From 80455851f315530e8ef8d52b72042cceac4fa257 Mon Sep 17 00:00:00 2001 From: DanielaBreitman Date: Mon, 24 Feb 2025 14:09:29 +0100 Subject: [PATCH] docs: added SKA tutorial --- docs/tutorials.rst | 1 + docs/tutorials/SKA_forecast.ipynb | 1383 +++++++++++++++++++++++++++++ 2 files changed, 1384 insertions(+) create mode 100644 docs/tutorials/SKA_forecast.ipynb diff --git a/docs/tutorials.rst b/docs/tutorials.rst index d342de1..ef4b265 100644 --- a/docs/tutorials.rst +++ b/docs/tutorials.rst @@ -10,3 +10,4 @@ The following introductory tutorials will help you get started with ``21cmSense` tutorials/understanding_21cmsense tutorials/cli_tutorial tutorials/reproducing_pober_2015 + tutorials/SKA_forecast diff --git a/docs/tutorials/SKA_forecast.ipynb b/docs/tutorials/SKA_forecast.ipynb new file mode 100644 index 0000000..f46846f --- /dev/null +++ b/docs/tutorials/SKA_forecast.ipynb @@ -0,0 +1,1383 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Forecasting Sensitivity for SKA-AA* and SKA-AA4 configurations with 21cmSense 2.1.0\n", + "Authors: Daniela Breitman, Steven G. Murray\n", + "\n", + "In this notebook, we provide an example how to forecast the sensitivity for SKA configurations AA4 and AA* using the new version of 21cmSense." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Table of Contents\n", + "\n", + "1. [Define the Observatories for each SKA configuration](#define-the-observatories-for-each-ska-configuration)\n", + "2. [Set the parameters of the Observation](#set-the-parameters-of-the-observation)\n", + " 1. [Deep Survey](#deep-survey)\n", + " 2. [Multifield Survey](#multifield-survey)\n", + " 3. [HERA-like Drift Scan Survey](#hera-like-drift-scan-survey)\n", + " 4. [Deep survey with optimistic foreground removal](#deep-survey-with-optimistic-foreground-removal)\n", + "7. [Compare Sensitivities](#compare-sensitivities)\n", + " 1. [Custom TheoryModel](#custom-theorymodel)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import py21cmsense as p21sense\n", + "from astropy import units as un\n", + "from astropy.cosmology import Planck15\n", + "from matplotlib import rcParams, colors\n", + "from py21cmsense.observatory import Observatory\n", + "from py21cmsense.sensitivity import PowerSpectrum\n", + "from py21cmsense.theory import EOS2021, TheoryModel\n", + "from scipy.interpolate import RegularGridInterpolator\n", + "\n", + "rcParams.update({\"font.size\": 20})\n", + "\n", + "import random\n", + "\n", + "random.seed(0)\n", + "np.random.seed(0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here we define some helper functions. `get_senses` is a function that takes in a `21cmSense.Observation` instance, the frequency bands of the survey, as well as the $k_\\perp, k_\\parallel$ bins at which we want the sensitivities. This function simply loops over each band and calculates the sensitivity of the given observation at that band and $k_\\perp, k_\\parallel$ bins." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def freq2z(f):\n", + " return 1420.4 / f - 1.\n", + "\n", + "def z2freq(z):\n", + " return 1420.4 / (z + 1.)\n", + " \n", + "def get_senses(observation, freq_bands, kperp_edges_hMpc, kpar_edges_hMpc, calc_2D=False, foreground_model=\"moderate\",theory_model=EOS2021,**kwargs):\n", + " h = observation.cosmo.H0.value / 100.0\n", + " redshifts = kwargs['redshifts']\n", + " mock_senses = {}\n", + " mock_senses[\"kperp_edges_hMpc\"] = kperp_edges_hMpc\n", + " mock_senses[\"kpar_edges_hMpc\"] = kpar_edges_hMpc\n", + " mock_senses[\"redshifts\"] = redshifts\n", + " mock_senses[\"freq_bands\"] = freq_bands\n", + " mock_senses[\"h\"] = h\n", + "\n", + " for i, band, zval in zip(range(len(freq_bands)), freq_bands, redshifts):\n", + " this_z = {}\n", + " band_name = str(np.round(band, 1)) + \" MHz\"\n", + "\n", + " sense = PowerSpectrum(observation=observation, \n", + " foreground_model=foreground_model,\n", + " theory_model=theory_model()).at_frequency(band * un.MHz)\n", + " if calc_2D:\n", + " sense2d_sample = sense.calculate_sensitivity_2d_grid(\n", + " kperp_edges=kperp_edges_hMpc, kpar_edges=kpar_edges_hMpc, thermal=False, sample=True\n", + " )\n", + " this_z[\"sample_2D_mK2\"] = sense2d_sample.value\n", + "\n", + " sense2d_thermal = sense.calculate_sensitivity_2d_grid(\n", + " kperp_edges=kperp_edges_hMpc, kpar_edges=kpar_edges_hMpc, thermal=True, sample=False\n", + " )\n", + " this_z[\"thermal_2D_mK2\"] = sense2d_thermal.value\n", + "\n", + " both = np.sqrt(sense2d_sample.value**2 + sense2d_thermal.value**2)\n", + " this_z[\"sample_and_thermal_2D_mK2\"] = both\n", + "\n", + " sense1d_sample = sense.calculate_sensitivity_1d(thermal=False, sample=True)\n", + " this_z[\"sample_1D_mK2\"] = sense1d_sample.value\n", + " this_z[\"theory_1D_mK2\"] = sense.theory_model.delta_squared(zval, sense.k1d.value * mock_senses[\"h\"]).value\n", + "\n", + " this_z[\"k_1D_Mpc\"] = sense.k1d.value * mock_senses[\"h\"]\n", + " sense1d_thermal = sense.calculate_sensitivity_1d(thermal=True, sample=False)\n", + " this_z[\"thermal_1D_mK2\"] = sense1d_thermal.value\n", + "\n", + " sense1d_both = sense.calculate_sensitivity_1d(thermal=True, sample=True)\n", + " this_z[\"sample_and_thermal_1D_mK2\"] = sense1d_both.value\n", + " mock_senses[band_name] = this_z\n", + " return mock_senses" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Define the Observatories for each SKA configuration \n", + "In this tutorial, we will produce sensitivity estimates for two SKA configurations: AA* and AA4." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\breit\\miniconda3\\envs\\env1\\lib\\abc.py:106: FutureWarning: xarray subclass Visibility should explicitly define __slots__\n", + " cls = super().__new__(mcls, name, bases, namespace, **kwargs)\n" + ] + } + ], + "source": [ + "aaast = Observatory.from_ska(\"AA*\")\n", + "aa4 = Observatory.from_ska(\"AA4\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The two configurations differ from each other in the following ways:\n", + "- AA4 has more stations (512) than AA* (307)\n", + "- AA4 has more stations clustered at the centre than AA*\n", + "\n", + "Let's check this by plotting the station layouts of each experiment:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AA* has 307 antennas\n", + "AA4 has 512 antennas\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "aaast_antpos = aaast.antpos.value[:, :2] # exclude z position\n", + "aa4_antpos = aa4.antpos.value[:, :2] # exclude z position\n", + "print(\"AA* has\", aaast_antpos.shape[0], \"antennas\")\n", + "print(\"AA4 has\", aa4_antpos.shape[0], \"antennas\")\n", + "plt.scatter(aa4_antpos[:, 0], aa4_antpos[:, 1], label=\"AA4\", color=\"r\")\n", + "plt.scatter(aaast_antpos[:, 0], aaast_antpos[:, 1], label=\"AA*\", color=\"k\", marker=\".\")\n", + "plt.legend()\n", + "plt.ylabel(\"Y position [m]\")\n", + "plt.xlabel(\"X position [m]\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also plot the baseline distribution produced by each experiment:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# aa4.baselines_metres has shape (Nants, Nants, 3): it gives us the basline vectors between all pairs of antennas in x,y,z.\n", + "# We ignore the z coordinate and plot the x and y baselines for all antenna pairs.\n", + "fig, ax = plt.subplots(1, 2, figsize=(14, 6), sharey=True, gridspec_kw={\"wspace\": 0.1})\n", + "im = ax[0].hexbin(aaast.baselines_metres[:,:,0].ravel(), aaast.baselines_metres[:,:,1].ravel(), label=\"AA*\",gridsize=20, bins='log', vmin = 100)\n", + "plt.colorbar(im, ax=ax[0],label = 'Number of baselines')\n", + "im = ax[1].hexbin(aa4.baselines_metres[:,:,0].ravel(), aa4.baselines_metres[:,:,1].ravel(), label=\"AA4\",gridsize=20, bins='log', vmin = 100)\n", + "plt.colorbar(im, ax=ax[1],label = 'Number of baselines')\n", + "ax[0].set_xlabel(\"X baseline [m]\")\n", + "ax[1].set_xlabel(\"X baseline [m]\")\n", + "ax[0].set_ylabel(\"Y baseline [m]\")\n", + "ax[0].text(0.8, 0.95, \"AA*\", transform=ax[0].transAxes, fontsize=20, verticalalignment=\"top\")\n", + "ax[1].text(0.8, 0.95, \"AA4\", transform=ax[1].transAxes, fontsize=20, verticalalignment=\"top\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This plot shows us that while we have a very wide range of baselines available, the baseline density is highest at shorter baselines due to the clustering of the stations. Let's zoom in on this region:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 2, figsize=(14, 6), sharey=True, gridspec_kw={\"wspace\": 0.1})\n", + "m = np.logical_and(abs(aaast.baselines_metres[:,:,0].ravel().value) < 2000, abs(aaast.baselines_metres[:,:,1].ravel().value) < 2000)\n", + "im = ax[0].hexbin(aaast.baselines_metres[:,:,0].ravel()[m], aaast.baselines_metres[:,:,1].ravel()[m], label=\"AA*\",gridsize=20, bins='log', vmin = 100)\n", + "plt.colorbar(im, ax=ax[0],label = 'Number of baselines')\n", + "m = np.logical_and(abs(aa4.baselines_metres[:,:,0].ravel().value) < 2000, abs(aa4.baselines_metres[:,:,1].ravel().value) < 2000)\n", + "im = ax[1].hexbin(aa4.baselines_metres[:,:,0].ravel()[m], aa4.baselines_metres[:,:,1].ravel()[m], label=\"AA4\",gridsize=20, bins='log', vmin = 100)\n", + "plt.colorbar(im, ax=ax[1],label = 'Number of baselines')\n", + "ax[0].set_xlabel(\"X baseline [m]\")\n", + "ax[1].set_xlabel(\"X baseline [m]\")\n", + "ax[0].set_ylabel(\"Y baseline [m]\")\n", + "ax[0].text(0.83, 0.95, \"AA*\", transform=ax[0].transAxes, fontsize=20, verticalalignment=\"top\")\n", + "ax[1].text(0.8, 0.95, \"AA4\", transform=ax[1].transAxes, fontsize=20, verticalalignment=\"top\", color=\"w\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This plot shows us that the bulk of the baselines are less than 1km for both instrument configurations (although more so for AA* than AA4). Baselines with low density will not contribute significantly to the sensitivity estimates. This will be useful shortly, when we define our `21cmSense.Observation` instance.