{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Forecasting Sensitivity for SKA-AA* and SKA-AA4\n", "Authors: Daniela Breitman, Steven G. Murray, Danny Price.\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.\n", "\n", "\n", "
\n", "Note: This notebook requires the ska-ost-array-config package with version >= 4.0, which provides station locations and subarray templates for the SKA.\n", "
Install the latest version by cloning the package from the repo.\n", "
" ] }, { "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)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from astropy import units as un\n", "from astropy.cosmology import Planck15\n", "from matplotlib import colors, rcParams\n", "\n", "import py21cmsense as p21sense\n", "from py21cmsense.observatory import Observatory\n", "from py21cmsense.sensitivity import PowerSpectrum\n", "from py21cmsense.theory import EOS2021\n", "\n", "rcParams.update({\"font.size\": 20})" ] }, { "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", " \"\"\"Convert frequency in MHz to redshift.\"\"\"\n", " return 1420.4 / f - 1.0\n", "\n", "\n", "def z2freq(z):\n", " \"\"\"Convert redshift to frequency in MHz.\"\"\"\n", " return 1420.4 / (z + 1.0)\n", "\n", "\n", "def get_senses(\n", " observation,\n", " freq_bands,\n", " kperp_edges_hmpc,\n", " kpar_edges_hmpc,\n", " calc_2d=False,\n", " foreground_model=\"moderate\",\n", " theory_model=EOS2021,\n", " **kwargs,\n", "):\n", " \"\"\"Calculate the sensitivity for a set of frequency bands.\"\"\"\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(\n", " observation=observation, foreground_model=foreground_model, theory_model=theory_model()\n", " ).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(\n", " zval, sense.k1d.value * mock_senses[\"h\"]\n", " ).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.\n", "\n", "We can load telescope array configurations (known as *subarrays*) by using their 'subarray template' name. These as detailed in the [SKA Low and Mid subarray templates memo](https://www.skao.int/en/science-users/ska-tools/543/ska-subarray-templates-library), and can be accessed via the [`ska-ost-array-config` package](https://gitlab.com/ska-telescope/ost/ska-ost-array-config) (which `py21cmsense` calls under the hood)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "aaast = Observatory.from_ska(\"LOW_FULL_AASTAR\")\n", "aa4 = Observatory.from_ska(\"LOW_FULL_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 stations\n", "AA4 has 512 stations\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], \"stations\")\n", "print(\"AA4 has\", aa4_antpos.shape[0], \"stations\")\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": [ "### Substations\n", "\n", "SKA-Low stations -- which are ~38 m in diameter -- can also be divided into *substations* of 12 m and 18 m. The substations provide access to shorter baselines, and also increase the field of view. More information about substations can be found in the SKA Low Substation templates memo, available at https://www.skao.int/en/science-users/ska-tools/543/ska-subarray-templates-library. \n", "\n", "We can print the available template names using the `get_supported_templates` method:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from ska_ost_array_config import get_supported_templates" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last ten of the supported templates list:\n" ] }, { "data": { "text/plain": [ "['LOW_SUBSTATION_12M_INNER_R700M_AA4',\n", " 'LOW_SUBSTATION_18M_INNER_R700M_AA4',\n", " 'LOW_SUBSTATION_12M_INNER_R1KM_AASTAR',\n", " 'LOW_SUBSTATION_18M_INNER_R1KM_AASTAR',\n", " 'LOW_SUBSTATION_12M_INNER_R1KM_AA4',\n", " 'LOW_SUBSTATION_18M_INNER_R1KM_AA4',\n", " 'LOW_SUBSTATION_12M_INNER_R350M_AASTAR',\n", " 'LOW_SUBSTATION_18M_INNER_R350M_AASTAR',\n", " 'LOW_SUBSTATION_12M_INNER_R350M_AA4',\n", " 'LOW_SUBSTATION_18M_INNER_R350M_AA4']" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(\"Last ten of the supported templates list:\")\n", "get_supported_templates()[-10:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Substations can be loaded based on their subarray template name. For example, `LOW_SUBSTATION_18M_INNER_R350M_AASTAR` is an AA* template, which uses 18-m substations within a 350 m radius of the core." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LOW_SUBSTATION_18M_INNER_R350M_AASTAR has 548 substations\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "aaast_sub18m = Observatory.from_ska(\"LOW_SUBSTATION_18M_INNER_R350M_AASTAR\")\n", "aa4_sub18m = Observatory.from_ska(\"LOW_SUBSTATION_18M_INNER_R350M_AA4\")\n", "\n", "aaast_sub18m_antpos = aaast_sub18m.antpos.value[:, :2] # exclude z position\n", "aa4_sub18m_antpos = aa4_sub18m.antpos.value[:, :2] # exclude z position\n", "print(\"LOW_SUBSTATION_18M_INNER_R350M_AASTAR has\", aaast_sub18m_antpos.shape[0], \"substations\")\n", "\n", "plt.subplots(figsize=(8, 6))\n", "plt.scatter(aa4_sub18m_antpos[:, 0], aa4_sub18m_antpos[:, 1], label=\"AA4\", color=\"r\")\n", "plt.scatter(\n", " aaast_sub18m_antpos[:, 0], aaast_sub18m_antpos[:, 1], label=\"AA*\", color=\"k\", marker=\".\"\n", ")\n", "plt.legend(fontsize=16)\n", "plt.ylabel(\"Y position [m]\")\n", "plt.xlabel(\"X position [m]\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "We can also plot the baseline distribution produced by AA* and AA4:" ] }, { "cell_type": "code", "execution_count": 8, "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):\n", "# 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(\n", " aaast.baselines_metres[:, :, 0].ravel(),\n", " aaast.baselines_metres[:, :, 1].ravel(),\n", " label=\"AA*\",\n", " gridsize=20,\n", " bins=\"log\",\n", " vmin=100,\n", ")\n", "plt.colorbar(im, ax=ax[0], label=\"Number of baselines\")\n", "im = ax[1].hexbin(\n", " aa4.baselines_metres[:, :, 0].ravel(),\n", " aa4.baselines_metres[:, :, 1].ravel(),\n", " label=\"AA4\",\n", " gridsize=20,\n", " bins=\"log\",\n", " vmin=100,\n", ")\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, and also plot the 18-m substation template:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/tmp/pbs.385360.pbs01/ipykernel_230282/2777223352.py:80: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", " plt.tight_layout()\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 2, figsize=(15, 12), sharey=\"row\", gridspec_kw={\"wspace\": 0.1})\n", "m = np.logical_and(\n", " abs(aaast.baselines_metres[:, :, 0].ravel().value) < 2000,\n", " abs(aaast.baselines_metres[:, :, 1].ravel().value) < 2000,\n", ")\n", "im = ax[0, 0].hexbin(\n", " aaast.baselines_metres[:, :, 0].ravel()[m],\n", " aaast.baselines_metres[:, :, 1].ravel()[m],\n", " label=\"AA*\",\n", " gridsize=20,\n", " bins=\"log\",\n", " vmin=100,\n", ")\n", "plt.colorbar(im, ax=ax[0], label=\"Number of baselines\")\n", "m = np.logical_and(\n", " abs(aa4.baselines_metres[:, :, 0].ravel().value) < 2000,\n", " abs(aa4.baselines_metres[:, :, 1].ravel().value) < 2000,\n", ")\n", "im = ax[0, 1].hexbin(\n", " aa4.baselines_metres[:, :, 0].ravel()[m],\n", " aa4.baselines_metres[:, :, 1].ravel()[m],\n", " label=\"AA4\",\n", " gridsize=20,\n", " bins=\"log\",\n", " vmin=100,\n", ")\n", "im = ax[1, 0].hexbin(\n", " aaast_sub18m.baselines_metres[:, :, 0].ravel(),\n", " aaast_sub18m.baselines_metres[:, :, 1].ravel(),\n", " label=\"18-m substations, r=350-m core\",\n", " gridsize=20,\n", " bins=\"log\",\n", " vmin=100,\n", ")\n", "im = ax[1, 1].hexbin(\n", " aa4_sub18m.baselines_metres[:, :, 0].ravel(),\n", " aa4_sub18m.baselines_metres[:, :, 1].ravel(),\n", " label=\"18-m substations, r=350-m core\",\n", " gridsize=20,\n", " bins=\"log\",\n", " vmin=100,\n", ")\n", "plt.colorbar(im, ax=ax[1], label=\"Number of baselines\")\n", "ax[1, 0].set_xlabel(\"X baseline [m]\")\n", "ax[1, 1].set_xlabel(\"X baseline [m]\")\n", "ax[0, 0].set_ylabel(\"Y baseline [m]\")\n", "ax[1, 0].set_ylabel(\"Y baseline [m]\")\n", "\n", "ax[0, 0].text(\n", " 0.75, 0.9, \"AA*\", transform=ax[0, 0].transAxes, fontsize=20, verticalalignment=\"top\", color=\"r\"\n", ")\n", "ax[0, 1].text(\n", " 0.75, 0.9, \"AA4\", transform=ax[0, 1].transAxes, fontsize=20, verticalalignment=\"top\", color=\"r\"\n", ")\n", "ax[1, 0].text(\n", " 0.1,\n", " 0.93,\n", " \"AA* 18-m substations\",\n", " transform=ax[1, 0].transAxes,\n", " fontsize=20,\n", " verticalalignment=\"top\",\n", " color=\"r\",\n", ")\n", "ax[1, 1].text(\n", " 0.1,\n", " 0.93,\n", " \"AA4 18-m substations\",\n", " transform=ax[1, 1].transAxes,\n", " fontsize=20,\n", " verticalalignment=\"top\",\n", " color=\"r\",\n", ")\n", "ax[0, 0].set_xlim(-2000, 2000)\n", "ax[0, 0].set_ylim(-2000, 2000)\n", "ax[0, 1].set_ylim(-2000, 2000)\n", "ax[0, 1].set_ylim(-2000, 2000)\n", "\n", "ax[1, 0].set_xlim(-700, 700)\n", "ax[1, 0].set_ylim(-700, 700)\n", "ax[1, 1].set_xlim(-700, 700)\n", "ax[1, 1].set_ylim(-700, 700)\n", "plt.tight_layout()\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 full 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.\n", "\n", "The substation array template provides us with more short baselines, which is very useful for cosmic dawn / epoch of reionisation science. To illustrate their impact, we also simulate an observation for the 18m substations." ] }, { "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": 10, "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": 11, "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": 12, "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": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AA* beam area:0.00350 rad2\n", "AA4 beam area:0.00350 rad2\n" ] } ], "source": [ "print(f\"AA* beam area:{aaast.beam.area.value:.5f} rad2\") # for 150 MHz (default value)\n", "print(f\"AA4 beam area:{aa4.beam.area.value:.5f} rad2\")" ] }, { "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": 14, "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", " # To point to dish off-zenith, use: phase_center_dec=-30.0*un.deg,\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": null, "metadata": {}, "outputs": [], "source": [ "ska_aaast_senses1 = get_senses(\n", " obs.clone(observatory=aaast),\n", " **sense_params,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's also run it for the 18m substations:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "ska_aaast_sub18m_senses1 = get_senses(\n", " obs.clone(observatory=aaast_sub18m),\n", " **sense_params,\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "ska_aa4_sub18m_senses1 = get_senses(\n", " obs.clone(observatory=aa4_sub18m),\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": 19, "metadata": {}, "outputs": [], "source": [ "obs = obs.clone(observatory=aa4, lst_bin_size=3.0 * 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": null, "metadata": {}, "outputs": [], "source": [ "ska_aaast_senses2 = get_senses(\n", " obs.clone(observatory=aaast),\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": 22, "metadata": {}, "outputs": [], "source": [ "obs = obs.clone(\n", " 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": null, "metadata": {}, "outputs": [], "source": [ "ska_aaast_senses3 = get_senses(\n", " obs.clone(observatory=aaast),\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": 25, "metadata": {}, "outputs": [], "source": [ "sense_params[\"foreground_model\"] = \"optimistic\"" ] }, { "cell_type": "code", "execution_count": 26, "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": null, "metadata": {}, "outputs": [], "source": [ "ska_aaast_senses4 = get_senses(\n", " obs.clone(observatory=aaast),\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": null, "metadata": {}, "outputs": [], "source": [ "def compare_senses(\n", " senses1,\n", " senses2,\n", " redshift,\n", " kperp_mpc,\n", " kpar_mpc,\n", " label1=\"AA*\",\n", " label2=\"AA4\",\n", " plot_1d=True,\n", " **kwargs,\n", "):\n", " \"\"\"Plot the 2D sensitivity of two observations at a given redshift.\"\"\"\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]\n", " and \"sample_and_thermal_2D_mK2\" in senses2[band_name]\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(senses1[band_name][\"sample_and_thermal_2D_mK2\"][mask1].ravel(), 5),\n", " np.nanpercentile(senses2[band_name][\"sample_and_thermal_2D_mK2\"][mask2].ravel(), 5),\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", " 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", " \"\"\"Plot the sensitivity of observations at a given z vs k and at a given k vs z.\"\"\"\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(\n", " 1, 1, figsize=(12, 6), sharex=True, layout=\"constrained\", gridspec_kw={\"hspace\": 0.05}\n", " )\n", " ax = [ax]\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([sense[band][\"theory_1D_mK2\"][closest_k] for band in all_band_names])\n", " m = np.isinf(sensitivity_at_k)\n", " ax[0].plot(\n", " sense[\"redshifts\"][~m],\n", " sensitivity_at_k[~m],\n", " color=colors[i] if colors is not None else None,\n", " ls=lss[i] if lss is not None else None,\n", " label=\"sensitivity\" if i == 6 else None,\n", " )\n", " if i == 6:\n", " ax[0].plot(\n", " sense[\"redshifts\"][~m],\n", " theory_at_k[~m],\n", " label=\"EOS2021\" if i == 6 else None,\n", " color=\"blueviolet\",\n", " alpha=0.6,\n", " lw=2,\n", " ls=lss[i] if lss is not None else None,\n", " )\n", " ax[0].set_xlabel(\"Redshift\")\n", " ax[0].set_ylabel(r\"$\\Delta^2_{21}$ [mK$^2$]\")\n", " ax[0].set_yscale(\"log\")\n", " if labels is not None:\n", " plt.legend(frameon=False, fontsize=18, loc=\"upper left\")\n", " ylims = ax[0].get_ylim()\n", " xlims = ax[0].get_xlim()\n", " plt.text(\n", " xlims[0] * 1.1,\n", " ylims[1] * 0.1,\n", " \"k = \" + str(np.round(senses[0][band_name][\"k_1D_Mpc\"][closest_k], 2)) + \" Mpc$^{-1}$\",\n", " fontsize=20,\n", " )\n", " plt.show()\n", "\n", " # plot sens vs k at fixed z\n", " _fig, ax = plt.subplots(\n", " 1, 1, figsize=(12, 6), sharex=True, layout=\"constrained\", gridspec_kw={\"hspace\": 0.05}\n", " )\n", " ax = [ax]\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[0].plot(\n", " sense[band_name][\"k_1D_Mpc\"][~m],\n", " sensitivity_at_z[~m],\n", " color=colors[i] if colors is not None else None,\n", " ls=lss[i] if lss is not None else None,\n", " label=labels[i] if labels is not None else None,\n", " )\n", " if i == 6:\n", " ax[0].plot(\n", " sense[band_name][\"k_1D_Mpc\"][~m],\n", " sense[band_name][\"theory_1D_mK2\"][~m],\n", " color=\"blueviolet\",\n", " alpha=0.6,\n", " lw=2,\n", " ls=lss[i] if lss is not None else None,\n", " )\n", " ax[0].set_xlabel(r\"k [Mpc$^{-1}$]\")\n", " ax[0].set_ylabel(r\"$\\Delta^2_{21}$ [mK$^2$]\")\n", " ax[0].set_yscale(\"log\")\n", " ax[0].set_xscale(\"log\")\n", " if labels is not None:\n", " plt.legend(frameon=False, fontsize=16)\n", " ylims = ax[0].get_ylim()\n", " xlims = ax[0].get_xlim()\n", " ax[0].text(xlims[1] * 0.3, ylims[1] * 0.35, \"f = \" + band_name, fontsize=20)\n", " ax[0].text(\n", " xlims[1] * 0.3,\n", " ylims[1] * 0.6,\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": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "compare_all_senses(\n", " [\n", " ska_aaast_senses1,\n", " ska_aa4_senses1,\n", " ska_aaast_sub18m_senses1,\n", " ska_aa4_sub18m_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", " \"Deep - AA* - 18m\",\n", " \"Deep - AA4 - 18m\",\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\", \"orange\", \"orange\", \"b\", \"b\", \"k\", \"k\", \"lime\", \"lime\"],\n", " lss=[\"-\", \"--\", \"-\", \"--\", \"-\", \"--\", \"-\", \"--\", \"-\", \"--\"],\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In these plots, we plot the theory model EOS2021 in purple, while all other lines are sensitivities. Plotting them this way provides a convenient way to see what is detectable and what isn't: when the sensitivity is below the 21-cm PS model, we expect the signal to be detectable, while when the sensitivity values are much higher than the model, we should not expect a detection.\n", "\n", "Looking at the sensitivity vs redshift plot, we can see that the deep survey (red) has better sensitivity than the multifield (blue) and the drift scan (black) surveys at small scales due to smaller thermal variance.\n", "At larger scales, cosmic variance dominates over the thermal noise of the instrument. As such, the multifield and drift scan surveys perform better than the deep field due to the fact that they have a lower cosmic variance contribution from the averaging of multiple fields as $\\sigma_{\\rm samp} \\sim \\frac{\\Delta^2_{21}}{\\sqrt{N_f}},$ where $N_f = \\frac{\\rm{observation.time\\_per\\_day}}{\\rm{observation.lst\\_bin\\_size}}$ is the number of fields of the observation.