAM3Xq6aTBgwcrKSlJRUVF9rL6+noVFxfbASU9PV09evTwqykvL9fOnTvtmoyMDPl8Pm3fvt2u2bZtm3w+n10DAAC6t4A7MTU1Nfr000/t93v27FFZWZkSEhI0aNAg5ebmasWKFUpNTVVqaqpWrFihXr16afr06ZIkl8ulnJwc3X333erbt68SEhK0YMECDR8+XBMmTJAkDR06VJMnT9asWbO0atUqSdJtt92mKVOmtOnKJAAAEPkCDjE7duzQuHHj7PfH56HMmDFDa9as0cKFC1VbW6s77rhDlZWVGj16tN58803FxcXZ33nkkUcUHR2tadOmqba2VuPHj9eaNWsUFRVl16xfv17z5s2zr2LKzs4+6b1pAABA99Oh+8SEM+4Tw8ReoL2YEwOETsjuEwMAANBVCDEAAMBIhBgAAGAkQgwAADASIQYAABgpKI8dQGhwNRIAoDuhEwMAAIxEiAEAAEYixAAAACMRYgAAgJEIMQAAwEhcnQQATTS90o9nKQHhiU4MAAAwEiEGAAAYidNJAHAKJ55e4tQSED7oxAAAACMRYgAAgJE4nWQ4npcEAOiuCDEAEAAuvwbCB6eTAACAkQgxAADASIQYAABgJEIMAAAwEiEGAAAYiauTAAB+uEMxTEEnBgAAGIlODAB0gIn3jTFxzEBLCDEAEAGCFUwIPAhnhBjD8JgBILx1tz/63W1/EV4IMQDQzQXyj6OO1BJw0NkIMQBggEADAV1bdAeEGAAIokAuVyZ4AIEhxAAAOg1BDF2JEAMAXYQ5IkDnIsQAgIFM7Hh0JMQRANESQkyYM/GHCkDb8P/fQMcQYgAAIdFV3ZVTbYcuj7kIMQAA4xA8IBFiAAARhtN03QchBgAQdgINIp151+FA7u2D0CLEAADCQjh2UE41JkJOaBFiAADoJHRxuhYhJsyE479EAAAt44GYofWjUA8AAACgPQgxAADASJxOAgAgCJgeEHx0YgAAgJHoxIQB0joAAIEjxAAAEAJcrdRxnE4CAABGohMDAEAY4EZ5gaMTAwAAjEQnJgSYyAsAQMcRYgAACDNM+m0bQgwAAGGOUNMy5sQAAAAjEWIAAICROJ0EAIBhArlAJJJPPRFiugBXIwEA0PkIMQAARLBInhTMnBgAAGAkOjEAAKBNwq2rQ4jpJMx7AQCgaxFiAADoRlr7R3eoOyuBYk4MAAAwEp2YduL0EQAg0oTbnJdTIcQAAIAWhfs/2DmdBAAAjBT2Iebxxx/X4MGDddpppyk9PV3vvvtuqIcEAADCQFiHmI0bNyo3N1dLly7Vv//9b1166aW64oor9OWXX4Z6aAAAIMTCOsSsXLlSOTk5+uUvf6mhQ4fq0UcfVUpKip544olQDw0AAIRY2E7sra+vV2lpqRYvXuy3PCsrS1u2bGlWX1dXp7q6Ovu9z+eTJFVVVQVlfI11R4OyXgAATBGMv7HH12lZ1ilrwzbEfPPNN2poaJDb7fZb7na75fV6m9Xn5eVp+fLlzZanpKQEbYwAAHRnrkeDt+7q6mq5XK5Wa8I2xBzncDj83luW1WyZJC1ZskTz58+33zc2NurQoUPq27dvi/WSdOGFF6qkpOSk2z7Z51VVVUpJSdG+ffsUHx/f1l0JuVPtbzhupyPrCvS7ba1vS11rNRxX4bGt9q6L46rrdKffrHA9rlr7PFjHlmVZqq6uVnJy8ilrwzbE9OvXT1FRUc26LhUVFc26M5LkdDrldDr9lp1++umtbiMqKqrV//Cn+jw+Pt6oH4VT7U84bqcj6wr0u22tb0tdazUcV+Gxrfaui+Oq63Sn36xwPa7a8nkwjq1TdWCOC9uJvTExMUpPT1dRUZHf8qKiIo0ZM6ZTtjFnzpwOfW6artqfztxOR9YV6HfbWt+WutZqOK7CY1vtXRfHVdfpTr9Z4XpcBbKtUHBYbZk5EyIbN26Ux+PRn/70J2VkZOjJJ5/UU089pV27dunMM88M2biqqqrkcrnk8/mM+5cNwhfHFYKB4wrBEg7HVtieTpKkG264Qd9++63uv/9+lZeXKy0tTZs2bQppgJF+OHV13333NTt9BXQExxWCgeMKwRIOx1ZYd2IAAABOJmznxAAAALSGEAMAAIxEiAEAAEYixAAAACMRYgAAgJEIMUF2zTXXqE+fPrr++utDPRQY7LXXXtOQIUOUmpqqp59+OtTDQQThNwqdbd++fcrMzNSwYcM0YsQI/e1vfwvatrjEOsg2b96smpoarV27Vi+88EKohwMDff/99xo2bJg2b96s+Ph4jRo1Stu2bVNCQkKoh4YIwG8UOlt5ebkOHDigkSNHqqKiQqNGjdLu3bsVGxvb6duiExNk48aNU1xcXKiHAYNt375d559/vs444wzFxcXpyiuv1BtvvBHqYSFC8BuFzjZgwACNHDlSkpSYmKiEhAQdOnQoKNvq1iHmnXfe0dVXX63k5GQ5HA69/PLLzWoef/xxDR48WKeddprS09P17rvvdv1AYbSOHmf79+/XGWecYb8fOHCgvv76664YOsIcv2EIhs48rnbs2KHGxkalpKQEZazdOsQcOXJEP/nJT5Sfn9/i5xs3blRubq6WLl2qf//737r00kt1xRVX6Msvv7Rr0tPTlZaW1uy1f//+rtoNhLmOHmctnfF1OBxBHTPM0Bm/YUBTnXVcffvtt7r55pv15JNPBm+wFizLsixJVkFBgd+yiy66yLr99tv9lp133nnW4sWLA1r35s2breuuu66jQ0QEaM9x9v7771tTp061P5s3b561fv36oI8VZunIbxi/UTiZ9h5X3333nXXppZdazzzzTFDH1607Ma2pr69XaWmpsrKy/JZnZWVpy5YtIRoVIk1bjrOLLrpIO3fu1Ndff63q6mpt2rRJkyZNCsVwYRB+wxAMbTmuLMvSLbfcossvv1wejyeo4wnrp1iH0jfffKOGhga53W6/5W63W16vt83rmTRpkv71r3/pyJEjGjhwoAoKCnThhRd29nBhqLYcZ9HR0Xr44Yc1btw4NTY2auHCherbt28ohguDtPU3jN8oBKItx9X777+vjRs3asSIEfZ8mnXr1mn48OGdPh5CzCk0nXtgWVZA8xG4igRtcarjLDs7W9nZ2V09LESAUx1b/EahPVo7ri655BI1NjZ2yTg4nXQS/fr1U1RUVLOuS0VFRbMECrQXxxmChWMLwRBuxxUh5iRiYmKUnp6uoqIiv+VFRUUaM2ZMiEaFSMNxhmDh2EIwhNtx1a1PJ9XU1OjTTz+13+/Zs0dlZWVKSEjQoEGDNH/+fHk8Hl1wwQXKyMjQk08+qS+//FK33357CEcN03CcIVg4thAMRh1XQb32Kcxt3rzZktTsNWPGDLvmj3/8o3XmmWdaMTEx1qhRo6zi4uLQDRhG4jhDsHBsIRhMOq54dhIAADASc2IAAICRCDEAAMBIhBgAAGAkQgwAADASIQYAABiJEAMAAIxEiAEAAEYixAAAACMRYgBEtMzMTDkcDjkcDpWVlXXZds866yx7u4cPH+6y7QLdCSEGgO2WW26x//Ce+Jo8eXKoh9Yhs2bNUnl5udLS0rRs2bIW9/HE1969e1tcz8MPPyyXy6WjR482++y7777T6aefrpUrV0qSSkpK9OKLLwZzt4BujxADwM/kyZNVXl7u93r++eeDus36+vqgrr9Xr15KSkpSdHS0FixY4LdvAwcO1P333++3LCUlpcX13HzzzaqtrW0xnLz44os6evSoPB6PJKl///5KSEgI6n4B3R0hBoAfp9OppKQkv1efPn3szx0Oh55++mldc8016tWrl1JTU/Xqq6/6reO///2vrrzySvXu3Vtut1sej0fffPON/XlmZqbuvPNOzZ8/X/369dPEiRMlSa+++qpSU1PVs2dPjRs3TmvXrrVPxxw5ckTx8fF64YUX/Lb197//XbGxsaqurm7T/vXu3dtv36KiohQXF2e/79mzp371q18pMTFR8fHxuvzyy/Wf//xH0g/B5Oqrr9Zf/vKXZuv9y1/+ouzsbPXv379t/6EBdBghBkDAli9frmnTpunDDz/UlVdeqZtuukmHDh2SJJWXl2vs2LEaOXKkduzYocLCQh04cEDTpk3zW8fatWsVHR2t999/X6tWrdLevXt1/fXXa+rUqSorK9Ps2bO1dOlSuz42NlY33nijVq9e7bee1atX6/rrr1dcXFyH98uyLF111VXyer3atGmTSktLNWrUKI0fP97ev5ycHBUXF2vPnj329/bu3avNmzcrJyenw2MAEICQPDsbQFiaMWOGFRUVZcXGxvq97r//frtGkvXb3/7Wfl9TU2M5HA7r9ddftyzLsv7v//7PysrK8lvvvn37LEnW7t27LcuyrLFjx1ojR470q1m0aJGVlpbmt2zp0qWWJKuystKyLMvatm2bFRUVZX399deWZVnWwYMHrR49elhvv/32Sfdp7Nix1l133XXSz88880zrkUcesSzLsv75z39a8fHx1nfffedXc84551irVq2yLMuyvv/+e+uMM86w7r33Xvvze++91zrjjDOs77//3u97mzdv9hs/gM4VHdoIBSDcjBs3Tk888YTfsqZzO0aMGGH/79jYWMXFxamiokKSVFpaqs2bN6t3797N1v3ZZ5/p3HPPlSRdcMEFfp/t3r1bF154od+yiy66qNn7888/X88884wWL16sdevWadCgQbrssssC3MuWlZaWqqamRn379vVbXltbq88++0ySFBUVpRkzZmjNmjW677