\n", + "\n", + "\n", + "For these two SKA anteanna layouts, we will now consider four different observational strategies:\n", + "- Three surveys assuming a moderate foreground removal model where we exclude all k-modes below the horizon limit plus a buffer of $0.1 hMpc^{-1}$ (default value)\n", + "- One survey assuming an optimistic foreground removal where we exclude all k-modes smaller than the primary field of view." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Set the parameters of the Observation \n", + "We choose the centres of the frequency bands for which we want to forecast the sensitivity. By default, each frequency band has a width of 8 MHz. The values chosen here are illustrative.\n", + "We put the observation parameters into `observation_params` for convenience." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "freq_bands = np.array([60.0, 80.0, 120.0, 125.0, 140.0, 160.0, 180.0, 200.0, 215.0]) # MHz\n", + "zs = freq2z(freq_bands)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "observation_params = {}\n", + "observation_params[\"ndays\"] = 180.0\n", + "observation_params[\"cosmo\"] = Planck15\n", + "observation_params[\"h\"] = Planck15.H0.value / 100.0\n", + "observation_params[\"freq_bands\"] = freq_bands\n", + "observation_params[\"redshifts\"] = zs\n", + "observation_params[\"time_per_day_hrs\"] = 6.0" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The sensitivity calculation requires the $k_\\perp, k_\\parallel$ bin edges at which we want to calculate the sensitivity.\n", + "We put these and other information, such as the foreground mitigation model we want to use, into `sense_params`." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# Only needed if we want to calculate the 2D sensitivity\n", + "# Set the kperp and kpar bins at which we want to calculate the 2D sensitivity\n", + "sense_params = {}\n", + "sense_params[\"calc_2D\"] = True\n", + "sense_params[\"foreground_model\"] = \"moderate\"\n", + "sense_params[\"redshifts\"] = zs\n", + "sense_params[\"freq_bands\"] = freq_bands\n", + "sense_params[\"kperp_edges_hMpc\"] = un.Quantity(np.logspace(-1.5, 0.3, 15), \"littleh/Mpc\")\n", + "sense_params[\"kpar_edges_hMpc\"] = un.Quantity(np.logspace(-1.5, 0.3, 15), \"littleh/Mpc\")\n", + "sense_params[\"kpar_Mpc\"] = (\n", + " np.exp(\n", + " (\n", + " np.log(sense_params[\"kpar_edges_hMpc\"].value[:-1])\n", + " + np.log(sense_params[\"kpar_edges_hMpc\"].value[1:])\n", + " )\n", + " / 2\n", + " )\n", + " * observation_params[\"h\"]\n", + ")\n", + "sense_params[\"kperp_Mpc\"] = (\n", + " np.exp(\n", + " (\n", + " np.log(sense_params[\"kperp_edges_hMpc\"].value[:-1])\n", + " + np.log(sense_params[\"kperp_edges_hMpc\"].value[1:])\n", + " )\n", + " / 2\n", + " )\n", + " * observation_params[\"h\"]\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that we've set the parameters that are common to all observations, let's define each of the four surveys:\n", + "1. We observe the sky for 6 hours a day and track the same patch of sky during the entire observation (single deep field)\n", + "2. We observe the sky for 6 hours a day and track the same patch of sky for 3 hours before switching to a different patch (multiple fields but less deep)\n", + "3. We observe the sky for 6 hours a day and do not track i.e. drift scan mode (HERA-like)\n", + "4. Survey 1. + optimistic foreground removal model\n", + "\n", + "Note that in each case a \"field\" or a \"patch of sky\" is defined by the beam of the instrument which is assumed to be Gaussian. We can check the area of the beam (which is frequency-dependent) by doing the following:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AA* beam area: 0.0034956737241286957 rad2\n", + "AA4 beam area: 0.0034956737241286957 rad2\n" + ] + } + ], + "source": [ + "print(\"AA* beam area:\", aaast.beam.area) # for 150 MHz (default value)\n", + "print(\"AA4 beam area:\", aa4.beam.area)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The beam areas of the two SKA configurations are the same because it only depends on the dish size and frequency, which are the same for both configurations here.\n", + "\n", + "We will recycle the observation parameters from above in all three cases i.e. in all surveys, we consider 180 days of observation with 6 hours per day, and estimate the sensitivity at the same frequencies and same k-bins." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Deep survey \n", + "\n", + "We set the number of tracking hours to be the same as the number of observation hours per day to obtain the deepest observation possible.\n", + "Note that the argument for the number of tracking hours is called `lst_bin_size`." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "Using these observation parameters, we create an instance of the `21cmSense.Observation` class. \n", + "\n", + "Earlier, we looked at the baseline distribution for both SKA layouts and found that the bulk of the baselines are shorter than 1 km.\n", + "While longer baselines are crucial in a real observation (e.g. for calibration purposes), here we include a baseline filter to exclude baselines greater than 1 km as it significantly decreases the computation time and they will not contribute at all to the sensitivity at the scales considered in this tutorial (for an illustration of the baseline value as a function of frequency and $k_\\perp$ see Gorce+23 Fig.3). " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "obs = p21sense.Observation(\n", + " observatory=aa4,\n", + " lst_bin_size=observation_params[\"time_per_day_hrs\"] * un.hour,\n", + " time_per_day=observation_params[\"time_per_day_hrs\"] * un.hour,\n", + " n_days=observation_params[\"ndays\"],\n", + " cosmo=observation_params[\"cosmo\"],\n", + " coherent=True,\n", + " # phase_center_dec=-30.0*un.deg, # For track scan mode\n", + " # max baseline is 73km and there are ~260k bls so the gridding takes a very long time.\n", + " # we add a baseline filer to only keep baselines up to 1km.\n", + " baseline_filters=p21sense.BaselineRange(bl_max=1e3 * un.m),\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We calculate the sensitivity for each frequency band for the AA4 configuration:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ska_aa4_senses1 = get_senses(\n", + " obs,\n", + " **sense_params,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We clone the `21cmSense.Observation` instance we just made and switch the observatory from AA4 to AA*:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "obs = obs.clone(observatory=aaast)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ska_aaast_senses1 = get_senses(\n", + " obs,\n", + " **sense_params,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Multifield Survey \n", + "We set the number of tracking hours to 3 hours to enable the tracking of multiple fields." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "obs = obs.clone(observatory=aa4, lst_bin_size=3. * un.hour)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ska_aa4_senses2 = get_senses(\n", + " obs,\n", + " **sense_params,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We clone the `21cmSense.Observation` instance and switch the observatory from AA4 to AA*:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "obs = obs.clone(observatory=aaast)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ska_aaast_senses2 = get_senses(\n", + " obs,\n", + " **sense_params,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### HERA-like Drift Scan survey \n", + "We set the number of tracking hours to the beam-crossing time (i.e. the time it takes for the sky to drift through the beam FWHM) to disable tracking and operate in drift scan mode." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "obs = obs.clone(observatory=aa4, \n", + "lst_bin_size=aa4.observation_duration,# beam-crossing time\n", + ") " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ska_aa4_senses3 = get_senses(\n", + " obs,\n", + " **sense_params,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We clone the `21cmSense.Observation` instance and switch the observatory from AA4 to AA*:" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "obs = obs.clone(observatory=aaast,\n", + "lst_bin_size=aaast.observation_duration,# beam-crossing time\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ska_aaast_senses3 = get_senses(\n", + " obs,\n", + " **sense_params,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Deep survey with optimistic foreground removal \n", + "\n", + "We set the foreground model to `optimistic`, and, as in the deep survey, set the `lst_bin_size` back to the number of daily observation hours:" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "sense_params[\"foreground_model\"] = \"optimistic\"" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "obs = obs.clone(observatory=aa4,lst_bin_size=observation_params[\"time_per_day_hrs\"] * un.hour)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We calculate the sensitivity for each frequency band for the AA4 configuration:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ska_aa4_senses4 = get_senses(\n", + " obs,\n", + " **sense_params,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We clone the `21cmSense.Observation` instance and switch the observatory from AA4 to AA*:" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "obs = obs.clone(observatory=aaast)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ska_aaast_senses4 = get_senses(\n", + " obs,\n", + " **sense_params,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Compare sensitivities \n", + "We compare the sensitivity curves for the four surveys and two SKA instrument configurations. \n", + "To do so, we first define some plotting functions:" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "def compare_senses(\n", + " senses1, senses2, redshift, kperp_Mpc, kpar_Mpc, label1=\"AA*\", label2=\"AA4\", plot_1d=True, **kwargs\n", + "):\n", + " # We assume both senses have the same redshifts / freq bands\n", + " if np.all(senses1[\"redshifts\"] != senses2[\"redshifts\"]):\n", + " raise ValueError(\"Redshifts do not match\")\n", + " closest_redshift = np.argmin(np.abs(senses1[\"redshifts\"] - redshift))\n", + " band_name = str(np.round(z2freq(senses1[\"redshifts\"][closest_redshift]), 1)) + \" MHz\"\n", + " if (\n", + " \"sample_and_thermal_2D_mK2\" in senses1[band_name].keys()\n", + " and \"sample_and_thermal_2D_mK2\" in senses2[band_name].keys()\n", + " ):\n", + " fig, ax = plt.subplots(1, 2, sharey=True, figsize=(12, 6))\n", + " mask1 = ~np.logical_or(\n", + " np.isinf(senses1[band_name][\"sample_and_thermal_2D_mK2\"]),\n", + " np.isnan(senses1[band_name][\"sample_and_thermal_2D_mK2\"]),\n", + " )\n", + " mask2 = ~np.logical_or(\n", + " np.isinf(senses2[band_name][\"sample_and_thermal_2D_mK2\"]),\n", + " np.isnan(senses2[band_name][\"sample_and_thermal_2D_mK2\"]),\n", + " )\n", + " vmin = np.min(\n", + " [\n", + " np.nanpercentile(\n", + " senses1[band_name][\"sample_and_thermal_2D_mK2\"][mask1].ravel(), 5\n", + " ),\n", + " np.nanpercentile(\n", + " senses2[band_name][\"sample_and_thermal_2D_mK2\"][mask2].ravel(), 5\n", + " ),\n", + " ]\n", + " )\n", + " vmax = np.nanmin(\n", + " [\n", + " np.nanpercentile(\n", + " senses1[band_name][\"sample_and_thermal_2D_mK2\"][mask1].ravel(), 90\n", + " ),\n", + " np.nanpercentile(\n", + " senses2[band_name][\"sample_and_thermal_2D_mK2\"][mask2].ravel(), 90\n", + " ),\n", + " ]\n", + " )\n", + " ax[0].pcolormesh(\n", + " kperp_Mpc,\n", + " kpar_Mpc,\n", + " senses1[band_name][\"sample_and_thermal_2D_mK2\"].T,\n", + " norm=colors.LogNorm(vmin=vmin, vmax=vmax)\n", + " )\n", + " ax[0].set_title(label1)\n", + " ax[0].loglog()\n", + "\n", + " im = ax[1].pcolormesh(\n", + " kperp_Mpc,\n", + " kpar_Mpc,\n", + " senses2[band_name][\"sample_and_thermal_2D_mK2\"].T,\n", + " norm=colors.LogNorm(vmin=vmin, vmax=vmax)\n", + " )\n", + " ax[1].set_title(label2)\n", + " ax[1].loglog()\n", + " plt.suptitle(\"Redshift z = \" + str(np.round(redshift, 1)))\n", + " cbar = fig.colorbar(im, label=r\"sensitivity [mK$^2$]\")\n", + " ax[0].set_xlabel(r\"$k_\\perp$ [Mpc$^{-1}$]\")\n", + " ax[1].set_xlabel(r\"$k_\\perp$ [Mpc$^{-1}$]\")\n", + " ax[0].set_ylabel(r\"$k_\\parallel$ [Mpc$^{-1}$]\")\n", + " plt.show()\n", + " if plot_1d:\n", + " plt.plot(\n", + " senses1[band_name][\"k_1D_Mpc\"],\n", + " senses1[band_name][\"sample_and_thermal_1D_mK2\"],\n", + " label=label1,\n", + " )\n", + " plt.plot(\n", + " senses2[band_name][\"k_1D_Mpc\"],\n", + " senses2[band_name][\"sample_and_thermal_1D_mK2\"],\n", + " label=label2,\n", + " )\n", + " plt.yscale(\"log\")\n", + " plt.title(band_name)\n", + " plt.xlabel(r\"k [Mpc$^{-1}$]\")\n", + " plt.ylabel(r\"$\\log_{10}$ sensitivity [mK$^2$]\")\n", + " plt.legend(frameon=False)\n", + " plt.show()\n", + "\n", + "\n", + "def compare_all_senses(senses, redshift=None, k=None, labels=None, colors=None, lss=None):\n", + " # We assume all senses have the same redshifts / freq bands and k bins\n", + " closest_redshift = np.argmin(np.abs(senses[0][\"redshifts\"] - redshift))\n", + " band_name = str(np.round(z2freq(senses[0][\"redshifts\"][closest_redshift]), 1)) + \" MHz\"\n", + " all_band_names = [str(np.round(z2freq(i), 1)) + \" MHz\" for i in senses[0][\"redshifts\"]]\n", + " closest_k = np.argmin(np.abs(senses[0][band_name][\"k_1D_Mpc\"] - k))\n", + " # plot sens vs z at fixed k\n", + " fig, ax = plt.subplots(2, 1, figsize=(12, 10), sharex=True,layout=\"constrained\", gridspec_kw={\"hspace\": 0.05})\n", + " for i, sense in enumerate(senses):\n", + " sensitivity_at_k = np.array([\n", + " sense[band][\"sample_and_thermal_1D_mK2\"][closest_k] for band in all_band_names\n", + " ])\n", + " theory_at_k = np.array([\n", + " sense[band][\"theory_1D_mK2\"][closest_k] for band in all_band_names\n", + " ])\n", + " m = np.isinf(sensitivity_at_k)\n", + " ax[1].plot(\n", + " sense[\"redshifts\"][~m],\n", + " sensitivity_at_k[~m],\n", + " label=labels[i] if labels is not None else None,\n", + " color=colors[i] if colors is not None else None,\n", + " ls=lss[i] if lss is not None else None,\n", + " )\n", + " ax[0].errorbar(\n", + " sense[\"redshifts\"][~m],\n", + " theory_at_k[~m],\n", + " yerr=sensitivity_at_k[~m],\n", + " label=labels[i] if labels is not None else None,\n", + " color=colors[i] if colors is not None else None,\n", + " ls=lss[i] if lss is not None else None,\n", + " )\n", + " ax[1].set_xlabel(\"Redshift\")\n", + " ax[0].set_ylabel(r\"$\\Delta^2_{21}$ [mK$^2$]\")\n", + " ax[1].set_ylabel(r\"Sensitivity [mK$^2$]\")\n", + " ax[1].set_yscale(\"log\")\n", + " ax[0].set_yscale(\"log\")\n", + " if labels is not None:\n", + " plt.legend(frameon=False, fontsize=16.5)\n", + " ylims = ax[1].get_ylim()\n", + " xlims = ax[1].get_xlim()\n", + " plt.text(\n", + " xlims[0] * 1.2,\n", + " ylims[1] * 0.5,\n", + " \"k = \"\n", + " + str(np.round(senses[0][band_name][\"k_1D_Mpc\"][closest_k], 2))\n", + " + \" Mpc$^{-1}$\",\n", + " fontsize=20,\n", + " )\n", + " plt.show()\n", + "\n", + " # plot sens vs k at fixed z\n", + " fig, ax = plt.subplots(2, 1, figsize=(12, 10), sharex=True,layout=\"constrained\", gridspec_kw={\"hspace\": 0.05})\n", + " for i, sense in enumerate(senses):\n", + " sensitivity_at_z = sense[band_name][\"sample_and_thermal_1D_mK2\"]\n", + " m = np.isinf(sensitivity_at_z)\n", + " ax[1].plot(\n", + " sense[band_name][\"k_1D_Mpc\"][~m],\n", + " sensitivity_at_z[~m],\n", + " label=labels[i] if labels is not None else None,\n", + " color=colors[i] if colors is not None else None,\n", + " ls=lss[i] if lss is not None else None,\n", + " )\n", + " ax[0].errorbar(\n", + " sense[band_name][\"k_1D_Mpc\"][~m],\n", + " sense[band_name][\"theory_1D_mK2\"][~m],\n", + " yerr=sensitivity_at_z[~m],\n", + " label=labels[i] if labels is not None else None,\n", + " color=colors[i] if colors is not None else None,\n", + " ls=lss[i] if lss is not None else None,\n", + " )\n", + " ax[1].set_xlabel(r\"k [Mpc$^{-1}$]\")\n", + " ax[1].set_ylabel(r\"Sensitivity [mK$^2$]\")\n", + " ax[0].set_ylabel(r\"$\\Delta^2_{21}$ [mK$^2$]\")\n", + " ax[0].set_yscale(\"log\")\n", + " ax[1].set_yscale(\"log\")\n", + " ax[0].set_xscale(\"log\")\n", + " ax[1].set_xscale(\"log\")\n", + " if labels is not None:\n", + " plt.legend(frameon=False, fontsize=18)\n", + " ylims = ax[1].get_ylim()\n", + " xlims = ax[1].get_xlim()\n", + " ax[1].text(xlims[1] * 0.4, ylims[0] * 2.0, \"f = \" + band_name, fontsize=20)\n", + " ax[1].text(\n", + " xlims[1] * 0.4,\n", + " ylims[0] * 1.2,\n", + " \"z = \" + str(np.round(senses[0][\"redshifts\"][closest_redshift])),\n", + " fontsize=20,\n", + " )\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here, we plot the sensitivity of the three surveys and two SKA configurations for a fixed wavemode (plot 1) and fixed redshift (plot 2):" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "compare_all_senses(\n", + " [\n", + " ska_aaast_senses1,\n", + " ska_aa4_senses1,\n", + " ska_aaast_senses2,\n", + " ska_aa4_senses2,\n", + " ska_aaast_senses3,\n", + " ska_aa4_senses3,\n", + " ska_aaast_senses4,\n", + " ska_aa4_senses4,\n", + " ],\n", + " 6.1, # redshift value for second plot\n", + " 0.5, # k value for first plot\n", + " labels=[\n", + " \"Deep - AA*\",\n", + " \"Deep - AA4\",\n", + " \"Multifield - AA*\",\n", + " \"Multifield - AA4\",\n", + " \"Drift scan- AA*\",\n", + " \"Drift scan - AA4\",\n", + " \"Deep + optimistic FG - AA*\",\n", + " \"Deep + optimistic FG - AA4\",\n", + " ],\n", + " colors=[\"r\", \"r\", \"b\", \"b\", \"k\", \"k\", \"lime\", \"lime\"],\n", + " lss=[\"-\", \"--\", \"-\", \"--\", \"-\", \"--\",'-','--'],\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As expected, the deep survey (red) always has better sensitivity than the multifield (blue) and the drift scan (black) surveys.