\n", "To see this, let's plot the contribution of sample and thermal variance individually for the multifield survey:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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qhIaGolu3boiLi8s0jh07dmDcuHFo2LAhVq1ahdOnT2Pnzp3o0KEDAODYsWOYNm0afvzxR/z888/o0KEDNm7ciDNnzuCvv/5Cw4YNAQA7d+7EggULMn2u8+fPY/jw4ShWrBjmzJmDkydP4uDBg/j888/h5OSE+Ph49OvXD6dPn87291MIgV69emHNmjUAgC5dumD58uU4evQojh8/jtmzZ6Ns2bKIiYlBr169cvQcRJQ/aSZUlC6taBiGcpo9alrWLl++nNNLZOjSpUs203Kn6ZJ1c3MTiYmJGR537Ngx7XUnTpyY6TWtpeUuOlreUlJ02+Lj5ba4uPSPTU7WbUtIkNtiY3N+bEyM3K7faJSYKLe9fJnzY81t7969GbbM6UtMTEzzcwwJCcn02n///bdQq9UCgFi4cGG6x0CvNatnz55pWt2SkpJEw4YNBQDh4eEhnJ2dxccff5zmOjExMdqWuVq1aqX7XJr9AES5cuXE/fv30xyzb98+bYuen59fmv1ZtdzNnz9fABAODg5ix44d6cbx7NkzUaNGDQFANGnSJN1jiIj0JSTIVjtAiKdPzf98edZyR5m7evUqAKBSpUqwt894/krVqlXTnGPt3N3lTVPgEQBmzJDbPvrI8NhixeT2//7TbQsKktsGDzY8tnx5uV3/27RkidzWp4/hsdWry+2a5WEAYO1aue3ttw2P9fOT2w8f1m3bulVuy+sygw8ePNDeb968eYbH2dvbwzNVcaXKlStneu02bdrg7VcvXr9lOT2urq6YP38+7OzsDLbb2dnhgw8+AABERUWhaNGimD59errnDxw4EABw4cIFRGRRwn3WrFkoUaJEmu2tWrXC0KFDAQDBwcHZalkTQuD7778HAIwcORLt27dP97iCBQtixowZAICjR4/i+vXrRj8HEeVPjx7p7js5KRdHajmeLavpOvTx8TFZMBo+Pj420TUZFxeHJ68ym9JZtNcWLFgQbm5uiImJwe3bt9PsX7hwIY4cOQIAuHjxonbbgQMHAABNmzbFkCFD0r12fHw84uPjtY/1y7GQZdJfYm7x4sUYNWpUjq/1+PFjvHjxwuB3oGjRogCAf/75J9Nz27Zti0IZzO+vXbu29n6PHj3g4OCQ5XGhoaF4/fXX0z2uYMGC6Nq1a4axvP/++/j1118BAHv27EH9+vUzjV3jypUruHnzJgCgV69emR6rn0gfP348y0SZiPIvIQD90SbOzsrFklqOk7sWLVqYMg4Drq6uZr1+XonSFL8B4O7unuXxmuQuOjo6zb4jR45g6dKlBtuOHj2Ko0ePah9nlNxNmzYNU6ZMMTZsk9G8DFdX3baxY4GPPwZSN2JqPv24uOi2BQYCQ4cCqRqNEBaW9tiAAKBv37THXrki/wD1/+h69wa6dQPUqdqtg4PTHtu5s3wdqY81t6ZNm6JChQq4desWPv74Y6xcuRLdu3dH8+bN4efnB0dHx0zPP3r0KH7++Wfs2bMHzzTl09PxRL9ZNR2+vr4Z7itQoEC2j9P/m0itTp06mbZuv/7663B0dERCQoL2A44x9Fv5GjVqZPR5+q2nRET6nj2TvUqazg9Hx7TvP0piEWMz0h+sntWbMQA4vWrTjY2NTbNvyZIlOV4Qfdy4cfj000+1jyMjI1GmTJkcXSs70ltnz9FR3ow51sFB3nJzrH5iqWFvnza5zO6x5ubg4IAtW7agV69euHr1KoKDgxEcHAwAcHFxQfPmzeHv74/evXun6TKdPHmy0cl8er9r+lzT+6a8otbLeI09Ljk5OcPjihUrlmks9vb2KFSoEB48eJBpwpraI/1+k2zgqjFElJ5Dh4D33gPu3dNtGzBAuXjSw+TOjJz1moASEhKyPF7Tbeai3yRlAk5OTtrEkaxH9erVcfHiRWzZsgVbtmzBoUOHcOPGDcTGxmLXrl3YtWsXfvjhB2zfvl2bGO3du1eb2FWoUAFjxoxB06ZNUbZsWbi5uWlbxiZOnIivvvpKsdeWHpVKZZbr6ieUW7ZsQfny5Y06L6tkk4jyl6Qk4Kuv5E0IuU2tBqZOBb74QtnYUmNyZ0b6K02k19WaWsyrMtfGdOFS/mBnZ4du3bqhW7duAID79+9j586dCAoKwpkzZ3DmzBkMGzYMf/75JwBoy40ULFgQJ06c0I6tSy07LV955eHDh5nuT0pK0sad0TjA9BQuXFh7v0CBAqhZs2bOAiSifCssDOjXDzh2TLetVClgzRqgaVPFwspQjkYSJSYm4uzZs7hw4QKEJn1Nx4ULF7Bs2bIcB2ftnJ2dtW8sd+7cyfTY58+fa5O7vOgyJevk7e2NQYMG4fjx46hbty4AYOvWrdru1cuXLwOQs0szSuwAWGQdt/PnzyMpKSnD/f/884+2BTw7CVqdOnW09/XHqBIRGWPNGqB2bZnYeXoC8+bJ8eAXLlhmYgfkILlbv349vL294efnhzp16qBs2bJYtWpVusf++eefGRbuzS+qV68OALhx40amb1zXrl3T3q9WrZpZYgkKCkL16tXh5+dnlutT3nFwcNBOOkpKSsKLV1U0Nb9jmg8K6Tl37hxOnjxp9hiz69mzZ9iyZUuG+xctWqS93yYbtWnq1q2rna0+f/78LAs3ExEBcs3YQYPk+LrISKBRI+Cff4Bhw4D584FsdCDkuWwld6dOncJ7772HqKgotG3bFh07dsSTJ08wYMAAjBgxwlwxWrWmr9L6mJgYnDlzJsPjDh48qL3fpEkTs8QSGBiIK1euaAfmk+U6fPgwbty4keH+hIQE7e+Mu7u7tpVOU7rjyJEj6Z7/+PFjDLC0kb96Pv3003S7Zw8ePIj58+cDAOrVq5etDyhqtRrjx48HANy6dQv+/v4GZWFSi4yMxC+//JLNyInIlly9Kmuf6s9jHDVK1lm1BtlK7qZPnw61Wo19+/Zh586d2LJlC/799180bdoU8+fPR0BAQKbdtPmRZqwUIOuVpSclJUXbfV2gQAG0atUqL0IjC7Z3715UqVIFLVu2xIwZM7Br1y6cPXsWR48exeLFi9GsWTOcfVWZefDgwdqJEppl7GJiYtCiRQvMmTMHx44dw7FjxzBz5kzUrl0bV65cyVZJkLxSu3Zt3L17F/Xq1UNQUBCCg4Nx5MgRjB8/Hu3bt0dSUhLs7e0RFBSU7WsPHz4c3bt3ByB7H2rUqIEZM2bg4MGDOH/+PA4dOoT58+ejb9++KFmyJCZPnmziV0dE1mLFCqBePcNC+UOGyNJYViM7y16UKFFCvPPOO2m2JyYmir59+wqVSiX69+8vUl6tNzV58mSLXEIsN7K7/JgQuiXI7O3txbFjx9Lsnz59usFC7eaWV8uPUc5NmjQp0wXuNbeuXbuKl6nWRhs0aFCGx9vZ2YmffvrJ4PrpMeb3MaslvzT279+vPW5/Oitra5YfGzhwoFiwYIF2mbHUN0dHR7F69eocx5KQkCBGjBghVCpVlt9XHx+fDF8PEdmmly+FGDpUt5wYIISbmxAZ/NtRhLHv39maLfvs2bN0K7bb29tjxYoVcHBwwLJly5CSkoLly5dn59IWK3X3ln7R1xs3bqSpPRcQEJDmGrNnz0aTJk0QGxuLdu3aYfz48WjVqhViY2OxZs0abXeTr68vRo8ebZbXQdZlzJgxqFWrFvbs2YNz587h3r172nptJUqUQIMGDeDv749OnTqlOXfRokV48803MX/+fJw/fx4JCQkoUaIEmjdvjo8++ggNGjSw2JapIUOGoGbNmvjxxx9x5MgRPHnyBEWLFkXr1q3x+eefa8ew5oSDgwPmzp2LESNGYMGCBThw4AD+++8/REdHw93dHT4+PqhXrx46dOiAzlb1EZ2IcuvMGVmrTr+1rmZNYMMGoEoV5eLKsexkjGXLlhVDhw7NcH9KSorw9/cXKpVK9OnTR0yYMMHqW+4GDhxoVAuK5paRzZs3C09PzwzP8/X1FdevXzfra/nll19EtWrVhK+vL1vuyGLot9wREeWlxEQhpk4Vwt5ettQVLCiESiWEv78QMTFKR5eWWVruqlatql3LND0qlUrbkrV8+XKDOm/5XZcuXXDhwgXMnj0b27Ztw507d+Do6IhKlSrhnXfewUcffZRplX9TCAwMRGBgICIjI+Hl5WXW5yIiIrJkISGyte7UKfm4Vy/g11+B27eB118HzFRXPU9ka0JFhw4dcOPGDRw+fDjDYzQJnr+/f6brSFqLJUuWQAhh9C0z5cqVww8//IB///0XMTExeP78OYKDg/HZZ5+ZPbEjIiIiOZpu4UJZu06T2P3wA7BuHVCkCFCnjnUndkA2V6h499138fDhQzx9+jTT41QqFRYvXozy5csjPDw8VwESERERmUJkpKxTt2aNbptaDXh4WH9Cpy9byV3JkiUxbdo0o45VqVQWO2ibiIiI8pczZ4B33wVu3dJtK18eWL7ccleayKkcLT9mLuvXr1c6BJvGFSqIiCi/EQL4+WegYUPDxO7dd+WKE7aW2AGASmQ1UCwTgYGBOSoomp6lS5diyJAhSExMNMn1KGOaCRURERHw9PRUOhwiIiKzePwYeP99YOtW3TYnJ+Cnn2T3rLV1xRr7/p2tbtnUfv31Vzg7O2PWrFm5uQx+++03fPjhh7m6BhEREZHG3r1yNuz9+zKhmzYNCA4Gxo6VkyZsWa6SOwD46aef4OjoaPRYvNR++OEHjB07FkIIODk55TYcIiIiyscSE4GJE4HvvpOPq1QB1q6Vs2Pzi1yNuatatSqEEJg+fTomTZqU7fO//vprbWLn4uKCP//8MzfhEBERUT5265YcQ6dJ7ACgW7f8ldgBuUzu9u3bh8qVK0MIga+//hrffPON0eeOHz8ekyZNghAC7u7u2Lp1K9q3b5+bcIiIiCifWr9eFh/W1K4DgBo1ZNdsfpOr5K5EiRLYt28fKlSoACEEJk6ciBkzZmR53scff4zvv/8eQgh4eXlh586daNWqVW5CISIionwoNhYYPlzOftVfO+GDD2SiV6OGcrEpJdelUEqVKoV9+/ahXLlyEELgiy++wM8//5zh8cOGDcOcOXMghEDhwoWxZ88eNG7cOLdhkBFYCoWIiGzJ1avAG28Av/2m2+bhIYsU//YbkF8Xf8pVKRR9oaGhaNmyJW7fvg2VSoWgoCAMHz5cuz8lJQUBAQFYuXIlhBAoXrw4du/ejddee80UT0/ZwFIoRERkzYQAFiwAPvkEePkSKFRIfq1WTS4jVqmS0hGah7Hv3yYrYuzj44O9e/eiZMmSEELgo48+wqJFiwAAiYmJ6N27tzaxK1WqFA4cOMDEjoiIiLLl0SOga1dZp+7lS6B1a+DyZWD/fuDYMdtN7LIj16VQ9FWqVAl79+5Fq1at8ODBA3zwwQdISkrCli1bsG3bNgBA+fLlsWfPHlSoUMGUT01EREQ2butWYPBgmeABwIcfAnPmyPVhS5RQNjZLYtLkDgCqVKmCPXv2oGXLlnjy5AlGjBih3VepUiXs27cPpUuXNvXTEhERkY2KiQFGjzYcWwfIFSjUFrWQqmUwy7ekevXq2Lt3LwoXLgwhBIQQqFGjBg4fPszEjoiIiIz2zz9AvXqGiZ1aDUyYAKxcqVxclixXLXdTp07NdH+zZs2wadMmqNVqtGzZEr+lTrnTMXHixNyERERERDZACCAoSLbYJSTotpctC6xYATRrplxsli5Xs2XVajVUJl51Nzk52aTXI52goCAEBQUhOTkZISEhnC1LREQW6dkz4P33gb/+Mtzeuzcwbx5QoIAiYSkuz2bLarpdTXEj8woMDMSVK1cQHBysdChkQgEBAVCpVChfvrzSodi0li1bQqVSoWXLlkqHQmTTDh+Wy4X99Rfg6Aj89BMQEAAsXAisXp1/E7vsyFW37P79+00VBxEREeVjSUnA1KnA11/LLtkKFYANG4A6dZSOzPrkKrlr0aKFqeIgolSWLFmCQYMGAZBFwtkyR0S26tYtoF8/4MQJ3baaNeVasZR9nEBMREREilmxQiZxJ04AmmH8rq5Ajx66x5Q9Jq9zR0RERJSViAggMNCwnIkQwGuvybVhq1dXLjZrx5Y7IiIiylMnTsjWutR16j78EDh5koldbpktuUtKSsJff/2FMWPGoEePHmjbti3efPPNTG+tW7c2VzhEVuPAgQNQqVTa8XaAXLtZpVIZ3A4cOJDu+S9evMDEiRNRo0YNuLm5oUCBAmjevDlWGlntMyIiAtOmTUOTJk1QtGhRODo6wtvbG126dMGGDRsyndmuiW3y5MkAgH379uGdd95BmTJl4ODgYDBuMPWx+/fvR7du3VCyZEm4uLigWrVq+OqrrxATE2PwHNu3b0fHjh21x1WvXh3Tpk1Dgn4hrFQSEhKwZcsWfPTRR/Dz80PBggXh4OCAwoUL44033sDkyZPx5MkTo74/RJRzycnAN98ATZsCYWFAmTJAsWJyBuzGjbKunYuL0lHaAGEGBw4cEOXLlxdqtVp7U6lUGd40+9VqtTnCoVQiIiIEABEREaF0KJSO/fv3CwBZ3vbv3y+EEGLgwIECgChXrpy4du2aKF++fIbnBAYGZvrce/bsEYULF870eTt27CiioqLSPV9zzKRJk8T48ePTnFuuXLl0j502bZpQqVTpPl/jxo1FdHS0SElJESNHjswwrvbt24ukpKR049J8jzK7FS5cWBw5ciTD702LFi0EANGiRYtMv4dElL7bt4Vo2VII2fkqxHvvCfHihRDBwUKEhSkdnXUw9v3b5GPuzp8/j/bt2yMhIQFCCDg7O6Ny5cooUKAA1FwAjihLfn5+uHjxIv766y9MmDABALBr1y6ULFnS4DgfHx+Dxy9fvkSXLl3w9OlTTJgwAW3atIG7uzvOnTuHKVOm4M6dOwgKCkKXLl3w1ltvpXneo0ePokOHDkhMTETx4sXxv//9D7Vr10bJkiVx7949rF27FitWrMD27dsxcOBAbNy4McPX8Mcff+DixYt47bXX8Mknn6BmzZqIjY3F+fPn0xy7Y8cOnDp1Co0aNcL//vc/+Pr64smTJ5g9ezZ27NiBY8eOYdq0aShUqBB+/vlndOjQAUOGDEH58uVx584dTJs2DSdOnMDOnTuxYMECDB8+PM1zJCUloUKFCujevTsaNGiAsmXLwt7eHuHh4dizZw8WLVqEp0+fonv37rh06RKKFStmzI+KiIy0aRMweLAsTqxSyQLFCxbI+/XrKx2dDTJ1Vtm1a1ehUqmEs7OzmDt3roiNjTX1U1AO/fLLL6JatWrC19c3T1ruoqMzvqX+tcjs2Jcvc35sTEzGx8bE5PzYvLB48WJtq1JoaGiGx+m3Snl5eYlLly6lOeb69evC2dlZABBvv/12mv0JCQnaFr/27duLmAxe8Pz587XPtXv37jT7odcS1rp1axEXF5dh3PrH9uzZM02rW1JSkmjYsKEAIDw8PISzs7P4+OOP01wnJiZGlCtXTgAQtWrVSve5bty4IVJSUjKM5cKFC8Ld3V0AEBMmTEj3GLbcEWVfdLQQw4bpWuvUavm1QgUhEhKUjs76GNtyZ/LkrnDhwkKtVouvvvrK1JcmE8mrblnNH3N6t44dDY91dc342NTvpUWKZHxs/fqGx5Yrl/Gx1asbHlu9esbH6vUm5pmcJHc///xzhsf16dNHABCFChVKs2/ZsmUCgHB2dhaPHj3KNK4GDRoIAKJv375p9mniUKvVmcasf6yrq6t4+vRpuscsWrRIe1yZMmVEQgbvBhMnTtQe9+LFi0yfNyMff/yxACBq1qyZ7n4md0TZc/q0EL6+af+ftm4txP37SkdnnYx9/zZ5P2lcXBwAoH379qa+NBFlQqVSoW/fvhnur1evHgDg2bNnePHihcG+zZs3A5CFyYsWLZrp8zRv3hwAcPz48QyPadKkidFFl9u2bYtChQqlu6927dra+z169ICDg0OWx4WGhmb5nM+fP8fNmzdx+fJlXLp0CZcuXUKBV2saXblyBYmJiUbFTkRpJScD06YBDRsCISGAnZ3crlbL1Sd27QJKlFA2Rltn8jF35cuXx9WrV/nPkRAdnfE+zR+7xqNHGR+beqhmWJjxx165Ij8rpid1cczgYOOPtURFihRB4cKFM9yvn0BFRUVpkxkAOH36NAA5tk9l5It98OBBhvtq1apl1DUAwNfXN8N9+jEae1xUVFS6x1y8eBE//vgjduzYkWnsKSkpeP78OcfdEeVAeDjg7w8cOiQfq9Uy2StdGli1CmjWTNn48guTJ3fdunXD1atXcejQITRq1MjUlycr4uam/LGuruY51hK5ZvEC9Cc0JScnG+x7lFl2nYHY2NgM9xUsWNDo62QWt37Mxh6X+rUBwO+//47hw4cjKSnJqJgye21ElJYQMnkLDJTFid3dgTlzZMvdlSvA778DmXz2JBMzeXI3atQoLFmyBDNnzkTv3r25HiaRFdAkRB06dMD06dNzfT271E2zCrp27Zo2sStWrBjGjh2LN998E+XLl4eHh4e2q3fRokUYPHgwAGRay4+IDD19CowYAaxfLx/Xri1r1lWsKFvt1Grr6P2wJSZP7ooWLYrt27ejc+fOeOONN/D111/j3XffhZeXl6mfiohMpHDhwrh37x4SEhJQs2ZNpcMxqSVLliApKQl2dnY4ePAgqlatmu5xz549y+PIiKzfjh2yrMmDB7oEzs5OFifW3Ke8Z5a1ZWvVqoVDhw7hjTfewPDhwzFixAgUKVIky24jlUqFmzdvmiMkIqtj7Ng3U6hTpw7u3buH06dPIyEhAY6Ojnn23OZ2+fJlAHLSRUaJHaAbd0hEWYuOBsaMAX77TT52dgZezaeEn59ssSPlmCW527hxIwYPHoyoqCgIWW7FqDE9eflmRmTpnJ2dtffj4+PN+lxvv/02tm3bhoiICCxevBjDhg0z6/PlJc04u9TLmOm7f/++dsYwEWXu+HFgwABA0xbj4CATu4IFgYULgR49lI2PzJDcHT9+HH369NGO4SlXrhxq1arFFSqIssnb21t7/+bNm6hSpYrZnmvgwIH4+uuvcfv2bYwZMwbVqlXTljxJz5EjR5CcnIwWLVqYLSZTqVy5Mnbu3Inr16/j2LFjaNy4scH+ly9fom/fvpxEQZQFTYmTyZPlfRcXIDYWSEwEWrUCli2Ts2JJeSZP7r7++mskJyfDy8sLK1euRMeOHU39FET5Qp06deDs7Iy4uDh8+eWXcHBwQLly5bQfkkqVKgUXE62w7eTkhHXr1qFly5aIjo7Gm2++iT59+qBbt27w8fFBSkoK7t+/jzNnzuDPP//ExYsXMWfOHKtI7gYMGIA5c+YgJSUFnTp1wtixY9G0aVM4OzvjzJkz+PHHH3H9+nU0adIER48eVTpcIot05w7Qvz9w8KB83KePnAl74YKsXTdmDMfXWRKTJ3enT5+GSqXClClTmNgR5YKHhwdGjhyJ6dOn4+zZs2jXrp3B/v3796Nly5Yme76GDRviwIEDePfdd3H79m2sXLkSK1euzPB4T09Pkz23Ofn5+WHKlCmYNGkSXrx4gf/7v/9Lc8zo0aNRs2ZNJndE6fjrLzlp4tkzWTJq3jxdt+yzZ3KMHVkWk/eTvnz5EgDQtGlTU1+acikoKAjVq1eHH/8SrcZ3332HBQsWoFmzZihUqJDZS4w0bNgQ169fx7x589CpUyeULFkSjo6OcHZ2RpkyZdCuXTt88803uHbtGvz9/c0aiylNnDgR27ZtQ7t27VCwYEE4OjqidOnS6NGjB3bv3o2ZM2cqHSKRxYmLA/73P6BbN5nEeXrKpG7AALm/YkUmdpZKJUxc0KlWrVq4fPkyDh48yATPQkVGRsLLywsRERFW0/pCRER559IloF8/2e0KyKLE0dGy5e7mTS4fphRj379N3nLXo0cPCCGwa9cuU1+aiIiIzCg5GZgxA6hXTyZ2bm6yCHF0NFC1KnDyJBM7a2Dy5G706NGoXLkyfvrpJ9aNIiIishI3bwItWwKffQYkJABFiwIxMUBKimzFCw4GbKzGuc0yeXLn4eGBvXv3ombNmmjevDn+7//+DxcuXECcprohERERWQwh5CSJ2rWBI0dka13x4sDjx7I48YIFwPLlsmuWrIPJx9zpD/gWQmSrMLFKpTJ6YW/KOY65IyIiALh7FxgyBNi5Uz5u0QJYsgQ4cACYPh1YswaoVUvJCEmfYmPuNCtSaHJG/cfG3IiIiMi8hJCtcTVrysTOwUHOjN23DyhfHhg4EDh3jomdtTJ5nbtJkyaZ+pJERERkIvfvA8OGAVu2yMflygEPHwIbNwKTJgGFCwMqFeDkpGyclHNM7oiIiPIBIYAVK4CRI4EXLwB7e8DXF7hyRe6vXh3gyCjbwMVeiYiIbNz9+0DXroC/v0zsKlUCChaUiZ2DAzBzJrBrl5xIQdbP5C13REREZBmEAFaulOPpNK11fn7A8eNyf7VqsjWvbl1FwyQTy3HL3X///Yf//vsPycnJpowHAJCcnKy9PhEREWXfo0dAjx5yubAXL2Rh4rNn5Rg7APjoI+DMGSZ2tijHyV358uVRoUIF/Pvvv6aMBwBw7do17fWJiIgoe/78U86E3bRJttZ9+aVsrXvtNWDuXNkFO2cO4OKidKRkDrnqljV36RKWRiEiIjLeixdywsTy5fJx1aqAhwdw8aJM8gA51q5dO8VCpDyQ6wkV2SlSTERERObx99+yZW75crkebI8esms2OBjYvRu4fl3pCCmv5HpCRbt27eDg4GCKWLQSExNNej0iIiJbFRMj14OdO1c+rlABeP114I8/5ON69YDVq4HKlRULkfJYrrtl7969a6pYiIiIKBtOnJDlTTStcn36ABcu6BK7sWOBr78GHB2Vi5HyXo6Tu4EDB5oyDsoDQUFBCAoKMssMZyIiyjsJCcBXXwHffgukpAClSgELFwIffwz8+6+sV7dsGcfW5VcqwVkL+Y6xCw8TEZHluXJFljc5e1Y+7tdPznwtWBA4cgT4/nvg99+BYsWUjZNMz9j3bxYxJiIisgIpKcDPPwNffAHExwOFCgGjRgFVqsjEDgCaNpU3yt+Y3BEREVm4//4DBg0C9u2Tj9u3lzNjp0wBnJyAWrXkahNEANeWJSIislgpKcC8eTKR27cPcHUFvvtOjrmbMUPu79kTKF1a6UjJkrDljoiIyAJdvAh88IGcEQsADRsCQ4fKbtnHj2WiFxQEDBwIsOQs6WNyR0REZEFevgSmTgVmzQKSkuQKE99+C9y5AwweLI957TVg7Vp2xVL62C1LRERkIXbulGvCfv+9TOx69ACuXgU++gjQrBcwYgRw8iQTO8oYW+7IZCIiAE9Pdg8QEWXXgwfAJ58Aa9bIx2XKyPImTZoARYrIbZMmAS1aAG3aKBcnWQe23JHJDBsGlCsHjBsHhIcrHQ0RkeXTTJioVk0mdmq1TPL+/lsuJ9amjZw8AQD29kzsyDhM7sgk4uOBvXuB27flTK7y5YHWreUC1jExSkdHRGR5zp8HGjeW3awvXsg1YE+dAurWBd54A9i9W642cfq00pGStWFyRybh5ARcugSULavbtm+fXPOwWDHgvfeAw4cBrodCRPldVBTw6acymTt5Uk6Y+PlnYOtWOXFiwAA5zKVBA+DcOZkAEmUHkzsymeLFgbAwICQECA2Vs70qVJAzv9asAZo3BypVktvDwpSOlogobwkB/PGH7IL98UfZJfvuu8C1a3JIS+3acr+9vVw39uhRoGpVpaMma2TytWVnzpwJf39/FOOidhYrL9eWTUmRnzpPngRcXIDYWN2+N94APvxQFuB0czNrGEREigoLkzNet22TjytUkDXq2reXSV/z5nJd2Jo1gWXLgDp1FA2XLJSx798mb7n77LPPUKZMGXTv3h1btmxBSkqKqZ+CrIhaLQtw/vsv8OiRHIPXurXcd/KkLL5ZogTw/vvAoUPstiUi25KUJFeSqF5dJnYODsCECXIYy1tvyWNUKmDJEjkZ7fRpJnaUeyZvuVOrZb6oelUPo1ixYvD398egQYNQle3LFiEvW+4yMmAAsHKlnOL/+LFue6lSsiK7v7+clEFEZK0uXJAfXM+ckY9btgR+/VWOTf7iC5nozZqlaIhkZRRrubt48SI+/vhjFClSBEIIPHz4EDNnzkSNGjXQuHFj/P7774iOjjb109q84OBgdOzYEQUKFICbmxsaNmyIdevWKR1Wji1fLsul3LolJ1oMHgw4OwN378paTj4+QKtWwNKlAH9diMiaxMcDEyfKCRNnzgAFCgCLFslJZhERsmVuzhw57u76daWjJVtk8pY7jaSkJGzduhWLFy/Gjh07kJSUpG3Nc3V1Ra9evTBo0CA0b97cHE9vU/bv34+33noLzs7O6NOnDzw8PLBx40aEh4dj5syZGD16dLauZwktd+n5+mtg8mRZvDM8XNdF6+wM9O4NDBoENGsmu3qJiCzRiRPyw+qVK/Jx9+5ybF3hwnIy2bRpcixyyZLA77/LMXdExjL2/dtsyZ2+R48eYdmyZViyZAmuvPqN1yR6FStWxKBBgzBw4ECULFnS3KFYnaSkJFStWhV37tzBiRMn8PrrrwMAIiIi0KBBA4SFhSEkJATlypUz+pqWmtwBwJMnMqmLjZWte7/9Jmvnafj4yHF6/v7yPhGRJYiJAb78EvjpJ/k/rFgxmdT17AlcviyHopw/L4/t2xf45RegYEElIyZrZPT7t8hjJ0+eFMOGDRMFChQQKpVKqFQqoVarhb29vejQoYPYsGGDSEhIyOuwLNauXbsEADFo0KA0+5YsWSIAiClTpmTrmhEREQKAiIiIMFWYZrNqlRAuLkKULy+Eh4cQ8t+mvLVoIcSSJUJERSkdJRHlZ3v3ClGhgu5/k7+/EE+eyH0vXwpRrJjcXriwEOvXKxsrWTdj37/zvIOrQYMGmDdvHu7fv49ly5ahRIkSEEIgOTkZu3btwrvvvotSpUrhiy++wIMHD/I6PAOPHj3C1q1bMXHiRHTo0AFFihSBSqWCSqVCQEBAtq4VHh6O0aNHo2rVqnBzc0OhQoXg5+eHGTNm4OXLlxmed+DAAQBAu3bt0ux769VUq4MHD2YrFmvy3nvAw4fAwYNy7cUVK+SgZEBuCwiQs20DAoADB2R3BxFRXrh2Tdapa91ajh8uUwbYvl2OFS5cWB7j4iLH1rVvL2fI9uqlbMyUT+RNrmkoLCxMTJ48Wfj4+Ai1Wi3UarW2FU+/Nc/V1VX88MMPSoQohBACQIa3gQMHGn2dzZs3C09Pzwyv5evrK65fv57uub169RIAxOnTp9Pd7+7uLsqUKZOt12VNLXfpOXxYiAIFhCheXIhKlQxb88qVE2LSJCFu3lQ6SiKyVaGhQgQECKFWy/87KpUQI0YIofmXeuCAEPv3G56TkpLXUZItsriWu7i4OKxYsQKtW7dGxYoVMXXqVISFhUEIgcqVK+P777/HvXv3sHv3bvTu3Rt2dnaIjY3FmDFjsGLFirwKM0Nly5ZNt/UsK+fOnUPv3r0RGRkJd3d3fPPNNzh27Bj27t2LoUOHAgBCQkLQqVMnREVFpTk/IiICAODl5ZXu9T09PbXH5BdNm8pWvMOH5WoYR48CQ4bIWlHh4cCUKUDFirKFb8kSzrYlItO4f18WIvb1lf9bUlKArl2Bf/4B5s4FXF3lLNlWrWSvw6NHunNfDTMnyhvmzjKPHTsmhg4dKry8vAxa6VxdXYW/v784dOhQuufduHFDvP7660KlUom6deuaO8x0TZw4UWzZskU8ePBACCFEaGhotlvumjVrJgAIe3t7cezYsTT7p0+frr3mpEmT0uxv27atAJBhy17JkiWFp6en0a9JCOtvuUvPrVtClCwphKurEK1by0/SmtY8V1chBg4UYt8+IZKTlY6UiKzNkydCfPaZHP+r+b/Spo0QJ07ojgkNFaJxY93+gACOBybTM/b92yzJ3b1798R3330nqlatmqbbtW7dumLu3LlGJRa7du0SKpVKuLu7myPMbMtucnfy5Ent8cOGDUv3mOTkZFGtWjUBQBQoUCDNZBJ2yxovKUmIy5fl/f/+E+Lbb2Vil7rbduJEdtsSUdYiI4WYMkUIT0/d/5BGjeQHRX3r1gnh5SX3e3rKiWBE5qBYt2zHjh1RtmxZjB8/Hv/++y+EEPD09MSIESNw5swZnDlzBiNGjDCqBEeFChUAINMJB5Zs06ZN2vuDBg1K9xi1Wg1/f38AwIsXL7B//36D/ZUrVwYAXE+n0uWDBw8QHR2tPSa/s7OTS/wAcmDzqFGyErxKJbtIPD1lt+3UqbLbtkULYPFiIJ3ecCLKx5KTZQ26SpVkUfXISKB2bWDrVjkMpFUr3XF9+8pJFRERQMOGstzJe+8pGj6R6Veo2LlzJ5KTkyGEQLNmzbB06VLcv38fQUFBqJPNBfNcXV3RvHlzqy10fOTIEQCAm5sb6tWrl+FxLVq00N4/evRouvt2796d5rxdu3alOZ90XF1lIdHz54FVq+Q4vVWrZOIHyLVs339fzrYdOBDYv5+zbYnyu8OHAT8/OY730SOgcmVg7Vrg7FmgUyfDsXN2doCjoyysPm6c/J/C+ptkEUzdZFiiRAnx+eefi5CQEFNfWnHZ7ZYtUqSIACBq166d6XHPnj3TXvedd94x2JeYmCgqVKggnJycxLlz57TbX7x4IXx9fYWjo6MIDQ3N1uuw1W5ZY6SkCPHmm7L7ZMgQIapUSdtt++WXcvwMEeUfoaFCvPOO7n+Bl5cQs2YJER9veNz580KEh+seP34sRAajZohMTrFu2eXLl6Njx44oXbq00efExcXh0KFDOHTokKnDUUxcXByePHkCAFl+LwoWLAg3NzcAwG395RgA2NvbY+HChUhJSUHz5s3xwQcfYPTo0ahduzZCQkLw7bffonz58plePz4+HpGRkQa3/EqlAvbula15v/0GXL0KHD8ONGok94eHA199Jbtte/aUn8TNv4YLESklOlquLFG1KrB+vWyFGzZMrvn66aeyZU5z3Jgxcr3YwEDd/4UiReQ2Ikti8uSuXbt2ePPNNxEaGmr0OXfv3kXLli3x5ptvmjocxeiXNXF3d8/yeE1yF51O3Y5WrVrhyJEjaNKkCdauXYtff/0VxYsXx5o1a4xaV3batGnw8vLS3spo+iXzsdq15T9xlUqOk6lZU24fPBho00Z2z/7xhxyXV68esGyZXAyciGxDSopc4rBKFbmudXy8HEt37hwwbx5QtKju2M2b5XjeWbPkODtnZ/4/IMtmljp3IodNHTk9zxLFxcVp7ztqPvplwsnJCQAQGxub7v4GDRpgx44diIiIwMuXL3Hy5En07t3bqFjGjRuHiIgI7S116yAB8+fLT+o//gj8/bdcC7JjR7nv3Dk5Jq9cOTkZQ792FRFZn6NHgcaN5RrV9+7JcXIbN8pW/Vq1dMfduQN07y5r2d2+DZQvD2zbJlv4nJ0VC58oS3m+/Fh6Ul6NYrezs1M4EtNx1vvLT0hIyPL4+FcfA11cXEwei5OTEzw9PQ1ulFalSoCHh7xfvTqgaXBt0gQoVUougzZpkpyQMWiQbhFwIrIO//wDdOkiC6GfPCn/xqdNkxOvevQwnCxx4gRQowawaRNgbw98/rnhhz4iS2YRyV14eDiAjFdhsEYemiwB6Xe1phYTEwPAuC5cyhsrVgCLFgHr1gGhocCaNcDrrwMJCbI6fZ06shtn0ybZVUNElunGDVmypE4dWc7Ezk7Ohg0JAb74Iv1WuNdeA4oVA954Q86U/e47OQOfyBrY5/YC//33X7rb79+/n2WiEh8fj5s3b+LLL7+ESqVCjRo1chuOxXB2dkbhwoXx9OlT3LlzJ9Njnz9/rk3uOB7Ocjg4yBY6jd69gX37ZItdyZKye/bAAXnz8QFGjpSlVdgwSmQZ7t6VQyl+/133Aax3b7nN1zft8fv3y3G2ajXg5ia7aUuWlC13RNYk17+yPukU9RFC5GgdVk0xX1tRvXp1HD58GDdu3EBSUhLsM/gPce3aNe39atWqmS2eoKAgBAUFIZnNTDnWuTNw5owcm+fjI9eTnDdPtux98omcdff++8D//ie7eYko7z19KlvafvkF0Ax/7tAB+OYb2XqX2osX8sPZ8uXADz/Iv2VAFkEnska57pYVcgkz7S2j7ZndnJycMHbsWLz//vu5DceiNG3aFIDscj1z5kyGxx08eFB7v0mTJmaLJzAwEFeuXEFwcLDZnsPWdekCBAcDzZoBpUsD334LjB8vP+kXLizLJfz8s2wV6NpVtgTY0DwhIosWFSVLGVWoAMycKRO7Jk1kSaPt29NP7P7+W3bBLl8u/47zcaUosiG5brlbvHixweNBgwZBpVLhq6++QqlSpTI8T6VSwdnZGd7e3qhTp45NjjXr1q0bpk2bBkB+n9544400x6SkpGDZsmUAgAIFCqCVZl0bslj6g64B4MIFWVbh669lfbyffpJvJJs3y1utWnIptL59OcOOyBwePgSCgmRL+tOnclvt2vLDV4cOaf9mASAmBvjsM3kOIFvaly3T1bwksmqmrp6sUqmEWq0WlzUruNuQ7K5QIYQQzZo1EwCEvb29OHbsWJr906dP115z0qRJpg04