775HA4tHbtWt1yyy2KiorqlHEAaBtCDAA/sbGx+vGPf9xqTY8ePfzeOxwONTY2SpIaGxt19dVX68EHH2z2vQEDBvht50SWZcnhcDRb1tQvf/lL5efna/HixVq9erVuvfXWZt9rr8bGRg0YMEBvv/12s89OP/10+3/PnDlTeXl5euuttyRJX375pW699dZOGQOAtiPEAOhUo0aN0osvvqizzjpL0dFt/4k577zztGnTJr9lO3bsaFb3i1/8QgsXLtRjjz2mXbt2acaMGR0e83GjRo2S1+tVdHS0zjrrrJPWnXPOORo7dqxWr14ty7KUmZmpc845p9PGAaBtmNgLwE9dXZ28Xq/f68Qri05lzpw5OnTokH7+859r+/bt+vzzz/Xmm29q5syZamhoOOn3Zs+erU8++USLFi3S//73P/31r3/VmjVrJMmv09KnTx9de+21uueee5SVlaWBAwe2e1+bmjBhgjIyMjR16lS98cYb2rt3r7Zs2aLf/va3zQJVTk6OXnrpJRUUFDChFwgRQgwAP4WFhRowYIDf65JLLmnz95OTk/X++++roaFBkyZNUlpamu666y65XC796Ecn/8kZPHiwXnjhBb300ksaMWKEnnjiCfvqJKfT6Vebk5Oj+vp6zZw5s307eRIOh0ObNm3SZZddppkzZ+rcc8/VjTfeqL1798rtdvvVXnfddXI6nXI6nbr22ms7dRwA2sZhtXTSGQDCwO9+9zv96U9/0r59+/yWr1+/XnfddZf279+vmJiYVteRmZmpkSNH6tFHHw3iSFv29ttva9y4caqsrPSbUwOgc9CJARA2Hn/8cZWUlOjzzz/XunXr9Pvf/95vzsvRo0e1a9cu5eXlafbs2acMMCeut3fv3vroo4+CNfRmzj//fF1xxRVdtj2gO6ITAyBs/PrXv9bGjRt16NAhDRo0SB6PR0uWLLEnCC9btky/+93vdNlll+mVV15p8TLupr7++mvV1tZKkgYNGtTm4NNRX3zxhY4dOyZJOvvss1s9lQagfQgxAADASPzTAAAAGIkQAwAAjESIAQAARiLEAAAAIxFiAACAkQgxAADASIQYAABgJEIMAAAwEiEGAAAY6f8DBZwmOeemFgAAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(observation_cube.collapsed_energy[1], weights=observation_cube.collapsed_energy[0], bins=observation_cube.collapsed_energy[1],)\n", "plt.xlabel(\"Energy [TeV]\")\n", "plt.xscale('log')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(observation_cube.collapsed_lon[1], weights=observation_cube.collapsed_lon[0], bins=observation_cube.collapsed_lon[1],)\n", "plt.xlabel(\"Longitude [deg]\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With `collapsed_data` giving the combined matrix of bins values and axes in a tuple" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((121, 101, 101), [(121,), (101,), (101,)])" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "observation_cube.collapsed_data[0].shape, [axis.shape for axis in observation_cube.collapsed_data[1]]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Those are the main properties of `GammaObs` and `GammaObsCube`! Next we're going to finally jump into some simulations while learning about the observational prior classes in `GammaBayes`." ] } ], "metadata": { "kernelspec": { "display_name": "testofwest", "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": "3.12.0" } }, "nbformat": 4, "nbformat_minor": 2 }