\n", + "\n", + "The optimistic foreground mitigation model (green) significanly extends the range of large-scale modes available while also significantly improving the sensitivity at large scales at $k\\sim 0.2 - 0.6 Mpc^{-1}$. As expected, it does not affect small scales (beyond $k\\sim 1.0 Mpc^{-1}$).\n", + "\n", + "\n", + "The SKA-AA4 layout (dashed lines) always has better sensititivity than the SKA-AA* layout (solid lines). This expected not only because AA4 has more stations than AA*, but also because AA4 has more stations clustered at the centre. These clustered stations increase the number of small baselines available and hence improve the sensitivity in the wavemode range considered here.\n", + "\n", + "### Custom TheoryModel \n", + "\n", + "The sensitivities calculated here include both thermal variance (due to the instrument) and sample variance (due to fewer modes at large scales). To estimate the sample variance, we need a 21-cm power spectrum. The default 21-cm PS theory model used by 21cmSense is EOS2021 (Munoz+21), a 1.5 Gpc high-resolution (1.5 Mpc per cell) simulation made with 21cmFAST including both Pop II and Pop III stars. For a more accurate sample variance estimation for your specific 21-cm PS model, you can swap out this default model for your own by subclassing `21cmSense.theory.TheoryModel` and passing it to `get_senses`:" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "# Suppose I have a power-law 21-cm PS defined over some k and redshifts\n", + "mock={}\n", + "mock['k'] = np.logspace(-2, 1.5, 100)\n", + "mock['redshifts'] = np.linspace(6, 30, 100)\n", + "z,k = np.meshgrid(mock['redshifts'], mock['k'])\n", + "mock['PS'] = ((1 + z)**2 * (k / 100.0)**-2) << un.mK**2 # can be replaced with values read from a file." + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "import warnings\n", + "class MyPSmodel(TheoryModel):\n", + " \"\"\"Base class for theory models that are defined by a spline over (z,k).\"\"\"\n", + " use_littleh = False\n", + " def __init__(self):\n", + " self.k = mock['k']\n", + " self.z = mock['redshifts']\n", + " self.spline = RegularGridInterpolator((mock['redshifts'], mock['k']), mock['PS'],bounds_error=False)\n", + " def delta_squared(self, z: float, k: np.ndarray) -> un.Quantity[un.mK**2]:\n", + " \"\"\"Compute Delta^2(k, z) for the theory model.\n", + "\n", + " Parameters\n", + " ----------\n", + " z\n", + " The redshift (should be a float).\n", + " k\n", + " The wavenumbers, either in units of 1/Mpc if use_littleh=False, or\n", + " h/Mpc if use_littleh=True.\n", + "\n", + " Returns\n", + " -------\n", + " delta_squared\n", + " An array of delta_squared values in units of mK^2.\n", + " \"\"\"\n", + " if np.any(k > self.k.max()):\n", + " warnings.warn(\n", + " f\"Extrapolating above the simulated theoretical k: {k.max()} > {self.k.max()}\",\n", + " stacklevel=2,\n", + " )\n", + " if np.any(k < self.k.min()):\n", + " warnings.warn(\n", + " f\"Extrapolating below the simulated theoretical k: {k.min()} < {self.k.min()}\",\n", + " stacklevel=2,\n", + " )\n", + " if not self.z.min() <= z <= self.z.max():\n", + " warnings.warn(\n", + " f\"Extrapolating beyond simulated redshift range: {z} not in \"\n", + " f\"range ({self.z.min(), self.z.max()})\",\n", + " stacklevel=2,\n", + " )\n", + "\n", + " return self.spline((z, k)) << un.mK**2" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ska_aaast_senses4_myps = get_senses(\n", + " obs,\n", + " theory_model=MyPSmodel,\n", + " **sense_params,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's first compare the two PS models:" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(ska_aaast_senses4_myps['60.0 MHz']['k_1D_Mpc'], ska_aaast_senses4_myps['60.0 MHz']['theory_1D_mK2'], color = 'cyan', label = 'PL')\n", + "plt.plot(ska_aaast_senses4['60.0 MHz']['k_1D_Mpc'], ska_aaast_senses4['60.0 MHz']['theory_1D_mK2'], color = 'green', label = 'EOS2021')\n", + "plt.yscale('log')\n", + "plt.ylabel(r'$\\Delta^2_{21}$ [mK$^2$]')\n", + "plt.xlabel(r'$k$ [Mpc$^{-1}$]')\n", + "plt.legend(frameon=False)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "EOS2021 (green) has much lower power than the power-law we chose (cyan). We can also look at the sensitivities obtained for these two models. Keep in mind that the thermal noise is exactly the same in both cases as we did not change the observation or observatory parameters." + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(ska_aaast_senses4['60.0 MHz']['k_1D_Mpc'], ska_aaast_senses4['60.0 MHz']['sample_and_thermal_1D_mK2'], color = 'green', label = 'EOS2021')\n", + "plt.plot(ska_aaast_senses4_myps['60.0 MHz']['k_1D_Mpc'], ska_aaast_senses4_myps['60.0 MHz']['sample_and_thermal_1D_mK2'], color = 'cyan', label = 'PL')\n", + "plt.yscale('log')\n", + "plt.ylabel(r'$\\Delta^2_{21}$ [mK$^2$]')\n", + "plt.xlabel(r'$k$ [Mpc$^{-1}$]')\n", + "plt.legend(frameon=False)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This is a perfect example that illustrates why it's important to pass your own `TheoryModel` to `get_senses`: when the 21-cm PS model for which you want to estimate the sensitivities is very different from the default model, the sample variance contribution to the sensitivity can be non-negligible!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also look at the sensitivities of each survey in 2D for some set of redshifts `z_idx`. This allows us to explicitly see the $k_\\perp, k_\\parallel$ bins available for different instrument configurations, frequencies, and foreground removal strategies." + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "We will plot the 2D sensitivities for the two SKA configurations at redshifts: [ 6.102 10.3632 22.67333333]\n" + ] + } + ], + "source": [ + "z_idx = [1, 5, 8]\n", + "print(\n", + " \"We will plot the 2D sensitivities for the two SKA configurations at redshifts:\",\n", + " zs[::-1][z_idx],\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Deep survey" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for z in zs[::-1][z_idx]:\n", + " compare_senses(\n", + " ska_aaast_senses1,\n", + " ska_aa4_senses1,\n", + " z,\n", + " sense_params[\"kperp_Mpc\"],\n", + " sense_params[\"kpar_Mpc\"],\n", + " label1=\"AA*\",\n", + " label2=\"AA4\",\n", + " plot_1d=False,\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Multifield Survey" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for z in zs[::-1][z_idx]:\n", + " compare_senses(\n", + " ska_aaast_senses2,\n", + " ska_aa4_senses2,\n", + " z,\n", + " sense_params[\"kperp_Mpc\"],\n", + " sense_params[\"kpar_Mpc\"],\n", + " label1=\"AA*\",\n", + " label2=\"AA4\",\n", + " plot_1d=False,\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Drift Scan