A/l5hQpzOX5ciLg43ePFi4Xw8RHC2VlX8b5oUbn6xb17ioVJZFMuXRLi/feFcHTU/Z1VqiTE6tVCJCdnfN7p0/I4zTmBgUJER+dd3EQ5Zez7t0oI03YaaboYGzRoYJayHnnpyJEjuHHjhvbxkydPMHbsWACy+3TIkCEGxwcEBKS5xrlz59CkSRPExsbC3d0d48ePR6tWrRAbG4s1a9Zg/vz5AABfX1+cPn3aYJatuURGRsLLywsREREsi2Imb74pu2Q/+ECuTTlnDqCZe+TgIAd1f/wxK9sTZZcQwJ49sqDwq+W1Achi5KNHA926ZT0B4p9/gPr15brSixfLwuVE1sDo9+88STWt1MCBA7WtasbcMrJ582bh6emZ4Xm+vr7i+vXrZn89v/zyi6hWrZrw9fVly52ZXb4shL+/ELdvy8eJiUL8+qsQNWsarmXbtKkQ69fL/USUsbg4IRYtMvwbUquF6NlTiHQ6RdLQ/C1qbNokxPPnZgmVyGwUa7mzJQEBAVi6dKnRx2f2rQwPD8fs2bOxbds23LlzB46OjqhUqRLeeecdfPTRR3DNwwJKbLlTRmCgHN/z3nuyztbatUBiotxXtqycYTtkCFCggKJhElmUp0+BX3+VM18fPpTb3NzkUoGjRsnJE5mJjgbGjZOr0Jw8KWtVElkrY9+/c5zc6de3K6s3XzyjunfGKsu552bH5E4ZY8fK7tmdO4GWLeWyR7/8It90NIPA3dzkUmcjR8o1L4nyo5QUWVNy8WK5xrOmnEmpUvJv44MPjPsQtG+f/MCkWep82jRZtJjIWpk9udMsFaZSqZCUlJRme06kvhaZB5M75Tx5IkumaGbvBQXJW5s2shjyxYu6Yzt2lOPy2rRJf7Yfka25dUuu/rJ0qW6MKiBLmIweDbz7rhyzmpWoKDkTdt48+bhsWWDhQqBtW7OETZRnjH3/znGdO5FObbvU23NyI7JlRYroEjUhZKvd1atA1apykPfevcDbb8tjtm8H2rUDatYEFiwAXr5UNnYic4iJkclcy5aylNBXX8nErkABYMQI4NQpWTi8Xz/jEru9e+XfjCaxGz4cuHSJiR3lLzmuc5e6vl1W24nIkEoli6suWCBXtVCp5CxbZ2fZUvH4say7deWK7Ib64gvZxdS5s1zv0tFR6VdAlDNCAMeOyW7XtWvluDhA/g20bSuX/evWLWd1IS9flslh+fJy2bE33zRl5ETWgRMq8hH95cdCQkLYLWuh2rSRrQ9jxwL/93/AokVyrJ5m3BAgx+Y1ayaPbd1aFkpW53q9GSLzevhQJnSLFwMhIbrtFSsCAQGAv3/2l/wSQo5f1dTMT0mRhcQ/+ACwwdr4lM+ZfcwdWS+OubNcQsiZgT/8IAeDa97oHj2SyyRt2SK3P35seF6RIkCrVjLRa9NGziDkOD2yBEIABw/K3+s//9TNEHd1lWPoBg2SH1Ry8vt67Zrsug0Pl12veVh0gEgRTO4oQ0zuLF9KimFL3MiRsot29mxgwAA58WLvXnk7eFCOW9JXrpxM9DS34sXzNn6iZ8/k7+y8ecC//+q2v/EGMHSoTOxyWrM9Nhb45htg+nSZLLq4ADt2AC1amCZ2IkulWHI3b948vPvuuyhUqJApL0smxOTOuqSkyDfE06dlZf7WreX2Fy+A+HigYEE56FyT7J04oWsd0ahZU5fotWgB8MdO5iCErCU3b54cS6cpYeLuDvTvDwwblvs6c9u3Ax99pBum0KmTHLbg45O76xJZA8WSO7VaDQcHB7z11lvo168funbtCmeulm5RmNxZH03dr9atdd1XM2fKSRajRwPff687NjoaOHxYl+ydP294LTs7oEEDXbLXqBHg5JRnL4VsUFQUsHKlTOr++Ue3vXZtOVu1X7+ct9JpxMXJVusNG+Tj0qWBn3+WEy84BIHyC2Pfv3M8WzYziYmJ2LZtG7Zt2wZ3d3d069YN/fr1Q5s2baDmqG+ibFOr065/eekSkJwsZwVqJCTIbtp27YAOHeS2x4/lOreaZO/mTeD4cXn7+mvZpdWsmS7Ze/11mQASZSY2VrYmr1wpb5oZr87Ocu3k4cNli7OpEi9nZ9kibWcn6z9OnswJE0QZMXnL3YkTJ7By5UqsX78ejx49kk/y6q+7WLFi6NOnD/r27Qs/Pz9TPi0ZgbNlbc/160CxYoCXl3y8eTPQtSvw2muyBSW9N9awMF2it3evnKyhr2BBWT5Ck+xVrsyWkfxOCOD2bd2HguPHgXPnDLv/q1aV3a7+/oCpRuUcPSonB3l7y8e3b8uxfLVrm+b6RNZG8QkVycnJ2LNnD1auXIlNmzYh+tXHOk2iV7FiRfTv3x99+/ZFpUqVzBECZYDdsrZr+XJZQqVvXznjVmP2bJmo1axpeLwQsi7Ynj26yRlRUYbHlC6tm4XbuLEc28Rkz7bFxwNnz+oSuWPHZLmR1IoXl78bQ4fKsZym+r24cwf4/HNg1Sq5HN+SJaa5LpG1Uzy50xcXF4fNmzdj5cqV2LVrFxISEuSTv/pPUL9+ffTv3x+9e/dGsWLFzB1OvsfkzrYlJcnVLDQ/2mvXgGrVAHt7WWcss1aVxETdxI29e+Ub+6s/Vy0vL1lkuW5deatTR66Dy65c6/X4sUzsjx2TP/OzZ9P+3O3sZItZ48ZynGajRnJIgCkT/bg4+aHkm2/k77BKJRPHX39lHUciwMKSO33Pnz/Hhg0bsHLlShw+fFi75JhKpYK9vT3i4+PzMpx8icld/nLxIvDll/LN8Y8/dNu/+UbWx+vdO+NF2F++BI4ckYnevn3AhQtp3/QBWV+sdm1dsle3LlCjBlfRsFQpKTKJ37FDzj4NDpatuPqKFtUlcY0aAfXry+LZ5iAE8NdfcnLQrVtyW+PGchZs3brmeU4ia2SxyZ2+u3fvYtWqVZg2bRpevHgBlUqF5ORkpcLJN5jc5U9C6FpZoqJkl1psrCyjYuwQ2IQEuRza2bNyzNXZs3I2bnrr3jo4yG5gTQtf3bpyJQ0WmlXGs2fA7t0ymdu5M20h7NdeA5o2lYlc48Z5Wwh73jxZjBgASpYEZswA3nuP3f9EqVl8cnfp0iWsXLkSq1evxu3btyGEYHKXR5jcUWSkfEM9fly25mneRGfMkLNwR44E6tUz7lrJyXJix9mzhknfixdpj1Wr5cB7/S7d11/PuOWQci4lRSbemta5EyfkNg0PDzmrumNHoH17mVQpJSJCJpf9+wPjx3MWLFFGLDK5+++//7B69WqsWrUKly5dAgBtt6yLiwu6dOmCNWvW5FU4+RaTO0qPEHJm7M2bwIoVsjYZIJM3tTp7rShCyFm5mkRPc3v4MP3jK1Y0HMf3+utyFjBbbrInIkIuU7d9u0zqHjww3F+zpkzmOnQAmjSRrat5LSVFri27Ywewfr3uZxwXJ8udEFHGLCa5e/78OdatW4eVK1fi2LFjEEJoEzo7Ozu8+eab6NevH3r06AF3flzLE0zuKD1CyAH1a9YA06bpWk9WrgSmTAE+/VTWLsuN+/cNW/fOnpXrgqanUCHZyle1qpwQornv48PJG4DsUr9wwTB5/ucfmYxruLnJWc6ahK5MGeXiBeTP/YMP5Hg/QLYad++ubExE1kTRIsaxsbH466+/sGrVKuzevRuJr4ohaZK6+vXro1+/fujTpw+Kc9HLPKNf544oNZVKtuY0aWK4ff162e16/75umxCyNEapUtl7Dm9vuVxUp066bU+fyu5D/aQvJESOETt2TN70OToCvr5pk74qVcw34F9pUVG675HmdvWqYSKnUbWqTOY6dpRj6Cxh9ZGXL+UHhFmzZMyensCkSYa/B0RkOiZvuRswYAD++usvxLxayVxz+YoVK6Jfv37o168fKleubMqnpGxiyx1lR3Q0sGmTTPo063cGB8slzNq3l12Apu4+jY2VCd61azKJuXZN3v79V7deaXrKlk2b9FWrZl1dvM+epe3ODglJ/9hixeTYSE13dv368ntgSfbtk611N2/Kx+++K+suliihbFxE1kjRtWU1ihUrht69e6Nfv35o0KCBKZ+GcoHJHeXWnDly0kWfPsDq1brte/bIJadyu45oRpKTgf/+S5v0Xb0KPHmS8XkFCugSvQoV5JJrDg7p3xwds78vPl4mpLGxspVKcz87j2NiZPIaFpb+ayhTxnDmcd26siXUkpPW5GRZIufyZdnKO3cu8PbbSkdFZL0US+48PDzQvXt37VqydhwcY3GY3JEp3L4tW9E0DfFPnshkw94eCA3N+5aZJ09kcpQ66QsNTVvDzdJVrGiYxNWpI+vOWQMh5E3zOf/4cTlBZ9o0XWFtIsoZxcbcPXr0CC4uLqa+LBFZmNSD88PDZVLi5maY2K1ZI9erbd1aJn7mUqSIvKUeMxgXJ8cMapK+8HBZry8xUXdL/djY7UlJ8jlUKtka6Ooqv2pu+o+N2Ve+vHWXhrl9GwgMlHXyvvhCbtMUQSaivKNoEWNSBlvuyFyEAJ4/1y1xlpwsk8D794EtW4DOnZWNz9SEkK/Rzs6yu0fNLSVFLhH2xRdyjKanp+w+9/JSOjIi22L2lrv//vtPe7+s3ghe/e05UdbSRgMTkdFUKsO1a6OjgW7d5PJl7drptq9ZIycNBATIcXDWSqUyb2ukNbh8Wa7/evy4fNyoEbBgARM7IiXl+N+Sz6tpcyqVCkmavgm97TmR+lpEZN28vOQgev2lzwAgKEiuWVusmHUnd/lZVBTw/ffA9Omyi9rdHfjuO7mMmN68OiJSQI7/BDXFiFP36upvz8mNiGxP6i7LTz4BevSQZTE09u2Ta9wuWJC3sVHOvHgBzJwpE7suXeSaw4GBTOyILEGOW+4WL16cre2kPBYxJkvRo4e86Vu9Wq5cULeu7ObTSN3qR8pISgL27wfatpWPy5SRM2DLlZOrTPBnRGQ5OKEiH+KECrJEjx4BGzbIOnn16sltd+7I2a8BAXJFA7YK5T0h5DJhEybI2cYnTsifERHlPWPfv/mvkogsQrFiwIcf6hI7AFi+XM66PHCAiZ0S9uyRK5H06iUTu8KFgbt3lY6KiLJi8nlehw4dAgD4+fkZXe8uLi4Op06dAgA0b97c1CERkZX69FO55Jl+Ad/4eDkj8+23gbFjbXc9WSWdOgWMGyfHQQJyssSnnwKjR7MQMZE1MMvyY2q1GhcuXED16tWNOufmzZuoXLky1Go1Z8vmAXbLkjVbu1Yue1aqlFyqK7+XIjG1xES5RNudO3K5tREjgPHjZcsqESlLsRUqAOR41iuH/xFRVrp1k5MvEhMNE7uuXeUyXSNHGtbao6zdvStXFbGzk2vlTpkCHD4MTJ4sJ0wQkXWxiFEsKSkpAMB1aIkoS05OsuVuwADdttOngc2b5ezNV/9OyAhJScCPPwJVqgCrVum2v/8+sHgxEzsia2URHRrh4eEAAC+WNCeiHHjtNZmchIXJ9WU1Pv1UFlIePhwoXlyx8CzSqVPAsGHA+fPy8c6dhgkzEVmvXCd3GS03dv/+fbi7u2d6bnx8PG7evIkvv/wSKpUKNWrUyG04RJQPOTkB771nuO3xY+CXX2T37dtvM7nTiIiQY+h+/VWWOSlYEJgxAxg0SOnIiMhUcp3cpbfcmBAC7fQXkjSSv79/bsMhIgIgZ3UuWSLHjtWpo9v+889yjNmQIUDlyoqFp4gdO2SX64MH8vGAAXKVCU6WILItuU7uMpoEkZ3JEc7Ozhg5ciTef//93IZDRARAtub17StvGklJcj3Ue/eAhg11yV1KSv6oo+fmJhM7X1/Zcvfmm0pHRETmkOvkLvVyY4MGDYJKpcJXX32FUqVKZXieSqWCs7MzvL29UadOnSy7cImIcksI2XL3xx9Ahw667YsWyS7cTz8FbKkDISEBOHtWJrIA0Lw58OefQPv2gLOzsrERkfmYpc6dSqXCxYsXja5zR3lDf23ZkJAQ1rkjeqVdO+Dvv+Vs2y++kNtSUoCHDwFvb2Vjy6kjR+REklu3gCtXgPLllY6IiHLL2Dp3Jk/uDh48CABo0KCB0StUUN5iEWMiQ0+fyta89u2BMmXktkOHgJYtZV29P/5QMrrsefYM+PxzYOFC+bhoUWDNGnbBEtkCxYoYt2jRwtSXJCIyq8KFgaFDDbedOCG7cQsUMNy+YwfQpInlLcMlBLBihVwi7PFjuW3IEDnGkEWdifIXk7fckeVjyx2RccLCgORkoGJF+fjuXdmy5+wsl+eylKRJCKBTJ5l4AkCNGsC8eUDTpsrGRUSmZfaWO/36dmXLlk13e07oX4uISEmpx6ndvi1nmhYpYpjYrVkjk77GjQGVKk9DBCCfs359YP9+YOJE2Xrn6Jj3cRCRZchxy51mqTCVSoWkpKQ023MUTKprkXmw5Y4o54SQhYA13bXx8UDJknKs2549QOvWeRPHli3yeevVk49jY2WZk3RKjxKRjTD2/TvHlZ2EENpbRttzciMismQqleE4vMhIoGtXoGpVOQFDY9cuYPt22a1rSmFh8vneflsuH6a5vosLEzsiknLcLZu6vl1W24mIbFHRorJOXnIyoN9xMX68rDE3dy4wYkTunychAZg1C/jqK9lKZ28PtG0rCzPnosOEiGwQJ1TkQ+yWJTKvhARZjmTdOuDCBTkbFwCCg4EbN4Du3bNXRHjfPiAwELh2TT5u2RIICgJYSpQofzF7tywREaXP0RH48Ufgv/90iR0g13Ht21e26hlr3z45ju/aNbkG7PLlchsTOyLKiGLJXXx8PB4+fIiUlBSlQiAiMqvU3aW1a8tZtQMG6LaFh8uyJRER6V+jZUs5CzcwEPj3X6B/f2Vm5BKR9TB5chcdHY3t27dj+/btiI6OTrP/yZMn6NmzJzw9PVGyZEkULFgQo0ePRnx8vKlDISKyKOPHA6GhQJ06um0LF8oxef36ycenTskJEzEx8rFaDRw4INe+TV1QmYgoPSZP7jZu3IjOnTtj+PDhcHV1NdiXkpKCDh06YNOmTUhMTIQQAlFRUfjpp5/Qt29fU4dCRGRxUrfmVawou1h79JBrwTZsCGzeDFSqJJPB5GTAwUGZWInIOpk8udu1axcAoHv37lCrDS+/du1anDlzBgBQt25dfPLJJ6hbty6EENi0aRN27txp6nCIiCxa//7Ahx/KCRi//Sbr6DVvLmvWbdpkmAweOwbcu6dYqERkJUy+tuylS5egUqnQuHHjNPuWLVsGAKhXrx6OHTsGe3t7JCYmolmzZggODsbSpUvRvn17U4dERGSRtm0DxozRzYKtXl2WTqlZUy4lpv/5WAigTx+5SsaBAwCX8SaijJi85e7Ro0cAAJ9U1TQTExNx6NAhqFQqBAYGwt5e5pUODg4YPnw4hBA4deqUqcMhIrJYq1bJxK5IEVna5Px5mbQVLixb9PRHqzx/Dnh7A66ugJ+fbvuiRUCvXrp1ZYmITJ7cPXv2DADgmGphw+DgYMTGxgJAmtY5X19fAMCDBw9MHQ4RkcW4e1feNKZNA774Qta++/DDzMfWFSoEnDwpu2v1hzNv2ABs3AhcvKjbFhUly64cOSJb/IgofzF5cqeZRKFpwdM4dOgQAKBSpUooXry4wT4XFxdTh0FEZDGio4FJkwBfX2D0aN32smVlguflZfy1PDwMH0+dCkyeDHTrptsWHAyMHZu2bMqxY7KcCitQEdk2kyd3FStWBAAcOHDAYPuff/4JlUqF5s2bpznn8ePHAIBixYqZOhzSExQUhOrVq8NPv0+HiMwmORn4/XegcmWZhL18KVvu4uJM9xz16+sSRw0XF5nsde5seOywYXIN3C1bdNsiI4GnT00XDxEpz+TJXdu2bSGEwNy5c7Fjxw5ER0djzpw5CA4OBgB06dIlzTkXLlwAAJQsWdLU4ZCewMBAXLlyRfuzICLz+ftvoG5dYMgQ2ZVasaLsQj10KHtLj+VEo0bAn3/K2ngaycmya9fZGWjQQLd93To55q9DB/PGRER5x+SzZUeNGoV58+YhKioKnVN9bKxWrVq6yd22bdugUqlQR7+yJxGRlVq+HPD3l/cLFAAmTpRj6pyclIvJzg44eBBITDQc23frlvzatKlumxDA0aNyZQw1F6kksjom/7P19vbGli1bUKJECQghtLcKFSpgw4YNUKVaN+fmzZs4fPgwAKBNmzamDoeIKE/oT1zo0QMoVw4YNUpOlvjkE2UTO32pJ218+63slh05Urft5EmgWTPg9ddlix8RWReTt9wBQLNmzRAaGoqjR4/iwYMH8Pb2RtOmTbXlT/Tdv38fX375JQCgXbt25giHiMhsYmOBH3+U3bB798qWLjc3WeLE3N2vplKokOHjGzcAT0/ZraxfRPniRaBGDbbmEVk6lRCcKJ/fREZGwsvLCxEREfD09FQ6HCKrJASwdi3w2WeysDAgV5To2lXRsEwmJkaWVClRQj5+8AAoUwbw8ZHr33KdW6L0xcXJ/w9OTqb/IGTs+zc/fxERZdO5c7LY8HvvycSubFlg5UognSHFVsvNTZfYAcA//8hZuEWKGCZ2164BERF5Hh6RxXJ2ln8rSrZwm6VblojIFr18KcfPLVggP5m7ugLjxsnadbZervOtt+S6tvfv67YlJMgk9/Fj4MoVWWYFAOLjAUdHwxp7RJR3zJ7cRUVFITQ0FFFRUUg2YmRuenXwiIgsgbMzcPasbp3X6dNlV2V+4e4ua/ZpXLkit8XGGm6fMkXW9/vyS+Cjj/I+TiKlnD8P1Kql/LhUsyV3CxYswNy5c3Hx4kUYO6xPpVIhKSnJXCEREWXb3r1Aw4aym1KtBn77TY5Ha9ZM6ciU9/rrwM2bwIsXhhMvTp4EHj0ybM188ADo3l2WXJk+na16ZHuuXwfq1JHDNK5fl63XSjF5bpmcnIxu3bph+PDhuHDhAlJSUgxKomR1IyKyBDdvylUe2rQBvvtOt71uXSZ2qaWeXLFtm6yTpz8G8fhx4MQJYOdOw8QuNJTlVsg2XLuma91WMrEDzNByN2/ePGzevBkAULx4cQwaNAj16tVDoUKFoFa6nZKIKAvR0bL226xZckyZnZ0s/EvGc3aWBZD1NW4sizvrvw0IAbRsKb/PO3cCtWvnaZhEJtWlC/DkiWy1VprJk7tly5YBAKpXr47Dhw+jYMGCpn4KIiKTE0LOeP38czlxAADatgV++gmoXl3R0GxC8eJA//6G28LCZLmVxETDtXFPnpRJYP367L4l6+LkZBnjcE3elHb16lWoVCp8+eWXTOyIyGpMmgQMGCATuwoVZM26XbuY2JmTj48ci3f4sOH4vAkT5Pq3c+YoFxtRdljaqDKz9ZNWqVLFXJcmIjK5wYOBokVll+zly7IYMVuNzM/RUU7M0EhJka18rq5Ap0667SdPAmPGAKdP53mIRFnq2xdo3VqOLbUEJk/uKr+aD//s2TNTXzrfWrFiBYYNG4b69evDyckJKpUKS5YsUTosIquVmCiXDPvwQ922cuWA8HBZt85alg2zRWo1sGKFHLtUsaJu+4oVchxkUJDh8SkpeRsfUWoJCcDWrcC+fWnXblaKyZO7Pn36QAiBrVu3mvrS+daECRMwf/58hIeHw9vbW+lwiKzarl2yDtWnnwK//mrYEmTrhYitSeqfRadOckWQ997Tbbt3D/D2BoYN44xbUo6jo6xvFxQE1KundDSSyZO7kSNHonbt2vj1119x+PBhU18+X1q4cCHCwsLw+PFjDB8+XOlwiKzSlStA585A+/ayZEHRosDChbK0CVm+9u2BVauAdu102zZvljMTL140rLP399/ArVt5HyPlXxUryp4ASxnKYfLZsk5OTti1axd69OiBtm3bYuTIkejbty+qVq0KZ/Z15EibNm2UDoHIar14AXzxhVwyLCUFsLcHRo4EJk4EvLyUjo5yY8gQWVNMfzB7cjLw7rvy5376tK4lRQjLeeMl2xEdLbtlCxVSOhJDJm+5s7Ozg7e3N44fP46EhATMmjUL9erVg5ubG+zs7DK92dubNtd89OgRtm7diokTJ6JDhw4oUqQIVCoVVCoVAgICsnWt8PBwjB49GlWrVoWbmxsKFSoEPz8/zJgxAy9fvjRp3ERkOg4OsoUnJUWukHDlihy7xcTO+tnby0Hs+p9/Hz8GataULbP6EzWmTpV19FasyPMwyUadOCHLnkyYABw8qHQ0hkzecpd6lQklV50oXry4Sa6zZcsW9O/fH5GRkdptL1++xOnTp3H69GksXLgQ27ZtQ6VKlUzyfESUcykpwF9/ydmuarVcNuy332Qyx6WrbV+JErK0iqYAtcaePcCFC3IdXI0HD+Qbc6NGcrY0UWaSkuREnxIl5ONatWRr8J49csiHJTF5cjdp0iRTX9IkypYti6pVq2L37t3ZOu/cuXPo3bs3YmNj4e7ujnHjxqFVq1aIjY3FmjVrsGDBAoSEhKBTp044ffo0PDw8zPQKiCgr+/YBo0fLwc3Ll+uK5uovg0X5Q+rlnzZuBPbvN0zwT54Efv9dftVP7hYtki2+b70FFCuWN/GSZdu7Fxg4UNa91KQRrq7yd6diRcOVVyyBTSd3EydOhJ+fH/z8/FC8eHGEhYXBx8cnW9cYNWoUYmNjYW9vj927d6NRo0bafW+++SYqV66Mzz77DCEhIZg1axYmT56c5hqjR49GfHx8tp5TU1KGiLJ29Srw2WeyHAEgW+ni4pSNiSxLsWJA796G2ypVkqVvihQx3D51qiyLs2+fLrlLSJDdwJb2Jk7mk5ysa/2tWFHOzk5KAiIidMM6LPatWuQjoaGhAoAAIAYOHJjl8SdPntQeP2zYsHSPSU5OFtWqVRMARIECBURCQkKaY9zc3LTXMea2f//+DGOaNm2aACAWL15s5KtOKyIiQgAQEREROb4GkSV4+FCIESOEsLMTAhDC3l6Ijz4S4vFjpSMja5WYKMTHHwvRuLEQ+v8ig4KEKFtWiF9/VS42yhunTwvRrp38PdC3b58QcXHKxKRh7Ps3P4NkYtOmTdr7gwYNSvcYtVoNf39/AMCLFy+wf//+NMdER0dDCGH0rWXLluZ4OUQ2p29fWasuOVmOsbt0SS5ZlbolhshY9vaywPXRo4Cnp277pk3Af/8B+vPnkpPl+rhk/fSLYT99KrteFy0CYmJ021u1kmvHWgOzJ3c3b97EihUrMHPmTEydOhVPnjwx91OazJEjRwAAbm5uqJdJZcIWLVpo7x89etTscRHlVykpgP4Ih4kT5eLyBw7IN1+uekjm8tdfwPr18gOFxv79cn3c1J/9LW2dUcrY2rVAnTrAlCm6bW3bAl9/LcfuurkpFlqumC25O3v2LJo3bw5fX18MHDgQn3/+OaZMmYJHjx4ZHBcUFIRixYqhcuXKSExMNFc4OXL16lUAQKVKlTIt01K1atU05xCRaR04APj5ybVfNZo3B06dAvQ+XxGZhYsL0KuXbqYkAJw9K2dL6s/KBeSg+yZNWEjZEr14IZcf1IiNlUnctm26bSoV8H//JxN3a2WW5G7r1q1o0qQJjh49atDdmB5/f3/Exsbi1q1bFrVkWVxcnLaVsXTp0pkeW7BgQbi9Su9v375t8lgWLlyIgIAABAQEYP369Wm2LVy40OTPSWQprl0D3n5bdomcPQvMn2/YesfCtKSUzz4D7tyRS9lpPH4sf2ePH5e19jTmz5cfQlauzPs4SfriC6BkSVn3UqNzZ2DpUmDHDuXiMgeTJ3f379/He++9h/j4eFSvXh07duxAVFRUhsd7eHjg7bffBgDssKDvrn7M7u7uWR6vSe6io6NNHsuRI0ewdOlSLF26FGfPngUgu3812zTdxxmJj49HZGSkwY3I0j1+DAQGyoK0W7bI1pEPPwT++cd6xr2Q7StZUrbUaRQqBFy+LEuv6FfG2rEDOHRIjtvTSEiQBbXPnmVXrjk8e2b42M5OttTt2qXbVqQI4O9vmIjbApMndz/++CNiYmJQrlw5HD58GG+99ZY28clIy5YtIYTAmTNnTB1OjsXp1VFwTF0wKR1Or95tYvUrZJrIkiVLMp2AsWTJkkzPnzZtGry8vLS3MmXKmDxGIlPaskWWHpg7Vw5af/ttOVkiKIh1x8iy2dnJZK97d8PtM2cC8+YBPXrotp08CYwZI9fN1Xf/vvy9p5wRQo6NLFFCdrlqfPghcOSILGpu60ye3O3cuRMqlQqjR49GgQIFjDpHM2YtNDTU1OHkmP46uAkJCVker6lj5+LiYraYcmrcuHGIiIjQ3szRdUxkSq+9Jls16taVtcb++gvQG9pKZHUqVgSGDTOc9OPgILsFu3Y1HF7QubNsATxwIM/DtFr6s1pVKlmPLjFRV3AYAEqVkmMh88NQDpMnd+Hh4QCABg0aGH2O56v55ubo0swp/ZUmjIkr5tVvljFduHnNyckJnp6eBjciS3LxIjBjhu5x+fJyzFJwsBxrR2SLGjaUrdQLFui2xcUBoaFAZKRhgdz16+WEoh9+MLzG9euG5Vnym5gYoE8f2T2u3w07aZJcbu6zz5SLTUkmT+6SkpIAACn6RWOyEBERAcCyEiNnZ2cULlwYAHDnzp1Mj33+/Lk2uWOXJ5Hxnj6V4+pef13+Ez5+XLevTh2uBkD5j7OzHG/6zz+ypUlj927g9GnZZauRlARUqybLddy7p9v+77/AsWMyQbQ1t27JpcA0XF3lBJbISGD7dt32GjVkD0B+ZfJ/nSVezRO/lY054KdOnQIg13+1JNVfjZK9ceOGNmlNz7Vr17T3q1WrZva4ciooKAjVq1eHn5+f0qFQPpeUBPzyi2yZmDtX1q975x356Zsov7Ozk4vS6/v8c1nLUbNeMiCTQDc3uY6ufomW+fNl9+PEibptQgCrVsmkMRttLxbl2DHZvd23r+41qFTAzz/LSSn635v8zuTJXbNmzSCE0JbsyEpCQgJ+++03qFQqi1uZoWnTpgBkl2tmkz0OHjyovd+kSROzx5VTgYGBuHLlCoKDg5UOhfKxvXtlS93//gc8fy7fxPbvB9atA8qVUzo6IstUqZIcm1e7tm6bt7dc5/TxY8NWbhcXoHRpOdNc47//gH79ZNeu/mSNgweBDRsMZ/Faglu35Bq/a9fqttWvDxQsKMffPn2q2968uWzpJx2TJ3cBAQEAgM2bN+Pvv//O9NiEhAT4+/vj5s2bUKlUGDp0qKnDyZVu3bpp7y9evDjdY1JSUrBs2TIAQIECBdCKA4SIMhQbKz9dX74MFC4slw47exawsM91RFYl9TDqr78Gbt8GBg/WbYuKApo1Axo1khM5NH74Qbaa63dp3r4NdOkCjB9veN0LF2TR8OfPTRv/1avyw92DB7ptf/0lx839/LNum6Oj7JY+eND2SpeYmsmTu5YtW6J3794QQqBLly74/PPPtd2uABAWFoZjx45hxowZqFGjBtavXw+VSoXhw4ejRo0apg4nVxo0aIBmzZoBAH7//Xcc1x8Q9MqsWbO0q1KMGjUKDvp/NUSEmBhdDS8XF2D6dGDkSDkQfPjwtNX9icg09GeF1qwp6+zpdTQBAHx9ZcKnPxv9xg1g61bgjz8Mj/3iC+CNN2T3sMatW/LD2QcfGB67erVMMi9d0m27fBno2RMYMsTw2IAAoHdvWaZEo3dv4K235P8I/RqArHFpnIzX1MqFJUuWICoqCtu3b8fMmTMxc+ZMqF79lnXp0kV7nGbVih49emD27Nkmj+PIkSO4ceOG9rH+urY3btxIUx9O0+qob/bs2WjSpAliY2PRrl07jB8/Hq1atUJsbCzWrFmD+fPnAwB8fX0xevRok78GImuVkiKr8X/+uazxpVmTc8AAeSMi5enPUtfw9ZW14FIXVi5SBChbFiheXLctLEwmjA8fGh67eDHw999y5rumezg2ViaMqRd9athQdivrl5QtWRLYuTOnr4pUIqN1wUxgwYIFmD59Om7evJnu/tKlS2P8+PEYPny4WZ4/ICAAS5cuNfr4jL4VW7ZsQf/+/TNc2cHX1xfbtm1DpUqVchRnXgkKCkJQUBCSk5MREhKCiIgIlkUhswgOlq1zJ07Ixy1asGYXkS16+FCOmbWzk927Gj/+KLtb339fJm+ALFWyZo2c/KFfzJmMFxkZCS8vryzfv82a3GlcuXIFp0+fxqNHj5CcnIzChQujTp06qFu3rrZFzxxMldwBsn7f7NmzsW3bNty5cweOjo6oVKkS3nnnHXz00UdwdXU1Rch5wthfDqLsevAAGDcO0DSKu7sDEyYAH3/M7hQiotyyqOSOLAuTOzKHlSuBESPkwG1Artc4bRrLmxARmYqx79+KlQiNj4/Hw4cPs1XsmIgsV+nSMrFr0EB2xy5dysSOiEgJJk/uoqOjsX37dmzfvj3dZbuePHmCnj17wtPTEyVLlkTBggUxevRo7dqsRGQdrl6V42c0WrSQ68AePy5n1BERkTJM3i27dOlSDBo0CKVLl0ZYWBjUepUVU1JS8MYbb+Ds2bMG49tUKhW6deuGjRs3mjIUygC7ZSk3XrwApkyRK0w4OMiljrjqHhGR+SnWLbtr1y4AQPfu3Q0SOwBYu3atdqWHunXr4pNPPkHdunUhhMCmTZuwk/OezYrLj1FuJCfLZY0qVwZ++kkuIdauXdpyCUREpCyTJ3eXLl2CSqVC48aN0+zTrORQr149nDhxArNmzcLx48fRoEEDAMjWzFbKPi4/Rjl16JBc+mfYMODJE7lY+e7dspiphS0JTUSU75k8uXv06BEAwMfHx2B7YmIiDh06BJVKhcDAQNjby/rJDg4OGD58OIQQBitZEJFlePRIttCdPw94eclWu3/+Adq2VToyIiJKj8lXqHj27BkAwFG/1DSA4OBgxMbGQqVSoX379gb7fH19AQAP9BeWIyLFJCbq1p8sVgwYM0Yu1D11Ktd0JCKydCZvudMU89W04GkcOnQIAFCpUiUU11+7BICLi4upwyCiHBACWLtWjqvTb0j/6ivg11+Z2BERWQOTJ3cVK1YEABxItdbQn3/+CZVKhebNm6c55/HjxwCAYsWKmTocIjLSuXOynEmfPkB4uOGak2ZcSIaIiEzM5Mld27ZtIYTA3LlzsWPHDkRHR2POnDnaQfxdunRJc86FCxcAACVZ8dSsOFuW0vP4sZwoUa8ecPgw4OIiu19fzX8iIiIrY/I6d/fv30e1atUQpVmD6BUhBKpXr46LFy+mWU+2VatWOHToEEaMGIFffvnFlOFQOljnjjQWLQI+/RSIiJCP33sP+P571q0jIrJEitW58/b2xpYtW1CiRAkIIbS3ChUqYMOGDWkSu5s3b+Lw4cMAgDZt2pg6HCLKhBAysatbV7barVrFxI6IyNqZfLYsADRr1gyhoaE4evQoHjx4AG9vbzRt2lRb/kTf/fv38eWXXwIA2rVrZ45wiOiVkBDgwQNAM/Q1IADw9AR69ADs7BQNjYiITMTk3bJk+dgtm/9ERsoZr7NnAyVKANeuAa8mthMRkZUw9v3bLC13RGQZUlKAJUuAceNkMWIAqFFDdsUyuSMisk0mH3NHRJbh2DGgQQNg8GCZ2Pn6Atu2ATt2AN7eSkdHRETmwpY7Iht05QrQpIm87+kJTJwI/O9/QKqFY4iIyAYxuctHgoKCEBQUhOTkZKVDITMQQldsuHp1oFcvoEAB4OuvgVSLwhARkQ3jhIp8iBMqbIsQwB9/AJMnAzt3AqVKye3JyZwBS0RkSxSrc0dEeefCBaB1a9lKd+kS8N13un1M7IiI8icmd0RW6OlTIDAQqFMH2L8fcHICJkwwTO6IiGzBwYMHoVKptLdjx47l+FpTpkzRXsfLywtxcXG5ii0lJQWNGjUyiM8SMLkjsjK//QZUrgzMnStLnfTsCVy9KuvYubkpHR0RkWktXbrU4PGyXCx8rX9uZGQkNm3alONrAcDcuXNx4sSJXF3DHJjcEVmZmzeB58+B114D9u0DNmwAfHyUjoqIyPRiY2OxYcMGAIC7uzsAYN26dYiPj8/2tY4cOYJbt24ZXCs3ieLdu3cxfvx4qFQqFClSJMfXMQcmd0QWTAjg77+BU6d02yZMkK13Z88CrVopFxsRkbn9+eefiIqKAgD8/PPPAIDnz59jy5Yt2b6WJpErXrw4/u///g8AsHv3bjx8+DBHsX300UeIiorCoEGDUKNGjRxdw1yY3BFZICFkq1yzZkC7dsDo0XIbIOvWffABkM5SzURENkWTkNWqVQuDBg1ClSpVDLYbKy4uDuvXrwcA9O7dGwMGDIBarUZycjJWrlyZ7bj++OMPbNq0CUWKFMH06dOzfb65MbkjsjAHD8oWudatgaNH5WSJ+vWBxESlIyMiyjv379/Hnj17AAD9+/c3+Lpz5048fvzY6Gtt3rwZL1680F6jVKlSaPWq6yO7iWJkZCT+97//AQBmzJiBwoULZ+v8vMDkjshCnDolE7qWLWWC5+goV5W4dQv48UeuLkFE+cvKlSuRnJwMtVqNvn37AgD69esHlUqFxMRErF692uhraRK4KlWqwM/PD4AuUfznn39w8eJFo6/1xRdf4N69e2jevDkCAgKMPi8vMbnLR4KCglC9enXtLzZZln//lV2xDg7AiBFy4sTPPwMlSyodGRFR3lu+fDkAoGXLlij1qjq7j48PGjduDMD4FrdHjx5h165dAGRyqNGzZ0+4uLgASDsjNyPHjx/HvHnz4ODggF9//dW4F6IAJnf5SGBgIK5cuYLg4GClQyHIlrpt23SP33sPGD8euH5dljkpXVq52IiIlHT+