Survey" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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SPJMl2UlNTfWo9GrWrJkpcXhz7XQXL17UxYsX3fczroEDAIAZmNYEACi16tSpo7/97W/u+x999FGmBEzLli3dO8WcP39eR44cKfB1W7Vq5b7973//O9f2hmG4dwjKr+rVq2vMmDFaunSp+7Gff/5Zv/76a4H6tUthTLkaNmyYdu7cKUmqVauWli1bVuDFaPG/ncwkaceOHbkuChwZGemuXAoICPBqEW0AAIobkjMAgFJt3Lhx7t2FEhMT9fbbb3s8X65cOXXt2tV9/+OPPy7wNTP+5/S7777TpUuXcmy/fv16d/VGQbVv395jzQ5v1/woagICAty3rViE+JVXXnFvt16+fHktW7ZMtWrVMv066UrTVtqdO3d2LzYdHR2d4y5kkhQeHu6+3b179wJtXR4eHu71z2/w4MHu8wYPHuzx3PXXX5/vGAAAyArJGQBAqVa5cmX95S9/cd+fMWOGx25KkvT888+7b3/44Ydau3at1/1nNRWqR48e7i2Y4+PjNX78+GzPT0xM1Lhx43K9TsYpFzm5cuWKx4LE1113nVfnFTUZF5U9ffq0qX1/9dVXevnllyVdq9CZM2eOWrdubeo1SrOyZctq5MiR7vsTJ07MdtemAwcOeCRnRo8ebXV4AADYguQMAKDU+/vf/+5epDc+Pl7Tpk3zeL5Tp07ub9FTU1N1//3364033vBIcmSUmJioJUuW6KGHHtKDDz6Y6XlfX1+98sor7vuffvqp/va3vykxMdGj3dmzZ9WzZ0/t27dPfn5+Ob6Gxx9/XA888IC++uqrbBcZPn36tPr16+eeRtKkSRM1bNgwx36Lqptuusl9e/Xq1absqiVJP/74o7tKQpImT56s3r17m9I3/ucf//iHKlWqJEn673//q4ceeki///67R5v9+/erZ8+e7n+vXbp00d13351tn+Hh4XI4HO7j+PHjVoUPAIDpWBAYAFDqVa1aVaNHj9Zbb70lSQoLC9P48eM9pv/MmDFDZ86c0erVq5WcnKwJEybo1Vdf1W233aZ69erJ399fV65c0dGjR3XgwAH3gqHZVVwMHjxY3333nXsL7+nTp2vu3Lnq0qWLqlatqpMnT2rDhg1KSkpSgwYN9NBDD+n999/P9jW4XC5FREQoIiJCfn5+at68uZo0aaKKFSsqJiZGJ06c0I4dO9w7Nvn6+mr69Olm/Phs0bZtW9WtW1cnT57UmTNn1LRpU/Xo0UPVqlVzr0fjdDrVp0+fPPX74YcfupNbQUFBOnfunJ599lmvzv3oo4/y9iKKiWXLlmnixIk5thkxYoTHLmSS9OCDD2rKlClZtq9ataoWLlyoBx54QKmpqVqzZo3q1aunbt26qXr16jp69Kg2bdrkTpLVrl1bn3/+uTkvCACAIojkDAAAurb2zEcffaS4uDjFxsbqvffe86hu8ff313fffafJkydr2rRpio+PV3x8vDZs2JBtn2XLlvXYfvfPPv/8c5UrV05z5syRJF2+fDnT+htNmzbVt99+q4ULF+YYf/q6OZKUnJysPXv2ZLsbzXXXXaeZM2fqnnvuybHPoszHx0cff/yxHn30USUnJ+vs2bOaO3euR5vBgwfnOTmTngyQpNjY2DztoFRSkzOXLl3KdQv5jNtOp2vZsmWO59x999365ptvNGzYMF28eFHx8fFatmxZpnatWrXSF198YemaPwAA2I1pTQAA6NpuRk8//bT7/ocffqgrV654tPH19dWUKVN0/PhxTZ06Vffcc4/q1aun8uXLq2zZsqpatapuvfVWDR48WOHh4Tp9+nSO/2EvW7aswsPDtW7dOvXp00d16tSRn5+fatSoofbt22v69OmKjIxU06ZNc41/2bJl2r17t95++209+uijCg0NVXBwsHx9fVW+fHnVr19fPXv21P/93/+5p5EUdw888IB27dqlUaNGqXnz5qpQoUKh7OIE8/Ts2VMHDx7UW2+9pdtvv13XXXed/Pz8VLduXd1zzz2aM2eOfvjhB9144412hwoAgKUcRsaviAAAAAAAAFCoqJwBUKoMGDDAY8HI9DVGCsrlcql+/foeff/www8F7tfhcLBlKwDAVsVt7MwoNjY20zUmTZpk6jUAwAwkZwCUGjExMfr22289Hktf66OgNmzYoBMnTljSNwAAdinuY+cLL7yQ6RoAUBSRnAFQaixevDjTFsOHDh1SZGRkgfvO6sPkwoUL3Tv25Ca7LZnNPgcAgLwoymNnbnbs2KGPP/7YlL4AwGokZwCUGhk/BJYrVy7Lx/MjNjbWY4ed9L4vX76s5cuX53p+UlKSWrVqpSFDhujcuXO5tj969Kh69uyp++67L/9BAwDghaI6duYmOTlZI0aMkMvlUsOGDXXbbbcVuE8AsBLJGQClwrFjx7RlyxZJ19ZxmTp1qvu5L774QsnJyfnu+6uvvlJcXJwkqVGjRh47/njz4fXo0aMyDENz5szRjTfeqPfff1+pqamZ2sXHx+ull15S8+bNtWLFCsXExOjs2bP5jhsAgJwU5bEzN6+99poOHjwoSfrkk08UEBBQ4D4BwEokZwCUCnPnzlX65nSdOnXSk08+qerVq0uSLl26pBUrVuS774wfIgcMGKBBgwa573///fc6f/58jueHhobq0KFDCgsLU7ly5TR27Fi1atVKmzZtcrf5+uuv1axZM7366quqW7euFixYoB9//FE1a9bMd9wAAOSkKI+dOfn555/1xhtvSJL69++vbt265bsvACgsJGcAlHiGYWju3Lnu+wMHDlSZMmX0xBNPuB/L77d0UVFRHkmUAQMG6JZbblGLFi0kSampqZo/f36u/ZQtW1bPPPOMjh49qtdee02nTp1S586d3dfo3bu3UlJS9PHHH+vQoUPq27evHA5HvmIGACA3xWHszIrL5dKIESOUkpKiKlWq6L333stXPwBQ2EjOACjxtm7dql9//VWSFBAQoN69e0u69kEz3cqVK3XhwoU8953xW8V27dqpYcOGmfrOy4fX8uXLa8KECdq9e7dq1arlfrxp06bav3+/nn76aZUpUybPcQIAkBfFaezM6MMPP9S///1vSdLbb7/trvQBgKKO5AyAEi/jB7yHHnpIwcHBkiSn06mmTZtKklJSUrRgwYI89/3nbxXT9e/fXz4+1/7E7tu3T/v27fOqv4SEBL311ltq06aNfvvtN/fjv/zyi26++WbNmDEjy/VoAAAwU3EaO9NFRUXpxRdflCTdeeedGjZsWJ5jAwC7kJwBUKIlJCRo8eLF7vsZPwT++X5ev6Xbtm2bjhw5Ikny8/PT448/7n6uVq1auuuuu7zuOzU1VTNnzlSjRo30j3/8Q7Vr19aGDRskSfXr19fixYtVtmxZPfXUUwoNDdXixYvd3zoCAGCm4jJ2/tmoUaMUFxcnPz8/zZgxg+m/AIoVkjMASrRvv/1W0dHRkqTq1avr7rvv9ni+f//+7g9ve/bs0U8//eR13xk/NN5///2qUqWKx/MZP7zOnz8/24qXQ4cOqXnz5ho1apRiY2P17rvvas+ePe41ZySpd+/eOnTokF588UWdOHFCjz/+uNq2bevV1tsAAORFcRg7/2zevHlatWqVJOkf//iHu7oHAIoLkjMASrSMHwL79u2bab2W+vXr684778yyfU4SExO1aNEi9/0/f6soSY888ogCAwMlSefPn9f333+fZV8NGjRQWlqaBg0apMOHD2vs2LFZritTvnx5vfrqq/r55591//33KyAgQNddd51X8QIA4K3iMHZmdOHCBY0dO1aS1KRJE02YMMGreACgKCE5A6DEOn36tNauXeu+n9WHQEke23fOnz9faWlpufa9ZMkSXb16VZJUpUoV3X///ZnaBAYG6pFHHnHfz+7Da0BAgPbu3as5c+aoRo0auV67YcOGWrFihVauXEnJNgDAVMVl7MxozJgx+v333yVJn3zyifz9/XM9BwCKGpIzAEqszz//XC6XS9K13Y7atGmTZbvevXsrICBAknT27Fl3WXROMn5YfPzxx+Xn55dlu4wfapcvX67Lly9n2S4oKCjXa5pxDgAAOSlOY6ckRURE6IsvvpAkDR48WF26dMk1DgAoikjOACixMn4IzO6bP0kKDg7WQw89lOV5WTlz5ozWrFnjVd933XWXe0vspKQkLVy4MNe4AQCwS3EaO2NiYvT0009LkqpVq6apU6fmGAMAFGUkZwCUSJGRkTp06JAkyeFwqH///jm2z/ghcdmyZbpy5Uq2bT///HN3+fYNN9ygdu3aZdvWx8dH/fr1c9/P684ThmHo+PHjeToHAID8KG5j58SJE3Xy5ElJ0tSpU1WtWrUc4wWAosxhsBcrgBLo2WefVVhYWL7P/+STTzRq1Kgsn7vpppv0888/57vvX375RTfeeGO+zwcAwArFbezs3LmzNm3aJIfDobZt2+Z4/sGDBxUTEyNJql27turUqeN+7t///ne+4wIAs5CcAVDiJCcnKyQkRJcuXcp3H3fccYe2b9+e6fHdu3dnO//eWy+88IJef/31AvUBAICZiuPYmZ6cKSj+OwSgKMi8VysAFHMrVqxwf7gsU6aMWrdu7dV5LpdLkZGRkqQdO3bo8OHDatKkiUebjKXVVapUUePGjb3q+8qVK/rPf/4jSZo3b55effVV+fgwsxQAUDQwdgKAvaicAVDiPPTQQ1q2bJkkqWfPnu7b3mjRooUOHDggSXrxxRf16quvup9LSUlRrVq1dPHiRUnStGnT9Pe//92rfs+fP69atWq559uvWbNG3bp18zouAACsVNLHzoxVNi+//LImTZqUr34AwCqkngGUKBcuXNDKlSvd9wcMGJCn8zO2nzdvnkepc0REhPvDpY+Pj/r27et1v9ddd526d+/uvp/XhYEBALAKYycA2I/kDIASZcGCBUpJSZEkVahQQT179szT+X379pXD4ZAknThxQhs2bHA/l/FDYdeuXRUSEpKnvjPuevHNN9+4FyYEAMBOjJ0AYD+SMwBKlIwfAh955BGVK1cuT+fXq1dPHTt2zNTfxYsXFRER4X48t+1Fs9KrVy+VL19ekhQfH6+vvvoqz30AAGA2xk4AsB/JGQAlxk8//aQ9e/a47+e1LDur877++mvFxsbqiy++cH+rWK5cOT366KN57jcoKEi9evVy36c8GwBgN8ZOACgaSM4AKDEyfmALCQlR165d89VP79695e/vL0mKi4vTV1995dF3z549VaFChXz1nfFbw82bN+vYsWP56gcAADMwdgJA0cBuTQAAAAAAADaicgYAAAAAAMBGJGcAAAAAAABsRHIGAAAAAADARiRnAAAAAAAAbERyBgAAAAAAwEYkZwAAAAAAAGxUxu4AYB+Xy6XffvtNFSpUkMPhsDscAABkGIZiYmJUq1Yt+fjwHZIZGO8BoGCsGpsSExOVnJxsWn8Z+fn5KSAgwJK+YQ2SM6XYb7/9prp169odBgAAmZw8eVJ16tSxO4wSgfEeAMxh5tiUmJioBvWDdPZ8min9/VnNmjV17NgxEjTFCMmZUqxChQqSpKgfr1dwEN9OlibRrkRbruuSYct1K/mUs+W6pY1PjT12h4ASIDo6WnXr1nWPUSg4xvu8u+SKt7T/c2nWVjAlGtZ+xA92WPNNf7qGZQMt7d9qjIcljxVjU3Jyss6eT1PU7usVXMHcv83RMS7Vb31cycnJJGeKEZIzpVh6aXNwkI+CK/jaHA0KlcueD+dpNiVngn34910YfIKD7Q4BJQjTb8zDeJ93KRaPk3EWJ2fKGNbGH+Swtv/gssX73ynjYcllxdgUVMGhoArm9usSY2hxxNcnAAAAAAAANqJyBgAAAAAAG6QZLqWZXFyeZrjM7RCFgsoZAAAAAABs4JJhySFJTqdToaGhCgsLs/lVwhtUzgAAAAAAUMJERkYqmDWQig2SMwAAAAAA2MAll8yehGR+jygMTGsCAAAAAACwEZUzAAAAAADYIM0wlGaYuyKw2f2hcFA5AwAAAAAAYCMqZwAAAAAAsEHG3ZXM7BPFD5UzAAAAAAAANqJyBgAAAAAAG7hkKI3KGYjkDAAAAAAAtmBaE9IxrQkAAAAAAMBGJGeKocjISN13332qVKmSAgMDdfvtt2vRokV2hwUAAAAAyIP0rbTNPiTJ6XQqNDRUYWFhNr9KeINpTcXMhg0bdPfddysgIEBPPPGEKlSooK+//lp9+vTRyZMnNW7cOLtDBAAAAADYLDIyUsHBwXaHAS+RnClGUlNTNXLkSPn4+Gjz5s1q2bKlJGnixIlq27atJkyYoN69e6t+/fr2BgoAAAAAyJXrj8PsPlH8MK2pGFm/fr2OHj2qfv36uRMzklSxYkVNmDBBycnJmjNnjn0BAgAAAACAPCM546Xz589rxYoVmjhxou69915Vq1ZNDodDDodDQ4YMyVNfUVFRGjdunJo2barAwEBVqVJFTqdT77zzjuLj47M9b+PGjZKkHj16ZHru7rvvliRt2rQpT7EAAAAAAOyR9sdW2mYfKH6Y1uSlGjVqmNLP8uXLNWDAAEVHR7sfi4+P165du7Rr1y7NmjVLERERatSoUaZz//vf/0qSGjdunOm5mjVrKigoyN0GAAAAAAAUD1TO5EO9evWyrF7JzZ49e9SnTx9FR0crKChIr732mrZv365169Zp5MiRkqTDhw/r/vvvV0xMTKbzr169KunaNKasBAcHu9sAAAAAAIq2NMOaA8UPlTNemjhxopxOp5xOp2rUqKHjx4+rQYMGeepjzJgxSkhIUJkyZbR69Wrdcccd7ue6du2qxo0ba/z48Tp8+LCmTZumSZMmmfwqAAAAAABFBQsCIx2VM16aPHmyHnjggXxPb9q5c6e2bNkiSRo+fLhHYibduHHj1KxZM0nS9OnTlZKS4vF8esVMdtUx0dHR2VbVAAAAAACAoonkTCFZsmSJ+/bQoUOzbOPj46NBgwZJkq5cuaINGzZ4PJ++1kxW68qcPXtWsbGxWa5HAwAAAAAoelxyKM3kwyWH3S8L+UByppBs3bpVkhQYGKjWrVtn265Tp07u29u2bcvyudWrV2c6b9WqVZnOBwAAAAAARR/JmUJy6NAhSVKjRo1Upkz2S/00bdo00znp7rrrLt1www1asGCB9u7d63786tWrev311+Xn5+euvAEAAAAAFG0uw5oDxQ/JmUKQmJioixcvSpLq1KmTY9vKlSsrMDBQknTy5EmP58qUKaNZs2bJ5XLpzjvv1JNPPqlx48bplltu0eHDh/X666/r+uuvt+Q1AAAAAACKD6fTqdDQUIWFhdkdCrzAbk2FIOO22EFBQbm2DwwMVFxcnGJjYzM916VLF23dulUvv/yyvvzyS6WkpKhFixZ666231KdPnxz7TUpKUlJSkvt+dHS0JMklQ64isqb3ugQ/W657JS3QluueTbVnAefLqfa83jTDnnxwHb9Ltly3T4VfbblupVonc28EoMTKbrzfnigFli2cGH5KzPnLqIJKs/j7xfPJwZb2fyG5gqX9J7ms/YgfXCbR0v7bVjhqaf8DG//b0v6BvEhfJ8bsPiUpMjJSwcHW/j2DeUjOFILExP8NYH5+uScf/P39JUkJCQlZPt+2bVutXLkyz3G88cYbmjx5cp7PAwAAxQfjPQAAxQ/TmgpBQECA+3ZycnKu7dO/7SpXrpypcbzwwgu6evWq+/jztCkAAFD8Md4DQPFh9k5NVlTioHBQOVMIKlT4X+lqVlOV/iwuLk6Sd1Og8sLf399dlQMAAEomxnsAKD5chkMuw9xkitn9oXBQOVMIAgICVLVqVUnSqVOncmx7+fJld3Kmbt26lscGAAAAAADsRXKmkISGhkqSjhw5otTU1Gzb/fLLL+7bzZo1szwuAAAAAIA9mNaEdCRnCkmHDh0kXZuytHv37mzbbdq0yX27ffv2lscFAAAAAADsRXKmkPTq1ct9e/bs2Vm2cblcmjt3riSpUqVK6tKlS2GEBgAAAACwQZp8LDlQ/PBbKyRt27ZVx44dJUmffvqpduzYkanNtGnTdOjQIUnSmDFjVLZs2UKNEQAAAAAAFD52a/LS1q1bdeTIEff9ixcvum8fOXJE4eHhHu2HDBmSqY/p06erffv2SkhIUI8ePTRhwgR16dJFCQkJWrhwoWbOnClJatKkicaNG2fJ6wAAAAAAFA2GBbs1GezWVCyRnPHSrFmzNGfOnCyf27Ztm7Zt2+bxWFbJmVatWunLL7/UgAEDFB0drQkTJmRq06RJE0VERHhsvw0AAAAAAEoupjUVsp49e2r//v0aO3asmjRpovLly6tSpUpq06aN3nrrLe3Zs0eNGjWyO0wAAAAAgMXYrQnpqJzxUnh4eKapS/lVv359vfvuu3r33XdN6Q8AAAAAUPykGT5KM8ytmUgzTO0OhYTKmVIoLCxMoaGhcjqddocCAAAswngPAKWb0+lUaGiowsLC7A4FXqByphQaPXq0Ro8erejoaFWsWNHucAAAgAUY7wGg6HPJIZfJNRMuXSudiYyMVHBwsKl9wzpUzgAAAAAAANiIyhkAAAAAAGxgxQK+LAhcPFE5AwAAAAAAYCMqZwAAAAAAsIE1uzWxXVNxROUMAAAAAACAjaicAQAAAADABtd2azJ3jRiz+0PhIDkDAAAAAIANXPJRmkVbaaN4YVoTAAAAAACAjaicAQAAAADABiwIjHRUzgAAAAAAANiIyhkAAAAAAGzgko9crDkDUTlTKoWFhSk0NFROp9PuUAAAgEUY7wEAKD5IzpRCo0eP1sGDBxUZGWl3KAAAwCKM9wBQ9KUZDksOFD8kZwAAAAAAAGxEcgYAAAAAABukyceSQ5KcTqdCQ0MVFhZm86uEN1gQGAAAAAAAG7gMH7lM3krb9cdW2pGRkQoODja1b1iHyhkAAAAAAAAbUTkDTT5/s/zjy9odhiQp8vd6tlw3Ltnfnusm+dly3eRke976hk27+lWvFGvLdUf12GTLdQEgK9NO9lCZwMIZ7367WtHS/l0WL3aZmGDt+JyW5Gtp/0aatT8fvwrJlvb/4WPzLe0fKEoyTkMyr0+20i6OqJwBAAAAAACwEZUzAAAAAADYwCWZvvW1y9TeUFionAEAAAAAALARlTMAAAAAANjAJR+5TK6ZMLs/FA5+awAAAAAAADaicgYAAAAAABukGT5KM0zercnk/lA4+K0BAAAAAADYiMoZAAAAAABs4JJDLpm9W5O5/aFwkJwphcLCwhQWFqa0tDS7QwEAABZhvAeAoo9pTUjHb60UGj16tA4ePKjIyEi7QwEAABZhvAcAoPigcgYAAAAAABukyUdpJtdMmN0fCge/NQAAAAAAABtROQMAAAAAgA1chkMuw+QFgU3uD4WDyhkAAAAAAAAbUTkDAAAAAIANXBasOeOiBqNY4rcGAAAAAABgIypnAAAAAACwgcvwkcswuXLG5P5QOPitAQAAAABggzQ5LDkkyel0KjQ0VGFhYTa/SniDyhkAAAAAAEqYyMhIBQcH2x0GvERyBgAAAAAAGzCtCen4rQEAAAAAANiIyhkAAAAAAGyQJrnXiDGzTxQ/VM4AAAAAAADYiMoZAAAAAABswJozSMdvDQAAAAAAwEZUzpRCYWFhCgsLU1oasxEBACipGO8BoOhLM3yUZnKli9n9oXDwWyuFRo8erYMHDyoyMtLuUAAAgEUY7wGg6DPkkMvkwzB5gWEUDpIzAAAAAAAANmJaEwAAAAAANmBaE9LxWwMAAAAAALARlTMAAAAAANjAZTjkMsxdI8bs/lA4qJwBAAAAAACwEZUz0KoTzeRb3t/uMCRJcecCbbmuI8mePKVPkj1ZbV+brusKMGy57o7H/2nLdQGgKDl8tJZ8ygUUyrXKXPW19gIWDydlEqwdJ/2TLO1eaX7W9v+fieOtvQBQiqTJR2km10yY3R8KB781AAAAAAAAG1E5AwAAAACADVhzBulIzgAAAAAAYAOXfOQyeUKL2f2hcPBbAwAAAAAAsBGVMwAAAAAA2CDNcCjN5GlIZveHwkHlDAAAAAAAgI2onAEAAAAAwAYsCIx0VM4AAAAAAADYiMoZAAAAAABsYBg+chnm1kwYJveHwsFvDQAAAACAEsbpdCo0NFRhYWF2hwIvUDkDAAAAAIAN0uRQmkzeremP/iIjIxUcHGxq37AOyRkAAAAAAGzgMsxfwNdlmNodCgnTmkqhsLAwhYaGyul02h0KAACwCOM9AADFB8mZUmj06NE6ePCgIiMj7Q4FAABYhPEeAIo+1x8LApt9oPjhtwYAAAAAAGAj1pwBAAAAAMAGLjnkMnlBYLP7Q+GgcgYAAAAAAMBGVM4AAAAAAGCDNMOhNJN3azK7PxQOKmcAAAAAAABsROUMAAAAAAA2sGJ3JXZrKp5IzgAAAAAAYAOXHHKZPA2JBYGLJ1JqAAAAAAAANqJyBgAAAAAAGxgWbKVtUDlTLJGcAQAAAAAAJdKUKVMK5ToTJ04s0PkkZwAAAAAAsIHLsGDNGbbS9jBp0iQ5HNb/TEjOAAAAAAAA5MAwDMv6NiP5w4LAAAAAAADYIH0rbbMPZHbgwAG5XC5Tj/3795sWH781AAAAAACAPDJzuhTTmgAAAAAAsAFrziAdyRkAAAAAAGzgsmArbbP7K+42bNggSWrQoIHpfTdo0MDdf0GRnAEAAAAAACVSp06dLOu7fPnypvVPcgYAAAAAABswrQnpSM5Arr3BcvgH2B2GJKnqWXuu65ts3bZqOSmTYM91o+vb8wf7wIt/t+W6AACpyt4y8vUrnI9+AZdc1l7A4uGzTGKapf1H17P297D3o7GW9g8AMB/JGQAAAAAAbEDlDNKxlTYAAAAAAChxUlJS9OOPP2r//v0yjOzLLvfv36+5c+cWYmSZkZwBAAAAAMAG6ZUzZh+QFi9erJCQEDmdTrVq1Ur16tXTggULsmz77bffaujQoYUcoSeSMwAAAAAAoMTYuXOn+vbtq5iYGHXv3l333XefLl68qIEDB+rpp5+2O7wsseZMKRQWFqawsDClpVm72B0AALAP4z0AFH2sOWONt99+Wz4+Plq/fr3at28vSTpx4oQGDhyomTNnKiEhQbNnz5bDUXR+VlTOlEKjR4/WwYMHFRkZaXcoAADAIoz3AFD0GZJccph62LMfbNGybds29erVy52YkaR69epp3bp1euKJJzR37lwNGjQox3VoChuVMwAAAAAAoMS4dOmSGjdunOnxMmXK6PPPP1fZsmU1d+5cuVwuzZs3z4YIMyM5AwAAAACADZjWZI2aNWvqwoULWT7ncDg0e/ZsGYahefPmyeVyqVGjRoUcYWYkZwAAAAAAQInRtGlTbdy4MdvnHQ6HwsPDJUnz5s1ThQoVCiewHLDmDAAAAAAANmArbWvce++9OnLkiLZs2ZJtm/QEzaBBgxQTE1OI0WWNyhkAAAAAAFBiPP744zp37px+//33HNulT3G6/vrrFRUVVUjRZY3kDAAAAAAANmDNGWvUqlVLb7zxhldtHQ6HJk2aZG1AXmBaEwAAAAAAgJcWL15sep8kZwAAAAAAsIGVa844nU6FhoYqLCzM5ldpv9GjR5vW15w5c9SvXz/T+kvHtCYAAAAAAGxgGA4ZJk9DSu8vMjJSwcHBpvZdXP3f//2fAgICNG3atAL1M2PGDD3zzDMmReWJyhkAAAAAAFCivf/++3rhhRfyff67776rZ555RoZhyM/Pz8TIriE5AwAAAACADVxyWHLAU9OmTWUYht5++229/PLLeT7/1Vdf1XPPPSfDMFSuXDl9++23psdIcgYAAAAAAJRY69evV+PGjWUYhl599VW99tprXp87YcIEvfzyyzIMQ0FBQVqxYoXuuece02MkOQMAAAAAgA2sXBAY/1OzZk2tX79eN9xwgwzD0MSJE/XOO+/ket7f/vY3vfXWWzIMQxUrVtT333+vLl26WBIjyRkAAAAAAFCi1a5dW+vXr1f9+vVlGIb+8Y9/6IMPPsi2/ahRo/Thhx/KMAxVrVpVa9euVbt27SyLj+QMAAAAAAA2SN+tyewDWatXr57Wr1+vunXryjAMjR07Vp988olHG5fLpUGDBmnWrFkyDEM1atTQ+vXr1bp1a0tjIzkDAAAAAABKhQYNGmjdunWqVauWDMPQs88+q88++0ySlJKSoj59+mj+/PkyDEO1a9fWxo0b1aJFC8vjKmP5FQAAAAAAQCZWrBHDmjO5a9SokdatW6cuXbro7NmzevLJJ5Wamqrly5crIiJCknT99ddr7dq1uuGGGwolJpIzAAAAAACgVLnxxhu1du1ade7cWRcvXtTTTz/tfq5Ro0Zav3696tSpU2jxMK0JAAAAAAAbsOaMvUJDQ7Vu3TpVrVpVhmHIMAw1b95cW7ZsKdTEjETlDAAAAAAAtjAsmNZEciazKVOm5Ph8x44dtWTJEvn4+Khz586aMWNGrn1OnDjRrPAkkZwBAAAAAAAl2KRJk+Rw5Jy0cjgcMgxDH3/8sVd9kpwBAAAAAKAEMCQZhvl9IjPDxB90bome/CA5AwAAAAAASqwNGzbYHUKu8p2cyW3OllnMLhUCAAAAAKAocMkhh0zeStvk/kqCTp062R1CrvKdnPFmzpYZSM4AAAAAAICSrMDTmsyct/VnhZH8AQAAAADADlZsfc1uTcVTgZMzBw4cUGhoqBmxePR58803m9onslfxV5fKlHXZHYYkKfBUoi3X9UlMs+W6F1tVsOW6B94ea8t1AQD2qfSfBJUpUzjLRJb9Pa5QrmOVyy2rWtr/3o8YhwEAnorkgsBUzAAAAAAASjqX4ZDD5EoXF5UzeZKamqqIiAht2bJFv/76q2JiYpSWlvOX9w6HQ+vWrTM1jiKZnAEAAAAAoKQzDAu20mYvba9t2rRJQ4YM0YkTJ9yP5bR0i8PhkGEYRWsr7fStqBo0aGBaMOkaNGhQLLa6AgAAAAAAxc/evXt1zz33KDk5WYZhKCAgQI0bN1alSpXk4+NT6PHkOzlj5VZU5cuXLxZbXRVXYWFhCgsLy7VUCwAAFF+M9wBQ9LEgsH0mTZqkpKQk+fv7691339XQoUMVEBBgWzyFnw6C7UaPHq2DBw8qMjLS7lAAAIBFGO8BAMje1q1b5XA49OKLL+rpp5+2NTEjseYMAAAAAAC2oHLGPomJ13YKvueee2yO5BoqZwAAAAAAQKly/fXXS5JSUlLsDeQPliZnPv30Uw0bNszKSwAAAAAAUCy5DIclB3LXq1cvSdLmzZvtDeQPliZntm7dqjlz5lh5CQAAAAAAgDwZM2aMQkJCNHXqVB0/ftzucJjWBAAAAACAHQzDmgO5q169ur777juVK1dOt912m/71r3/p6tWrtsWTpwWB586dm6fOjxw5kqf2AAAAAACUFteSKWYvCGxqdyXazTffrM2bN+u2227TU089paefflrVqlVT+fLlczzP4XDo6NGjpsaSp+TMkCFD5HB4/w/HMIw8tQcAAAAAACgMX3/9tYYPH66YmBgZhiHDMHT+/Plcz7Miz5Gn5Iyfn59q1aqlUaNGedV+8eLF2rNnT74CAwAAAACgJGMrbfvs2LFDTzzxhNLS0iRJ9evX180336xKlSrJx6fwV4DJU3KmRYsWOnHihJ5//nmv2v/yyy8kZwAAAAAAQJHy6quvKi0tTRUrVtT8+fN133332RpPntJBrVu31sWLF3Xy5Emr4gEAAAAAoFQwLDqQu127dsnhcGjy5Mm2J2akPFbOdOzYUatWrdJ///tf1a1bN9f2HTp0yHdgAAAAAAAAVoiPj5dUdPIWeaqc6d+/v44dO6auXbt61X748OGaPXt2vgIDAAAAAKAkS19zxuwDuWvQoIGk/yVp7Fb4q9wAAAAAAADY6JFHHpFhGFq1apXdoUgiOQMAAAAAgD1YdMY248aNU+PGjfX+++9r165ddodDcgYAAAAAAFtYMaWJaU1eqVChgtatW6ebbrpJd955p1588UXt379fiYmJtsSTpwWBc3L06FGdPn1ad955p1ldAgAAAAAAmM7X19d92zAMvfnmm3rzzTe9OtfhcCg1NdXUeEyrnHn//ffVpUsXs7oDAAAAAKBEMwxrDuTOMAz38ef73hxmM61yBgAAAAAAoDh4+eWX7Q7BA8kZAAAAAABsYMXW12yl7Z2ilpxhQWAAAAAAAAAbUTkDAAAAAIAdrNhdicqZYonkDAAAAAAAKJFOnDghSapdu7bHDk1mSEtL0+nTpyVJ9erVK1BfJGcAAAAAALCBFbsrsVuTp+uvv14+Pj7av3+/QkNDTe37l19+UYsWLeTj41PgrbVZcwYAAAAAADsYFh3F2OnTp/X++++rR48eqlevnvz8/FSzZk09+uij+uGHH/LVpxVbX5vdP8kZAAAAAABQJHz44YcaO3asfv31V/Xo0UPjxo1Thw4dtHTpUrVr105ffvllvvp1OIr2WjxMawIAAAAAwAZspZ1Z27ZttXHjRnXq1Mnj8S1btuiuu+7S008/rV69esnf3z9P/fbo0UNly5Y1M1SlpKSY1hfJGQAAAAAAUCQ88sgjWT7esWNHdenSRatXr9ZPP/2kNm3aeN2nYRjuhXuLKtOSM35+fipfvrxZ3aEQVdpxSmV88pZ1tIrrwu+2XHdVwjxbrgsAQGHx2bZfPg5zvzHMTprF/a9xLbb4CgBQiIrQGjHnz5/Xzp07tXPnTkVGRioyMlK//37t/2iDBw9WeHi4131FRUXpgw8+UEREhE6ePCl/f381bNhQjz/+uEaPHp2v/EF65UuZMt6nMgYPHpzn69jBtOTMtGnTNG3aNLO6AwAAAAAAhahGjRqm9LN8+XINGDBA0dHR7sfi4+O1a9cu7dq1S7NmzVJERIQaNWrkdZ8nTpzQ2rVrFRISohYtWnh93uzZs/MUu11YEBgAAAAAABukrzlj9mGGevXqqUePHnk+b8+ePerTp4+io6MVFBSk1157Tdu3b9e6des0cuRISdLhw4d1//33KyYmxqs+U1JSNHDgQCUlJemtt96Sr69vnuMq6lhzBgAAAAAAaOLEiXI6nXI6napRo4aOHz+uBg0a5KmPMWPGKCEhQWXKlNHq1at1xx13uJ/r2rWrGjdurPHjx+vw4cOaNm2aJk2alGN/LpdLQ4YM0ebNmzVy5EgNHDgwPy+tyDO9cubq1auaMmWKpkyZojNnzuTa/syZM+72cXFxZocDAAAAAEDRZFh05NPkyZP1wAMP5Ht6086dO7VlyxZJ0vDhwz0SM+nGjRunZs2aSZKmT5+e445HLpdLw4YN04IFCzRgwAB98skn+YqrODA9OTN//nxNmjRJ8+fPV0hISK7ta9asqfnz52vy5MlauHCh2eEAAAAAAFBEOSw67LFkyRL37aFDh2bZxsfHR4MGDZIkXblyRRs2bMiyncvl0tChQzVnzhz17dtX4eHh8vEpuSuzmP7KVq5cKYfDoccff9yr9g6HQ0888YQMw9Dy5cvNDgcAAAAAABSCrVu3SpICAwPVunXrbNt16tTJfXvbtm2Znk9PzMydO1d9+vTRvHnzSuQ6MxmZvubM3r17JUnt2rXz+pz0Uqf0cwEAAAAAKPEKOA0p2z5tcujQIUlSo0aNctzuumnTppnOSZc+lWnu3Ll67LHH9Pnnn5f4xIxkQXLm/PnzkuTVlKZ0NWvWlCSdO3fO7HAAAAAAAIDFEhMTdfHiRUlSnTp1cmxbuXJlBQYGKi4uTidPnvR4bsqUKZozZ46CgoLUpEkTvfrqq5nO79Wrl1q2bGla7EWB6cmZgIAAxcbGKj4+3utz0tuWhmwYAAAAAACSLK2ciY6O9njY399f/v7+Jl/sfzJuix0UFJRr+/TkTGxsrMfjx48flyTFxsbqtddey/Lc66+/vsQlZ0xfcya9YmbXrl1en5PeNr2CBgAAAAAA5F/dunVVsWJF9/HGG29Yer3ExET3bT8/v1zbpyeKEhISPB4PDw+XYRg5HkOGDDE19qLA9MqZjh076vDhw/r444/19NNPq2zZsjm2T0lJ0ccffyyHw6EOHTqYHQ4AAAAAAEWT4bh2mN2npJMnTyo4ONj9sJVVM9K1WTTpkpOTc22flJQkSSpXrpxlMRUnplfOpG+X9d///lf9+vXLcXpTfHy8+vbtq8OHD3ucCwAAAAAA8i84ONjjsDo5U6FCBfftP09VykpcXJwk76ZAlQamJ2fatWvn3hr7m2++UbNmzfTqq69q06ZNOnz4sA4fPqxNmzbplVdeUbNmzfTtt9/K4XCod+/eHttpAQAAAABQkhmGNYcdAgICVLVqVUnSqVOncmx7+fJld3Kmbt26lseWlalTp7o3NCoKTJ/WJEmfffaZLl68qLVr1+rUqVN6+eWXs2xn/PGvpnv37pozZ44VoQAAAAAAUDSVsK20Q0NDtWXLFh05ckSpqanZbqf9yy+/uG83a9assMLzMH78eL344ou67777NGzYMN1///3y8TG9fsVrllw5ICBAq1at0vvvv6/atWtnu4hP3bp19cEHH+j777/3mJ8GAAAAAACKl/R1ZOPi4rR79+5s223atMl9u3379pbHlZ2UlBQtW7ZMvXr1Uu3atfX88897JI4Kk2VpIYfDob/+9a+KiorS7t27NWvWLL355pt68803NWvWLP344486fvy4nn32WTkcJi+AhByFhYUpNDRUTqfT7lAAAIBFGO8BoBhIXxDY7MMmvXr1ct+ePXt2lm1cLpfmzp0rSapUqZK6dOlSGKFl8tNPP+lvf/ubqlWrJsMwdO7cOU2dOlXNmzdXu3bt9Omnn3q1do5ZLK/ZcTgcatWqlYYNG6bx48dr/PjxGjZsmFq2bElSxiajR4/WwYMHFRkZaXcoAADAIoz3AIDC1rZtW3Xs2FGS9Omnn2rHjh2Z2kybNk2HDh2SJI0ZMybXHZ6t0rx5c7377rs6ffq0vvnmG/Xs2VO+vr4yDEM//PCDnnzySYWEhGjo0KHavHmz5fFYsuYMAAAAAADImcO4dpjdZ35t3bpVR44ccd+/ePGi+/aRI0cUHh7u0X7IkCGZ+pg+fbrat2+vhIQE9ejRQxMmTFCXLl2UkJCghQsXaubMmZKkJk2aaNy4cfkP1iRlypRRr1691KtXL50/f15z585VeHi4Dh48qLi4OM2dO1dz585Vw4YNNXToUA0ePFi1atUyPQ6HYRTOWs6pqam6fPmyJKly5crZLgyEwhMdHa2KFSuqW+2nVMbH2m3VvOW68Lst112VMM+W6wIAPKWPTVevXlVwcLDd4ZQI6T/TznpIZRz2fDtptjWuxXaHAKAUsWJsSu+z7vQp8iln7vqrroREnRwzMV/xDhkyJE+b9WSXTli+fLkGDBig6OjoLJ9v0qSJIiIi1KhRozzFV5h27typzz77TF9++aWuXr0q6drMIB8fH3Xv3l3Dhw/Xgw8+aFrlj6XTmg4ePKi//vWvCg0NVUBAgGrWrKmaNWsqICBAzZo101/+8hcdOHDAyhAAAAAAACiaDIsOSU6nU6GhoQoLCyu0l5OuZ8+e2r9/v8aOHasmTZqofPnyqlSpktq0aaO33npLe/bsKdKJGenaFK1PPvlEZ86c0dy5c1WzZk0ZhqG0tDStWrVKjz/+uGrXrq1//OMfOnv2bIGvZ0nljMvl0nPPPacPPvhALpcr22xaetbp2Wef1bRp02zdtqo0onLmf6icAYCigcoZ81E5AwAFY2nlzPsWVc78LX+VM/AUFRWl8PBwzZkzR1FRUZIyVws5HA4FBATo1Vdf1dixY/N9LUvmFvXr10+LFy92B928eXO1bdtWNWrUkCSdO3dOkZGROnDggNLS0vTBBx/ot99+05dffmlFOAAAAAAAFD1W7K5k425NJUFiYqK++uorzZ49W5s2bZJhGO7cRpMmTTR8+HANHDhQBw4c0Keffqqvv/5aCQkJ+n//7/+pevXqGjBgQL6ua3pyZuHChVq0aJEcDoduueUWzZw5M9stHCMjI/XUU09pz549+uqrr7Rw4UI98cQTZocEAAAAAEDRk2Eakql9Is927Nih2bNna9GiRYqJiZF0rUqmXLly6t27t0aMGOHeiUqSatasqW7duuno0aPq3bu39u3bp/fee6/oJGcyrry8detWBQYGZtvW6XRq8+bNatOmjf7zn/9oxowZJGcAAAAAAIDl0teTCQ8P1+HDhyX9b9pSq1atNGLECPXv3z/H6WENGzbUW2+9pXvuucfdR36YnpzZt2+fHA6Hnn/++RwTM+kCAwP1/PPPa9iwYdq3b5/Z4QAAAAAAUDRROWOb++67T2vWrPFYJ7dixYrq16+fRowYoVatWnnd1w033CBJio+Pz3c8pidnkpOTJUk333yz1+ekt01JSTE7HAAAAAAAAA/ff/+9+3bHjh01YsQIPfbYYwoIyPsCzeXLl9edd94phyP/6/2YnpypX7++Dh065N4H3Bvpe5/Xr1/f7HAAAAAAACiaqJyxTY0aNTR48GANHz5cjRs3LlBftWrV0saNGwvUh+l7Vz/66KMyDENff/211+d89dVXcjgcevjhh80OBwAAAAAAwMO8efN03333qU6dOl6fk5iYqM2bN2vz5s2mx2N6cubvf/+7brjhBs2YMUOLFi3Ktf1XX32lGTNmqEGDBvp//+//mR0OAAAAAABFU/pW2mYfyFWPHj3UtWtXHTt2zOtzTp8+rc6dO6tr166mx2N6cqZixYpau3atbr31VvXt21e9evXSkiVLdPr0aaWkpCg1NVWnT5/WkiVL9PDDD6tPnz669dZbtW7dOlWsWNHscAAAAAAAADJJXwi4sM7Lielrzvj6+rpvG4ah5cuXa/ny5dm2NwxDu3btcq9unBWHw6HU1FRT4wQAAAAAwE4O49phdp+S5HQ65evrq9GjR2v06NHmXqSUcrlckjzzHmYxPTnz5wySNxklK7JOAAAAAACUVpGRkQoODrY7jBIlKipKkiyZ9WN6cubll182u0tYLPX0GclR1u4wJElrXIvtDgEAABQQ4zkAeIndmgrNiRMnsnz8zJkzCgoKyvHcpKQkHT16VC+99JIcDoeaN29uenwkZwAAAAAAQInWoEGDTI8ZhqEePXrkua9BgwaZEZIH05MzAAAAAAAARUl2y6nkZZmVgIAA/fWvf9WwYcPMCsuN5AwAAAAAADZwyIIFgc3trsSYPXu2x/2hQ4fK4XDolVdeUe3atbM9z+FwKCAgQCEhIWrVqlWuU6Dyi+QMAAAAAAAo0QYPHuxxf+jQoZKkXr16KTQ01I6QPBQoObN582az4nC78847Te8TAAAAAIAix3BcO8zuE7nasGGDpKzXorFDgZIznTt3lsNh3i/e4XAoNTXVtP4AAAAAAAD+rFOnTnaH4MGUaU15WUAHAAAAAACIrbThZkpyply5cnrooYfUvXt3+fj4mNElAAAAAABAgZw4ccJ9u169elk+nh8Z+zJDgZIzFSpUUExMjBISEvTll19q06ZN6tevnwYOHKibb77ZrBgBAAAAACh5qJyxXPqaMn9eRqUga81YsSRLgcpczp07py+++EL33XeffH19debMGb377rtq1aqVWrZsqXfffVdnzpwxK1YAAAAAAEoMh2HNIUlOp1OhoaEKCwuz90XazDAM95Hd4/k5zFagypmAgAD16dNHffr00YULF7RgwQLNmzdPP/74o/bv36/nnntOzz//vO666y4NGjRIDz/8sMqVK2dW7AAAAAAAIAuRkZEKDg62OwzbzZ49O0+P28WUNWckqXr16hozZozGjBmjQ4cOae7cuVqwYIFOnjyp1atXa82aNQoMDNQjjzyigQMH6q677jLr0gAAAAAAFD9Ma7Lc4MGD8/S4XSxZvbdZs2Z64403FBUVpfXr12vIkCEKCgpSbGys5s6dqx49eqhu3bp68cUXrbg8AAAAAABAsWH51kqdO3fWZ599pnPnzmnBggW699575evrq9OnT+u9996z+vIAAAAAABRNhkUHip1C2/fa4XDIx8dHDodDDoejsC4LAAAAAADg4ZNPPtGlS5fsDsPN8uTMpk2bNGLECNWsWVN9+/bVypUrlZKSopCQEP31r3+1+vIAAAAAABRJVu7WhJw988wzCgkJ0YMPPqgvv/xSiYmJtsZj2oLAGR06dEjz5s1zLwgsXdumqnz58nr44Yc1aNAg3XXXXfLxKbTCHQAAAAAAALeUlBRFREQoIiJCQUFB6tWrl/r3769u3boVer7CtOTM+fPn9cUXX2jevHnas2ePpGsJGR8fH3Xp0kWDBg3SI488osDAQLMuCQAAAABA8WU4rh1m94lcbd++XfPnz9fixYt1/vx5xcTE6PPPP9fnn3+u6667Tk888YT69esnp9NZKPEUKDmTmJioJUuWaN68eVqzZo3S0tJkGNdqqJo3b65Bgwapf//+qlWrlinBAgAAAABQYrCVtm1uv/123X777Xr//fe1du1azZ8/X0uWLFFsbKzOnTunDz74QB988IEaNmyoAQMGqF+/fmrUqJFl8RQoOXPdddcpLi5O0rUqmfR1ZQYOHKiWLVuaER8AAAAAAIAlfH19dffdd+vuu+9WYmKili1bpvnz52vVqlVKTk7WkSNHNHnyZE2ePFlt2rTRgAED1KdPH1133XWmxlGg5ExsbKwcDocCAgL04IMPqkePHvL19dX+/fu1f//+fPU5aNCggoQEAAAAAECxYMUCviwInH8BAQF6/PHH9fjjj+vy5cv66quvNH/+fG3ZskWGYSgyMlK7du3S//t//09JSUmmXtuUNWcSExO1aNEiLVq0qED9OBwOkjMAAAAAAMBWlStX1siRIzVy5EidPn1aCxYs0BtvvKErV64oNTXV9OsVePlhwzBMPQAAAAAAKBUMiw5JTqdToaGhCgsLK7SXUxIdOHBAH330kcLCwnT16lXLrlOgypkNGzaYFQcAAAAAADBJZGSkgoOD7Q6jWDpx4oS++OILLViwQAcOHJAkdzFJuXLl1LNnT9OvWaDkTKdOncyKAwAAAACA0sWCNWfYrSl/Ll++rEWLFmn+/Pnavn27x+weX19fde3aVf3799cjjzyioKAg069vypozAAAAAAAAxUlCQoKWLl2qBQsWaPXq1UpJSZH0vyqZNm3aqH///nriiSdUo0YNS2MhOQMAAAAAgB0yrBFjap/I1cCBA7V06VLFxcVJ+l9CpmHDhurfv7/69++vxo0bF1o8JGcAAAAAALADyRnbzJ8/3337uuuuU58+fdS/f3+1bdvWlnjynZw5ceKEJKl27dry9fU1LSBJSktL0+nTpyVJ9erVM7VvAAAAAABQugUGBurhhx9W//791a1bN9PzGnmV7+TM9ddfLx8fH+3fv1+hoaFmxqRffvlFLVq0kI+PjyX7hwMAAAAAYDeHBQsCm77AcAl1/vx5lStXzu4w3HwKcnL6nCyrWN0/AAAAAAAofYpSYkYyYc0Zh8NhRhwAAAAAAACmSl+SRfJcNiXj4/lh9hIsBU7O9OjRQ2XLljUjFrf07atQOJZenavg4GC7wwAAABZivAcAlEYNGjSQdK2wJOOyKemP58ef+zJDgZIzhmG4F+4FAAAAAAB5wG5NlstuuZSitoxKvpMzgwcPNjMOAAAAAAAAU82ePTtPj9sl38mZovZCAAAAAAAoTtityXrZFZYUtYKTAq85AwAAAAAA8olkCkRyBgAAAAAAlDKbN2+WJDmdTq+31U5MTNTOnTslSXfeeaep8ZCcAQAAAADADiwIbJvOnTvLx8dH+/fvV2hoqFfnnD592n2e2bs1+ZjaGwAAAAAAsJ3T6VRoaKjCwsLsDqXIyu+OTVbs9ETlDAAAAAAANrByQeDIyEgFBweb23kp53K5JEm+vr6m903lDAAAAAAAQC6ioqIkSRUrVjS9bypnAAAAAACwA2vOFJoTJ05k+fiZM2cUFBSU47lJSUk6evSoXnrpJTkcDjVv3tz0+EjOAAAAAACAEq1BgwaZHjMMQz169MhzX4MGDTIjJA8kZwAAAAAAsIGVa87AU3aL+OZlcd+AgAD99a9/1bBhw8wKy43kTDHz+eefa8uWLdq9e7d++uknJScna/bs2RoyZIjdoQEAAAAA8oJpTYVm9uzZHveHDh0qh8OhV155RbVr1872PIfDoYCAAIWEhKhVq1a5ToHKL5Izxcw///lPRUVFqVq1agoJCXEvSAQAAAAAALI2ePBgj/tDhw6VJPXq1UuhoaF2hOSB3ZqKmVmzZun48eO6cOGCnnrqKbvDAQAAAADkl2HRgVxt2LBB69evz3ItGjtQOVPMdOvWze4QAAAAAAAo1jp16mR3CB5KTeXM+fPntWLFCk2cOFH33nuvqlWrJofDIYfDkef1WqKiojRu3Dg1bdpUgYGBqlKlipxOp9555x3Fx8db8wIAAAAAACVK+oLAZh8ofkpN5UyNGjVM6Wf58uUaMGCAoqOj3Y/Fx8dr165d2rVrl2bNmqWIiAg1atTIlOsBAAAAAID8OXHihPt2vXr1snw8PzL2ZYZSk5zJqF69emratKlWr16dp/P27NmjPn36KCEhQUFBQXrhhRfUpUsXJSQkaOHChfrXv/6lw4cP6/7779euXbtUoUIFi14BAAAAAKDYY7cmy6WvKeNwOJSamprp8fz4c19mKLTkzG+//abY2FhT+mrSpEmez5k4caKcTqecTqdq1Kih48eP5/mXMWbMGCUkJKhMmTJavXq17rjjDvdzXbt2VePGjTV+/HgdPnxY06ZN06RJkzL1MW7cOCUlJeXpmo0bN85TnAAAAAAAQDKMrLNV2T1ul0JLzgwfPjzPlSp/ZhiGHA6H0tLS8nzu5MmTC3TtnTt3asuWLZKuvZaMiZl048aN0+zZs3Xo0CFNnz5dL774osqWLevRZsaMGYqLi/P6ur179yY5AwAAAAAlEZUzlps9e3aeHrdLoSVnxo0bpyeeeKKwLme6JUuWuG+n74f+Zz4+Pho0aJBeeOEFXblyRRs2bFCPHj082phVPQQAAAAAKN6sWMCXBYE9DR48OE+P26XQkjO33HJLvqYjFRVbt26VJAUGBqp169bZtsu4Hde2bdsyJWcAAAAAAAAyKrTkzKBBgwo8rSldfqY1FdShQ4ckSY0aNVKZMtn/2Jo2bZrpHAAAAAAAMmFaU5GXlJSkK1euqHr16vLx8bHsOoWWnBk7dqx69+5dWJczVWJioi5evChJqlOnTo5tK1eurMDAQMXFxenkyZOmxzJr1ix3Fc9PP/3kfmzjxo2SpA4dOmjEiBGmXxcAAAAAgJIiNjZWmzdvliTdeeedCgoK8nj+4sWLGjVqlFasWKHU1FQFBQVpxIgRev311+Xv7296PIWWnCnO03tiYmLct//8C8tKenLGivVltm7dqjlz5ng8tm3bNm3bts19P7vkTFJSksdOUdHR0abHBwAA7MV4DwDFB2vO2Ofrr7/W0KFDVadOHR0/ftzjOZfLpXvvvVc//vije1enmJgYvf/++zp+/Li+/vpr0+OxrianBElMTHTf9vPzy7V9ehYtISHB9FjCw8NlGEa2R3h4eLbnvvHGG6pYsaL7qFu3runxAQAAezHeAwAkyel0KjQ0VGFhYXaHUiStWrVKkvTwww9nmq705Zdfavfu3ZKkW2+9VWPHjtWtt94qwzC0ZMkSff/996bHU2iVM8VZQECA+3ZycnKu7dO/rSpXrpxlMeXHCy+8oL///e/u+9HR0XxgAwCghGG8B4BixMI1ZyIjIxUcHGxy5yXHgQMH5HA41K5du0zPzZ07V5LUunVrbd++XWXKlFFKSoo6duyoyMhIzZkzR/fcc4+p8ZCc8UKFChXct72ZqhQXFyfJuylQhcnf39+SuXEAAKDoYLwHACB358+flyQ1aNDA4/GUlBRt3rxZDodDo0ePdm8IVLZsWT311FPauXOndu7caXo8pk9rmj17ttld2i4gIEBVq1aVJJ06dSrHtpcvX3YnZ/iWCgAAAACQLcOiA7m6dOmSpMxLl0RGRrqXKPlzdUyTJk0kSWfPnjU9HtOTM6NHj9auXbvM7tZ2oaGhkqQjR44oNTU123a//PKL+3azZs0sjwsAAAAAUDw5LDqQu/Lly0v6XwVNuvQdnBo1aqQaNWp4PGfl0iWmJ2cSExP1yCOPZHqB3jh37pzZ4ZimQ4cOkq5NWUpfGCgrmzZtct9u37695XEBAAAAAIC8adiwoSRp48aNHo9/++23cjgcuvPOOzOdc+HCBUnSddddZ3o8pidnnE6nTp06pd69e+dYYfJne/fuVdu2bc0OxzS9evVy385u6pbL5XIvHFSpUiV16dKlMEIDAAAAABRHTGuyTffu3WUYhj7++GOtXLlSsbGx+vDDDxUZGSlJ6tmzZ6Zz9u/fL0mqVauW6fGYnpz5+uuvVb16dW3btk1//etfvTpnyZIl6tChQ67rudipbdu26tixoyTp008/1Y4dOzK1mTZtmg4dOiRJGjNmjMqWLVuoMQIAAAAAgNyNGTNGwcHBiomJ0QMPPKCKFSvqb3/7m6RrS5RklZyJiIiQw+FQq1atTI/H9N2a6tSpo4ULF6pHjx6aMWOG2rRpo2HDhmXb/o033tBLL70kl8ulmjVrmh2O29atW3XkyBH3/YsXL7pvHzlyROHh4R7thwwZkqmP6dOnq3379kpISFCPHj00YcIEdenSRQkJCVq4cKFmzpwp6doiQePGjbPkdQAAAAAASgaHce0wu0/kLiQkRMuXL9cTTzyhM2fOuB+/4YYb9NVXX8nh8Fy95+jRo9qyZYskqVu3bqbH4zAMw5Jf3bRp0/Tcc8/J399fmzZtyjRlKSUlRcOHD9f8+fNlGIZatmyppUuXWrbD0ZAhQzRnzhyv22f3Y1m+fLkGDBig6OjoLJ9v0qSJIiIi1KhRo3zFWZiio6NVsWJFXb16VcHBwXaHAwAAY5MF+JkCQMFY8Xc0vc/mT70uX/8AU/pMl5aUqJ8/mcDffS8lJydr27ZtOnv2rEJCQtShQwf39tkZbd26VevWrZMkPffcc+4Fhc1ieuVMunHjxmnnzp1avHixHn30Ue3atcu90vGFCxfUq1cv/fvf/5ZhGHr44Yc1b94801+cFXr27Kn9+/dr+vTpioiI0KlTp+Tn56dGjRrpscce07PPPlssXgcAAAAAwGZWrBFD5Uye+Pn5ebVebIcOHdwbBVnBssoZSYqPj1fbtm116NAhtWvXThs2bNDBgwf10EMP6cSJEzIMQ//85z81ZcoUq0JADvgmDQBQ1DA2mY+fKQAUjKWVM6MsqpyZQeVMcZPvBYHfeOMNrVy50mNu1p+VL19e3377rYKDg7V9+3Y98MAD6tChg6KiouTv768FCxaQmLFBWFiYQkND5XQ67Q4FAABYhPEeAIoJdmqCClA54+Pj414gp3r16rrlllvUsmVL99G0aVP388uWLdPDDz8s6dpaLiEhIVq6dKnatGlj0stAfvBNGgCgqGFsMh8/UwAoGMsrZ/xMrpxJpnImP2JiYnTs2DHFxMQoLS0t1/Z33nmnqdfP95ozvr6+7oDPnz+vNWvWaO3ate7nAwICdNNNN7mTNffcc49WrlypNm3aaOnSpQoJCSl49AAAAAAAFFPs1mS/f/3rX/r444/1008/Zbsx0J85HA6lpqaaGke+kzOxsbE6cOCA9u3bp71792rv3r3av3+/exejhIQERUZGateuXe5zHA6HLl26pL///e+65ZZb3EetWrUK/koAAAAAAChOWBDYNmlpaXr00Ue1fPlySdnv2FxY8p2c8ff3V+vWrdW6dWuPx48dO6a9e/e6kzb79u1TVFSU+/lff/1Vx44d06JFi9yPValSxT0taurUqfkNCQAAAAAAIFeffPKJli1bJkmqUaOGhg4dqtatW6tKlSry8cn38rz5ZvpW2g0aNFCDBg3ca8xI0tWrVz0SNnv37tXBgweVnJwsSfr999+1fv16bdiwgeQMAAAAAKBUYFqTfebOnStJCg0N1ZYtW1S5cmVb4zE9OZOVihUrqlOnTurUqZP7sdTUVB06dMidtNmzZ4/2799fGOEAAAAAAIBS7NChQ3I4HHrppZdsT8xIhZScyfLCZcqoRYsWatGihQYOHGhXGAAAAAAA2IM1Z2x344032h2CJKnwJ1IBAAAAAADYqHHjxpKkS5cu2RzJNSRnAAAAAACwQfqaM2YfyN0TTzwhwzC0YsUKu0ORRHIGAAAAAACUMn/96191yy236P/+7/+0ZcsWu8MhOQMAAAAAgC0Miw7kyt/fX6tWrVLr1q3VvXt3jR8/Xnv37lViYqIt8di2IDAAAAAAAKUaCwLbxtfX133bMAxNmzZN06ZN8+pch8Oh1NRUU+OhcqYUCgsLU2hoqJxOp92hAAAAizDeAwCQPcMw3Mef73tzmI3KmVJo9OjRGj16tKKjo1WxYkW7wwEAABZgvAeAos+KBXzT+3M6nfL19XWPB/D08ssv2x2CB5IzAAAAAACUMJGRkQoODrY7jCKL5AwAAAAAAGDNGbix5gwAAAAAAICNqJwBAAAAAMAGDsOQw+TFZc3ur7Q4evSoduzYobNnzyo+Pl7PPPOMqlWrVmjXJzkDAAAAAABKpR9//FF/+9vftG3bNo/He/fu7ZGcCQsL0+TJk1WxYkUdPHhQZcuWNTUOpjUBAAAAAGAHw6IDXlmxYoXat2+vbdu25bpN9qBBg5SQkKBff/1VK1asMD0WkjMAAAAAANggfSttsw/k7syZM+rbt6+SkpIUGhqqlStXKiYmJtv2FSpU0IMPPihJWrlypenxkJwBAAAAAAClynvvvae4uDjVr19fW7Zs0d13363AwMAcz+ncubMMw9Du3btNj4c1ZwAAAAAAsANbadvm+++/l8Ph0Lhx41SpUiWvzmnatKkk6dixY6bHQ+UMAAAAAAAoVaKioiRJbdu29fqc4OBgSVJsbKzp8VA5AwAAAACADaxYI4Y1Z7yTmpoqSXK5XF6fc/XqVUlSUFCQ6fFQOQMAAAAAAEqVmjVrSpJ+/fVXr8/ZuXOnJKlevXqmx0NyBgAAAAAAO7CVtm06duwowzC0ePFir9onJydrxowZcjgc6ty5s+nxkJwphcLCwhQaGiqn02l3KAAAwCKM9wAAZG/IkCGSpGXLlmnNmjU5tk1OTtagQYN09OhRORwOjRw50vR4SM6UQqNHj9bBgwcVGRlpdygAAMAijPcAUPSlrzlj9oHcde7cWX369JFhGOrZs6eef/5597QlSTp+/Li2b9+ud955R82bN9fixYvlcDj01FNPqXnz5qbHw4LAAAAAAADYga20bRUeHq6YmBh99913mjp1qqZOnSqHwyFJ6tmzp7udYVz7oT7yyCOaPn26JbFQOQMAAAAAAEodf39/rVixQjNmzNANN9wgwzCyPOrUqaOPP/5YX331lXx9fS2JhcoZAAAAAABswjQk+40cOVIjR47UwYMHtWvXLp0/f15paWmqWrWqWrVqpVtvvdVdUWMVkjMAAAAAAKDUCw0NVWhoqC3XZloTAAAAAAB2MAxrDpgmKSlJ586dk8vlsvQ6JGcAAAAAAECpEhsbq++++07fffedYmNjMz1/8eJFPfroowoODlatWrVUuXJljRs3TklJSZbEw7QmAAAAAABsYMXW16xh452vv/5aQ4cOVZ06dXT8+HGP51wul+699179+OOP7p2aYmJi9P777+v48eP6+uuvTY+HyhkAAAAAAFCqrFq1SpL08MMPy8fHMzXy5Zdfavfu3ZKkW2+9VWPHjtWtt94qwzC0ZMkSff/996bHQ+UMAAAAAAB2MP44zO4TuTpw4IAcDofatWuX6bm5c+dKklq3bq3t27erTJkySklJUceOHRUZGak5c+bonnvuMTUeKmcAAAAAALCBw2XNgdydP39ektSgQQOPx1NSUrR582Y5HA6NHj1aZcpcq2kpW7asnnrqKRmGoZ07d5oeD8kZAAAAAABQqly6dEmS5Ofn5/F4ZGSkEhISJClTdUyTJk0kSWfPnjU9HpIzAAAAAADYwbDoQK7Kly8v6X8VNOk2b94sSWrUqJFq1Kjh8Vy5cuUsi4fkDAAAAAAAKFUaNmwoSdq4caPH499++60cDofuvPPOTOdcuHBBknTdddeZHg/JGQAAAAAAbJC+lbbZB3LXvXt3GYahjz/+WCtXrlRsbKw+/PBDRUZGSpJ69uyZ6Zz9+/dLkmrVqmV6POzWBAAAAAAASpUxY8bok08+UUxMjB544AGP55o1a5ZlciYiIkIOh0OtWrUyPR4qZ0qhsLAwhYaGyul02h0KAACwCOM9ABQDhmHNgVyFhIRo+fLlqlmzpgzDcB833HCDvvrqKzkcDo/2R48e1ZYtWyRJ3bp1Mz0eh2HwmyutoqOjVbFiRV29elXBwcF2hwMAAGOTBfiZAkDBWPF3NL3Ptg++ojJlA0zpM11qSqJ2LnuJv/teSk5O1rZt23T27FmFhISoQ4cO7u2zM9q6davWrVsnSXruuefcCwqbhWlNAAAAAADYwIo1YlhzJm/8/PzUpUuXXNt16NBBHTp0sCwOkjMAAAAAANjBiq2vSc4US6w5AwAAAAAAYCOSMwAAAAAA2MDKrbSdTqdCQ0MVFhZm74uEV5jWBAAAAABACRMZGcmCwMUIyRkAAAAAAOxgxdbXbMhcLDGtCQAAAAAAwEZUzgAAAAAAYAO20kY6KmcAAAAAAABsROUMAAAAAAB2MP44zO4TxQ7JGQAAAAAAbMC0JqRjWhMAAAAAAICNqJwBAAAAAMAOLuPaYXafKHaonAEAAAAAALARlTMAAAAAANiBBYHxBypnAAAAAAAAbETlDAAAAAAANnDIgt2azO0OhYTKGQAAAAAAABuRnCmFwsLCFBoaKqfTaXcoAADAIoz3AFAMGIY1B4odkjOl0OjRo3Xw4EFFRkbaHQoAALAI4z0AFH0Ow5oDxQ/JGQAAAAAAABuxIDAAAAAAAHZgK238gcoZAAAAAAAAG1E5AwAAAACADRyGIYfJC/ia3R8KB5UzAAAAAAAANqJyBgAAAAAAO7j+OMzuE8UOlTMAAAAAAAA2onIGAAAAAAAbsOYM0pGcAQAAAADADmyljT8wrQkAAAAAAMBGVM4AAAAAAGAHw7h2mN0nih0qZwAAAAAAAGxE5QwAAAAAADZwGNcOs/tE8UPlDAAAAAAAgI2onAEAAAAAwA6sOYM/UDkDAAAAAABgIypnAAAAAACwgcN17TC7TxQ/VM4AAAAAAADYiMoZAAAAAADswJoz+APJGQAAAAAA7GD8cZjdJ4odpjUBAAAAAADYiMoZAAAAAABs4DAMOUyehmR2fygcVM4AAAAAAADYiORMKRQWFqbQ0FA5nU67QwEAABZhvAeAYiB9QWCzDxQ7JGdKodGjR+vgwYOKjIy0OxQAAGARxnsAAIoP1pwBAAAAAMAOhiSXBX2i2KFyBgAAAAAAwEZUzgAAAAAAYAN2a0I6kjMAAAAAANjBkPkL+JKbKZaY1gQAAAAAAGAjKmcAAAAAALCDFVtfM62pWKJyBgAAAAAAwEYkZwAAAAAAsIPLoqOY+/zzzzVq1Ci1adNG/v7+cjgcCg8PtzssSzGtCQAAAAAAFBn//Oc/FRUVpWrVqikkJERRUVF2h2Q5KmcAAAAAALBB+lbaZh/F3axZs3T8+HFduHBBTz31lN3hFAoqZwAAAAAAQJHRrVs3u0ModFTOAAAAAABgh/Tdmsw+8un8+fNasWKFJk6cqHvvvVfVqlWTw+GQw+HQkCFD8tRXVFSUxo0bp6ZNmyowMFBVqlSR0+nUO++8o/j4+HzHWFJROQMAAAAAgB2K2FbaNWrUMCWE5cuXa8CAAYqOjnY/Fh8fr127dmnXrl2aNWuWIiIi1KhRI1OuVxJQOQMAAAAAADzUq1dPPXr0yPN5e/bsUZ8+fRQdHa2goCC99tpr2r59u9atW6eRI0dKkg4fPqz7779fMTExZoddbFE5AwAAAACAHYpY5czEiRPldDrldDpVo0YNHT9+XA0aNMhTH2PGjFFCQoLKlCmj1atX64477nA/17VrVzVu3Fj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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for z in zs[::-1][z_idx]:\n", + " compare_senses(\n", + " ska_aaast_senses3,\n", + " ska_aa4_senses3,\n", + " z,\n", + " sense_params[\"kperp_Mpc\"],\n", + " sense_params[\"kpar_Mpc\"],\n", + " label1=\"AA*\",\n", + " label2=\"AA4\",\n", + " plot_1d=False,\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Deep survey with optimistic foreground removal" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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ffNG93XrVqlW1bNkyNWjQwPLrZCuLW2lLUt++fd0LPickJGjt2rUFto+NjXUvBixlTbMDAKAiIzkDAIAHatasqf/3//6f+/7UqVNz7KYkSc8884z79vvvv681a9Z43H9eU6F69+7trihISkrS2LFj8z0/JSVFkZGRhV7nzJkzHsVz/vz5HNNT6tat69F5ZU3t2rXdt61edHbRokWaMGGCpKwKnVmzZql9+/aWXsNb1KxZU0OHDnXff/bZZ3MtcH2pv//97+7bbdu21XXXXWdrfAAAlHUkZwAA8NDf/vY392KnSUlJmjx5co7nu3fvruHDh0vK2nnpjjvu0KuvvprvGhwpKSlasmSJ7r77bt111125nvf19dWLL77ovv/RRx/pySefVEpKSo52J06cUN++ffXDDz/I39+/wNdw//33684779SiRYvyXWT42LFjGjRokNLS0iRJLVu21JVXXllgv2VVmzZt3Le/+uorS3bVkqTvv/9ew4cPd+/M9Pzzz6t///6W9O2tXnjhBffC2DExMbrvvvtyJQMTExP10EMPafny5e7HXnnllXz7HDFihAzDkGEYuvzyy22JGwCAsoAFgQEA8FDt2rUVERGh119/XZIUFRWlsWPH5pj+M3XqVB0/flxfffWV0tLSNG7cOL300kvq1KmTmjRposqVK+v8+fM6cOCAdu/erdTUVEnKt+Ji+PDh+uKLL9xbeL/77ruaPXu2wsPDVbt2bR05ckTR0dFKTU1Vs2bNdPfdd+udd97J9zW4XC6tXLlSK1eulL+/v1q3bq2WLVuqevXqSkhI0OHDh/Xtt9+61wzx9fXVu+++a8WPzxEdO3ZU48aNdeTIER0/flytWrVS7969VadOHfd6NGFhYRowYECR+n3//ffdya2goCCdPHlSTzzxhEfnfvDBB0V7EV6iYcOGmj9/vu655x5lZmZq2bJlatq0qcLDw9WwYUOdPn1a0dHROn/+vPucZ599Vrfffrsl11+2bJnGjx9fYJuHH344125Sd911l1544QVLYgAAoLhIzgAAUASRkZH64IMPdPHiRSUmJurtt9/OUd1SuXJlffHFF3r++ec1efJkJSUlKSkpSdHR0fn26efnpxtuuCHf5z/++GNVqVJFs2bNkiSdO3dOn332WY42rVq10ueff65PPvmkwPgv3b44LS1NO3bs0I4dO/JsW7duXU2bNk233XZbgX2WZT4+PpoyZYruu+8+paWl6cSJE5o9e3aONsOHDy9ycia7YkbKqgYpyg5K5TU5I2WtPfP5559r1KhROnnypJKSkrRy5cpc7apUqaJXXnklx0LbJXX27NlCt7A/cOBArsfatm1rWQwAABQX05oAACiCyy67TI899pj7/vvvv5+jEkDKqjZ54YUXdOjQIU2aNEm33XabmjRpoqpVq8rPz0+1a9fW9ddfr+HDh2vmzJk6duxYgf9h9/Pz08yZM7V27VoNGDBAjRo1kr+/v+rVq6fOnTvr3XffVUxMjFq1alVo/MuWLdP27dv1xhtv6L777lNoaKiCg4Pl6+urqlWrqmnTpurbt6/+9a9/6ZdfftHdd99d7J9VWXHnnXdq27ZtGj16tFq3bq1q1aqVyi5OFVXfvn0VGxurd955R127dlVISIj7775Tp0567rnntH//fksTMwAAeDvDvPSrHwAAAAAAAJQqKmcAVChDhgxxLy5pGIZ77ZCScrlcatq0aY6+//vf/5a4XxbBBAA4zdvGzkslJibmusbEiRMtvQYAWIHkDIAKIyEhQZ9//nmOx7LX8Cip6OhoHT582Ja+AQBwirePnf/4xz9yXQMAyiKSMwAqjIULF+baOnjPnj2KiYkpcd95fZj85JNP3DvxFCa/rZatPgcAgKIoy2NnYb799ltNmTLFkr4AwG4kZwBUGJd+CKxSpUqejxdHYmJijp1zsvs+d+6cli9fXuj5qampateunUaMGKGTJ08W2v7AgQPq27ev+vTpU/ygAQDwQFkdOwuTlpamhx9+WC6XS1deeaU6depU4j4BwE4kZwBUCAcPHtSmTZskZa3jMmnSJPdz8+fPV1paWrH7XrRokS5evChJat68eY6dfDz58HrgwAGZpqlZs2bpqquu0jvvvKOMjIxc7ZKSkvTcc8+pdevWWrFihRISEnTixIlixw0AQEHK8thZmJdfflmxsbGSpA8//FABAQEl7hMA7ERyBkCFMHv2bGVvTte9e3c98sgjuuyyyyRJZ8+e1YoVK4rd96UfIocMGaJhw4a573/55Zc6depUgeeHhoZqz549ioqKUpUqVfTUU0+pXbt22rBhg7vN4sWLdfXVV+ull15S48aNNW/ePH3//feqX79+seMGAKAgZXnsLMhPP/2kV199VZI0ePBg9ezZs9h9AUBpITkDoNwzTVOzZ8923x86dKgqVaqkgQMHuh8r7rd0cXFxOZIoQ4YM0XXXXadrrrlGkpSRkaG5c+cW2o+fn58ef/xxHThwQC+//LKOHj2qHj16uK/Rv39/paena8qUKdqzZ48eeOABGYZRrJgBACiMN4ydeXG5XHr44YeVnp6uWrVq6e233y5WPwBQ2kjOACj3Nm/erF9//VWSFBAQoP79+0vK+qCZbdWqVTp9+nSR+770W8WbbrpJV155Za6+i/LhtWrVqho3bpy2b9+uBg0auB9v1aqVdu3apccee0yVKlUqcpwAABSFN42dl3r//ff13XffSZLeeOMNd6UPAJR1JGcAlHuXfsC7++67FRwcLEkKCwtTq1atJEnp6emaN29ekfv+87eK2QYPHiwfn6x/Yn/44Qf98MMPHvWXnJys119/XR06dNBvv/3mfnzv3r269tprNXXq1DzXowEAwEreNHZmi4uL07PPPitJ6tatmx588MEixwYATiE5A6BcS05O1sKFC933L/0Q+Of7Rf2WbsuWLdq/f78kyd/fX/fff7/7uQYNGuiWW27xuO+MjAxNmzZNzZs319///nc1bNhQ0dHRkqSmTZtq4cKF8vPz06OPPqrQ0FAtXLjQ/a0jAABW8pax889Gjx6tixcvyt/fX1OnTmX6LwCvQnIGQLn2+eefKz4+XpJ02WWX6dZbb83x/ODBg90f3nbs2KEff/zR474v/dB4xx13qFatWjmev/TD69y5c/OteNmzZ49at26t0aNHKzExUW+99ZZ27NjhXnNGkvr37689e/bo2Wef1eHDh3X//ferY8eOHm29DQBAUXjD2Plnc+bM0erVqyVJf//7393VPQDgLUjOACjXLv0Q+MADD+Rar6Vp06bq1q1bnu0LkpKSogULFrjv//lbRUm69957FRgYKEk6deqUvvzyyzz7atasmTIzMzVs2DDt27dPTz31VJ7rylStWlUvvfSSfvrpJ91xxx0KCAhQ3bp1PYoXAABPecPYeanTp0/rqaeekiS1bNlS48aN8ygeAChLSM4AKLeOHTumNWvWuO/n9SFQUo7tO+fOnavMzMxC+16yZIkuXLggSapVq5buuOOOXG0CAwN17733uu/n9+E1ICBAO3fu1KxZs1SvXr1Cr33llVdqxYoVWrVqFSXbAABLecvYeakxY8bo999/lyR9+OGHqly5cqHnAEBZQ3IGQLn18ccfy+VyScra7ahDhw55tuvfv78CAgIkSSdOnHCXRRfk0g+L999/v/z9/fNsd+mH2uXLl+vcuXN5tgsKCir0mlacAwBAQbxp7JSklStXav78+ZKk4cOHKzw8vNA4AKAsIjkDoNy69ENgft/8SVJwcLDuvvvuPM/Ly/Hjx/X111971Pctt9zi3hI7NTVVn3zySaFxAwDgFG8aOxMSEvTYY49JkurUqaNJkyYVGAMAlGUkZwCUSzExMdqzZ48kyTAMDR48uMD2l35IXLZsmc6fP59v248//thdvn3FFVfopptuyretj4+PBg0a5L5f1J0nTNPUoUOHinQOAADF4W1j5/jx43XkyBFJ0qRJk1SnTp0C4wWAssww2YsVQDn0xBNPKCoqqtjnf/jhhxo9enSez7Vp00Y//fRTsfveu3evrrrqqmKfDwCAHbxt7OzRo4c2bNggwzDUsWPHAs+PjY1VQkKCJKlhw4Zq1KiR+7nvvvuu2HEBgFVIzgAod9LS0hQSEqKzZ88Wu48bb7xR33zzTa7Ht2/fnu/8e0/94x//0CuvvFKiPgAAsJI3jp3ZyZmS4r9DAMqC3Hu1AoCXW7FihfvDZaVKldS+fXuPznO5XIqJiZEkffvtt9q3b59atmyZo82lpdW1atVSixYtPOr7/Pnz+vnnnyVJc+bM0UsvvSQfH2aWAgDKBsZOAHAWlTMAyp27775by5YtkyT17dvXfdsT11xzjXbv3i1JevbZZ/XSSy+5n0tPT1eDBg105swZSdLkyZP1t7/9zaN+T506pQYNGrjn23/99dfq2bOnx3EBAGCn8j52XlplM2HCBE2cOLFY/QCAXUg9AyhXTp8+rVWrVrnvDxkypEjnX9p+zpw5OUqdV65c6f5w6ePjowceeMDjfuvWratevXq57xd1YWAAAOzC2AkAziM5A6BcmTdvntLT0yVJ1apVU9++fYt0/gMPPCDDMCRJhw8fVnR0tPu5Sz8U3nzzzQoJCSlS35fuevHZZ5+5FyYEAMBJjJ0A4DySMwDKlUs/BN57772qUqVKkc5v0qSJunbtmqu/M2fOaOXKle7HC9teNC/9+vVT1apVJUlJSUlatGhRkfsAAMBqjJ0A4DySMwDKjR9//FE7duxw3y9qWXZe5y1evFiJiYmaP3+++1vFKlWq6L777ityv0FBQerXr5/7PuXZAACnMXYCQNlAcgZAuXHpB7aQkBDdfPPNxeqnf//+qly5siTp4sWLWrRoUY6++/btq2rVqhWr70u/Ndy4caMOHjxYrH4AALACYycAlA3s1gQAAAAAAOAgKmcAAAAAAAAcRHIGAAAAAADAQSRnAAAAAAAAHERyBgAAAAAAwEEkZwAAAAAAABxEcgYAAAA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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for z in zs[::-1][z_idx]:\n", + " compare_senses(\n", + " ska_aaast_senses4,\n", + " ska_aa4_senses4,\n", + " z,\n", + " sense_params[\"kperp_Mpc\"],\n", + " sense_params[\"kpar_Mpc\"],\n", + " label1=\"AA*\",\n", + " label2=\"AA4\",\n", + " plot_1d=False,\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "env1", + "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": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}