/HlcuHABgK6FTUPz+MyZM7hy5UqW11q1ahWSkpLSXMvDwwNvv/229pisluZMTEzE0KFDIYTAmDFjUL16deNfUB5jckeUx86cATp3Bt54Axg2DNDU0LS3B775BihXTtn4iIiUpmmVc3FxQc+ePQ32vfvuu3B8NU7FmNY7zTGNGzeGT6q6UQMGDAAgx/f9/fffmV7n+++/x+XLl+Hj44Mvv/zSuBeiECZ3RHnk/Hmga1c5OWLbNkCtBtq2BWJilI6MiMhyJCUlYdWqVQCALl26pFlDtVChQujYsSMAOS4vJSUlw2tdunQJ586dA5C2BRAA3nrrLRQtWhSArhs4PdevX8c333wDAPjll1+03bmWiskdkZmFhMhVJOrUATZvlkld//5yVYnFiwELnGhFRKSYXbt2aWvPpZeQ6W+/c+cO9u/fn+G1NGPpHBwc8O6776bZb29vj969ewMANm3apK2pl9qwYcMQFxeHnj17ahNLS8bkjsjMXrwA/vgDUKnkuLrLl4HlywFfX6UjIyKyPJpu1MKFC6N9+/bpHtO5c2cUKFDA4PjUkpOTtS2AHTp0yLBkiaZr9uXLl9rVMPQtWrQI+/fvh4eHB2bPnp2t16IUlRCa0qiUX0RGRsLLywsRERFpmrsp965dA4KDgVf/LwAA06cDnToBFlbEnIjIokRERKBEiRKI0wxGNoK7uzsePHgAt1SLa+/atSvD5DAjLVu2TNMSWKVKFYSEhKBz584Gs231TZ06FVevXgUAbYkWNzc3dOnSJVvPnxVj37+Z3OVDTO7MIyQEmDoVWL1aljO5eRN4NXufiIiMsGDBAnzwwQfZPm/ZsmXaFjiNfv36aVvujKVSqRAWFoayZctqt5UvXx7h4eHZjqlcuXIICwvL9nmZMfb9mwsYEeXSzZvAV1/JrlbNuN727YGEBGXjIiKyNpouVm9vb/zwww9ZHj927FjcuXMnTXIXFRWFTZs2AQBat26NIUOGZHqdyMhIDBs2DEIILF++XLv2rNUSlO9EREQIACIiIkLpUKzavXtCvP++EHZ2QsiVX4Xo3FmI06eVjoyIyPrcunVLqFQqAUB89NFHRp0zatQoAUCo1Wpx584d7fZFixYJAAKA2LBhg1HXql27tgAgqlSpku3YW7RooX0+czL2/ZsTKohySKWSXbDJyUCHDsDJk8CWLUC9ekpHRkRkfZYtWwbxaqRYr169jDpHc1xKSgpWrFhhcC0AcHV1RYcOHbJ1rX///RcnT540Om5LxOSOyEi3b8vlwDRKlADmzAGOHQO2bwcaNFAuNiIia6epM1esWDE0a9bMqHMaN24Mb29vg/P/++8/HDx4EICcJevq6mrUtfSLJRu7tJmlYnKXj3Bt2Zy5dw/43/+ASpWAUaNkMqcxeDDQqJFysRER2YKjR4/i5s2bAIDu3btDrTYuPVGr1ejevTsA4PLlyzhz5gyWL1+e7RZAAKhWrZp2SbG1a9ciwYoHTjO5y0e4tmz2PHgAfPwxUKEC8MsvcoJEixaAs7PSkRER2Rb9lrLUy41lJXWLm6YFz8nJCZ06dcrRtZ4+fYpt+ot/WxmWQsmHWAolc1FRwJQpwNy5QGys3Na0qSxz0qqVsrEREVH+xVIoRDnk5ARs2CATu0aNZFLXurWcQEFERGTpmNxRvnfxIjB/PjBrFuDoKG9z5siv7doxqSMiIuvC5I7yrSNHgO++AzTDKurXBwYOlPdNvGIMERFRnmFyR/lKSgqwdSvw/fe6Wa8qFdCrF1CnjrKxERERmQKTO8o3IiPlGLorV+RjR0cgIAAYMwaoXFnR0IiIiEyGyR3ZtORkwM5O3vf0lIWH79wBRoyQNete1b4kIiKyGUzuyCY9eSInRfz+O3DmDFC8uNw+fz5QpAjg5aVsfERERObCIsZkU8LDgZEjgbJlZQmTu3eBJUt0+ytWZGJHRES2jS13ZBMuXQKmTwdWrZJdsQBQrx7w+edAjx7KxkZERJSXmNyR1YuIAPz8gLg4+bh1a+CLL1h4mIiI8icmd2R1UlKA48eBJk3kYy8v4P33gcePgc8+k/XqiIiI8ismd2Q1EhOB1atl9+vly0BwsC6R++UXttIREREBnFBBViAmBpg9W06GGDhQJnYeHkBIiO4YJnZEREQSW+7IYsXEADNmyJImz57JbcWLAx9/DAwfDhQooGR0RERElonJXT4SFBSEoKAgJGumk1o4BwdZp+7ZM9lqN3asbLlzdlY6MiIiIsulEkIIpYOgvBUZGQkvLy9ERETA09NT6XC0Ll2SydyMGYD9q48da9fKLteePXUrTRAREeVHxr5/s+WOFHfkCPD998DWrfJxgwbAe+/J+717KxcXERGRNWJyR4pISQG2bwe++w44elRu07TQ1aihbGxERETWjMkd5bnnz4FmzeSsVwBwdJRj6caMAXx9lY2NiIjI2jG5ozyRnKwbM1ewoLx5eAAjRsjZr97eioZHRERkM5jckVk9eSILDC9eDJw9CxQuLLcvWgQULcpyJkRERKbGIsZkFv/9B4waBZQrB0yZIh8vWaLbX7kyEzsiIiJzYMsdmdTly3J5sFWrgKQkua1uXeDzz+VkCSIiIjIvJndkMs+eAfXqAfHx8nHr1jKpa9OGy4MRERHlFSZ3ZDKFCgH+/jLJ+/xzwM9P6YiIiIjyHyZ3ZFLz5gFqjuQkIiJSDN+GyaSY2BERESmLb8VERERENoTJHREREZENYXJHREREZEOY3BERERHZECZ3RERERDaEyR0RERGRDWFyR0RERGRDmNwRERER2RAmd0REREQ2hMkdERERkQ1hckdERERkQ5jcEREREdkQJndERERENsRe6QAo7wkhAACRkZEKR0JERETG0rxva97HM8LkLh+KiooCAJQpU0bhSIiIiCi7oqKi4OXlleF+lcgq/SObk5KSgnv37sHDwwMqlUrpcPKUn58fgoODlQ7D4tjK98VSX4fSceXV85v7eUx9fVNcLzIyEmXKlMHt27fh6elposjIkij996tPCIGoqCiULFkSanXGI+vYcpcPqdVqlC5dWukwFGFnZ8d/wOmwle+Lpb4OpePKq+c39/OY+vqmvJ6np6dF/u5R7in995taZi12GpxQQflKYGCg0iFYJFv5vljq61A6rrx6fnM/j6mvr/TPhayDNf6esFuWiIgohyIjI+Hl5YWIiAiLat2h/I0td0RERDnk5OSESZMmwcnJSelQiLTYckdERERkQ9hyR0RERGRDmNwREREpJDg4GB07dkSBAgXg5uaGhg0bYt26dUqHRVaOpVCIiIgUsH//frz11ltwdnZGnz594OHhgY0bN6J37964ffs2Ro8erXSIZKU45o6IiCiPJSUloWrVqrhz5w5OnDiB119/HQAQERGBBg0aICwsDCEhIShXrpyygZJVYrcsERFRHtu3bx9u3ryJvn37ahM7QBaoHT9+PBISErB06VLlAiSrxuSOiIjylUePHmHr1q2YOHEiOnTogCJFikClUkGlUiEgICBb1woPD8fo0aNRtWpVuLm5oVChQvDz88OMGTPw8uXLDM87cOAAAKBdu3Zp9r311lsAgIMHD2YrFiINjrkjIqJ8pXjx4ia5zpYtW9C/f39ERkZqt718+RKnT5/G6dOnsXDhQmzbtg2VKlVKc+7169cBAJUrV06zr0SJEnB3d9ceQ5RdbLkjIqJ8q2zZsum2nmXl3Llz6N27NyIjI+Hu7o5vvvkGx44dw969ezF06FAAQEhICDp16oSoqKg050dERADIeJ1QT09P7TFE2cWWOyIiylcmTpwIPz8/+Pn5oXjx4ggLC4OPj0+2rjFq1CjExsbC3t4eu3fvRqNGjbT73nzzTVSuXBmfffYZQkJCMGvWLEyePNnEr4IoY2y5IyKifGXKlCno3LlzjrtnT506hcOHDwMABg8ebJDYaYwePRrVqlUDAMyePRuJiYkG+zUtdhm1zmnWrCXKCSZ3RERE2bBp0ybt/UGDBqV7jFqthr+/PwDgxYsX2L9/v8F+zVi79MbVPXjwANHR0emOxyMyBpM7IiKibDhy5AgAwM3NDfXq1cvwuBYtWmjvHz16NN19u3fvTnPerl270pxPlB1M7oiIiLLh6tWrAIBKlSrB3j7joetVq1ZNc45G69atUaFCBaxatQrnz5/Xbo+IiMC3334LR0dHbcsfUXZxQgUREZGR4uLi8OTJEwBA6dKlMz22YMGCcHNzQ0xMDG7fvm2wz97eHgsXLsRbb72F5s2bGyw/Fh4ejpkzZ6J8+fLmehlk49hyR0REZCT9sibu7u5ZHu/m5gYAiI6OTrOvVatWOHLkCJo0aYK1a9fi119/RfHixbFmzRquK0u5wpY7IiIiI8XFxWnvOzo6Znm8k5MTACA2Njbd/Q0aNMCOHTtMExzRK2y5IyIiMpKzs7P2fkJCQpbHx8fHAwBcXFzMFhNRakzuiIiIjOTh4aG9n15Xa2oxMTEAjOvCJTIVJndERERGcnZ2RuHChQEAd+7cyfTY58+fa5O7MmXKmD02Ig0md0RERNlQvXp1AMCNGzeQlJSU4XHXrl3T3tesVkGUF5jcERERZUPTpk0ByC7XM2fOZHjcwYMHtfebNGli9riINJjcERERZUO3bt209xcvXpzuMSkpKVi2bBkAoECBAmjVqlVehEYEgMkdERFRtjRo0ADNmjUDAPz+++84fvx4mmNmzZqlXZVi1KhRcHBwyNMYKX9TCSGE0kEQERHllSNHjuDGjRvax0+ePMHYsWMByO7TIUOGGBwfEBCQ5hrnzp1DkyZNEBsbC3d3d4wfPx6tWrVCbGws1qxZg/nz5wMAfH19cfr0aYNZtkTmxuSOiIjylYCAACxdutTo4zN6m9yyZQv69++PyMjIdPf7+vpi27ZtqFSpUo7iJMopdssSERHlQJcuXXDhwgV88skn8PX1haurKwoUKID69evj+++/x7lz55jYkSLYckdERERkQ9hyR0RERGRDmNwRERER2RAmd0REREQ2hMkdERERkQ1hckdERERkQ5jcEREREdkQJndERERENoTJHREREZENYXJHREREZEOY3BERERHZECZ3RERERDaEyR0RERGRDWFyR0RERGRDmNwRERER2RAmd0REpLgVK1Zg2LBhqF+/PpycnKBSqbBkyRKlwyKySvZKB0BERDRhwgSEh4ejSJEi8Pb2Rnh4uNIhEVktttwREZHiFi5ciLCwMDx+/BjDhw9XOhwiq8bkjohszuTJk6FSqaBSqcxy/YCAAO319W9hYWFmeb78oE2bNihXrly2zjlw4EC6P4fJkyebJ0giK8HkjojIjFInIB4eHnj58mWW58XGxsLLy8vg3AMHDpg/YCKyehxzR0SUQyVLlsSuXbu0j0uVKpXlOdHR0di0aRP69u2b6XF//fUXIiMjcx2jLfPz88PFixe1j1977TUFoyGyHEzuiIhyyMHBATVr1jT6eGdnZ8TFxWH58uVZJnfLly83OIfScnNzy9b3nyi/YHJHRJRH3n77baxbtw5///03Hjx4gBIlSqR73KNHj7B7924AQNeuXbF27dq8DDPbRo8ejfj4eKOPHzVqFCpXrmzGiIjyNyZ3RER5pF27djh06BAePHiA1atX45NPPkn3uNWrVyMpKQklSpRA27ZtLT65++233xATE2P08b169WJyR2RGnFBBRPnS+fPnUbx4cahUKnh7e+PChQtmf047Ozu89957AHTdrulZtmwZAKBv376ws7PL9JqpZwa/ePECkyZNQo0aNeDu7o5ChQqhVatWWL16tdFxHj16FEOGDEGVKlXg6ekJR0dHlC5dGp07d0ZQUBBevHhhcHx0dDSEEEbfWrZsaXQsRJR9bLkjonzn8OHD6NKlCyIiIlC+fHns2bMHFStWzJPnHjBgAH788UecO3cOly9fRo0aNQz2X7lyBWfPntUee/78eaOvHRoairZt2+LmzZvabTExMThw4AAOHDiATZs2YeXKlbC3T/9ff2xsLAYPHpxuInj37l3cvXsX27Ztw+PHj1luhMiCseWOiPKVbdu24a233kJERARq1KiBo0eP5lliBwB16tTRJnTptd5pttWsWROvv/56tq7du3dvhIaGYvjw4dizZw+Cg4Px+++/w9fXFwCwbt06jB07Nt1zU1JS0LVrV21iV7lyZfz44484fPgwzpw5g61bt2L8+PGoVKlStmIiorzHljsiyjdWrVqFgQMHIikpCQ0aNMCOHTtQqFChPI/D398fn3/+OVatWoVp06Zpu1SFEFi5cqX2mOwKDg7GqlWrtF2/AFC/fn288847aNasGf755x/8/PPPGDx4cJpZpr/88gv+/vtvAED37t2xevVqODk5GRzTqVMnfPXVV7h//362Y8vKwoULceTIEQDQljdZuHChtrZf06ZNMWTIEJM/L5EtYssdEeULc+fORf/+/ZGUlITWrVtj7969iiR2ANCvXz+o1Wrcvn3boDDxgQMHcPv2bajV6ixLpaSnc+fOBomdhoeHB+bPnw9AttDNmzfPYH9KSgpmzJgBAChdujSWLVuWJrHTUKvVRtXzy64jR45g6dKlWLp0qbZb+ujRo9ptmsSPiLLG5I6IbN7XX3+NwMBACCHQvXt3bNu2De7u7orFU6pUKbRq1QqAYdes5v6bb76ZowRq0KBBGe5r0KCBtjt4z549BvvOnz+PO3fuAACGDh2qyPdmyZIlmU7CWLJkSZ7HRGStmNwRkU375JNP8OWXXwKQyc/69eszbJXKS5pu140bNyI2NhaxsbHYsGGDwb7s8vPzy3R/gwYNAAAhISFISEjQbj937pz2frNmzXL03ERkOZjcEZFN++mnnwDICQoLFy7MsrRIXunRowdcXV0RGRmJv/76C5s2bUJUVBTc3NzQo0ePHF2zWLFime4vXrw4ADm27/nz59rtT5480d739vbO0XMTkeVgckdENq1nz54AgEuXLmHUqFEKR6Pj7u6O7t27A5DdsZou2e7du8PNzS1H19RMzCCi/I3JHRHZtNWrV6Nbt24A5IzQjFaFUIKm+3X37t3amao57ZIFgIcPHxq1X6VSoWDBgtrtRYoU0d43x0xYIspbTO6IyKY5ODhg7dq16Ny5MwDZTZtRrbe81rp1a3h7eyMpKQlJSUkoWbIkWrdunePrBQcHG7W/cuXKcHR01G6vW7eu9v6hQ4dy/PxEZBmY3BGRzXN0dMTGjRvRsWNHAMDMmTPxxRdfKByVXI5swIABcHJygpOTEwYMGAC1Ouf/lpcuXZrhvuDgYFy6dAkA0KZNG4N9tWvXRpkyZQDI2nLR0dE5joGIlMfkjojyBUdHR/zxxx946623AADff/89JkyYoHBUMo64uDjExcXhu+++y9W1Nm/ejHXr1qXZHh0djWHDhgGQdeo09zXUarW2NfPOnTvw9/c3mE2rLyUlBffu3ctVnERkXkzuiCjfcHJywqZNm9C2bVsAwDfffINJkyYpHJXp1K9fH3379kVgYCD279+PM2fOYPHixahfv7623ElgYCBq1aqV5tzAwEDt9+XPP//Ea6+9htmzZ+Po0aM4d+4cduzYgUmTJqFq1aragshEZJm4/BgR5SvOzs7466+/0LlzZ+zbtw9Tp06Fg4ODRbTi5da6devQunVrzJ07F3Pnzk2zv2fPnvjhhx/SPVetVmPTpk0YOHAgNmzYgJCQEHz88cdmjpiIzIEtd0SU77i4uGDLli1o0aIFAODLL7/EtGnTFI4q93x8fHDmzBmMHz8e1apVg6urK7y8vNC8eXOsWLECGzZsgL19xp/pXV1dsX79euzbtw8DBgyAj48PXFxc4OjoiDJlyqBLly747bffMHr06Dx8VUSUXSohhFA6CCIiaxIQEIClS5eiXLlyCAsLUzSWyZMnY8qUKQBkceL8TFPnb9KkSZg8ebKywRApiN2yREQ5lJiYqJ2BCgBVqlSBg4ODghHlLzExMQgNDVU6DCKLw+SOiCiH7t27h9dee037ODQ0FOXLl1cuoHwmODgYrVq1UjoMIovDMXdERERENoQtd0RE2bRkyRIsWbJE6TDyvZYtW+b7cYZE6WHLHREREZEN4WxZIiIiIhvCljsiIiIiG8LkjoiIiMiGMLkjIiIisiFM7oiIiIhsCJM7IiIiIhvC5I6IiIjIhjC5IyIiIrIhTO6IiIiIbAiTOyIiIiIbwuSOiIiIyIYwuSMiIiKyIf8P/H9CgRW5Nx8AAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(\n", " ska_aa4_senses2[\"200.0 MHz\"][\"k_1D_Mpc\"],\n", " ska_aa4_senses2[\"200.0 MHz\"][\"sample_and_thermal_1D_mK2\"],\n", " label=\"both\",\n", " color=\"b\",\n", ")\n", "plt.plot(\n", " ska_aa4_senses2[\"200.0 MHz\"][\"k_1D_Mpc\"],\n", " ska_aa4_senses2[\"200.0 MHz\"][\"sample_1D_mK2\"],\n", " label=\"sample\",\n", " color=\"b\",\n", " ls=\":\",\n", ")\n", "plt.plot(\n", " ska_aa4_senses2[\"200.0 MHz\"][\"k_1D_Mpc\"],\n", " ska_aa4_senses2[\"200.0 MHz\"][\"thermal_1D_mK2\"],\n", " label=\"thermal\",\n", " color=\"b\",\n", " ls=\"--\",\n", ")\n", "plt.loglog()\n", "plt.xlabel(r\"k [Mpc$^{-1}$]\")\n", "plt.ylabel(r\"sensitivity [mK$^2$]\")\n", "plt.legend(frameon=False)\n", "plt.text(0.85, 0.1, \"AA4\", transform=plt.gca().transAxes, fontsize=20, verticalalignment=\"bottom\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looking back at the previous plots comparing all the observations, we can also see that the 18m substation template with the deep survey (orange) performs better than the full array in red at large scales $k \\lesssim 0.7$. In this case, it is due to the significantly larger number of short baselines available for the substation template (going down to $\\sim 18$ m), while the full arrays are limited by the larger size of the stations themselves ($\\sim 38$ m). We can also see this on the second plot of sensitivity vs wavemode that the 18 m substation template provides us with more large scale modes than the full arrays composed of $\\sim 38$ m stations. \n", "\n", "the (very) 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", "The sensitivities include both thermal variance (due to the instrument) and cosmic variance (due to fewer modes at large scales). To estimate the cosmic variance, we need a model for the 21-cm power spectrum. The default 21-cm PS theory model used by 21cmSense is EOS2021 (Muñoz+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 cosmic 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` via the `theory_model` argument. This is especially important when the 21-cm PS model for which you want to estimate the sensitivities is very different from the default model, as the sample variance contribution to the sensitivity can be non-negligible!\n", "\n", "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": 32, "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": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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8HldeEhMTJV3JXZQEBUrQDB48WMeOHVO3bt3caj9y5EjNnDmzUIEBAAAAAFCWZa5BY/fhlMxER0JCgnbt2pVnu02bNlm3O3To4PG48tK4cWNJ/5+ocVrxr3oDAAAAAADKnL59+1q38yrWcLlcmjNnjiSpSpUqCg8PL47QcnX//ffLNE2tXr3asRiyIkEDAAAAAIATytIiNJLatWunTp06SZI+/fRTbd++PUebqVOn6uDBg5Kk0aNHq2LFisUaY1Zjx45Vs2bN9N5772nnzp2OxZGpQLs4AQAAAAAAm3hiSlIR+tu6dauOHDli3b948aJ1+8iRI5o1a1a29sOHD8/Rx/vvv68OHTooKSlJPXv21Lhx4xQeHq6kpCQtWrRI06dPlySFhIRo7NixhY7VDoGBgVq3bp0efPBBde7cWWPGjNGAAQMUEhKSbdvw4mJbgubo0aM6ffq0OnfubFeXAAAAAACgmMyYMUOzZ8/O9bno6GhFR0dneyy3BE3r1q312WefaciQIYqNjdW4ceNytAkJCVFUVFS2rbmd4O3tbd02TVN/+9vf9Le//c2tcw3DyHch5MKwbYrTe++95+jcMQAAAAAAShPT9MzhtD59+mjfvn0aM2aMQkJCVLlyZVWpUkVt27bVm2++qd27d6tp06ZOhynTNK3j9/fdOezGFCcAAAAAAMqYsLAweXt7KyIiQhEREW6dM2vWrBzTmAqrYcOGeuedd/TOO+/Y0p8nTJgwwekQsiFBAwAAAACAAzyxLXZmfzExMQoKCrK177KmpCVo2MUJAAAAAADAYVTQAAAAAADgBNMo0q5LefaJUokEDQAAAAAAKLNOnjwpSapbt262nZvskJGRodOnT0uSGjRoUKS+SNAAAAAAAOAAT+y6VBJ2cSppGjVqJC8vL+3bt0+hoaG29n3o0CHdeOON8vLyKvK22yRoAAAAAABwgvm/w+4+kYMntsW2u38WCQYAAAAAAGWeYZTs9XmooAEAAAAAwAGe3GYbOfXs2VMVK1a0tc+0tDTb+iJBAwAAAAAAyjTTNK3FfEsq2xI0Pj4+qly5sl3doRh9eXmOgoKCnA4DAAB4EOM9AJRQrBnjccOGDXM6BLfYlqCZOnWqpk6dald3AAAAAAAARTZz5kynQ3ALU5wAAAAAAHAAa9AgK3ZxAgAAAAAAcJjtFTSXL1/W+++/L0l67LHHVLt27XzbnzlzRp988okkaezYsfL397c7JAAAAAAASh5T9q9B87/+wsLC5O3trYiICEVERNh8EXiC7Qma+fPna+LEiWrWrJnGjx9/1fa1atXS/PnzdeTIEdWtW1cjR460OyQAAAAAAEog43+H3X1KMTExLA5fytg+xWnVqlUyDEMPPfSQW+0Nw9DAgQNlmqZWrFhhdzgAAAAAAAAlnu0VNHv27JEk3X777W6fc9ttt2U7FwAAAACAMs+DU5xQ+theQXP+/HlJuuraM1nVqlVLknTu3Dm7wwEAAAAAACjxbE/Q+Pn5SZISExPdPiezrbe3t93hAAAAAABQMpkeOlAq2Z6gyayc2blzp9vnZLbNrKQBAAAAAAAoT2xP0HTq1Emmaeqjjz5SWlraVdunpaXpo48+kmEY6tixo93hAAAAAABQMpmGZw6USrYnaEaMGCFJ+uGHHzRo0KB8pzolJibq4Ycf1uHDh7OdCwAAAAAAUJ7YnqC5/fbbrW2z//Wvf6lFixZ67bXXtGnTJh0+fFiHDx/Wpk2b9Oqrr6pFixb64osvZBiG+vfvry5dutgdDgAAAAAAJZJpeuaAe6ZMmWJtdFQS2L7NtiT985//1MWLF/XNN9/op59+0oQJE3JtZ/7v/5wePXpo9uzZnggFAAAAAICSiW22HfXcc8/ppZdeUq9evfToo4+qd+/e8vKyvY7FbR65sp+fn1avXq333ntPdevWlWmauR7169fXBx98oK+//tra/QkAAAAAAKA4pKWlafny5erbt6/q1q2r559/XocOHXIkFo9U0EiSYRh6+umn9ac//Ul79uzR7t27dfHiRUlSjRo1dMstt+jmm2+WYbCAUXGLjIxUZGSkMjIynA4FAAB4COM9AJQCnljUl0WC3fbdd9/p008/1fz583XhwgWdO3dOU6ZM0ZQpU9S+fXuNHDlSAwYMUEBAQLHEY5gmM9TKq9jYWAUHB+vy5csKCgpyOhwAABibPICfKQAUjSf+jmb2We+DV+RVyd7ZJK6kZP309Hj+7hdAenq6Vq5cqZkzZ2rVqlVKT0+3ikkqV66s/v37a8SIEercubNH43BuchUAAAAAAOWYYXrmQMFUqFBBffv21ZdffqmffvpJb731llq0aCHTNJWQkKA5c+YoPDxcISEhmjx5sn7++WePxFFsCZr09HRduHBBFy5cUHp6enFdFgAAAACAcicsLEyhoaGKjIx0OpRS5dprr9Vf/vIX7d+/X//+97/1hz/8QUFBQTJNU0eOHNFf//pXNWzYUL169dLSpUuVlpZm27U9mqA5cOCAnn76aYWGhsrPz0+1atVSrVq15OfnpxYtWuhPf/qT9u/f78kQAAAAAAAomUwPHZJiYmJ04MABRUREFNvLKWvatWunjz/+WGfOnNGcOXNUq1YtmaapjIwMrV69Wg899JDq1q2rF154QWfPni3y9TySoHG5XBo7dqxuvvlmRUZG6tChQ3K5XNbuTS6XS//973/10UcfqXXr1hozZoxcLpcnQgEAAAAAACiUEydO6M0339T48eN17tw5a22azPzGxYsX9fbbb6tJkyZ69913i3Qtj+ziNGjQIC1ZskSZ6w+3bNlS7dq1U82aNSVJ586dU0xMjPbv36+MjAx98MEH+vnnn/XZZ595IhwAAAAAAEoednEqkZKTk/X5559r5syZ2rRpk5WMkaSQkBCNHDlSjzzyiPbv369PP/1US5cuVVJSkv7yl7/ommuu0ZAhQwp1XdsTNIsWLdLixYtlGIZuvvlmTZ8+XWFhYbm2jYmJ0RNPPKHdu3fr888/16JFizRw4EC7QwIAAAAAoOTJMiXJ1j5RKNu3b9fMmTO1ePFixcXFSbpSKVOpUiX1799fo0aNUqdOnaz2tWrVUvfu3XX06FH1799fe/fu1bvvvltyEjTTp0+XdCWrtHXrVvn7++fZNiwsTJs3b1bbtm313//+V9OmTSNBAwAAAAAAikXm+jKzZs3S4cOHJcmqlmndurVGjRqlwYMH57tleZMmTfTmm2/qrrvusvooDNsTNHv37pVhGHr++efzTc5k8vf31/PPP69HH31Ue/futTscAAAAAABKJipoHNWrVy+tXbvWWjNXkoKDgzVo0CCNGjVKrVu3druv6667TpKUmJhY6HhsT9CkpqZKkm666Sa3z8lsa+f2VAAAAAAAAHn5+uuvrdudOnXSqFGj9OCDD8rPz6/AfVWuXFmdO3e2FhEuDNsTNA0bNtTBgwd1+fJlt8+JjY21zgUAAAAAoFyggsZRNWvW1LBhwzRy5Eg1a9asSH3VqVNHGzduLFIftm+z/cADD8g0TS1dutTtcz7//HMZhqF+/frZHQ4AAAAAAEAOc+fOVa9evVSvXj23z0lOTtbmzZu1efNm2+OxPUHzzDPP6LrrrtO0adO0ePHiq7b//PPPNW3aNDVu3Fh/+ctf7A4HAAAAAICSKXObbbsPuKVnz57q1q2bjh075vY5p0+fVteuXdWtWzfb47E9QRMcHKxvvvlGt9xyix5++GH17dtXy5Yt0+nTp5WWlqb09HSdPn1ay5YtU79+/TRgwADdcsstWrdunYKDg+0OBwAAAAAAIFeZiwMX13n5sX0NGm9vb+u2aZpasWKFVqxYkWd70zS1c+dOa8Xj3BiGofT0dFvjBAAAAADASYZ55bC7T3iOy+WSlD33YRfbEzS/zyK5k1XyROYJAAAAAADATidOnJAkj8wAsj1BM2HCBLu7BAAAAACg7GEXp2J18uTJXB8/c+aMAgIC8j03JSVFR48e1csvvyzDMNSyZUvb4yNBAwAAAAAAyrzGjRvneMw0TfXs2bPAfQ0dOtSOkLKxPUEDAAAAAABQ0uS1vEpBll3x8/PT008/rUcffdSusCwkaAAAAAAAcIAhDywSbG93ZcrMmTOz3R8xYoQMw9Crr76qunXr5nmeYRjy8/NT7dq11bp166tOhyosEjQAAAAAAJQxYWFh8vb2VkREhCIiIpwOp0QYNmxYtvsjRoyQJPXt21ehoaFOhJRNkRI0mzdvtisOS+fOnW3vEwAAAACAEsc0rhx29ykpJiZGQUFB9vZdxmzYsEFS7mvTOKFICZquXbvKMOz7n8kwDKWnp9vWHwAAAAAAQG66dOnidAjZ2DLFqSAL6gAAAAAAALHNNrKxJUFTqVIl3XffferRo4e8vLzs6BIAAAAAAKDITp48ad1u0KBBro8XRta+7FCkBE1gYKDi4uKUlJSkzz77TJs2bdKgQYP0yCOP6KabbrIrRgAAAAAAyh4qaIpF5hozv19WpShrz3hiiZYilbucO3dOCxcuVK9eveTt7a0zZ87onXfeUevWrdWqVSu98847OnPmjF2xAgAAAABQZhimZw5kZ5qmdeT1eGEOuxWpgsbPz08DBgzQgAEDdOHCBS1YsEBz587Vt99+q3379unZZ5/V888/rzvuuENDhw5Vv379VKlSJbtiBwAAAAAAyNfMmTML9LhTDNMDaZ+DBw9qzpw5WrBggU6dOnXlQoYhf39/3X///XrkkUd0xx132H1ZFFBsbKyCg4N1+fJltl8DAJQIjE3242cKAEXjib+jmX02eu11efn52dJnJldyso7/9SX+7pdCHlnRt0WLFpo8ebJOnDih9evXa/jw4QoICFB8fLzmzJmjnj17qn79+nrppZc8cXkAAAAAAIBSxeNbLnXt2lX//Oc/de7cOS1YsEB33323vL29dfr0ab377ruevjwAAAAAACWT6aEDpVKx7YltGIa8vLxkGIYMwyiuywIAAAAAAOTw8ccf69dff3U6DIvHEzSbNm3SqFGjVKtWLT388MNatWqV0tLSVLt2bT399NOevjwAAAAAACUSuzg566mnnlLt2rV177336rPPPlNycrKj8RRpF6e8HDx4UHPnzs22SLBpmqpcubL69eunoUOH6o477pCXV7EV8AAAAAAAAGSTlpamqKgoRUVFKSAgQH379tXgwYPVvXv3Ys9Z2JagOX/+vBYuXKi5c+dq9+7dkq4kZby8vBQeHq6hQ4fq/vvvl7+/v12XBAAAAACg9DKNK4fdfcIt27Zt0/z587VkyRKdP39ecXFxmjdvnubNm6drr71WAwcO1KBBgxQWFlYs8RQpQZOcnKxly5Zp7ty5Wrt2rTIyMpS5a3fLli01dOhQDR48WHXq1LElWAAAAAAAygxPLOrLFCe33Xrrrbr11lv13nvv6ZtvvtH8+fO1bNkyxcfH69y5c/rggw/0wQcfqEmTJhoyZIgGDRqkpk2beiyeIiVorr32WiUkJEi6Ui2Tuc7MI488olatWtkRHwAAAAAAgMd4e3vrzjvv1J133qnk5GQtX75c8+fP1+rVq5WamqojR45o0qRJmjRpktq2bashQ4ZowIABuvbaa22NwzAzS14KIXNXJj8/P917773q2bOnvL29ixTQ0KFDi3Q+3BcbG6vg4GBdvnxZQUFBTocDAABjkwfwMwWAovHE39HMPq+b8Ia8/Pxs6TOTKzlZP04ax999G/z222/6/PPPNX/+fG3ZssWaMWQYhipUqKCUlBRbr2fLGjTJyclavHixFi9eXKR+DMMgQQMAAAAAABxXtWpVPfbYY3rsscd0+vRpLViwQJMnT9alS5eUnp5u+/WKnKApQgEOAAAAAADlF2vQlAr79+/X/PnztXDhQl2+fNlj1ylSgmbDhg12xQEAAAAAAGwSFhYmb29vRUREKCIiwulwSp2TJ09q4cKFWrBggfbv3y/p/wtUKlWqpD59+th+zSIlaLp06WJXHAAAAAAAlC+mZHiogiYmJoY1aArot99+0+LFizV//nxt27ZNpmlaSRlvb29169ZNgwcP1v3336+AgADbr2/LGjQAAAAAAAClTVJSkr788kstWLBAa9asUVpamqT/r5Zp27atBg8erIEDB6pmzZoejYUEDQAAAAAATmANGkc98sgj+vLLL5WQkCDp/5MyTZo00eDBgzV48GA1a9as2OIhQQMAAAAAgBNI0Dhq/vz51u1rr71WAwYM0ODBg9WuXTtH4il0gubkyZOSpLp168rb29u2gCQpIyNDp0+fliQ1aNDA1r4BAAAAAAD8/f3Vr18/DR48WN27d7c9t1FQhU7QNGrUSF5eXtq3b59CQ0PtjEmHDh3SjTfeKC8vL4/sLQ4AAAAAgNMMDywSbPuiw2XY+fPnValSJafDsHgV5eTM+Vme4un+AQAAAABA+VSSkjOSDWvQGIZhRxwAAAAAAAC2y1yiRcq+jErWxwvD7iVZipyg6dmzpypWrGhHLJbMba0AAAAAAACKonHjxpKuFJhkXUYl8/HC+H1fdihSgsY0TWsxXwAAAAAAUADs4lQs8lo+paQtq1LoBM2wYcPsjAMAAAAAAMB2M2fOLNDjTil0gqakvRAAAAAAAEoTdnEqHnkVmJS0wpMir0EDAAAAAAAKiYQK/ocEDQAAAAAAKHc2b94sSQoLC3N7y+3k5GTt2LFDktS5c2db4yFBAwAAAACAE1gk2FFdu3aVl5eX9u3bp9DQULfOOX36tHWe3bs4ednaGwAAAAAAQClR2J2cPLEDFBU0AAAAAAA4gEWCSx+XyyVJ8vb2tr1vKmgAAAAAAADccOLECUlScHCw7X1TQQMAAAAAgBNYg6ZYnTx5MtfHz5w5o4CAgHzPTUlJ0dGjR/Xyyy/LMAy1bNnS9vhI0AAAAAAAgDKvcePGOR4zTVM9e/YscF9Dhw61I6RsSNAAAAAAAOAA1qApXnkt7FuQBX/9/Pz09NNP69FHH7UrLAsJmlJm3rx52rJli3bt2qXvvvtOqampmjlzpoYPH+50aAAAAACAgmCKU7GaOXNmtvsjRoyQYRh69dVXVbdu3TzPMwxDfn5+ql27tlq3bn3V6VCFRYKmlPnrX/+qEydOqEaNGqpdu7a1QBEAAAAAAMjbsGHDst0fMWKEJKlv374KDQ11IqRs2MWplJkxY4aOHz+uCxcu6IknnnA6HAAAAABAYZkeOuCWDRs2aP369bmuTeMEKmhKme7duzsdAgAAAAAApV6XLl2cDiGbclNBc/78ea1cuVLjx4/X3XffrRo1asgwDBmGUeD1W06cOKGxY8eqefPm8vf3V7Vq1RQWFqa3335biYmJnnkBAAAAAIAyJXORYLsPSQoLC1NoaKgiIyOdfZFwW7mpoKlZs6Yt/axYsUJDhgxRbGys9VhiYqJ27typnTt3asaMGYqKilLTpk1tuR4AAAAAAAUVExOjoKAgp8MoEU6ePGndbtCgQa6PF0bWvuxQbhI0WTVo0EDNmzfXmjVrCnTe7t27NWDAACUlJSkgIEAvvviiwsPDlZSUpEWLFumTTz7R4cOH1bt3b+3cuVOBgYEeegUAAAAAgFKPXZyKReYaM4ZhKD09PcfjhfH7vuxQbAman3/+WfHx8bb0FRISUuBzxo8fr7CwMIWFhalmzZo6fvx4gX8Zo0ePVlJSkipUqKA1a9botttus57r1q2bmjVrpueee06HDx/W1KlTNXHixBx9jB07VikpKQW6ZrNmzQoUJwAAAAAAuMI0c89a5fW4U4otQTNy5MgCV6z8nmmaMgxDGRkZBT530qRJRbr2jh07tGXLFklXXkvW5EymsWPHaubMmTp48KDef/99vfTSS6pYsWK2NtOmTVNCQoLb1+3fvz8JGgAAAAAoi6igKRYzZ84s0ONOKbYEzdixYzVw4MDiupztli1bZt3O3Cv997y8vDR06FC9+OKLunTpkjZs2KCePXtma2NXFREAAAAAoHTLuqivnX0iu2HDhhXocacUW4Lm5ptvLtTUpJJi69atkiR/f3+1adMmz3ZZt+mKjo7OkaABAAAAAAD4vWJL0AwdOrTIU5wyFWaKU1EdPHhQktS0aVNVqJD3j6158+Y5zgEAAAAAIAemOJUKKSkpunTpkq655hp5eXl57DrFlqAZM2aM+vfvX1yXs1VycrIuXrwoSapXr16+batWrSp/f38lJCTo1KlTtscyY8YMq5rnu+++sx7buHGjJKljx44aNWqU7dcFAAAAAKAsiY+P1+bNmyVJnTt3VkBAQLbnL168qMcff1wrV65Uenq6AgICNGrUKL3xxhvy9fW1PZ5iS9CU5qk+cXFx1u3f/8Jyk5mg8cR6M1u3btXs2bOzPRYdHa3o6Gjrfl4JmpSUlGw7SMXGxtoeHwAAcBbjPQCUHqxB46ylS5dqxIgRqlevno4fP57tOZfLpbvvvlvffvuttdtTXFyc3nvvPR0/flxLly61PR7P1eaUIcnJydZtHx+fq7bPzKQlJSXZHsusWbNkmmaex6xZs/I8d/LkyQoODraO+vXr2x4fAABwFuM9AADuWb16tSSpX79+OaYuffbZZ9q1a5ck6ZZbbtGYMWN0yy23yDRNLVu2TF9//bXt8ZCgcYOfn591OzU19artM7+1qlSpksdiKowXX3xRly9ftg5PTMECAADOYrwHgFLE9NABt+zfv1+GYej222/P8dycOXMkSW3atNG///1vTZ06Vdu3b1e7du0kKcfMFjsU2xSn0iwwMNC67c60pYSEBEnuTYcqTr6+vh6ZJwcAAEoOxnsAANxz/vx5SVLjxo2zPZ6WlqbNmzfLMAxFRERYGwVVrFhRTzzxhHbs2KEdO3bYHo/tFTQzZ860u0vH+fn5qXr16pKkn376Kd+2v/32m5WgoaQYAAAAAJAnKmgc9euvv0rKuZRJTEyMtWTJXXfdle25kJAQSdLZs2dtj8f2BE1ERIR27txpd7eOCw0NlSQdOXJE6enpebY7dOiQdbtFixYejwsAAAAAUDoZHjrgnsqVK0v6/0qaTJk7OzVt2lQ1a9bM9pwnlzKxPUGTnJys+++/P8cLdMe5c+fsDsc2HTt2lHRl+lLmQkG52bRpk3W7Q4cOHo8LAAAAAAAUXJMmTSRJGzduzPb4F198IcMw1Llz5xznXLhwQZJ07bXX2h6P7QmasLAw/fTTT+rfv3++lSa/t2fPHmuxnZKob9++1u28pnG5XC5rIaEqVaooPDy8OEIDAAAAAJRGTHFyVI8ePWSapj766COtWrVK8fHx+vDDDxUTEyNJ6tOnT45z9u3bJ0mqU6eO7fHYnqBZunSprrnmGkVHR+vpp59265xly5apY8eOV13fxUnt2rVTp06dJEmffvqptm/fnqPN1KlTdfDgQUnS6NGjVbFixWKNEQAAAAAAuGf06NEKCgpSXFyc7rnnHgUHB+vPf/6zpCtLluSWoImKipJhGGrdurXt8di+i1O9evW0aNEi9ezZU9OmTVPbtm316KOP5tl+8uTJevnll+VyuVSrVi27w7Fs3bpVR44cse5fvHjRun3kyBHNmjUrW/vhw4fn6OP9999Xhw4dlJSUpJ49e2rcuHEKDw9XUlKSFi1apOnTp0u6smjQ2LFjPfI6AAAAAABlg2FeOezuE+6pXbu2VqxYoYEDB+rMmTPW49ddd50+//xzGUb2FX2OHj2qLVu2SJK6d+9uezyGaZoe+fVNnTpVzz77rHx9fbVp06Yc05fS0tI0cuRIzZ8/X6ZpqlWrVvryyy89tvPR8OHDC7RPeV4/lhUrVmjIkCGKjY3N9fmQkBBFRUWpadOmhYqzOMXGxio4OFiXL19WUFCQ0+EAAMDY5AH8TAGgaDzxdzSzz5ZPvCFvXz9b+syUkZKs7z8ex9/9AkhNTVV0dLTOnj2r2rVrq2PHjtbW2llt3bpV69atkyQ9++yz1iLDdrG9gibT2LFjtWPHDi1ZskQPPPCAdu7caa1+fOHCBfXt21f//ve/ZZqm+vXrp7l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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": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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ETz31lPPxU089pWnTppWoz9OnT+uOO+5wVqy1aNFC69evV61atUrUb1Fln97Up08f1a9fv1TvDwCo3EjQAAAqJQ8PD82dO1etW7dWYmKifv31V73xxht66623crSrW7eu8/zs2bOW3Dv7LksnTpxw6Zrfr2NTmLp16+qRRx7RI488IunqtKolS5bo1Vdf1aVLl5ScnKyxY8c6F3dFbikpKbr//vt16tQpSVKHDh20YMECt1QWlZdttlesWKFRo0Y5q4mGDx9e4rjPnTunO+64Q0ePHpUkNWrUSN9++22pJ0dOnTqljRs3Oh+XxiLLAABkxxQnAECl1ahRI/3xj390Pv7b3/6WKwnTrl07eXt7S5LOnz+vw4cPl/i+7du3d57/61//KrS9aZrOnYOK65prrtG4ceP05ZdfOp/78ccf9fPPP5eoX7uUxvSrxx57TLt27ZIkNWjQQF999ZVzx6rKKDIyUo8++qhzh7AHH3xQ8+bNK9GfxaVLl9S7d2/95z//kSRde+21+vbbb9WsWTMrQi6STz75xFllVqNGDd13332lHgMAoHIjQQMAqNTCw8Oduw6lpKTkWPRUkqpVq6ZevXo5H3/wwQclvmfWFtzS1aktv/76a4HtN27c6KziKKkuXbrkmDZy7tw5S/otbT4+Ps5zdyxM/Oqrrzq3Yq9evbq++uorNWjQwPL7ZCnr22xv3LhRAwcOdP6s77nnHn366afy9PQsdp9xcXG66667nOsh1axZU+vXr9f1119vScxFlX1606BBg3L8HQMAoDSQoAEAVGo1a9bU//3f/zkfz549O8cuS5JyLIb6/vvv69tvv3W5/7ymRfXp08e5PXNSUlKBi6umpKQoPDy80PtcvHjRpXguX76cY5Hia6+91qXrypratWs7z0+fPm1p359//rkmT54s6WqlzoIFCyr1Vss7duzQfffdp5SUFElX1zlasWKFvLy8it1nUlKS+vXrp927d0uS/P399c0335R4i+7i2rVrlw4ePOh8zPQmAIAdSNAAACq95557zrlwb1JSkmbOnJnj9R49eji3283IyFC/fv00bdq0HImO7FJSUrRy5Urdf//9eU6T8PT01Kuvvup8/PHHH+uPf/yj8z/AWc6ePav+/fvr+++/L/Q/w4888ojuvfdeff755/kuPHz69GkNGTJEaWlpkqSgoCC1aNGiwH7LqhtuuMF5vm7dOkt225Kk7777TiNHjnSusTJ16lQNHDjQkr7Loz179qhv377ORao7d+6s1atXl2iqV2pqqgYMGKDt27dLulqltnr16hJvW37s2DEZhuE85s+f7/K12atngoKCdOutt5YoFgAAioNFggEAlV7t2rUVFham6dOnS5IiIiI0YcKEHFOBZs+erTNnzmjdunVKS0vTxIkT9dprr6lz585q0qSJvL29dfnyZR05ckT79+9XamqqJOVbeTFy5Eh9/fXXzu29Z82apYULFyo0NFS1a9fWyZMntWnTJqWmpqp58+a6//779e677+b7HhwOhyIjIxUZGSkvLy+1bdtWQUFBCgwMVHx8vE6cOKGdO3c619jw9PTUrFmzrPjx2aJTp05q3LixTp48qTNnzqh169bq06eP6tSp41wTJSQkRIMGDSpSv++//74zweXn56dz587pmWeecenav/3tb0V7E+XAXXfdlSP51aJFC73wwgsuXdu3b1/17ds31/Mvv/yy1q9f73zcpk0bLVu2LN+t7rOrXbu25btopaWlaenSpc7HWclYAABKGwkaAAB0dS2av/3tb0pMTFRCQoLeeeedHFUu3t7e+vrrrzV16lTNnDlTSUlJSkpK0qZNm/Lts2rVqgX+Jv6TTz5RtWrVnL+9/+233/TPf/4zR5vWrVvriy++yPEfyLxkraMjXf0P5549e7Rnz54821577bWaM2eO7r777gL7LMs8PDz0wQcf6KGHHlJaWprOnj2rhQsX5mgzcuTIIidosipnJCkhIaFIOxRVxATN76f7LVmyxOVr69Spk2eC5vz58zkef/fdd/ruu+9c6rNp06aWJ2hWr17tXAfKw8NDI0aMsLR/AABcxRQnAAB0dZejp556yvn4/fff1+XLl3O08fT01CuvvKJjx45pxowZuvvuu9WkSRNVr15dVatWVe3atXXLLbdo5MiRmj9/vk6fPl3gf9qrVq2q+fPna8OGDRo0aJAaNWokLy8v1a1bV126dNGsWbMUHR2t1q1bFxr/V199pd27d+vNN9/UQw89pODgYAUEBMjT01PVq1dX06ZN1b9/f/3973/XTz/9pPvvv7/YP6uy4t5771VMTIzGjh2rtm3byt/fv1R2d0LFkn16U69evdSoUSMbowEAVGaGmf1XRQAAAAAAACh1VNAAqFSGDRuWYxHJrDVHSsrhcKhp06Y5+v73v/9d4n4Nw1CzZs1KHiAAAMVU3sbO7BISEnLdY8qUKZbeAwCsQoIGQKURHx+vL774Isdz2UvbS2LTpk06ceKEW/oGAMAu5X3sfPHFF3PdAwDKKhI0ACqN5cuX59p+ODY2VtHR0SXuO68vlEuXLnXu5FOY/LZrtvoaAACKoiyPnYXZuXOnPvjgA0v6AoDSQIIGQKWR/YtgtWrV8ny+OBISEnLsvJPV92+//aZVq1YVen1qaqrat2+vUaNG6dy5c4W2P3LkiPr375/n7igAAFiprI6dhUlLS9OYMWPkcDjUokULde7cucR9AoC7kaABUCkcPXpU27Ztk3R1XZcZM2Y4X/v000+VlpZW7L4///xzJSYmSpJatmyZYycgV77AHjlyRKZpasGCBbr++uv17rvvKiMjI1e7pKQkvfzyy2rbtq1Wr16t+Ph4nT17tthxAwBQkLI8dhbm9ddf14EDByRJH374oXx8fErcJwC4GwkaAJXCwoULlbVpXY8ePfSHP/xB11xzjSTp119/1erVq4vdd/YvksOGDdOIESOcj7/55hudP3++wOuDg4MVGxuriIgIVatWTePHj1f79u21ZcsWZ5sVK1aoTZs2eu2119S4cWMtWbJE3333nerVq1fsuAEAKEhZHjsL8uOPP2ratGmSpKFDh+rOO+8sdl8AUJpI0ACo8EzT1MKFC52Phw8fripVqmjw4MHO54r727rjx4/nSKQMGzZMN998s2688UZJUkZGhhYvXlxoP1WrVtXTTz+tI0eO6PXXX9epU6fUs2dP5z0GDhyo9PR0ffDBB4qNjdWjjz4qwzCKFTMAAIUpD2NnXhwOh8aMGaP09HTVqlVL77zzTrH6AQA7kKABUOFt375dP//8syTJx8dHAwcOlHT1y2aWNWvW6MKFC0XuO/tvF2+//Xa1aNEiV99F+QJbvXp1TZw4Ubt371aDBg2cz7du3Vr79u3TU089pSpVqhQ5TgAAiqI8jZ3Zvf/++/rXv/4lSXrzzTedFT8AUB6QoAFQ4WX/knf//fcrICBAkhQSEqLWrVtLktLT07VkyZIi9/373y5mGTp0qDw8rv4T+/333+v77793qb/k5GRNnz5dHTt21C+//OJ8/uDBg7rppps0e/bsPNenAQDASuVp7Mxy/PhxvfTSS5Kk7t2767HHHitybABgJxI0ACq05ORkLV++3Pk4+xfB3z8u6m/roqKidPjwYUmSl5eXHnnkEedrDRo00B133OFy3xkZGZozZ45atmypF154QQ0bNtSmTZskSU2bNtXy5ctVtWpVPfnkkwoODtby5cudv30EAMBK5WXs/L2xY8cqMTFRXl5emj17NlOBAZQ7JGgAVGhffPGF4uLiJEnXXHON7rrrrhyvDx061PkFbs+ePfrhhx9c7jv7F8d+/fqpVq1aOV7P/gV28eLF+Va+xMbGqm3btho7dqwSEhL09ttva8+ePc41aCRp4MCBio2N1UsvvaQTJ07okUceUadOnVzalhsAgKIoD2Pn7y1atEhr166VJL3wwgvOKh8AKE9I0ACo0LJ/EXz00Udzrd/StGlTde/ePc/2BUlJSdGyZcucj3//20VJevDBB+Xr6ytJOn/+vL755ps8+2revLkyMzM1YsQIHTp0SOPHj89znZnq1avrtdde048//qh+/frJx8dH1157rUvxAgDgqvIwdmZ34cIFjR8/XpIUFBSkiRMnuhQPAJQ1JGgAVFinT5/Wt99+63yc1xdBSTm29ly8eLEyMzML7XvlypW6cuWKJKlWrVrq169frja+vr568MEHnY/z+wLr4+OjvXv3asGCBapbt26h927RooVWr16tNWvWUL4NALBUeRk7sxs3bpwuXbokSfrwww/l7e1d6DUAUBaRoAFQYX3yySdyOBySru6C1LFjxzzbDRw4UD4+PpKks2fPOkukC5L9C+MjjzwiLy+vPNtl/2K7atUq/fbbb3m28/PzK/SeVlwDAEBBytPYKUmRkZH69NNPJUkjR45UaGhooXEAQFlFggZAhZX9i2B+vwGUpICAAN1///15XpeXM2fOaP369S71fccddzi3y05NTdXSpUsLjRsAALuUp7EzPj5eTz31lCSpTp06mjFjRoExAEBZR4IGQIUUHR2t2NhYSZJhGBo6dGiB7bN/Ufzqq690+fLlfNt+8sknzlLu6667Trfffnu+bT08PDRkyBDn46LuSGGapo4dO1akawAAKI7yNnZOmjRJJ0+elCTNmDFDderUKTBeACjrDJN9WgFUQM8884wiIiKKff2HH36osWPH5vnaDTfcoB9//LHYfR88eFDXX399sa8HAMAdytvY2bNnT23ZskWGYahTp04FXn/gwAHFx8dLkho2bKhGjRo5X/vXv/5V7LgAwEokaABUOGlpaapfv75+/fXXYvdx2223aceOHbme3717d77z8V314osv6o033ihRHwAAWKk8jp1ZCZqS4r9DAMqK3Pu4AkA5t3r1aucXzCpVqqhDhw4uXedwOBQdHS1J2rlzpw4dOqSgoKAcbbKXWdeqVUutWrVyqe/Lly/rP//5jyRp0aJFeu211+ThwSxTAEDZwNgJAPajggZAhXP//ffrq6++kiT179/fee6KG2+8Ufv375ckvfTSS3rttdecr6Wnp6tBgwa6ePGiJGnmzJl67rnnXOr3/PnzatCggXP+/fr163XnnXe6HBcAAO5U0cfO7NU2kydP1pQpU4rVDwC4EyloABXKhQsXtGbNGufjYcOGFen67O0XLVqUo+w5MjLS+QXTw8NDjz76qMv9Xnvtterdu7fzcVEXCwYAwF0YOwGgbCBBA6BCWbJkidLT0yVJ/v7+6t+/f5Guf/TRR2UYhiTpxIkT2rRpk/O17F8Me/Xqpfr16xep7+y7Yfzzn/90LlYIAICdGDsBoGwgQQOgQsn+RfDBBx9UtWrVinR9kyZN1K1bt1z9Xbx4UZGRkc7nC9t6NC8DBgxQ9erVJUlJSUn6/PPPi9wHAABWY+wEgLKBBA2ACuOHH37Qnj17nI+LWqKd13UrVqxQQkKCPv30U+dvF6tVq6aHHnqoyP36+flpwIABzseUagMA7MbYCQBlBwkaABVG9i9t9evXV69evYrVz8CBA+Xt7S1JSkxM1Oeff56j7/79+8vf379YfWf/7eHWrVt19OjRYvUDAIAVGDsBoOxgFycAAAAAAACbUUEDAAAAAABgMxI0AAAAAAAANiNBAwAAAAAAYDMSNAAAAAAAADYjQQMAAAAAAGAzEjQAAAAAAAA2q2J3ALCPw+HQL7/8In9/fxmGYXc4AADINE3Fx8erQYMG8vDg90hWYLwHgJJx19iUkpKitLQ0y/rLzsvLSz4+Pm7pG+5DgqYS++WXX9S4cWO7wwAAIJeTJ0+qUaNGdodRITDeA4A1rBybUlJS1Lypn86ez7Skv9+rV6+ejh49SpKmnCFBU4n5+/tLklp8NF6e1b1tjsZevt7uyVwXpkf9w7bcd/I1+225r0fdPbbcF0D5ERcXp8aNGzvHKJRc1s+y+Zzn5FGtYoz3Pl4Zbu3/1nrH3dr/jPoxbu2f8RawljvGprS0NJ09n6nju5spwN/aitG4eIeadjimtLQ0EjTlDAmaSiyrzNmzunelT9B4ettT8u3tV9WW+wb4e9pyX4+AAFvuC6D8YSqOdbJ+lh7VvOVZvWJ8Uff0Sndr/15uHp/dPQ4z3gLu4Y6xyc/fkJ+/tf06xBhaXjG5GwAAAAAAwGZU0AAAAAAAYINM06FM0/o+UT6RoAEAAAAAwAYOmXLI2gyN1f2h9DDFCQAAAAAAwGZU0AAAAAAAYAOHHLJ6QpL1PaK0UEEDAAAAAABgMypoAAAAAACwQaZpKtO0ds0Yq/tD6aGCBgAAAAAAwGZU0AAAAAAAYAN2cUJ2VNAAAAAAAFDBhISEKDg4WBEREXaHAhdRQQMAAAAAgA0cMpXppgqa6OhoBQQEWNo33IsEDQAAAAAANmCKE7JjihMAAAAAAIDNSNCUQ9HR0erbt69q1KghX19f3XrrrVq2bJndYQEAAAAAiiBrm22rD5RPTHEqZzZt2qS77rpLPj4+Gjx4sPz9/bVixQoNGjRIJ0+eVHh4uN0hAgAAAACAIiJBU45kZGToiSeekIeHh7Zu3ap27dpJkiZNmqROnTpp4sSJGjhwoJo2bWpvoAAAAACAQjn+e1jdJ8onpjiVIxs3btSRI0c0ZMgQZ3JGkgIDAzVx4kSlpaVpwYIF9gUIAAAAAACKhQSNi86fP6/Vq1dr0qRJuueee1SnTh0ZhiHDMDRq1Kgi9XX8+HGFh4erdevW8vX1Va1atRQSEqK33npLSUlJ+V63efNmSVKfPn1yvXbXXXdJkrZs2VKkWAAAAAAA9sj87zbbVh8on5ji5KK6deta0s+qVas0bNgwxcXFOZ9LSkpSTEyMYmJiNHfuXEVGRqply5a5rv3pp58kSa1atcr1Wr169eTn5+dsAwAAAAAAyg8qaIqhSZMmeVaxFGbPnj0aNGiQ4uLi5Ofnp9dff107duzQhg0b9MQTT0iSDh06pH79+ik+Pj7X9VeuXJF0dUpTXgICApxtAAAAAABlW6bpngPlExU0Lpo0aZJCQkIUEhKiunXr6tixY2revHmR+hg3bpySk5NVpUoVrVu3TrfddpvztV69eqlVq1aaMGGCDh06pJkzZ2rKlCkWvwsAAAAAQFnBIsHIjgoaF02dOlX33ntvsac67dq1S9u2bZMkPf744zmSM1nCw8PVpk0bSdKsWbOUnp6e4/Wsypn8qmTi4uLyra4BAAAAAABlFwmaUrJy5Urn+ejRo/Ns4+HhoREjRkiSLl++rE2bNuV4PWvtmbzWmTl79qwSEhLyXJ8GAAAAAFD2OGQo0+LDIcPut4ViIkFTSrZv3y5J8vX1VYcOHfJt16NHD+d5VFRUnq+tW7cu13Vr167NdT0AAAAAACgfSNCUktjYWElSy5YtVaVK/kv/tG7dOtc1We644w5dd911WrJkifbu3et8/sqVK3rjjTfk5eXlrMABAAAAAJRtDtM9B8onFgkuBSkpKbp48aIkqVGjRgW2rVmzpnx9fZWYmKiTJ0/meK1KlSqaO3eu7rrrLnXv3l2DBw+Wv7+/VqxYoePHj2vGjBlq1qyZu94GAAAAAABwExI0pSD7ltl+fn6Fts9K0CQkJOR6LTQ0VNu3b9fkyZP12WefKT09XTfeeKOmT5+uQYMGFdhvamqqUlNTnY/j4uIkSUmXqssjycfVt1MhJXnb8/5/8G1gy3117T577gsAcLv8xvu0i9XlUa1ijPep3plu7X9/tfpu7V82Df8Ayp6sdWOs7hPlEwmaUpCSkuI89/LyKrS9t7e3JCk5OTnP1zt16qQ1a9YUOY5p06Zp6tSpRb4OAACUH4z3AACUT6xBUwp8fP7326q0tLRC22f91qtatWqWxvHiiy/qypUrzuP3U6gAAED5x3gPAOWH1Ts4uaMiB6WHCppS4O/v7zzPa9rS7yUmJkpybTpUUXh7ezurcwAAQMXEeA8A5YfDNOQwrU2oWN0fSg8VNKXAx8dHtWvXliSdOnWqwLa//fabM0HTuHFjt8cGAAAAAADsR4KmlAQHB0uSDh8+rIyMjHzbHTx40Hnepk0bt8cFAAAAALAHU5yQHQmaUtK1a1dJV6cv7d69O992W7ZscZ536dLF7XEBAAAAAAD7kaApJQMGDHCez5s3L882DodDCxculCTVqFFDoaGhpREaAAAAAMAGmfJwy4HyiT+5UtKpUyd169ZNkvTxxx9r586dudrMnDlTsbGxkqRx48apatWqpRojAAAAAACwB7s4uWj79u06fPiw8/HFixed54cPH9b8+fNztB81alSuPmbNmqUuXbooOTlZffr00cSJExUaGqrk5GQtXbpUc+bMkSQFBQUpPDzcLe8DAAAAAFA2mG7YxclkF6dyiwSNi+bOnasFCxbk+VpUVJSioqJyPJdXgqZ9+/b67LPPNGzYMMXFxWnixIm52gQFBSkyMjLH1twAAAAAAKBiY4pTKevfv7/27dun8ePHKygoSNWrV1eNGjXUsWNHTZ8+XXv27FHLli3tDhMAAAAA4Gbs4oTsqKBx0fz583NNYyqupk2b6u2339bbb79tSX8AAAAAgPIn0/RQpmlt3USmaWl3KEVU0FRCERERCg4OVkhIiN2hAAAAN2G8BwCgfCFBUwmFhYXpwIEDio6OtjsUAADgJoz3AFD2OWTIIQ+LD6Y4lVckaAAAAAAAAGzGGjQAAAAAANjAHYv6skhw+UUFDQAAAAAAgM2ooAEAAAAAwAbu2cWJbZzKKypoAAAAAAAAbEYFDQAAAAAANri6i5O1a8awi1P5RYIGAAAAAAAbOOShTIsntjjEFKfyiilOAAAAAAAANqOCBgAAAAAAG7BIMLKjggYAAAAAAMBmJGgAAAAAALCBQx5uOcq7Zs2ayTCMPI+ePXvaHZ7bMMWpEoqIiFBERIQyMzPtDgUAALgJ4z0AoDwLDAzUH//4x1zPN2vWrNRjKS0kaCqhsLAwhYWFKS4uToGBgXaHAwAA3IDxHgDKvkzTUKZp7bbYVvdnlxo1amjKlCl2h1Gqyn/tEwAAAAAAQDlHBQ0AAAAAADbIlIcyLa6byFTxd3E6f/68du3apV27dik6OlrR0dG6dOmSJGnkyJGaP3++y30dP35c7733niIjI3Xy5El5e3urRYsWeuSRRxQWFqbq1asXeH1qaqrmz5+vX375RQEBAQoJCVHnzp2L/d7KAxI0AAAAAADYwGF6yGHxNtuOEmyzXbduXUtiWLVqlYYNG6a4uDjnc0lJSYqJiVFMTIzmzp2ryMhItWzZMt8+zp49q9GjR+d4LiQkRJ9++qlatGhhSZxlDVOcAAAAAABADk2aNFGfPn2KfN2ePXs0aNAgxcXFyc/PT6+//rp27NihDRs26IknnpAkHTp0SP369VN8fHyefYwePVobNmzQuXPnlJiYqD179mj48OGKjo7WHXfcke915R0VNJDfT1Xk6V25/ypk+tjz/venNbLlvgqy57YAAPv4/eQpT2/PUrmXu5enzHTz+ziRbM1vkPNzurV7/2PR2K29A7BSWZviNGnSJIWEhCgkJER169bVsWPH1Lx58yL1MW7cOCUnJ6tKlSpat26dbrvtNudrvXr1UqtWrTRhwgQdOnRIM2fOzHMh4MmTJ+d43K5dOy1cuFCStGjRIn300Ud67rnniv4GyzgqaAAAAAAAgKZOnap777232FOddu3apW3btkmSHn/88RzJmSzh4eFq06aNJGnWrFlKT093uf+xY8dKkqKioooVX1lHggYAAAAAABs49L+ttq06HDa+n5UrVzrPf79+TBYPDw+NGDFCknT58mVt2rTJ5f7r1KkjSUpMTCx+kGUYCRoAAAAAAFBi27dvlyT5+vqqQ4cO+bbr0aOH87wo1TD//ve/JUnNmjUrXoBlHAkaAAAAAABs4JCHWw67xMbGSpJatmypKlXyX+ezdevWua7JcvDgQSUlJeW65uDBg3r++eclSUOGDLEi3DKncq8MCwAAAAAASiwlJUUXL16UJDVqVPBmKDVr1pSvr68SExN18uTJHK8tXbpUb7/9trp3766mTZvK19dXhw4d0tdff6309HS9+OKL6t69u9veh51I0AAAAAAAYINM00OZpsW7OP23v7i4uBzPe3t7y9vb29J7ZZd962s/P79C22claBISEnI8HxoaqtjYWO3Zs0fbtm1TUlKS6tSpo759++rpp58u1tbf5QUJGgAAAAAAKpjGjRvneDx58uQ8t7S2SkpKivPcy8ur0PZZyaLk5OQcz/fo0SPHGjWVCQkaAAAAAABs4JAhhwzL+5SkkydPKiAgwPm8O6tnJMnHx8d5npaWVmj71NRUSVK1atXcFlN5Q4KmEoqIiFBERIQyMzPtDgUAALgJ4z0AlH3unOIUEBCQI0Hjbv7+/s7z309bykvWVtmuTIeqLNjFqRIKCwvTgQMHFB0dbXcoAADATRjvAQClycfHR7Vr15YknTp1qsC2v/32mzNB8/upWJUZCRoAAAAAAGyQKQ+3HHYJDg6WJB0+fFgZGRn5tjt48KDzvE2bNm6Pq7wgQQMAAAAAAEqsa9eukq5OX9q9e3e+7bZs2eI879Kli9vjKi9I0AAAAAAAYAOHabjlsMuAAQOc5/PmzcuzjcPh0MKFCyVJNWrUUGhoaGmEVi6QoAEAAAAAACXWqVMndevWTZL08ccfa+fOnbnazJw5U7GxsZKkcePGqWrVqqUaY1nGLk4AAAAAANjA4YY1Yxz/7S8kJESenp4KCwtTWFiYS9du375dhw8fdj6+ePGi8/zw4cOaP39+jvajRo3K1cesWbPUpUsXJScnq0+fPpo4caJCQ0OVnJyspUuXas6cOZKkoKAghYeHF/HdVWwkaAAAAAAAqGCio6OLvM323LlztWDBgjxfi4qKUlRUVI7n8krQtG/fXp999pmGDRumuLg4TZw4MVeboKAgRUZG5tiaGyRoAAAAAACwhcP0kMO0uILG4v6Ko3///tq3b59mzZqlyMhInTp1Sl5eXmrZsqUefvhhPfPMM6pevbrdYZY5JGgAAAAAALBBpgxlytpFfUvS3/z583NNYyqupk2b6u2339bbb79tSX+Vgf2pNQAAAAAAgEqOChoAAAAAAGxQUac4oXj4kwMAAAAAALAZFTQAAAAAANggUyVbMya/PlE+UUEDAAAAAABgMypoAAAAAACwAWvQIDv+5AAAAAAAqGBCQkIUHBysiIgIu0OBi6igqYQiIiIUERGhzExmJwIAUFEx3gNA2ZdpeijT4oqXrP6io6MVEBBgad9wLypoKqGwsDAdOHBA0dHRdocCAADchPEeAMo+U4YcFh+mxYsOo/SQoAEAAAAAALAZU5wAAAAAALCBO6c4ofzhTw4AAAAAAMBmVNAAAAAAAGADh2nIYVq7ZozV/aH0UEEDAAAAAABgMypooBpHMlSlaobdYdgqo5o9uUrDUdWW+wIAKp+aFWi8z/B272+HPdI93dp/Q09/t/YPoPzIlIcyLa6bsLo/lB7+5AAAAAAAAGxGBQ0AAAAAADZgDRpkRwUNAAAAAAA2cMjDLYckhYSEKDg4WBERETa/S7iKChoAAAAAACqY6OhoBQQE2B0GioAEDQAAAAAANsg0DWVaPCXJ6v5QepjiBAAAAAAAYDMqaAAAAAAAsAGLBCM7KmgAAAAAAABsRgUNAAAAAAA2ME0POUxr6yZMi/tD6eFPDgAAAAAAwGZU0AAAAAAAYINMGcqUxbs4WdwfSg8JGgAAAAAAbOAwrV/U12Fa2h1KEVOcKqGIiAgFBwcrJCTE7lAAAICbMN4DAFC+kKCphMLCwnTgwAFFR0fbHQoAAHATxnsAKPsc/10k2OoD5RN/cgAAAAAAVDAhISEKDg5WRESE3aHARaxBAwAAAACADRwy5LB4Ud+s/qKjoxUQEGBp33AvKmgAAAAAAABsRgUNAAAAAAA2yDQNZVq8i5PV/aH0UEEDAAAAAABgMypoAAAAAACwgTt2XWIXp/KLBA0AAAAAADZwyJDD4ilJVi86jNJDag0AAAAAAMBmVNAAAAAAAGAD0w3bbJtU0JRbJGgAAAAAAECF9corr5TKfSZNmlSi60nQAAAAAABgA4fphjVo2GY7lylTpsgw3P9zIUEDAAAAAABQCNM03da3FQkgFgkGAAAAAMAGWdtsW30gb/v375fD4bD02Ldvn2Xx8ScHAAAAAABQDFZOnWKKEwAAAAAANmANGmRHggYAAAAAABs43LDNdlZ/ISEh8vT0VFhYmMLCwiy9R3mzadMmSVLz5s0t77t58+bO/kuKBA0AAAAAABVMdHS0AgIC7A6jTOjRo4fb+q5evbpl/ZOgAQAAAADABkxxQnYkaCC/739RFQ9vu8OwlVnDz5b77vz0NVvuK4236b4AALtU//6Uqnh42R2GNQLcO25HfT7Nrf0zDgMA8kKCBgAAAAAAG1BBg+zYZhsAAAAAAFRI6enp+u6777Rv3z6Zpplvu3379mnhwoWlGFluJGgAAAAAALBBVgWN1QeuWr58uerXr6+QkBC1b99eTZo00ZIlS/Js+8UXX2j06NGlHGFOJGgAAAAAAECFsmvXLj366KOKj49X79691bdvX128eFHDhw/XU089ZXd4eWINmkooIiJCERERyszMtDsUAADgJoz3AFD2sQaN+7z55pvy8PDQxo0b1aVLF0nSiRMnNHz4cM2ZM0fJycmaN2+eDKPs/LyooKmEwsLCdODAAUVHR9sdCgAAcBPGewAo+0xJDhmWHvmvslK5REVFacCAAc7kjCQ1adJEGzZs0ODBg7Vw4UKNGDGiwHVpShsVNAAAAAAAoEL59ddf1apVq1zPV6lSRZ988omqVq2qhQsXyuFwaNGiRTZEmBsJGgAAAAAAbMAUJ/epV6+eLly4kOdrhmFo3rx5Mk1TixYtksPhUMuWLUs5wtxI0AAAAAAAgAqldevW2rx5c76vG4ah+fPnS5IWLVokf3//0gmsAKxBAwAAAACADdhm233uueceHT58WNu2bcu3TVaSZsSIEYqPjy/F6PJGBQ0AAAAAAKhQHnnkEZ07d06XLl0qsF3WdKdmzZrp+PHjpRRd3kjQAAAAAABgA9agcZ8GDRpo2rRpLrU1DENTpkxxb0AuYIoTAAAAAABAESxfvtzyPknQAAAAAABgA9agKT1hYWGW9bVgwQINGTLEsv6ykKABAAAAAMAGpmm45ZCkkJAQBQcHKyIiwuZ3WTb8/e9/V3h4eIn7mT17th577DE5HA4LosqJNWgAAAAAAKhgoqOjFRAQYHcYZcq7774rLy8vl9em+b23335bf/7zn2Wapry9vS2OjgoaAAAAAABs4ZDhlgO5tW7dWqZp6s0339TkyZOLfP1rr73mTM5Uq1ZNX3zxheUxkqABAAAAAAAV2saNG9WqVSuZpqnXXntNr7/+usvXTpw4UZMnT5ZpmvLz89Pq1at19913Wx4jCRoAAAAAAGzAIsGlp169etq4caOuu+46maapSZMm6a233ir0uj/+8Y+aPn26TNNUYGCgvvnmG4WGhrolRhI0AAAAAACgwmvYsKE2btyopk2byjRNvfDCC3rvvffybT927Fi9//77Mk1TtWvX1rfffqvbb7/dbfGRoAEAAAAAwAbu3MUJeWvSpIk2btyoxo0byzRNjR8/Xh9++GGONg6HQyNGjNDcuXNlmqbq1q2rjRs3qkOHDm6NjQQNAAAAAACoNJo3b64NGzaoQYMGMk1TzzzzjP7xj39IktLT0zVo0CAtXrxYpmmqYcOG2rx5s2688Ua3x8U22wAAAAAA2MAda8awBo1rWrZsqQ0bNig0NFRnz57VH/7wB2VkZGjVqlWKjIyUJDVr1kzffvutrrvuulKJiQQNAAAAAACodK6//np9++236tmzpy5evKinnnrK+VrLli21ceNGNWrUqNTiYYoTAAAAAAA2YA0a+wUHB2vDhg2qXbu2TNOUaZpq27attm3bVqrJGYkKGgAAAAAAbGG6YYoTCZq8vfLKKwW+3q1bN61cuVIeHh7q2bOnZs+eXWifkyZNsio8SSRoAAAAAABABTdlyhQZRsHJK8MwZJqmPvjgA5f6JEEDAAAAAEAFYEoyTev7RN5MC3/YhSV7ioMEDQAAAAAAqNA2bdpkdwiFKnaCprD5W1axumQIAAAAAICywCFDhizeZtvi/iqKHj162B1CoYqdoHFl/pYVSNAAAAAAAICKrsRTnKycw/V7pZEAAgAAAADADu7YFptdnMqvEido9u/fr+DgYCtiydHnTTfdZGmfyF/G6TOSUdXuMGy1/sRyu0MAAMCtMs6eqzDj/frTjNsAgIqnTC4STOUMAAAAAKCic5iGDIsrXhxU0BRZRkaGIiMjtW3bNv3888+Kj49XZmZmgdcYhqENGzZYGkeZTNAAAAAAAFDRmaYbttlmn+0i2bJli0aNGqUTJ044nytoKRfDMGSaZtnaZjtri6rmzZtbFkyW5s2bl4stsAAAAAAAQPm0d+9e3X333UpLS5NpmvLx8VGrVq1Uo0YNeXh4lHo8xU7QuHOLqurVq5eLLbDKq4iICEVERBRasgUAAMovxnsAKPtYJNheU6ZMUWpqqry9vfX2229r9OjR8vHxsS2e0k8JwXZhYWE6cOCAoqOj7Q4FAAC4CeM9AFRuISEhCg4OVkREhN2hlFnbt2+XYRh66aWX9NRTT9manJFYgwYAAAAAAFu4s4ImOjpaAQEBlvZd0aSkpEiS7r77bpsjuYoKGgAAAAAAUOk0a9ZMkpSenm5vIP/l1gTNxx9/rMcee8ydtwAAAAAAoFxymIZbDrhmwIABkqStW7faG8h/uTVBs337di1YsMCdtwAAAAAAACiycePGqX79+poxY4aOHTtmdzhMcQIAAAAAwA6m6Z4Drrnmmmv09ddfq1q1aurcubM++ugjXblyxbZ4irRI8MKFC4vU+eHDh4vUHgAAAACAyuJqQsXqRYIt7a7Cu+mmm7R161Z17txZTz75pJ566inVqVNH1atXL/A6wzB05MgRS2MpUoJm1KhRMgzX//KYplmk9gAAAAAAAKVlxYoVevzxxxUfHy/TNGWaps6fP1/ode7IdRQpQePl5aUGDRpo7NixLrVfvny59uzZU6zAAAAAAACoyNy5zTYKt3PnTg0ePFiZmZmSpKZNm+qmm25SjRo15OFR+ivCFClBc+ONN+rEiRN6/vnnXWp/8OBBEjQAAAAAAKDMee2115SZmanAwEAtXrxYffv2tTWeIqWEOnTooIsXL+rkyZPuigcAAAAAgErBdNMB18TExMgwDE2dOtX25IxUxAqabt26ae3atfrpp5/UuHHjQtt37dq12IEBAAAAAAC4S1JSkqSyk7soUgXN0KFDdfToUfXq1cul9o8//rjmzZtXrMAAAAAAAKjIstagsfqAa5o3by7pf4kau5X+qjcAAAAAAAA2e/DBB2WaptauXWt3KJJI0AAAAAAAYA8WobFVeHi4WrVqpXfffVcxMTF2h0OCBgAAAAAAW7hjehNTnFzm7++vDRs26IYbblD37t310ksvad++fUpJSbElniItElyQI0eO6PTp0+revbtVXQIAAAAAALiFp6en89w0Tf31r3/VX//6V5euNQxDGRkZlsZjWQXNu+++q9DQUKu6AwAAAACgQjNN9xxwjWmazuP3j105rGZZBQ0AAAAAAEB5MXnyZLtDyIEEDQAAAAAANnDHtthss+26spagYZFgAAAAAAAAm1FBAwAAAACAHdyx6xIVNOUWCRoAAAAAAFBhnThxQpLUsGHDHDs3WSEzM1OnT5+WJDVp0qREfZGgAQAAAADABu7YdYldnHJr1qyZPDw8tG/fPgUHB1va98GDB3XjjTfKw8OjxNtuk6ABAAAAAMAO5n8Pq/tELu7YFtvq/lkkGAAAAAAAVHiGUbbX56GCBgAAAAAAG7DNdunq06ePqlatammf6enplvVFggYAAAAAAFRopmk6F/MtqyxL0Hh5eal69epWdYdS9OWVhQoICLA7DAAA4EaM9wBQRrFmjNuNHDnS7hBcYlmCZubMmZo5c6ZV3QEAAAAAAJTYvHnz7A7BJUxxAgAAAADABqxBg+zYxQkAAAAAAMBmllfQXLlyRbNmzZIkPfHEE6pfv36B7c+cOaOPPvpIkhQeHi5fX1+rQwIAAAAAoOwxZf0aNKxpU25ZXkGzePFiTZkyRYsXLy40OSNJ9erV0+LFizV16lQtXbrU6nAAAAAAACijDDcdUkhIiIKDgxUREVF6bwclYnmCZs2aNTIMQ4888ohL7Q3D0ODBg2WaplatWmV1OAAAAAAAVDrR0dE6cOCAwsLC7A4FLrJ8itPevXslSbfffrvL19x22205rgUAAAAAoMJjihOysbyC5vz585Lk0vSmLPXq1ZMknTt3zupwAAAAAAAAyjzLEzQ+Pj6SpKSkJJevyWrr6elpdTgAAAAAAJRNppsOlEuWJ2iyKmdiYmJcviarbVYlDQAAAAAAQGVieYKmW7duMk1TH3zwgdLT0wttn56erg8++ECGYahr165WhwMAAAAAQNlkGu45UC5ZnqAZPXq0JOmnn37SkCFDCpzqlJSUpEcffVSHDh3KcS0AAAAAAEBlYnmC5vbbb3dum/3Pf/5Tbdq00WuvvaYtW7bo0KFDOnTokLZs2aJXX31Vbdq00RdffCHDMDRw4ED16NHD6nAAAAAAACiTTNM9B1wzY8YM50ZHZYHl22xL0j/+8Q9dvHhR3377rU6dOqXJkyfn2c7879+c3r17a8GCBe4IBQAAAACAsolttm01YcIEvfTSS+rbt68ee+wx9evXTx4eltexuMwtd/bx8dHatWv17rvvqmHDhjJNM8+jcePGeu+99/TNN984d38CAAAAAAAoDenp6frqq680YMAANWzYUM8//7wOHjxoSyxuqaCRJMMw9Oyzz+r//u//tHfvXu3Zs0cXL16UJNWpU0e33HKLbr75ZhkGCxiVtoiICEVERCgzM9PuUAAAgJsw3gNAOeCORX1ZJNhlP/zwgz7++GMtXrxYFy5c0Llz5zRjxgzNmDFDnTt31uOPP65BgwbJz8+vVOIxTJMZapVVXFycAgMDdeXKFQUEBNgdDgAAjE1uwM8UAErGHf+OZvXZ6L1X5FHN2tkkjuQUnXp2Ev/uF0FGRoZWr16tefPmac2aNcrIyHAWk1SvXl0DBw7U6NGj1b17d7fGYd/kKgAAAAAAKjHDdM+BoqlSpYoGDBigL7/8UqdOndKbb76pNm3ayDRNJSYmauHChQoNDVVQUJCmTZumX375xS1xlFqCJiMjQxcuXNCFCxeUkZFRWrcFAAAAAABwybXXXqs//elP2r9/v/71r3/pD3/4gwICAmSapg4fPqy//OUvatq0qfr27asVK1YoPT3dsnu7NUFz4MABPfvsswoODpaPj4/q1aunevXqycfHR23atNH//d//af/+/e4MAQAAAACAssl00wFLdOrUSR9++KHOnDmjhQsXql69ejJNU5mZmVq7dq0eeeQRNWzYUC+88ILOnj1b4vu5JUHjcDgUHh6um2++WRERETp48KAcDodz9yaHw6H//Oc/+uCDD9S+fXuNHz9eDofDHaEAAAAAAAAUy/HjxzV9+nRNmjRJ586dc65Nk5XfuHjxot566y21aNFC77zzTonu5ZZdnIYMGaLly5cra/3htm3bqlOnTqpbt64k6dy5c4qOjtb+/fuVmZmp9957T7/88os+++wzd4QDAAAAAEDZwy5OZVJKSoo+//xzzZs3T1u2bHEmYyQpKChIjz/+uIYPH679+/fr448/1ooVK5ScnKw//elPuuaaazRs2LBi3dfyBM3SpUu1bNkyGYahm2++WXPmzFFISEiebaOjo/Xkk09qz549+vzzz7V06VINHjzY6pAAAAAAACh73DEliSlOxbZz507NmzdPy5YtU3x8vKSrlTLVqlXTwIEDNWbMGHXr1s3Zvl69errzzjt15MgRDRw4UN9//73eeeedspOgmTNnjqSrWaXt27fL19c337YhISHaunWrOnbsqP/85z+aPXs2CRoAAAAAAFAqstaXmT9/vg4dOiRJzmqZ9u3ba8yYMRo6dGiBW5a3aNFC06dP19133+3sozgsT9B8//33MgxDzz//fIHJmSy+vr56/vnn9dhjj+n777+3OhwAAAAAAMomKmhs1bdvX61fv965Zq4kBQYGasiQIRozZozat2/vcl/XXXedJCkpKanY8VieoElLS5Mk3XTTTS5fk9XWyu2pAAAAAAAA8vPNN984z7t166YxY8bo4Ycflo+PT5H7ql69urp37+5cRLg4LE/QNG3aVLGxsbpy5YrL18TFxTmvBQAAAACgUqCCxlZ169bVyJEj9fjjj6tVq1Yl6qtBgwbavHlzifqwfJvthx56SKZpasWKFS5f8/nnn8swDD3wwANWhwMAAAAAAJDLokWL1LdvXzVq1Mjla1JSUrR161Zt3brV8ngsT9A899xzuu666zR79mwtW7as0Paff/65Zs+erebNm+tPf/qT1eEAAAAAAFA2ZW2zbfUBl/Tp00e9evXS0aNHXb7m9OnT6tmzp3r16mV5PJYnaAIDA/Xtt9/qlltu0aOPPqoBAwZo5cqVOn36tNLT05WRkaHTp09r5cqVeuCBBzRo0CDdcsst2rBhgwIDA60OBwAAAAAAIE9ZiwOX1nUFsXwNGk9PT+e5aZpatWqVVq1alW970zQVExPjXPE4L4ZhKCMjw9I4AQAAAACwk2FePazuE+7jcDgk5cx9WMXyBM3vs0iuZJXckXkCAAAAAACw0vHjxyXJLTOALE/QTJ482eouAQAAAACoeNjFqVSdOHEiz+fPnDkjPz+/Aq9NTU3VkSNH9PLLL8swDLVt29by+EjQAAAAAACACq958+a5njNNU3369ClyXyNGjLAipBwsT9AAAAAAAACUNfktr1KUZVd8fHz07LPP6rHHHrMqLCcSNAAAAAAA2MCQGxYJtra7CmXevHk5Ho8ePVqGYejVV19Vw4YN873OMAz5+Piofv36at++faHToYqLBA0AAAAAAKjwRo4cmePx6NGjJUkDBgxQcHCwHSHlUKIEzdatW62Kw6l79+6W9wkAAAAAQJljGlcPq/uESzZt2iQp77Vp7FCiBE3Pnj1lGNb94RuGoYyMDMv6AwAAAAAAyEuPHj3sDiEHS6Y4FWVBHQAAAAAAILbZRg6WJGiqVaum+++/X71795aHh4cVXQIAAAAAAJTYiRMnnOdNmjTJ8/niyN6XFUqUoPH391d8fLySk5P12WefacuWLRoyZIiGDx+um266yaoYAQAAAACoeKigKRVZa8z8flmVkqw9444lWkpU7nLu3Dl9+umn6tu3rzw9PXXmzBm9/fbbat++vdq1a6e3335bZ86csSpWAAAAAAAqDMN0z4GcTNN0Hvk9X5zDaiWqoPHx8dGgQYM0aNAgXbhwQUuWLNGiRYv03Xffad++ffrzn/+s559/XnfccYdGjBihBx54QNWqVbMqdgAAAAAAgALNmzevSM/bxTDdkPaJjY3VwoULtWTJEp08efLqjQxDvr6+evDBBzV8+HDdcccdVt8WRRQXF6fAwEBduXJFAQEBdocDAABjkxvwMwWAknHHv6NZfTZ77XV5+PhY0mcWR0qKjv3lJf7dL4fcsqJvmzZtNG3aNB0/flwbN27UqFGj5Ofnp4SEBC1cuFB9+vRR48aN9dJLL7nj9gAAAAAAAOWK27dc6tmzp/7xj3/o3LlzWrJkie655x55enrq9OnTeuedd9x9ewAAAAAAyibTTUcFM336dBmGIcMw9K9//cvucNym1PbENgxDHh4ezh8qAAAAAABAQfbv36/JkyfL19fX8r4//PBD/frrr5b3W1xuT9Bs2bJFY8aMUb169fToo49qzZo1Sk9PV/369fXss8+6+/YAAAAAAJRJ7OJUsPT0dI0cOVLt2rXTAw88YHn/Tz/9tOrXr6/77rtPn332mVJSUiy/R1GUaBen/MTGxmrRokU5Fgk2TVPVq1fXAw88oBEjRuiOO+6Qh0epFfAAAAAAAIBy5PXXX9ePP/6o7777Tm+++aZb7pGenq7IyEhFRkbKz89PAwYM0NChQ3XnnXeWes7CsrudP39es2bNUseOHXXDDTdo+vTpOnHihAzDUK9evbRgwQKdO3dOixYtUu/evUnOAAAAAAAqN9Nwz1FM58+f1+rVqzVp0iTdc889qlOnjnOZklGjRhWpr+PHjys8PFytW7eWr6+vatWqpZCQEL311ltKSkoq9PrvvvtOr7/+uiZPnqzg4OBivqOC7dixQ2FhYbrmmmtkmqbi4+P1ySef6J577lHDhg01fvx4RUdHu+XeeSlRBU1KSopWrlypRYsWaf369crMzFTWrt1t27bViBEjNHToUDVo0MCSYAEAAAAAqDDcsahvCfqrW7euJSGsWrVKw4YNU1xcnPO5pKQkxcTEKCYmRnPnzlVkZKRatmyZ5/WpqakaMWKE2rVrpwkTJlgSU15uvfVW3XrrrXr33Xf17bffavHixVq5cqUSEhJ07tw5vffee3rvvffUokULDRs2TEOGDMk3ZiuUKEFz7bXXKjExUdLVKUxZ68wMHz5c7dq1syI+AAAAAABQypo0aaLWrVtr3bp1Rbpuz549GjRokJKTk+Xn56cXX3xRoaGhSk5O1tKlS/XRRx/p0KFD6tevn2JiYuTv75+rj0mTJumnn37S7t275enpadVbypenp6fuuusu3XXXXUpJSdFXX32lxYsXa+3atUpLS9Phw4c1depUTZ06VR07dtSwYcM0aNAgXXvttZbGUaIETUJCggzDkI+Pj+677z716dNHnp6e2rdvn/bt21esPkeMGFGSkAAAAAAAKBfcsahvSfqbNGmSQkJCFBISorp16+rYsWNq3rx5kfoYN26ckpOTVaVKFa1bt0633Xab87VevXqpVatWmjBhgg4dOqSZM2dqypQpOa7fuXOnZsyYoSlTpuiGG24o/pspJh8fHz3yyCN65JFH9Ntvv+nzzz/X4sWLtW3bNpmmqejoaMXExOhPf/qTUlNTLb23YWbNSSqGrG2zLQvGMJSRkWFZfyhYXFycAgMDdeXKFQUEBNgdDgAAjE1uwM8UAErGHf+OZvV53eQ35OHjY0mfWRwpKfp56kRL4s2eoBk5cqTmz59fYPtdu3apc+fOkqSxY8fqww8/zB2fw6EbbrhBsbGxqlGjhs6fP6+qVatKkjIyMhQcHCxfX1/t2rXL+bwkjRo1SgsWLNDOnTt16623luh9Fcfp06e1ZMkSTZs2TZcvX5ZhGMrMzLT0HiVeqdc0TUsPAAAAAAAqBdNNh01WrlzpPB89enSebTw8PJwzZy5fvqxNmzY5X0tISNBPP/2kvXv3ysvLy7lAsWEYWrBggSTptttuk2EYOe7lbvv379ff/vY3RURE6MqVK267T4mmOGX/QQIAAAAAgMpr+/btkiRfX1916NAh33Y9evRwnkdFRalPnz6SJG9vbz3++ON5XrN161b99NNPuu+++3TNNdeoWbNm1gWehxMnTujTTz/VkiVLtH//fklyFpVUq1ZN/fv3t/yeJUrQZP+hAgAAAACAInDDGjR2VtDExsZKklq2bKkqVfJPN7Ru3TrXNdLVxMfcuXPzvGbUqFH66aef9OKLL7ptitNvv/2mZcuWafHixdqxY0eOmT6enp7q1auXhg4dqgcffFB+fn6W379ECRoAAAAAAICUlBRdvHhRktSoUaMC29asWVO+vr5KTEzUyZMnSyO8fCUnJ+vLL7/UkiVLtG7dOqWnp0v6X7VMx44dNXToUA0ePNiybcjzQ4IGAAAAAAA7uGPNmP/2FxcXl+Npb29veXt7W3yz/4mPj3eeu1JdkpWgSUhIcFtMhRk+fLi+/PJLJSYmSvpfUqZFixYaOnSohg4dqlatWpVaPCRoAAAAAACwgxsTNI0bN87x9OTJk3NtaW2llJQU57mXl1eh7bOSRcnJyS71P3/+/EJ3kSqqxYsXO8+vvfZaDRo0SEOHDlWnTp0svY+rip2gOXHihCSpYcOG8vT0tCwgScrMzNTp06clSU2aNLG0bwAAAAAAKrqTJ0/m2GbbndUzkuSTbbvwtLS0QtunpqZKurrujF18fX31wAMPaOjQobrzzjstz20UVbETNM2aNZOHh4f27dun4OBgK2PSwYMHdeONN8rDw0MZGRmW9g0AAAAAQFlguGGR4Kz+AgICciRo3M3f39957sq0paxpRe5YbNdV58+ftzVB9HseJbk4a36Wu7i7fwAAAAAAUHI+Pj6qXbu2JOnUqVMFtv3tt9+cCZrfT8UqTWUpOSNZsAaNYRhWxAEAAAAAAMqx4OBgbdu2TYcPH1ZGRka+W20fPHjQed6mTRu3x5W1RIuUcxmV7M8Xh9VLspQ4QdOnTx9VrVrVilicsra1AgAAAAAA5UPXrl21bds2JSYmavfu3ercuXOe7bZs2eI879Kli9vjat68uaSrBSbZl1HJer44ft+XFUqUoDFN07mYLwAAAAAAKAI37uJkhwEDBmjatGmSpHnz5uWZoHE4HFq4cKEkqUaNGgoNDXV7XPktn1LWllUpdoJm5MiRVsYBAAAAAADKsU6dOqlbt27atm2bPv74Y40cOVK33XZbjjYzZ85UbGysJGncuHGWz8jJy7x584r0vF2KnaApa28EAAAAAIDyxJ27OBXH9u3bdfjwYefjixcvOs8PHz6s+fPn52g/atSoXH3MmjVLXbp0UXJysvr06aOJEycqNDRUycnJWrp0qebMmSNJCgoKUnh4ePGDLYL8CkzKWuFJidegAQAAAAAAxeSmWTYhISHy9PRUWFiYwsLCXLpm7ty5WrBgQZ6vRUVFKSoqKsdzeSVo2rdvr88++0zDhg1TXFycJk6cmKtNUFCQIiMjc2zNDRI0AAAAAABUONHR0QoICLDl3v3799e+ffs0a9YsRUZG6tSpU/Ly8lLLli318MMP65lnnlH16tVtiS27rVu3SrqazHJ1y+2UlBTt2rVLktS9e3dL4zHMsrYqDkpNXFycAgMDdeXKFds+uAAAZMfYZD1+pgBQMu74dzSrz5bPvyFPbx9L+sySmZqiw9Mn8u++Czw8POTh4aF9+/YpODjYpWuOHDmiVq1aycPDw/JdnDws7Q0AAAAAAKCcKG7NijtqXZjiBAAAAACADcraIsEonMPhkCR5enpa3jcVNAAAAAAAAC44fvy4JCkwMNDyvqmgAQAAAADADqas38WJCpp8nThxIs/nz5w5Iz8/vwKvTU1N1ZEjR/Tyyy/LMAy1bdvW8vhI0AAAAAAAgAqvefPmuZ4zTVN9+vQpcl8jRoywIqQcSNAAAAAAAGAD1qApXfkt7FuUBX99fHz07LPP6rHHHrMqLCcSNOXMJ598om3btmn37t364YcflJaWpnnz5mnUqFF2hwYAAAAAKAo3TnEKCQmRp6enwsLCFBYWZvFNyqd58+bleDx69GgZhqFXX31VDRs2zPc6wzDk4+Oj+vXrq3379oVOhyouEjTlzF/+8hcdP35cderUUf369Z0LFAEAAAAAkCU6OloBAQF2h1GmjBw5Msfj0aNHS5IGDBig4OBgO0LKgV2cypm5c+fq2LFjunDhgp588km7wwEAAAAAFJfppgMu2bRpkzZu3Jjn2jR2oIKmnLnzzjvtDgEAAAAAgHKvR48edoeQQ6WpoDl//rxWr16tSZMm6Z577lGdOnVkGIYMwyjy+i3Hjx9XeHi4WrduLV9fX9WqVUshISF66623lJSU5J43AAAAAACoULIWCbb6QPlUaSpo6tata0k/q1at0rBhwxQXF+d8LikpSTExMYqJidHcuXMVGRmpli1bWnI/AAAAAABQfCdOnHCeN2nSJM/niyN7X1aoNAma7Jo0aaLWrVtr3bp1Rbpuz549GjRokJKTk+Xn56cXX3xRoaGhSk5O1tKlS/XRRx/p0KFD6tevn2JiYuTv7++mdwAAAAAAKPfcuIsT/idrjRnDMJSRkZHr+eL4fV9WKLUEzS+//KKEhARL+goKCiryNZMmTVJISIhCQkJUt25dHTt2rMh/GOPGjVNycrKqVKmidevW6bbbbnO+1qtXL7Vq1UoTJkzQoUOHNHPmTE2ZMiVXH+Hh4UpNTS3SPVu1alWkOAEAAAAAwFWmmXfWKr/n7VJqCZrHH3+8yBUrv2eapgzDUGZmZpGvnTp1aonuvWvXLm3btk3S1feSPTmTJTw8XPPmzVNsbKxmzZqll156SVWrVs3RZvbs2UpMTHT5vgMHDiRBAwAAAAAVERU0pWLevHlFet4upZagCQ8P1+DBg0vrdpZbuXKl8zxrr/Tf8/Dw0IgRI/Tiiy/q8uXL2rRpk/r06ZOjjVVVRAAAAACA8s0di/qySHBuI0eOLNLzdim1BM3NN99crKlJZcX27dslSb6+vurQoUO+7bJv0xUVFZUrQQMAAAAAAPB7pZagGTFiRImnOGUpzhSnkoqNjZUktWzZUlWq5P9ja926da5rAAAAAADIxY1TnEJCQuTp6amwsDCFhYVZfJPKJTU1VZcvX9Y111wjDw8Pt92n1BI048eP18CBA0vrdpZKSUnRxYsXJUmNGjUqsG3NmjXl6+urxMREnTx50vJY5s6d66zm+eGHH5zPbd68WZLUtWtXjRkzxvL7AgAAAADKj+joaAUEBNgdRpmWkJCgrVu3SpK6d+8uPz+/HK9fvHhRY8eO1erVq5WRkSE/Pz+NGTNGb7zxhry9vS2Pp9QSNOV5qk98fLzz/Pd/YHnJStC4Y72Z7du3a8GCBTmei4qKUlRUlPNxfgma1NTUHDtIxcXFWR4fAACwF+M9AJQfrEFjrxUrVmj06NFq1KiRjh07luM1h8Ohe+65R999951zt6f4+Hi9++67OnbsmFasWGF5PO6rzalAUlJSnOdeXl6Fts/KpCUnJ1sey/z582WaZr7H/Pnz87122rRpCgwMdB6NGze2PD4AAGAvxnsAAFyzdu1aSdIDDzyQa+rSZ599pt27d0uSbrnlFo0fP1633HKLTNPUypUr9c0331geDwkaF/j4+DjP09LSCm2f9VuratWquS2m4njxxRd15coV5+GOKVgAAMBejPcAUI6Ybjrgkv3798swDN1+++25Xlu4cKEkqUOHDvrXv/6lmTNnaufOnerUqZMk5ZrZYoVSm+JUnvn7+zvPXZm2lJiYKMm16VClydvb2y3z5AAAQNnBeA8AgGvOnz8vSWrevHmO59PT07V161YZhqGwsDDnRkFVq1bVk08+qV27dmnXrl2Wx2N5Bc28efOs7tJ2Pj4+ql27tiTp1KlTBbb97bffnAkaSooBAAAAAPmigsZWv/76q6TcS5lER0c7lyy5++67c7wWFBQkSTp79qzl8VieoAkLC1NMTIzV3douODhYknT48GFlZGTk2+7gwYPO8zZt2rg9LgAAAABA+WS46YBrqlevLul/lTRZsnZ2atmyperWrZvjNXcuZWJ5giYlJUUPPvhgrjfoinPnzlkdjmW6du0q6er0payFgvKyZcsW53mXLl3cHhcAAAAAACi6Fi1aSJI2b96c4/kvvvhChmGoe/fuua65cOGCJOnaa6+1PB7LEzQhISE6deqUBg4cWGClye/t3bvXudhOWTRgwADneX7TuBwOh3MhoRo1aig0NLQ0QgMAAAAAlEdMcbJV7969ZZqmPvjgA61Zs0YJCQl6//33FR0dLUnq379/rmv27dsnSWrQoIHl8VieoFmxYoWuueYaRUVF6dlnn3XpmpUrV6pr166Fru9ip06dOqlbt26SpI8//lg7d+7M1WbmzJmKjY2VJI0bN05Vq1Yt1RgBAAAAAIBrxo0bp4CAAMXHx+vee+9VYGCg/vjHP0q6umRJXgmayMhIGYah9u3bWx6P5bs4NWrUSEuXLlWfPn00e/ZsdezYUY899li+7adNm6aXX35ZDodD9erVszocp+3bt+vw4cPOxxcvXnSeHz58WPPnz8/RftSoUbn6mDVrlrp06aLk5GT16dNHEydOVGhoqJKTk7V06VLNmTNH0tVFg8LDw93yPgAAAAAAFYNhXj2s7hOuqV+/vlatWqXBgwfrzJkzzuevu+46ff755zKMnCv6HDlyRNu2bZMk3XnnnZbHY5im6ZY/vpkzZ+rPf/6zvL29tWXLllzTl9LT0/X4449r8eLFMk1T7dq105dffum2nY9GjRpVpH3K8/uxrFq1SsOGDVNcXFyerwcFBSkyMlItW7YsVpylKS4uToGBgbpy5YoCAgLsDgcAAMYmN+BnCgAl445/R7P6bPvkG/L09rGkzyyZqSn68cOJ/LtfBGlpaYqKitLZs2dVv359de3a1bm1dnbbt2/Xhg0bJEl//vOfnYsMW8XyCpos4eHh2rVrl5YvX66HHnpIMTExztWPL1y4oAEDBuhf//qXTNPUAw88oEWLFln+5tyhf//+2rdvn2bNmqXIyEidOnVKXl5eatmypR5++GE988wz5eJ9AAAAAABs5o41Y/7bX0hIiDw9PRUWFqawsDCLb1KxeHl5ubSGbNeuXZ0bCLmD2ypoJCkpKUmdOnVSbGysbr/9dm3atEkHDhzQ/fffrxMnTsg0Tf3lL3/RK6+84q4QUAB+owYAKGsYm6zHzxQASsatFTRj3VRBM5sKmvKo2IsET5s2TWvWrMkxT+v3qlevri+++EIBAQHasWOH7r33XnXt2lXHjx+Xt7e3lixZQnLGBhEREQoODlZISIjdoQAAADdhvAeAcoIdnPBfxa6g8fDwcC6Yc8011+jmm29Wu3btnEfr1q2dr3/11Vd64IEHJF1d26V+/fr68ssv1bFjR4veBoqD36gBAMoaxibr8TMFgJJxewWNl8UVNGlU0BRXfHy8jh49qvj4eGVmZhbavnv37pbev9hr0Hh6ejoDPn/+vNavX69vv/3W+bqPj49uuOEGZ8Lm7rvv1po1a9SxY0d9+eWXql+/fsmjBwAAAACgnGIXp7Lho48+0gcffKAffvgh3w2Dfs8wDGVkZFgaR7ETNAkJCdq/f7++//577d27V3v37tW+ffucuxslJycrOjpaMTExzmsMw9Cvv/6q5557TjfffLPzaNCgQcnfCQAAAAAA5YkbFwlG4TIzM/XQQw9p1apVkvLfzbm0FDtB4+3trQ4dOqhDhw45nj969Kj27t3rTNx8//33On78uPP1n3/+WUePHtWyZcucz9WqVcs5RWrGjBnFDQkAAAAAAMAlH374ob766itJUt26dTV69Gh16NBBtWrVkodHsZfsLTbLt9lu3ry5mjdv7lxzRpKuXLmSI2mzd+9eHThwQGlpaZKkS5cuaePGjdq0aRMJGgAAAABApcAUJ3stXLhQkhQcHKxt27apZs2atsZjeYImL4GBgerRo4d69OjhfC4jI0OxsbHOxM2ePXu0b9++0ggHAAAAAABUcrGxsTIMQy+//LLtyRmplBI0ed64ShXdeOONuvHGGzV8+HC7wgAAAAAAwB6sQVMmXH/99XaHIEkq/UlVAAAAAAAANmvVqpUk6ddff7U5kqtI0AAAAAAAYIOsNWisPuCawYMHyzRNrV692u5QJJGgAQAAAAAAldCzzz6rm2++WX//+9+1bds2u8MhQQMAAAAAgC1MNx1wibe3t9auXasOHTqod+/emjBhgvbu3auUlBRb4iFBAwAAAACAHdyYoAkJCVFwcLAiIiJK7e2UN56enqpfv7527typtLQ0zZw5Ux06dJCvr688PT0LPKpUsX7PJdt2cYJ9IiIiFBERoczMTLtDAQAAbsJ4DwCVW3R0tAICAuwOo0wzTbPAx6WNBE0lFBYWprCwMMXFxSkwMNDucAAAgBsw3gNA2eeORX1ZJNh1kydPtjuEHEjQAAAAAACASocEDQAAAAAAcM+ivlTQlFssEgwAAAAAAGAzKmgAAAAAALCBYZoyLF6Y1ur+KpMjR45o586dOnv2rJKSkvT000+rTp06pXZ/EjQAAAAAAKDS+u677/THP/5RUVFROZ4fOHBgjgRNRESEpk6dqsDAQB04cEBVq1a1NA6mOAEAAAAAYAfTTQdctnr1anXp0kVRUVEyTdN55GXEiBFKTk7Wzz//rNWrV1seCwkaAAAAAABskLXNttUHXHPmzBk9+uijSk1NVXBwsNasWaP4+Ph82/v7++u+++6TJK1Zs8byeEjQAAAAAACASuedd95RYmKimjZtqm3btumuu+6Sr69vgdf07NlTpmlq9+7dlsfDGjQAAAAAANiBbbZt9c0338gwDIWHh6tGjRouXdO6dWtJ0tGjRy2PhwoaAAAAAABQ6Rw/flyS1KlTJ5evCQgIkCQlJCRYHg8VNAAAAAAA2MAda8awBo3rMjIyJEkOh8Pla65cuSJJ8vPzszweKmgAAAAAAEClU69ePUnSzz//7PI1u3btkiQ1adLE8nhI0AAAAAAAYAe22bZVt27dZJqmli9f7lL7tLQ0zZ49W4ZhqGfPnpbHQ4KmEoqIiFBwcLBCQkLsDgUAALgJ4z0AAAUbNWqUJOmrr77S+vXrC2yblpamESNG6MiRIzIMQ0888YTl8ZCgqYTCwsJ04MABRUdH2x0KAABwE8Z7ACj7stagsfqAa3r27KlBgwbJNE31799fzz//vHMKkyQdO3ZMO3bs0FtvvaW2bdtq+fLlMgxDTz75pNq2bWt5PCwSDAAAAACAHdhm23bz589XfHy8vv76a82YMUMzZsyQYRiSpP79+zvbmebVH+yDDz6oWbNmuSUWKmgAAAAAAKhgQkJCFBwcrIiICLtDKdO8vb21evVqzZ49W9ddd51M08zzaNSokT744AN9/vnn8vT0dEssVNAAAAAAAGATd01Jio6OVkBAgHs6r4CeeOIJPfHEEzpw4IBiYmJ0/vx5ZWZmqnbt2mrfvr1uueUWZ2WNu5CgAQAAAAAAkBQcHKzg4GBb7s0UJwAAAAAA7GCa7jlgqdTUVJ07d04Oh8Ot9yFBAwAAAAAAKp2EhAR9/fXX+vrrr5WQkJDr9YsXL+qhhx5SQECAGjRooJo1ayo8PFypqaluiYcpTgAAAAAA2MAd22KzzbbrVqxYodGjR6tRo0Y6duxYjtccDofuuecefffdd84dnOLj4/Xuu+/q2LFjWrFiheXxUEEDAAAAAAAqnbVr10qSHnjgAXl45EyPfPbZZ9q9e7ck6ZZbbtH48eN1yy23yDRNrVy5Ut98843l8VBBAwAAAACAHcz/Hlb3CZfs379fhmHo9ttvz/XawoULJUkdOnTQjh07VKVKFaWnp6tbt26Kjo7WggULdPfdd1saDxU0AAAAAADYwHC454Brzp8/L0lq3rx5jufT09O1detWGYahsLAwValytbalatWqevLJJ2Wapnbt2mV5PCRoAAAAAABApfPrr79Kkry8vHI8Hx0dreTkZEnKVSUTFBQkSTp79qzl8ZCgAQAAAADADqabDrikevXqkv5XSZNl69atkqSWLVuqbt26OV6rVq2a2+IhQQMAAAAAACqdFi1aSJI2b96c4/kvvvhChmGoe/fuua65cOGCJOnaa6+1PB4SNAAAAAAA2CBrm22rD7imd+/eMk1TH3zwgdasWaOEhAS9//77io6OliT1798/1zX79u2TJDVo0MDyeNjFCQAAAAAAVDrjxo3Thx9+qPj4eN177705XmvTpk2eCZrIyEgZhqH27dtbHg8VNJVQRESEgoODFRISYncoAADATRjvAaAcME33HHBJ/fr1tWrVKtWrV0+maTqP6667Tp9//rkMw8jR/siRI9q2bZsk6c4777Q8HsM0+dOrrOLi4hQYGKgrV64oICDA7nAAAGBscgN+pgBQMu74dzSrz073vaoqVX0s6TNLRnqKdn31Mv/uF0FaWpqioqJ09uxZ1a9fX127dnVurZ3d9u3btWHDBknSn//8Z+ciw1ZhihMAAAAAADZwx5oxrEFTdF5eXgoNDS20Xde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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_sub18m_senses1,\n", " ska_aa4_sub18m_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": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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8gmbNmjUyDEOPP/64S+0Nw1Dfvn31+uuva9WqVRo+fLjVIQEAAAAAgBxUrlzZkn5WrVqlgQMHKjIy0vnYjRs3tGfPHu3Zs0czZ85UeHi46tevn+n58fHxGjx4sJo1a6YXXnjBkpiKAssraPbv3y9Juueee1w+5+677053LgAAAAAAxZ7ppsMCtWrVUteuXXN93r59+9SnTx9FRkbK399fb775pnbu3KkNGzZo5MiRkqRjx46pe/fuioqKyrSPcePG6ZdfftGsWbPk6emZr9dRlFheQXP58mVJcml6U6oqVapIki5dumR1OAAAAAAAwAXjxo1TcHCwgoODVblyZZ06dUp169bNVR+jRo1SbGysSpUqpXXr1jkLMiSpU6dOatCggV544QUdO3ZMU6ZM0YQJE9Kdv2vXLk2ePFkTJkzQbbfdZsXLKjIsr6Dx8fGRJJfmlKVKbVuSMmMAAAAAgBKukFXQTJw4UQ8++GCepzrt3r1b27ZtkyQNHz48XXIm1ZgxY9S4cWNJ0tSpU5WYmOh8LikpSUOGDNHtt9+ul156KU8xFGWWJ2hSK2f27Nnj8jmpbVMraQAAAAAAQNGyfPly5+1hw4Zl2sbDw0ODBw+WJF27dk2bNm1yPhcdHa1ffvlF+/fvl5eXl3OBYsMwNGfOHEkpS6QYhpHuWsWF5VOc2rVrp2PHjmnatGl6+umnVbp06WzbJyYmatq0aTIMQ23btrU6HAAAAAAACifTSDms7tMm27dvlyT5+fmpRYsWWbbr0KGD8/aOHTuca914e3tnuXHQ1q1b9csvv+ihhx7STTfdpDp16lgXeCFheYJm2LBh+vzzz/XLL7+of//+mjNnjnx9fTNte+PGDQ0ePFjHjh2TYRhZZtgAAAAAAEDhduTIEUlS/fr1VapU1umGRo0aZThHksqUKaOZM2dmes7QoUP1yy+/6OWXX9Zdd91lUcSFi+VTnO655x717dtXpmnqq6++UuPGjfXGG29oy5YtOnbsmI4dO6YtW7bo9ddfV+PGjfX111/LMAz17t07XRYNAAAAAIDizDTdc9ghLi5OV69elSTVqFEj27bly5eXn5+fJOns2bNujy0rkydPdm50VBhYXkEjSf/+97919epVfffddzp37pzGjx+faTvzv/9yunTp4pxPBgAAAABAiWDhttjp+pQUGRmZ7mFvb295e3tbfLH/Sbtltr+/f47t/fz8FBMTo+joaLfFlJMXXnhBr7zyirp166YnnnhC3bt3l4eH5XUsLnPLlX18fLR27Vp9+OGHql69ukzTzPSoWbOmPvroI3377bfO3Z8AAAAAAED+1KxZU4GBgc5j0qRJbr1eXFyc87aXl1eO7VOTRbGxsS71P3v2bJmmafn0psTERK1cuVI9e/ZU9erV9eKLL+ro0aOWXsNVbqmgkSTDMPTcc8/p73//u/bv3699+/Y5y50qVaqkO++8U3fccYcMw74FjEqqsLAwhYWFKTk52e5QAACAmzDeA0AR4MZFgs+ePauAgADnw+6snpGUrugiISEhx/bx8fGSUtadscuPP/6ozz//XAsWLNCVK1d06dIlTZ48WZMnT1br1q01fPhw9enTx6WKICsYpmnXDDXYLTIyUoGBgbp+/Xq6Ny4AAHZhbLIeP1MAyB93/B1N7bPGR6/Jo4y1s0kcsXE699w4S+I9deqU6tatK0kaMmSIZs+enWXbuLg4Z7Kle/fuWr16dbZ9+/v7KyYmRnfddZd27dqVrzjzKykpSatXr9asWbO0Zs0aJSUlOYtJfH191bt3bw0bNkzt27d3axz2Ta4CAAAAAKAEM0z3HHbw8fFRxYoVJUnnzp3Ltu2ff/6pmJgYSSlTsexWqlQp9ezZUytWrNC5c+f07rvvqnHjxjJNUzExMZo7d65CQkLUsGFDTZo0Sb/99ptb4iiwBE1SUpKuXLmiK1euKCkpqaAuCwAAAAAACkBQUJAk6fjx49n+vz/tGi+NGzd2e1y5cfPNN+v//b//p0OHDun777/X3/72NwUEBMg0TR0/flz/+te/VLt2bXXr1k3Lli1TYmKiZdd2a4Lm8OHDeu655xQUFCQfHx9VqVJFVapUkY+Pjxo3bqy///3vOnTokDtDAAAAAACgcDLddNikbdu2kqSYmBjt3bs3y3Zbtmxx3m7Tpo3b48qrVq1a6dNPP9WFCxc0d+5cValSRaZpKjk5WWvXrtXjjz+u6tWr66WXXtLFixfzfT23JGgcDofGjBmjO+64Q2FhYTp69KgcDodz9yaHw6Gff/5Z06ZNU/PmzTV69Gg5HA53hAIAAAAAAApAz549nbdnzZqVaRuHw6G5c+dKksqVK6eQkJCCCC3PTp8+rXfeeUfjxo3TpUuXnGvTpOY3rl69qvfee0/16tXTBx98kK9ruWUXp/79+2vJkiVKXX+4SZMmatWqlSpXrixJunTpkiIiInTo0CElJyfro48+0m+//aYvv/zSHeEAAAAAAFD4uHEXJzu0atVK7dq107Zt2/T5559ryJAhuvvuu9O1mTJlio4cOSJJGjVqlEqXLm1HqNmKi4vT0qVLNWvWLG3ZssWZjJGkhg0bavjw4Ro0aJAOHTqkzz//XMuWLVNsbKz+3//7f7rppps0cODAPF3X8gTNF198ocWLF8swDN1xxx2aMWOGgoODM20bERGhp556Svv27dPSpUv1xRdfqG/fvlaHBAAAAABA4eOOKUn56G/79u06fvy48/7Vq1edt48fP55hF6ehQ4dm6GPq1Klq06aNYmNj1bVrV40dO1YhISGKjY3VF198oRkzZkhKSXSMGTMm78G6wa5duzRr1iwtXrxYUVFRklIqZcqUKaPevXtrxIgRateunbN9lSpV1LlzZ504cUK9e/fWgQMH9MEHH+Q5QWP5NtudOnXS5s2bdeutt2rPnj3y8/PLtn1MTIxatmypn3/+WR06dNCmTZusDAfZYNtNAEBhw9hkPX6mAJA/7txmu+b7r7tlm+2z/3w1T/EOHTpUc+bMcbl9VumEVatWaeDAgYqMjMz0+YYNGyo8PFz169fPVXzukLq+zOzZs3Xs2DFJ/3tdzZs314gRIzRgwIAcf5br1q3T/fffLz8/P2dyJ7csr6A5cOCADMPQiy++mGNyRpL8/Pz04osv6oknntCBAwesDgcAAAAAgMKpkFXQWKVHjx46ePCgpk6dqvDwcJ07d05eXl6qX7++HnvsMT377LPy9fW1O0x169ZN69evd66ZK0mBgYHq37+/RowYoebNm7vc1y233CJJunHjRp7jsTxBk5CQIEm6/fbbXT4nta2V21MBAAAAAADXzZ49O8M0pryqXbu23n//fb3//vuW9OcO3377rfN2u3btNGLECD322GPy8cl9VZOvr6/at2/vXEQ4LyxP0NSuXVtHjhzR9evXXT4nteypdu3aVocDAAAAAEDh5MYKmuDgYHl6eio0NFShoaEWX6R4qFy5soYMGaLhw4erQYMG+eqrWrVq2rx5c776sDxB8+ijj+r111/XsmXLXN4ua+nSpTIMQ7169bI6HAAAAAAASpyIiAjWHsvBvHnz5OXlpRo1arh8TlxcnHbv3i1Jat++vaXxeFjam6R//vOfuuWWWzR9+nQtXrw4x/ZLly7V9OnTVbduXf2///f/rA4HAAAAAIDCKXWbbasPuKRr167q1KmTTp486fI558+fV8eOHdWpUyfL47E8QRMYGKjvvvtOd955p/r166eePXtq+fLlOn/+vBITE5WUlKTz589r+fLl6tWrl/r06aM777xTGzZsUGBgoNXhAAAAAAAAZCqvG1tbvCG2JDdMcfL09HTeNk1Tq1at0qpVq7Jsb5qm9uzZ41zxODOGYSgpKcnSOAEAAAAAsJNhphxW9wn3cTgcktLnPqxieYLmr1kkV7JK7sg8AQAAAAAAWOn06dOS5JYZQJYnaMaPH291lwAAAAAAFD9u3MUJGZ05cybTxy9cuCB/f/9sz42Pj9eJEyf06quvyjAMNWnSxPL4SNAAAAAAAIBir27duhkeM01TXbt2zXVfgwcPtiKkdCxP0AAAAAAAABQ2WS2vkptlV3x8fPTcc8/piSeesCosJxI0AAAAAADYwJAbFgm2trtiZdasWenuDxs2TIZh6PXXX1f16tWzPM8wDPn4+Khq1apq3rx5jtOh8ooEDQAAAAAAKPaGDBmS7v6wYcMkST179lRQUJAdIaWTrwTN1q1brYrDqX379pb3CQAAAABAoWMaKYfVfcIlmzZtkpT52jR2yFeCpmPHjjIM6375hmEoKSnJsv4AAAAAAAAy06FDB7tDSMeSKU65WVAHAAAAAACIbbaRjiUJmjJlyujhhx9Wly5d5OHhYUWXAAAAAAAgj4KDg+Xp6anQ0FCFhobaHY6tzpw547xdq1atTB/Pi7R9WSFfCZqyZcsqKipKsbGx+vLLL7Vlyxb1799fgwYN0u23325VjAAAAAAAFD9urKCJiIhQQECAxZ0XTalrzPx1WZX8rD3jjiVa8lXucunSJS1atEjdunWTp6enLly4oPfff1/NmzdXs2bN9P777+vChQtWxQoAAAAAQLFhmO45kJ5pms4jq8fzclgtXxU0Pj4+6tOnj/r06aMrV65o4cKFmjdvnn744QcdPHhQzz//vF588UXde++9Gjx4sHr16qUyZcpYFTsAAAAAAEC2Zs2alavH7WKYbkj7HDlyRHPnztXChQt19uzZlAsZhvz8/PTII49o0KBBuvfee62+LHIpMjJSgYGBun79OqVvAIBCgbHJevxMASB/3PF3NLXPOm+8KQ8fH0v6TOWIi9Opf73C3/0iyC0r+jZu3FiTJk3S6dOntXHjRg0dOlT+/v6Kjo7W3Llz1bVrV9WsWVOvvPKKOy4PAAAAAABQpLh9y6WOHTvq3//+ty5duqSFCxfqgQcekKenp86fP68PPvjA3ZcHAAAAAKBwMt10oEgqsD2xDcOQh4eHDMOQYRgFdVkAAAAAAIAMPv30U/3xxx92h+Hk9gTNli1bNGLECFWpUkX9+vXTmjVrlJiYqKpVq+q5555z9+UBAAAAACiU2MXJXs8884yqVq2qhx56SF9++aXi4uJsjSdfuzhl5ciRI5o3b166RYJN05Svr6969eqlwYMH695775WHR4EV8AAAAAAAAKSTmJio8PBwhYeHy9/fXz179tSAAQPUuXPnAs9ZWJaguXz5shYtWqR58+Zp3759klKSMh4eHgoJCdHgwYP1yCOPyM/Pz6pLAgAAAABQdJlGymF1n3DJzp07tWDBAi1ZskSXL19WVFSU5s+fr/nz5+vmm29W37591b9/fwUHBxdIPPlK0MTFxWn58uWaN2+e1q9fr+TkZKXu2t2kSRMNHjxYAwYMULVq1SwJFgAAAACAYsMdi/oyxclld911l+666y59+OGH+u6777RgwQItX75c0dHRunTpkj766CN99NFHqlevngYOHKj+/furfv36bosnXwmam2++WTExMZJSqmVS15kZNGiQmjVrZkV8AAAAAAAAbuPp6an77rtP9913n+Li4rRy5UotWLBAa9euVUJCgo4fP66JEydq4sSJatmypQYOHKg+ffro5ptvtjQOw0wtecmD1F2ZfHx89NBDD6lr167y9PTMV0CDBw/O1/lwXWRkpAIDA3X9+nUFBATYHQ4AAIxNbsDPFADyxx1/R1P7vGX8W/Lw8bGkz1SOuDj9OnEsf/ct8Oeff2rp0qVasGCBtm3b5pwxZBiGSpUqpfj4eEuvZ8kaNHFxcVq8eLEWL16cr34MwyBBAwAAAAAAbFe+fHmNHDlSI0eO1Pnz57Vw4UJNmjRJ165dU1JSkuXXy3eCJh8FOAAAAAAAlFysQVMkHDp0SAsWLNCiRYt0/fp1t10nXwmaTZs2WRUHAAAAAACwSHBwsDw9PRUaGqrQ0FC7wylyzpw5o0WLFmnhwoU6dOiQpP8VqJQpU0Y9evSw/Jr5StB06NDBqjgAAAAAAChZTMlwUwVNREQEa9Dk0p9//qnFixdrwYIF2rlzp0zTdCZlPD091alTJw0YMECPPPKI/P39Lb++JWvQAAAAAAAAFDWxsbFasWKFFi5cqHXr1ikxMVHS/6plWrZsqQEDBqhv376qXLmyW2MhQQMAAAAAgB1Yg8ZWgwYN0ooVKxQTEyPpf0mZevXqacCAARowYIAaNGhQYPGQoAEAAAAAwA4kaGy1YMEC5+2bb75Zffr00YABA9SqVStb4slzgubMmTOSpOrVq8vT09OygCQpOTlZ58+flyTVqlXL0r4BAAAAAAD8/PzUq1cvDRgwQJ07d7Y8t5FbeU7Q1KlTRx4eHjp48KCCgoKsjElHjx5V06ZN5eHh4Za9xQEAAAAAsJvhhkWCLV90uBi7fPmyypQpY3cYTh75OTl1fpa7uLt/AAAAAABQMhWm5IxkwRo0hmFYEQcAAAAAAIDlUpdokdIvo5L28bywekmWfCdounbtqtKlS1sRi1PqtlYAAAAAAAD5UbduXUkpBSZpl1FJfTwv/tqXFfKVoDFN07mYLwAAAAAAyAV2cSoQWS2fUtiWVclzgmbIkCFWxgEAAAAAAGC5WbNm5epxu+Q5QVPYXggAAAAAAEUJuzgVjKwKTApb4Um+16ABAAAAAAB5REIF/0WCBgAAAAAAlDhbt26VJAUHB7u85XZcXJx2794tSWrfvr2l8ZCgAQAAAADADiwSbKuOHTvKw8NDBw8eVFBQkEvnnD9/3nme1bs4eVjaGwAAAAAAQBGR152c3LEDFBU0AAAAAADYgEWCix6HwyFJ8vT0tLxvKmgAAAAAAChmgoODFRQUpLCwMLtDKVZOnz4tSQoMDLS8bypoAAAAAACwgxvXoImIiFBAQIDFnRdtZ86cyfTxCxcuyN/fP9tz4+PjdeLECb366qsyDENNmjSxPD4SNAAAAAAAoNirW7duhsdM01TXrl1z3dfgwYOtCCkdEjQAAAAAANiANWgKVlYL++ZmwV8fHx8999xzeuKJJ6wKy4kETREzf/58bdu2TXv37tWPP/6ohIQEzZo1S0OHDrU7NAAAAABAbrDNdoGaNWtWuvvDhg2TYRh6/fXXVb169SzPMwxDPj4+qlq1qpo3b57jdKi8IkFTxPzrX//S6dOnValSJVWtWtW5QBEAAAAAAMjakCFD0t0fNmyYJKlnz54KCgqyI6R02MWpiJk5c6ZOnTqlK1eu6KmnnrI7HAAAAABAXpluOuCSTZs2aePGjZmuTWMHKmiKmM6dO9sdAgAAAAAARV6HDh3sDiGdElNBc/nyZa1evVrjxo3TAw88oEqVKskwDBmGkev1W06fPq0xY8aoUaNG8vPzU4UKFRQcHKz33ntPN27ccM8LAAAAAAAUK6mLBFt9oGgqMRU0lStXtqSfVatWaeDAgYqMjHQ+duPGDe3Zs0d79uzRzJkzFR4ervr161tyPQAAAAAAkHdnzpxx3q5Vq1amj+dF2r6sUGISNGnVqlVLjRo10rp163J13r59+9SnTx/FxsbK399fL7/8skJCQhQbG6svvvhCn332mY4dO6bu3btrz549Klu2rJteAQAAAACgyGMXpwKRusaMYRhKSkrK8Hhe/LUvKxRYgua3335TdHS0JX01bNgw1+eMGzdOwcHBCg4OVuXKlXXq1Klc/zJGjRql2NhYlSpVSuvWrdPdd9/tfK5Tp05q0KCBXnjhBR07dkxTpkzRhAkTMvQxZswYxcfH5+qaDRo0yFWcAAAAAAAghWlmnrXK6nG7FFiCZvjw4bmuWPkr0zRlGIaSk5Nzfe7EiRPzde3du3dr27ZtklJeS9rkTKoxY8Zo1qxZOnLkiKZOnapXXnlFpUuXTtdm+vTpiomJcfm6vXv3JkEDAAAAAMURFTQFYtasWbl63C4FlqAZM2aM+vbtW1CXs9zy5cudt1P3Sv8rDw8PDR48WC+//LKuXbumTZs2qWvXrunaWFVFBAAAAAAo2tyxqC+LBGc0ZMiQXD1ulwJL0Nxxxx15mppUWGzfvl2S5OfnpxYtWmTZLu02XTt27MiQoAEAAAAAAPirAkvQDB48ON9TnFLlZYpTfh05ckSSVL9+fZUqlfWPrVGjRhnOAQAAAAAgA6Y4FQnx8fG6du2abrrpJnl4eLjtOgWWoBk9erR69+5dUJezVFxcnK5evSpJqlGjRrZty5cvLz8/P8XExOjs2bOWxzJz5kxnNc+PP/7ofGzz5s2SpLZt22rEiBGWXxcAAAAAgOIkOjpaW7dulSS1b99e/v7+6Z6/evWqnnzySa1evVpJSUny9/fXiBEj9NZbb8nb29vyeAosQVOUp/pERUU5b//1F5aZ1ASNO9ab2b59u+bMmZPusR07dmjHjh3O+1klaOLj49PtIBUZGWl5fAAAwF6M9wBQdLAGjb2WLVumYcOGqUaNGjp16lS65xwOhx544AH98MMPzt2eoqKi9OGHH+rUqVNatmyZ5fG4rzanGImLi3Pe9vLyyrF9aiYtNjbW8lhmz54t0zSzPGbPnp3luZMmTVJgYKDzqFmzpuXxAQAAezHeAwDgmrVr10qSevXqlWHq0pdffqm9e/dKku68806NHj1ad955p0zT1PLly/Xtt99aHg8JGhf4+Pg4byckJOTYPvVbqzJlyrgtprx4+eWXdf36defhjilYAADAXoz3AFCEmG464JJDhw7JMAzdc889GZ6bO3euJKlFixb6/vvvNWXKFO3atUutWrWSpAwzW6xQYFOcirKyZcs6b7sybSkmJkaSa9OhCpK3t7db5skBAIDCg/EeAADXXL58WZJUt27ddI8nJiZq69atMgxDoaGhzo2CSpcuraeeekq7d+/W7t27LY/H8gqaWbNmWd2l7Xx8fFSxYkVJ0rlz57Jt++effzoTNJQUAwAAAACy5MYKmuDgYAUFBSksLKzAXk5R88cff0jKuJRJRESEc8mS+++/P91zDRs2lCRdvHjR8ngsr6AJDQ1V06ZN1bJlS6u7tlVQUJC2bdum48ePKykpKcutto8ePeq83bhx44IKDwAAAABQxBj/PazuU0pJMgQEBFjce/Hi6+urqKgoZyVNqtSdnerXr6/KlSune86dS5lYXkETFxenRx55JMMLdMWlS5esDscybdu2lZQyfSl1oaDMbNmyxXm7TZs2bo8LAAAAAADkXr169SRJmzdvTvf4119/LcMw1L59+wznXLlyRZJ08803Wx6P5Qma4OBgnTt3Tr1791ZSUpLL5+3fv9+52E5h1LNnT+ftrKZxORwO50JC5cqVU0hISEGEBgAAAAAoilgk2FZdunSRaZqaNm2a1qxZo+joaH388ceKiIiQJPXo0SPDOQcPHpQkVatWzfJ4LE/QLFu2TDfddJN27Nih5557zqVzli9frrZt2+a4voudWrVqpXbt2kmSPv/8c+3atStDmylTpujIkSOSpFGjRql06dIFGiMAAAAAAHDNqFGjFBAQoKioKD344IMKDAzUP/7xD0kpS5ZklqAJDw+XYRhq3ry55fFYvgZNjRo19MUXX6hr166aPn26WrZsqSeeeCLL9pMmTdKrr74qh8OhKlWqWB2O0/bt23X8+HHn/atXrzpvHz9+XLNnz07XfujQoRn6mDp1qtq0aaPY2Fh17dpVY8eOVUhIiGJjY/XFF19oxowZklIWDRozZoxbXgcAAAAAoHgwzJTD6j7hmqpVq2rVqlXq27evLly44Hz8lltu0dKlS2UY6VcIOnHihLZt2yZJ6ty5s+XxGKZpuuXXN2XKFD3//PPy9vbWli1bMkxfSkxM1PDhw7VgwQKZpqlmzZppxYoVbtv5aOjQobnapzyrH8uqVas0cOBARUZGZvp8w4YNFR4ervr16+cpzoIUGRmpwMBAXb9+ncWjAACFAmOT9fiZAkD+uOPvaGqfTZ56S57ePpb0mSo5Pk4/fTqWv/u5kJCQoB07dujixYuqWrWq2rZtm+nGQNu3b9eGDRskSc8//7x8fX0tjcPyCppUY8aM0e7du7VkyRI9+uij2rNnj3P14ytXrqhnz576/vvvZZqmevXqpXnz5ln+4tyhR48eOnjwoKZOnarw8HCdO3dOXl5eql+/vh577DE9++yzReJ1AAAAAABs5o41Y6igyTUvLy+X1pBt27atcwMhd3BbBY0k3bhxQ61atdKRI0d0zz33aNOmTTp8+LAefvhhnTlzRqZp6l//+pdee+01d4WAbPCNGgCgsGFssh4/UwDIH7dW0Dzppgqa6VTQFEV5XiR40qRJWrNmTbp5Wn/l6+urr7/+WgEBAdq5c6cefPBBtW3bVqdPn5a3t7cWLlxIcsYGYWFhCgoKUnBwsN2hAAAAN2G8B4Aigh2c8F95rqDx8PBwLphz00036Y477lCzZs2cR6NGjZzPr1y5Ur169ZKUsrZL1apVtWLFCrVs2dKil4G84Bs1AEBhw9hkPX6mAJA/bq+g8bK4giaBCpq8ioqK0smTJxUVFaXk5OQc27dv397S6+d5DRpPT09nwJcvX9b69ev13XffOZ/38fHRbbfd5kzY3H///VqzZo1atmypFStWqGrVqvmPHgAAAACAIopdnAqHzz77TNOmTdOPP/6Y5YZBf2UYhpKSkiyNI88JmujoaB06dEgHDhzQ/v37tX//fh08eNC5u1FsbKwiIiK0Z88e5zmGYeiPP/7QP//5T91xxx3Oo1q1avl/JQAAAAAAFCUsEmyr5ORkPfroo1q1apWkrHdzLih5TtB4e3urRYsWatGiRbrHT548qf379zsTNwcOHNDp06edz//66686efKkFi9e7HysQoUKzilSkydPzmtIAAAAAAAALvn000+1cuVKSVLlypU1bNgwtWjRQhUqVJCHR56X7M0zy7fZrlu3rurWretcc0aSrl+/ni5ps3//fh0+fFgJCQmSpN9//10bN27Upk2bSNAAAAAAAEoEpjjZa+7cuZKkoKAgbdu2TeXLl7c1HssTNJkJDAxUhw4d1KFDB+djSUlJOnLkiDNxs2/fPh08eLAgwgEAAAAAACXckSNHZBiGXn31VduTM1IBJWgyvXCpUmratKmaNm2qQYMG2RUGAAAAAAD2YA2aQuHWW2+1OwRJUsFPqgIAAAAAALBZgwYNJEl//PGHzZGkIEEDAAAAAIANUtegsfqAa/r27SvTNLV69Wq7Q5FEggYAAAAAAJRAzz33nO644w793//9n7Zt22Z3OCRoAAAAAACwhemmAy7x9vbW2rVr1aJFC3Xp0kUvvPCC9u/fr7i4OFvisW2RYAAAAAAASjQWCbaVp6en87ZpmpoyZYqmTJni0rmGYSgpKcnSeKigKYHCwsIUFBSk4OBgu0MBAABuwngPAED2TNN0Hn+978phNSpoSqDQ0FCFhoYqMjJSgYGBdocDAADcgPEeAAo/dyzqyyLBrhs/frzdIaRDggYAAAAAAJQ4JGgAAAAAAABr0CAd1qABAAAAAKCYCQ4OVlBQkMLCwuwOBS6iggYAAAAAABsYpinD4sVmU/uLiIhQQECApX0XdydOnNCuXbt08eJF3bhxQ88884wqVapUYNcnQQMAAAAAAEqsH374Qf/4xz+0Y8eOdI/37t07XYImLCxMEydOVGBgoA4fPqzSpUtbGgdTnAAAAAAAsIPppgMuW716tdq0aaMdO3bkuIX24MGDFRsbq19//VWrV6+2PBYSNAAAAAAA2CB1m22rD7jmwoUL6tevn+Lj4xUUFKQ1a9YoKioqy/Zly5bVQw89JElas2aN5fGQoAEAAAAAACXOBx98oJiYGNWuXVvbtm3TfffdJz8/v2zP6dixo0zT1N69ey2PhzVoAAAAAACwA9ts2+rbb7+VYRgaM2aMypUr59I5jRo1kiSdPHnS8niooAEAAAAAACXO6dOnJUmtWrVy+ZzUnbGio6Mtj4cKGgAAAAAAbOCONWNYg8Z1SUlJkiSHw+HyOdevX5ck+fv7Wx4PFTQAAAAAAKDEqVKliiTp119/dfmc3bt3S5Jq1apleTwkaAAAAAAAsAPbbNuqXbt2Mk1TS5Yscal9QkKCpk+fLsMw1LFjR8vjIUFTAoWFhSkoKEjBwcF2hwIAANyE8R4AgOwNHTpUkrRy5UqtX78+27YJCQkaPHiwTpw4IcMwNHLkSMvjIUFTAoWGhurw4cOKiIiwOxQAAOAmjPcAUPilrkFj9QHXdOzYUX369JFpmurRo4defPFF5xQmSTp16pR27typ9957T02aNNGSJUtkGIaeeuopNWnSxPJ4WCQYAAAAAAA7sM227WbPnq2oqCh98803mjx5siZPnizDMCRJPXr0cLYzzZQf7COPPKKpU6e6JRYqaAAAAAAAQInk7e2t1atXa/r06brllltkmmamR40aNTRt2jQtXbpUnp6ebomFChoAAAAAAGzClKTCYeTIkRo5cqQOHz6sPXv26PLly0pOTlbFihXVvHlz3Xnnnc7KGnchQQMAAAAAACApKChIQUFBtlybKU4AAAAAANjBNN1zwFLx8fG6dOmSHA6HW69DggYAAAAAAJQ40dHR+uabb/TNN98oOjo6w/NXr17Vo48+qoCAAFWrVk3ly5fXmDFjFB8f75Z4mOIEAAAAAIAN3LEtNmvauG7ZsmUaNmyYatSooVOnTqV7zuFw6IEHHtAPP/zg3MEpKipKH374oU6dOqVly5ZZHg8VNAAAAAAAoMRZu3atJKlXr17y8EifHvnyyy+1d+9eSdKdd96p0aNH684775Rpmlq+fLm+/fZby+OhggYAAAAAADuY/z2s7hMuOXTokAzD0D333JPhublz50qSWrRooZ07d6pUqVJKTExUu3btFBERoTlz5uj++++3NB4qaAAAAAAAsIHhcM8B11y+fFmSVLdu3XSPJyYmauvWrTIMQ6GhoSpVKqW2pXTp0nrqqadkmqZ2795teTwkaAAAAAAAQInzxx9/SJK8vLzSPR4REaHY2FhJylAl07BhQ0nSxYsXLY+HBA0AAAAAAHYw3XTAJb6+vpL+V0mTauvWrZKk+vXrq3LlyumeK1OmjNviIUEDAAAAAABKnHr16kmSNm/enO7xr7/+WoZhqH379hnOuXLliiTp5ptvtjweEjQAAAAAANggdZttqw+4pkuXLjJNU9OmTdOaNWsUHR2tjz/+WBEREZKkHj16ZDjn4MGDkqRq1apZHg+7OAEAAAAAgBJn1KhR+vTTTxUVFaUHH3ww3XONGzfONEETHh4uwzDUvHlzy+OhgqYECgsLU1BQkIKDg+0OBQAAuAnjPQAUAabpngMuqVq1qlatWqUqVarINE3nccstt2jp0qUyDCNd+xMnTmjbtm2SpM6dO1sej2Ga/PZKqsjISAUGBur69esKCAiwOxwAABib3ICfKQDkjzv+jqb22eqh11WqtI8lfaZKSozT7pWv8nc/FxISErRjxw5dvHhRVatWVdu2bZ1ba6e1fft2bdiwQZL0/PPPOxcZtgpTnAAAAAAAsIE71oxhDZrc8/LyUkhISI7t2rZtq7Zt27otDhI0AAAAAADYwR3bYpOgKbJYgwYAAAAAAMBmVNAAAAAAAGADpjghLSpoAAAAAAAoZoKDgxUUFKSwsDC7Q4GLqKABAAAAAMAO7tgW+7/9RUREsItTEUMFDQAAAAAAgM2ooAEAAAAAwAasQYO0qKABAAAAAACwGRU0AAAAAADYwfzvYXWfKJJI0AAAAAAAYAOmOCEtpjgBAAAAAADYjAoaAAAAAADs4DBTDqv7RJFEBQ0AAAAAAIDNqKABAAAAAMAOLBKMNKigAQAAAAAAsBkVNAAAAAAA2MCQG3ZxsrY7FCAqaAAAAAAAAGxGgqYECgsLU1BQkIKDg+0OBQAAuAnjPQAUAabpngNFEgmaEig0NFSHDx9WRESE3aEAAAA3YbwHgMLPMN1zoGgiQQMAAAAAAGAzFgkGAAAAAMAObLONNKigAQAAAAAAsBkVNAAAAAAA2MAwTRkWL+prdX8oOFTQAAAAAAAA2IwKGgAAAAAA7OD472F1nyiSqKABAAAAAACwGRU0AAAAAADYgDVokBYJGgAAAAAA7MA220iDKU4AAAAAAAA2o4IGAAAAAAA7mGbKYXWfKJKooAEAAAAAALAZFTQAAAAAANjAMFMOq/tE0UQFDQAAAAAAgM2ooAEAAAAAwA6sQYM0qKABAAAAAACwGRU0AAAAAADYwHCkHFb3iaKJChoAAAAAAACbUUEDAAAAAIAdWIMGaZCgAQAAAADADuZ/D6v7RJHEFCcAAAAAAACbUUEDAAAAAIANDNOUYfGUJKv7Q8GhggYAAAAAAMBmJGhKoLCwMAUFBSk4ONjuUAAAgJsw3gNAEZC6SLDVB4okEjQlUGhoqA4fPqyIiAi7QwEAAG7CeA8AQNHCGjQAAAAAANjBlORwQ58okqigAQAAAAAAsBkVNAAAAAAA2IBdnJAWCRoAAAAAAOxgyvpFfcnPFFlMcQIAAAAAALAZFTQAAAAAANjBHdtiM8WpyKKCBgAAAACAYiY4OFhBQUEKCwuzOxS4iAoaAAAAAADs4JBkuKFPSREREQoICLC4c7gTFTQAAAAAAAA2o4IGAAAAAAAbsM020qKCBgAAAAAAwGZU0AAAAAAAYAd2cUIaJGgAAAAAALADCRqkwRQnAAAAAAAAm1FBAwAAAACAHaigQRpU0AAAAAAAANiMChoAAAAAAOzgkGS4oU8USVTQAAAAAAAA2IwKGgAAAAAAbGCYpgyL14yxuj8UHCpoAAAAAAAAbEYFDQAAAAAAdmAXJ6RBggYAAAAAADs4TMmwOKHiIEFTVDHFCQAAAAAAwGZU0AAAAAAAYAemOCENKmgAAAAAAABsRgUNAAAAAAC2cEMFjaigKaqooAEAAAAAALAZFTQAAAAAANiBNWiQBhU0AAAAAAAANqOCBgAAAAAAOzhMWb5mjIMKmqKKCpoSKCwsTEFBQQoODrY7FAAA4CaM9wBQBJgO9xwokkjQlEChoaE6fPiwIiIi7A4FAAC4CeM9AAB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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": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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hQUFBQZowYYK6dOmihIQELVy4UDNnzpQkNWnSRLt27fJYbR9AwfE+Boo23qPANbwXgP8hOQPAw5AhQzRnzhyv22f3J2T58uUaMGCAoqOjs3y+SZMmioiIUKNGjfIVJ4Ds8T4Gijbeo8A1vBeA/2FaEwBL9OzZU/v379fYsWPVpEkTlS9fXpUqVVKbNm301ltvac+ePQyQQBHH+xgo2niPAtfwXkBJQOUMAAAAAACAjaicAQAAAAAAsBHJGQAAAAAAABuRnAEAAAAAALARyRkAAAAAAAAbkZwBAAAAAACwEckZAAAAAAAAG5GcAQAAAAAAsBHJGQAAAAAAABuRnAEAAAAAALARyRkAAAAAAAAbkZwBAAAAAACwEckZAAAAAAAAG5GcAQAAAAAAsBHJGQBArj7//HONGjVKbdq0kb+/vxwOh8LDw+0OCwCAIo8xFIA3ytgdAACg6PvnP/+pqKgoVatWTSEhIYqKirI7JAAAigXGUADeoHIGAJCrWbNm6fjx47pw4YKeeuopu8MBAKDYYAwF4A2SMwC8kpiYqLJly8rhcOi1116zO5xcDRkyRA6HI9Nx/Phxu0Mrlrp166b69evn+byNGzdm+XuYNGmS+UECQBHFGFq6MYYC8AbJGQBeOXDggFJTUyVJLVu2tDcYk/35w0+FChUUHx+f63kJCQmqWLGix7kbN260PmAAQLHCGJoZYygAeGLNGQBe2bdvn/t2cfpgWatWLa1atcp9v3bt2rmeExsbqyVLlqhfv345tlu6dKmio6MLHGNJ5nQ69dNPP7nvt2jRwsZoAMAejKGZMYbmjjEUKF1IzgDwyt69eyVJ1atX9+rDWVFRtmxZ3XTTTV63DwgIUGJioubNm5frB8t58+Z5nIPMAgMD8/TzB4CSiDE0M8bQ3DGGAqULyRkAXkn/YHnLLbfYG4jFHnzwQS1atEhr1qzR2bNnVbNmzSzbnT9/XqtXr5YkPfTQQ/ryyy8LM8w8GzdunJKSkrxuP2bMGDVu3NjCiACg9GAM9cQYCgCZkZwBkCvDMLR//35JxascOz969OihzZs36+zZs/riiy80duzYLNt98cUXSk1NVc2aNdW9e/ci/8FyxowZiouL87p97969+WAJACZgDM2MMRQAMmNBYAC5OnbsmHteeHYfLE+dOqXbbrtNDodDAQEB+vTTTwsxQvP4+vqqb9++kv5Xcp2VuXPnSpL69esnX1/fHPucNGmSe7FDSbpy5YpefvllNW/eXEFBQapSpYq6dOmiL774wus4t23bphEjRujGG29UcHCw/Pz8VKdOHT3wwAMKCwvTlStXPNrHxsbKMAyvj86dO3sdCwAge4yhmTGGAkBmVM4AyFV6ObaU9QfLDRs2qE+fPrpw4YJq1aqlb775RrfddlvhBWiygQMH6r333tOePXv0888/q3nz5h7PHzx4UD/++KO7bcafT26OHTum7t276+jRo+7H4uLitHHjRm3cuFFLlizR/PnzVaZM1n+eExISNHz48Cw/hJ4+fVqnT59WRESELly4wFabAFAEMIYyhgKAN6icAZCr9F0mAgIC1LRpU4/npk2bpu7du+vChQtq166ddu/eXaw/VEpSq1at3B8ms/rmL/2xm266Kc8l6n369NGxY8f01FNPae3atYqMjNSnn36qJk2aSJIWLVqk5557LstzXS6XHnroIfeHysaNG+u9997Tli1btHv3bq1YsUITJkxQo0aN8hQTAMA6jKGeGEMBIGtUzgDIVfq3WjfddJO7/DguLk7Dhg3TokWLJElPPvmkPvzwQ/n5+dkVpqkGDRqk559/XgsWLNAbb7zhLqc2DEPz5893t8mryMhILViwwF32LUlt2rTRY489po4dO2rfvn364IMPNHz48Ew7NHz00Udas2aNJOnhhx/WF198IX9/f482999/v1555RWdOXMmz7HlZNasWdq6daskubf1nDVrljZu3ChJ6tChg0aMGGHqNQGgJGAMZQxlDAXgDSpnAOQq/Vu/9G+4/vvf/+q2227TokWL5Ofnp5kzZ2rGjBkl5kOlJPXv318+Pj46efKk+8OTJG3cuFEnT56Uj49PrtuEZuWBBx7w+FCZrkKFCpo5c6aka9/uffLJJx7Pu1wuvfPOO5KkOnXqaO7cuZk+VKbz8fExfavWrVu3as6cOZozZ467HH3btm3ux9I/dAIAPDGGbnQ/zhjKGAogeyRnAOToypUrioqKknTtg+WyZcvkdDr1888/KyQkRBs3btTIkSNtjtJ8tWvXVpcuXSR5lmWn3+7atWu+PrwNHTo02+fatm3rLgVfu3atx3N79+7VqVOnJEkjR45UUFBQnq9dEOHh4TkufhgeHl6o8QBAccAYyhgqMYYC8A7JGQA5yrhQX0REhHr16qWrV6/qjjvu0O7du3XHHXfYF5zF0kuuv/76ayUkJCghIUFfffWVx3N55XQ6c3y+bdu2kqTDhw8rOTnZ/fiePXvctzt27JivawMAChdjKGMoAHiL5AyAHKWXY0vSypUrZRiGunfvro0bNyokJMTGyKz3yCOPqHz58oqOjtbSpUu1ZMkSxcTEKDAwUI888ki++rzuuutyfL5GjRqSrs3Lv3z5svvxixcvum+X9J87AJQUjKGMoQDgLZIzAHKU/q1fgwYN1Lp1a0nS9u3bdejQoQL3/dFHH7nnXhdFQUFBevjhhyVdK8VOL8d++OGHFRgYmK8+0xdFBACUfIyhjKEA4C2SMwBylP7B0ul0aunSpQoJCVFcXJwefPBBnTt3rkB9T506VTt37jQhSuukl16vXr3avctDfsuxJeX6M0t/3uFwqHLlyu7Hq1Wr5r5t9i4SAABrMIYyhgKAt0jOAMhWSkqKDh48KEm65ZZbVLt2bS1dulQBAQE6ceKEevXqpaSkJJujtNZdd92lkJAQpaamKjU1VbVq1dJdd92V7/4iIyO9er5x48YeO3fceuut7tubN2/O9/UBAIWDMZQxFADyguQMgGwdOnTIvaDeLbfcIunat3+fffaZJOnf//63hg8fblt8hcHX11cDBw6Uv7+//P39NXDgQPn45P9P55w5c7J9LjIyUgcOHJAkdevWzeO5W265RXXr1pUkzZo1S7GxsfmOAQBgPcZQxlAAyAuSMwCylXGXifQPlpLUt29fvfjii5Kk+fPn67XXXivs0ArVW2+9pcTERCUmJurNN98sUF/Lli3TokWLMj0eGxurUaNGSZJ8fHzct9P5+PjoueeekySdOnVKgwYN8tiJIiOXy6XffvutQHECAAqGMfQaxlAA8A7JGQDZSt9lokqVKqpTp47Hc6+88op7ob+XXnpJ33zzTaHHVxy1adNG/fr10+jRo7Vhwwbt3r1bs/9/e/cPy1ofxgH8ISVRg0iamIhOGCqRGEU0YmQxi+5dJDZLGawSSxN3uQMTEkw2m0mEEUs3IbGylHiHN+S9rytX/Om52s9na3t+yXOm78n3/E7Pz58xPDz8/KrPYrEYg4ODL9YWi8WYmJiIiIidnZ3I5XKxuroah4eHcXJyEvv7+1EqlaK/vz9+/PhR0/MC4Fcy9PPJUKCepZIeAPh7Pd31++8dvydNTU2xvr4eIyMjcXp6GjMzM5HNZmNoaKjGU34vm5ubMT4+HuVyOcrl8ovfp6enY2Vl5bdrm5ubY3d3N2ZnZ2N7ezsuLi5ibm7uiycG4D1k6OeToUA9s3MGeNXTXb/fXVhGRLS3t8fe3l50dXXF3d1dTE1NeQvCH2Sz2Tg+Po6FhYUYGBiIdDodHR0dMTo6GhsbG7G9vR2p1Ou9eTqdjq2trTg4OHi+mG9ra4vW1tbo7u6OycnJWFtbi/n5+RqeFQD/J0M/nwwF6pmdM8Crbm5u/nhMT09PXF1d1WCarzM2NhaPj4/vXl8oFKJQKLz5+M7OzlheXv7Q/wzk8/nI5/PvXg/A15KhbyNDAf6lnAHqWrVafX57Q0REX19ftLS0JDhRY7m9vY1KpZL0GAC8gwxNlgyFxqKcAera5eVl5HK558+VSiV6e3uTG6jBHB0duTsJ8E3J0GTJUGgsyhmgJs7Pz19se65Wq3F9fR1nZ2e/fJ/JZCKTydRyPAD4a8lQgPrX9PiRh0QB3iiVSsXDw8Obji2VSrG4uPi1A9XQ4uJiLC0tRUR86Ll8ABqTDJWhQP2zcwaoifv7+6RHAIBvSYYC1D87ZwAAAAAS1Jz0AAAAAACNTDkDAAAAkCDlDAAAAECClDMAAAAACVLOAAAAACRIOQMAAACQIOUMAAAAQIKUMwAAAAAJUs4AAAAAJEg5AwAAAJAg5QwAAABAgpQzAAAAAAn6B3cZmdQyVhbbAAAAAElFTkSuQmCC", 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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": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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LFy/Wc88953n83HPPaerUqUWKefr0ad1zzz2eHmvNmzfX+vXrVaNGjSLFLajsw5t69eqlevXqFev1AQDlGwUaAEC55OXlpXnz5qlVq1ZKSEjQL7/8ojfffFNvv/12jnZ16tTx7J89e9aUa2dfZenEiRP5OufX89jcSJ06dTRgwAANGDBAUuawqqVLl+ovf/mLLl26pKSkJD3zzDOeyV2RW3Jysh555BGdOnVKktS+fXstWLDAkp5FpWWZ7ZUrV2rkyJGe3kTDhg0rct7nzp3TPffco2PHjkmSGjZsqG+++abYiyOnTp3Sxo0bPY+LY5JlAACyY4gTAKDcatiwof7whz94Hv/tb3/LVYRp27atfH19JUnnz5/XkSNHinzddu3aefb/9a9/3bC9YRielYMKq3bt2ho7dqw+//xzz7EffvhB//nPf4oU1y7FMfzqqaee0q5duyRJ9evX1xdffOFZsao8ioyM1JNPPulZIeyxxx7T/Pnzi/SzuHTpku677z79+OOPkqSbbrpJ33zzjZo2bWpGygWyePFiTy+zatWq6eGHHy72HAAA5RsFGgBAuRYWFuZZdSg5OTnHpKeSVKlSJfXs2dPzePbs2UW+ZtYS3FLm0JZffvnluu03btzo6cVRVJ07d84xbOTcuXOmxC1ufn5+nn0rJib+y1/+4lmKvXLlyvriiy9Uv35906+TpaQvs71x40b179/f82/94IMP6uOPP5a3t3ehY8bGxur+++/3zIdUvXp1rV+/Xr/5zW9Mybmgsg9vGjhwYI7fMQAAigMFGgBAuVa9enX9/ve/9zyeM2dOjlWWJOWYDPX999/XN998k+/4eQ2L6tWrl2d55sTExOtOrpqcnKywsLAbXufixYv5yufKlSs5Jim+6aab8nVeSVOzZk3P/unTp02N/emnn2rSpEmSMnvqLFiwoFwvtbxjxw49/PDDSk5OlpQ5z9HKlSvl4+NT6JiJiYnq06ePdu/eLUmqUqWKvvrqqyIv0V1Yu3bt0qFDhzyPGd4EALADBRoAQLn3xz/+0TNxb2JiombMmJHj+e7du3uW201PT1efPn00derUHIWO7JKTk7Vq1So98sgjeQ6T8Pb21l/+8hfP448++kh/+MMfPH8AZzl79qz69u2r77777oZ/DA8YMEAPPfSQPv3002tOPHz69GkNHjxYqampkqSgoCA1b978unFLqltuucWzv27dOlNW25Kkb7/9ViNGjPDMsTJlyhT179/flNil0Z49e9S7d2/PJNWdOnXSmjVrijTUKyUlRf369dP27dslZfZSW7NmTZGXLT9+/LgcDodni4iIyPe52XvPBAUF6c477yxSLgAAFAaTBAMAyr2aNWsqNDRU06ZNkySFh4dr/PjxOYYCzZkzR2fOnNG6deuUmpqqCRMm6PXXX1enTp3UuHFj+fr66sqVKzp69Kj279+vlJQUSbpmz4sRI0boyy+/9CzvPWvWLC1cuFAhISGqWbOmTp48qU2bNiklJUXNmjXTI488onffffear8HtdisyMlKRkZHy8fFRmzZtFBQUpKpVqyouLk4nTpzQzp07PXNseHt7a9asWWb889miY8eOatSokU6ePKkzZ86oVatW6tWrl2rVquWZE8XpdGrgwIEFivv+++97ClwBAQE6d+6cfve73+Xr3L/97W8FexGlwP3335+j+NW8eXO99NJL+Tq3d+/e6t27d67jr776qtavX+953Lp1ay1fvvyaS91nV7NmTdNX0UpNTdWyZcs8j7OKsQAAFDcKNAAAKHMumr/97W9KSEhQfHy83nnnnRy9XHx9ffXll19qypQpmjFjhhITE5WYmKhNmzZdM2bFihWv+0384sWLValSJc+395cvX9Y///nPHG1atWqlzz77LMcfkHnJmkdHyvyDc8+ePdqzZ0+ebW+66SbNnTtXDzzwwHVjlmReXl6aPXu2Hn/8caWmpurs2bNauHBhjjYjRowocIEmq+eMJMXHxxdohaKyWKD59XC/pUuX5vvcWrVq5VmgOX/+fI7H3377rb799tt8xWzSpInpBZo1a9Z45oHy8vLS8OHDTY0PAEB+McQJAABlrnL03HPPeR6///77unLlSo423t7eeu2113T8+HFNnz5dDzzwgBo3bqzKlSurYsWKqlmzpu644w6NGDFCEREROn369HX/aK9YsaIiIiK0YcMGDRw4UA0bNpSPj4/q1Kmjzp07a9asWXK5XGrVqtUN8//iiy+0e/duvfXWW3r88ccVHByswMBAeXt7q3LlymrSpIn69u2rv//97/rpp5/0yCOPFPrfqqR46KGHFB0drWeeeUZt2rRRlSpVimV1J5Qt2Yc39ezZUw0bNrQxGwBAeeYwsn9VBAAAAAAAgGJHDxoA5crQoUNzTCKZNedIUbndbjVp0iRH7H//+99FjutwONS0adOiJwgAQCGVtntndvHx8bmuMXnyZFOvAQBmoUADoNyIi4vTZ599luNY9q7tRbFp0yadOHHCktgAANiltN87X3755VzXAICSigINgHJjxYoVuZYfPnjwoFwuV5Fj5/WBctmyZZ6VfG7kWss1m30OAAAFUZLvnTeyc+dOzZ4925RYAFAcKNAAKDeyfxCsVKlSnscLIz4+PsfKO1mxL1++rNWrV9/w/JSUFLVr104jR47UuXPnbtj+6NGj6tu3b56rowAAYKaSeu+8kdTUVI0ZM0Zut1vNmzdXp06dihwTAKxGgQZAuXDs2DFt27ZNUua8LtOnT/c89/HHHys1NbXQsT/99FMlJCRIklq0aJFjJaD8fIA9evSoDMPQggUL9Jvf/Ebvvvuu0tPTc7VLTEzUq6++qjZt2mjNmjWKi4vT2bNnC503AADXU5LvnTfyxhtv6MCBA5KkDz74QH5+fkWOCQBWo0ADoFxYuHChshat6969u37729+qdu3akqRffvlFa9asKXTs7B8khw4dquHDh3sef/XVVzp//vx1zw8ODtbBgwcVHh6uSpUqady4cWrXrp22bNniabNy5Uq1bt1ar7/+uho1aqSlS5fq22+/Vd26dQudNwAA11OS753X88MPP2jq1KmSpCFDhujee+8tdCwAKE4UaACUeYZhaOHChZ7Hw4YNU4UKFTRo0CDPscJ+WxcTE5OjkDJ06FDdfvvtuvXWWyVJ6enpWrJkyQ3jVKxYUc8//7yOHj2qN954Q6dOnVKPHj081+jfv7/S0tI0e/ZsHTx4UE8++aQcDkehcgYA4EZKw70zL263W2PGjFFaWppq1Kihd955p1BxAMAOFGgAlHnbt2/Xf/7zH0mSn5+f+vfvLynzw2aWtWvX6sKFCwWOnf3bxbvvvlvNmzfPFbsgH2ArV66sCRMmaPfu3apfv77neKtWrbRv3z4999xzqlChQoHzBACgIErTvTO7999/X//6178kSW+99Zanxw8AlAYUaACUedk/5D3yyCMKDAyUJDmdTrVq1UqSlJaWpqVLlxY49q+/XcwyZMgQeXll/i/2u+++03fffZeveElJSZo2bZo6dOign3/+2XP80KFDuu222zRnzpw856cBAMBMpenemSUmJkavvPKKJKlbt2566qmnCpwbANiJAg2AMi0pKUkrVqzwPM7+QfDXjwv6bV1UVJSOHDkiSfLx8dGAAQM8z9WvX1/33HNPvmOnp6dr7ty5atGihV566SU1aNBAmzZtkiQ1adJEK1asUMWKFfXss88qODhYK1as8Hz7CACAmUrLvfPXnnnmGSUkJMjHx0dz5sxhKDCAUocCDYAy7bPPPlNsbKwkqXbt2rr//vtzPD9kyBDPB7g9e/bo+++/z3fs7B8c+/Tpoxo1auR4PvsH2CVLllyz58vBgwfVpk0bPfPMM4qPj9fMmTO1Z88ezxw0ktS/f38dPHhQr7zyik6cOKEBAwaoY8eO+VqWGwCAgigN985fW7Rokb7++mtJ0ksvveTp5QMApQkFGgBlWvYPgk8++WSu+VuaNGmibt265dn+epKTk7V8+XLP419/uyhJjz32mPz9/SVJ58+f11dffZVnrGbNmikjI0PDhw/X4cOHNW7cuDznmalcubJef/11/fDDD+rTp4/8/Px000035StfAADyqzTcO7O7cOGCxo0bJ0kKCgrShAkT8pUPAJQ0FGgAlFmnT5/WN99843mc1wdBSTmW9lyyZIkyMjJuGHvVqlW6evWqJKlGjRrq06dPrjb+/v567LHHPI+v9QHWz89Pe/fu1YIFC1SnTp0bXrt58+Zas2aN1q5dS/dtAICpSsu9M7uxY8fq0qVLkqQPPvhAvr6+NzwHAEoiCjQAyqzFixfL7XZLylwFqUOHDnm269+/v/z8/CRJZ8+e9XSRvp7sHxgHDBggHx+fPNtl/2C7evVqXb58Oc92AQEBN7ymGecAAHA9peneKUmRkZH6+OOPJUkjRoxQSEjIDfMAgJKKAg2AMiv7B8FrfQMoSYGBgXrkkUfyPC8vZ86c0fr16/MV+5577vEsl52SkqJly5bdMG8AAOxSmu6dcXFxeu655yRJtWrV0vTp06+bAwCUdBRoAJRJLpdLBw8elCQ5HA4NGTLkuu2zf1D84osvdOXKlWu2Xbx4sacr980336y77777mm29vLw0ePBgz+OCrkhhGIaOHz9eoHMAACiM0nbvnDhxok6ePClJmj59umrVqnXdfAGgpHMYrNMKoAz63e9+p/Dw8EKf/8EHH+iZZ57J87lbbrlFP/zwQ6FjHzp0SL/5zW8KfT4AAFYobffOHj16aMuWLXI4HOrYseN1zz9w4IDi4uIkSQ0aNFDDhg09z/3rX/8qdF4AYCYKNADKnNTUVNWrV0+//PJLoWPcdddd2rFjR67ju3fvvuZ4/Px6+eWX9eabbxYpBgAAZiqN986sAk1R8ecQgJIi9zquAFDKrVmzxvMBs0KFCmrfvn2+znO73XK5XJKknTt36vDhwwoKCsrRJns36xo1aqhly5b5in3lyhX9+OOPkqRFixbp9ddfl5cXo0wBACUD904AsB89aACUOY888oi++OILSVLfvn09+/lx6623av/+/ZKkV155Ra+//rrnubS0NNWvX18XL16UJM2YMUN//OMf8xX3/Pnzql+/vmf8/fr163XvvffmOy8AAKxU1u+d2XvbTJo0SZMnTy5UHACwEiVoAGXKhQsXtHbtWs/joUOHFuj87O0XLVqUo9tzZGSk5wOml5eXnnzyyXzHvemmm3Tfffd5Hhd0smAAAKzCvRMASgYKNADKlKVLlyotLU2SVKVKFfXt27dA5z/55JNyOBySpBMnTmjTpk2e57J/MOzZs6fq1atXoNjZV8P45z//6ZmsEAAAO3HvBICSgQINgDIl+wfBxx57TJUqVSrQ+Y0bN1bXrl1zxbt48aIiIyM9x2+09Ghe+vXrp8qVK0uSEhMT9emnnxY4BgAAZuPeCQAlAwUaAGXG999/rz179ngeF7SLdl7nrVy5UvHx8fr444893y5WqlRJjz/+eIHjBgQEqF+/fp7HdNUGANiNeycAlBwUaACUGdk/tNWrV089e/YsVJz+/fvL19dXkpSQkKBPP/00R+y+ffuqSpUqhYqd/dvDrVu36tixY4WKAwCAGbh3AkDJwSpOAAAAAAAANqMHDQAAAAAAgM0o0AAAAAAAANiMAg0AAAAAAIDNKNAAAAAAAADYjAINAAAAAACAzSjQAAAAAAAA2KyC3QnAPm63Wz///LOqVKkih8NhdzoAAMgwDMXFxal+/fry8uJ7JDNwvweAorHq3pScnKzU1FTT4mXn4+MjPz8/S2LDOhRoyrGff/5ZjRo1sjsNAAByOXnypBo2bGh3GmUC93sAMIeZ96bk5GQ1axKgs+czTIn3a3Xr1tWxY8co0pQyFGjKsSpVqkiSYr5tqsAAvqVE2eVVZ4/dKQDIp9jYWDVq1Mhzj0LRlcX7fYqRbml8Xwcfka+H+yrKGyvuTampqTp7PkMxu5sqsIq5/2+OjXOrSfvjSk1NpUBTynD3KceyujkHBngpsIq3zdkA1vEKDLQ7BQAFxFAc85TF+32K4bY0vq+jbPw7WYX7KsorK+5NAVUcCqhibly3uIeWVmXjaxQAAAAAAIBSjB40AAAAAADYIMNwK8MwPyZKJwo0AAAAAADYwC1DbplboTE7HooPQ5wAAAAAAABsRg8aAAAAAABs4JZbZg9IMj8iigs9aAAAAAAAAGxGgQYAAAAAABtkGIYlmyQ5nU4FBwcrPDzc5leJ/GKIEwAAAAAAZYzL5VJgYKDdaaAAKNAAAAAAAGADVnFCdgxxAgAAAAAAsBk9aAAAAAAAsIFbhjLoQYP/okADAAAAAIANGOKE7BjiBAAAAAAAYDMKNKWQy+VS7969Va1aNfn7++vOO+/U8uXL7U4LAAAAAFAAVi6zjdKHIU6lzKZNm3T//ffLz89PgwYNUpUqVbRy5UoNHDhQJ0+eVFhYmN0pAgAAAACAAqJAU4qkp6fr6aeflpeXl7Zu3aq2bdtKkiZOnKiOHTtqwoQJ6t+/v5o0aWJvogAAAACAG3L/dzM7JkonhjiVIhs3btTRo0c1ePBgT3FGkqpWraoJEyYoNTVVCxYssC9BAAAAAABQKBRo8un8+fNas2aNJk6cqAcffFC1atWSw+GQw+HQyJEjCxQrJiZGYWFhatWqlfz9/VWjRg05nU69/fbbSkxMvOZ5mzdvliT16tUr13P333+/JGnLli0FygUAAAAAYI+M/y6zbfaG0okhTvlUp04dU+KsXr1aQ4cOVWxsrOdYYmKioqOjFR0drXnz5ikyMlItWrTIde5PP/0kSWrZsmWu5+rWrauAgABPGwAAAAAAUHrQg6YQGjdunGcvlhvZs2ePBg4cqNjYWAUEBOiNN97Qjh07tGHDBj399NOSpMOHD6tPnz6Ki4vLdf7Vq1clZQ5pyktgYKCnDQAAAACgZMswrNlQOtGDJp8mTpwop9Mpp9OpOnXq6Pjx42rWrFmBYowdO1ZJSUmqUKGC1q1bp7vuusvzXM+ePdWyZUuNHz9ehw8f1owZMzR58mSTXwUAAAAAoKRgkmBkRw+afJoyZYoeeuihQg912rVrl7Zt2yZJGj16dI7iTJawsDC1bt1akjRr1iylpaXleD6r58y1esnExsZes3cNAAAAAAAouSjQFJNVq1Z59keNGpVnGy8vLw0fPlySdOXKFW3atCnH81lzz+Q1z8zZs2cVHx+f5/w0AAAAAICSxy2HMkze3HLY/bJQSBRoisn27dslSf7+/mrfvv0123Xv3t2zHxUVledz69aty3Xe119/net8AAAAAABQOlCgKSYHDx6UJLVo0UIVKlx76p9WrVrlOifLPffco5tvvllLly7V3r17PcevXr2qN998Uz4+Pp4eOAAAAACAks1tWLOhdGKS4GKQnJysixcvSpIaNmx43bbVq1eXv7+/EhISdPLkyRzPVahQQfPmzdP999+vbt26adCgQapSpYpWrlypmJgYTZ8+XU2bNrXqZQAAAAAAAItQoCkG2ZfMDggIuGH7rAJNfHx8rudCQkK0fft2TZo0SZ988onS0tJ06623atq0aRo4cOB146akpCglJcXzODY2VpIU706Rl7tkdKZKUYYt180w7Ckz1/KubMt1veg8BwBl1rXu9+cyEpSYUTz//0+w+LaabFj7Oqo4ki2N37hCFUvjAyg9suaNMTsmSicKNMUgOfl/N3kfH58btvf19ZUkJSUl5fl8x44dtXbt2gLnMXXqVE2ZMqXA5wEAgNKD+z0AAKUTX6MXAz8/P89+amrqDdtnfetVqVIlU/N4+eWXdfXqVc/26yFUAACg9ON+DwClh9krOFnRIwfFhwJNMahS5X/dWPMatvRrCQkJkvI3HKogfH19FRgYmGMDAABlC/d7ACg93IbDkq2smTZtmhwOhxwOh/71r3/ZnY5lKNAUAz8/P9WsWVOSdOrUqeu2vXz5sqdA06hRI8tzAwAAAACgpNq/f78mTZokf39/u1OxHAWaYhIcHCxJOnLkiNLT06/Z7tChQ5791q1bW54XAAAAAMAeDHG6vrS0NI0YMUJt27bVo48+anc6lqNAU0y6dOkiKXP40u7du6/ZbsuWLZ79zp07W54XAAAAAAAl0RtvvKEffvhB//jHP+Tt7W13OpajQFNM+vXr59mfP39+nm3cbrcWLlwoSapWrZpCQkKKIzUAAAAAgA0y5GXJVljnz5/XmjVrNHHiRD344IOqVauWZ+6XkSNHFihWTEyMwsLC1KpVK/n7+6tGjRpyOp16++23lZiYeMPzv/32W73xxhuaNGmSZ0RKWccy28WkY8eO6tq1q7Zt26aPPvpII0aM0F133ZWjzYwZM3Tw4EFJ0tixY1WxYkU7UgUAAAAAlEN16tQxJc7q1as1dOhQxcbGeo4lJiYqOjpa0dHRmjdvniIjI9WiRYs8z09JSdHw4cPVtm1bjR8/3pScSgMKNPm0fft2HTlyxPP44sWLnv0jR44oIiIiR/u8qouzZs1S586dlZSUpF69emnChAkKCQlRUlKSli1bprlz50qSgoKCFBYWZsnrAAAAAACUDIYFqy4ZJsVr3LixWrVqpXXr1hXovD179mjgwIFKSkpSQECAXn755Rx/93744Yc6fPiw+vTpo+jo6ByrHmeZOHGifvrpJ+3evbtcDG3KQoEmn+bNm6cFCxbk+VxUVJSioqJyHMurQNOuXTt98sknnkrihAkTcrUJCgpSZGRknr+kAAAAAABYZeLEiXI6nXI6napTp46OHz+uZs2aFSjG2LFjlZSUpAoVKmjdunU5Ro707NlTLVu21Pjx43X48GHNmDFDkydPznH+zp07NX36dE2ePFm33HKLGS+r1GAOmmLWt29f7du3T+PGjVNQUJAqV66satWqqUOHDpo2bZr27NlzzW5eAAAAAICyo6St4jRlyhQ99NBDhR7qtGvXLm3btk2SNHr06FzTekhSWFiYZ8XiWbNmKS0tzfNcenq6RowYodtuu00vvfRSoXIozSjQ5FNERIQMw8j3dj1NmjTRzJkz9eOPPyohIUGXL1+Wy+XS+PHjVbly5WJ6RQAAAAAAO2UYXpZsdlm1apVnf9SoUXm28fLy0vDhwyVJV65c0aZNmzzPxcfH66efftLevXvl4+PjmaDY4XB4RrTcddddcjgcOa5VVjDEqRwKDw9XeHi4MjIy7E4FAABYhPs9AKC4bd++XZLk7++v9u3bX7Nd9+7dPftRUVHq1auXJMnX11ejR4/O85ytW7fqp59+0sMPP6zatWuradOm5iVeQlCgKYdCQ0MVGhqq2NhYVa1a1e50AACABbjfA0DJ55ZDbpMHtrh1/REdVspalbhFixaqUOHa5YZWrVrlOkeSKlWqpHnz5uV5zsiRI/XTTz/p5Zdf1p133mlSxiULQ5wAAAAAAECRJCcne1Y7btiw4XXbVq9eXf7+/pKkkydPWp5baUEPGgAAAAAAbFDUSX2vFVOSYmNjcxz39fWVr6+vqdfKLi4uzrMfEBBww/b+/v5KSEhQfHy8ZTmVNvSgAQAAAACgjGnUqJGqVq3q2aZOnWrp9ZKTkz37Pj4+N2yfVSxKSkrKV/yshXvK6vAmiR40AAAAAADYwopVlzL+u6rwyZMnFRgY6DluZe8ZSfLz8/Psp6am3rB9SkqKpMx5Z5CJAg0AAAAAAGVMYGBgjgKN1apUqeLZz8+wpYSEBEn5Gw5VXjDECQAAAAAAG2Su4mT+Zgc/Pz/VrFlTknTq1Knrtr18+bKnQNOoUSPLcystKNAAAAAAAGADt7yUYfJm9rLdBREcHCxJOnLkiNLT06/Z7tChQ5791q1bW55XaUGBBgAAAAAAFFmXLl0kZQ5f2r179zXbbdmyxbPfuXNny/MqLSjQAAAAAABgg6xJgs3eJMnpdCo4OFjh4eHF9nr69evn2Z8/f36ebdxutxYuXChJqlatmkJCQoojtVKBAg0AAAAAAGWMy+XSgQMHFBoaWmzX7Nixo7p27SpJ+uijj7Rz585cbWbMmKGDBw9KksaOHauKFSsWW34lHas4AQAAAABgA7cFc8a4ZRT63O3bt+vIkSOexxcvXvTsHzlyRBERETnajxw5MleMWbNmqXPnzkpKSlKvXr00YcIEhYSEKCkpScuWLdPcuXMlSUFBQQoLCyt0rmURBZpyKDw8XOHh4crIyLA7FQAAYBHu9wCAgpo3b54WLFiQ53NRUVGKiorKcSyvAk27du30ySefaOjQoYqNjdWECRNytQkKClJkZGSOpbnBEKdyKTQ0VAcOHJDL5bI7FQAAYBHu9wBQ8mUYDks2u/Xt21f79u3TuHHjFBQUpMqVK6tatWrq0KGDpk2bpj179qhFixZ2p1ni0IMGAAAAAAAoIiIi1zCmwmrSpIlmzpypmTNnmhKvPKAHDQAAAAAANsiQlyWbZM8qTigaetAAAAAAAGADt+Elt2HyJMFG5iTBLpdLgYGBpsaGtehBAwAAAAAAYDN60EAbkmqpcgVvu9OQJCW7K9py3TTDnrdC3YpXbLnuHT6/2HLdm7wDbLkuAEBal9hMlbyK536X4Pa1NH6KxZ8XqnonWhr/Zp/zlsa/pxIrdwGlRfYhSebFLPwy27AXPWgAAAAAAABsRg8aAAAAAABs4JZMXxbbbWo0FCd60AAAAAAAANiMAg0AAAAAADZwy8uSTWKZ7dKIIU4AAAAAAJQxLLNd+lCgAQAAAADABhmGlzIMk1dxMjkeig8/OQAAAAAAAJvRgwYAAAAAABu45ZBbZq/iZG48FB8KNOVQeHi4wsPDlZGRYXcqAADAItzvAaDkY4gTsuMnVw6FhobqwIEDcrlcdqcCAAAswv0eAIDShR40AAAAAADYIENeyjC534TZ8VB8+MkBAAAAAFDGOJ1OBQcHKzw83O5UkE/0oAEAAAAAwAZuwyG3YfIkwf+N53K5FBgYaGpsWIseNAAAAAAAADajBw0AAAAAADZwWzAHjZt+GKUWPzkAAAAAAACb0YMGAAAAAAAbuA0vuQ2Te9CYHA/FhwINAAAAAAA2yJBDGTJ3kmCz46H4UFoDAAAAAACwGT1oAAAAAACwAUOckB0/OQAAAAAAAJtRoAEAAAAAwAYZ+t88NOZtmZxOp4KDgxUeHm7nS0QBMMQJAAAAAIAyxuVyKTAw0O40UAAUaAAAAAAAsAFz0CA7fnIAAAAAAAA2owdNORQeHq7w8HBlZGTcuDEAACiVuN8DQMmXYXgpw+QeL2bHQ/HhJ1cOhYaG6sCBA3K5XHanAgAALML9HgBKPkMOuU3eDDnsflkoJAo0AAAAAAAANmOIEwAAAAAANmCIE7LjJwcAAAAAAGAzetAAAAAAAGADt+GQ2zB3zhiz46H40IMGAAAAAADAZvSggXbEBsnHXdHuNCRJKW57fiXdNs10Xssn3pbrxlWOseW6TwRcteW6AADpX1dvlk+GT7FcKznD2s8VqRZ/XqjsnWpp/BOValoa399rr6Xx77Y0OlC+ZMhLGSb3mzA7HooPPzkAAAAAAMoYp9Op4OBghYeH250K8okeNAAAAAAA2MDKOWhcLpcCAwNNjQ1rUaABAAAAAMAGbnnJbfLAFrPjofjwkwMAAAAAALAZPWgAAAAAALBBhuFQhslDnMyOh+JDDxoAAAAAAACb0YMGAAAAAAAbWDlJMEofetAAAAAAAADYjB40AAAAAADYwDC85DbM7TdhmBwPxYefHAAAAAAAgM3oQQMAAAAAgA0y5FCGTF7FyeR4KD4UaAAAAAAAsIHbMH9SX7dhajgUI4Y4lUPh4eEKDg6W0+m0OxUAAGAR7vcAAJQuFGjKodDQUB04cEAul8vuVAAAgEW43wNAyef+7yTBZm8onfjJAQAAAAAA2Iw5aAAAAAAAsIFbDrlNntTX7HgoPvSgAQAAAACgjHE6nQoODlZ4eLjdqSCf6EEDAAAAAIANMgyHMkxexSkrnsvlUmBgoKmxYS160AAAAAAAANiMHjQAAAAAANjAilWXWMWp9KJAAwAAAACADdxyyG3yECcmCS69KK0BAAAAAADYjB40AAAAAADYwLBgmW2DHjSlFgUaAAAAAABQZr322mvFcp2JEycW6XwKNAAAAAAA2MBtWDAHjcnxyoLJkyfL4bD+34UCDQAAAAAAwA0YhmFZbDMKQEwSDAAAAACADbKW2TZ7Q972798vt9tt6rZv3z7T8uMnBwAAAAAAUAhmDp1iiBMAAAAAADZgDhpkR4EGAAAAAAAbuC1YZtvseGXBpk2bJEnNmjUzPXazZs088YuKAg0AAAAAACizunfvblnsypUrmxafAg0AAAAAADZgiBOyo0AD7b7YUBWSfO1OQ5KU5rZn3mrDpv+JBfom23LdK9Uq2XLd+hV22nLdrrZcFQBKlu8uNJB3QvHc79MzvC2Nn5Fh7ecFn4rplsb/OSDQ0vi+Xtbmf7el0QGg/KJAAwAAAACADehBg+xYZhsAAAAAAJRJaWlp+vbbb7Vv3z4ZhnHNdvv27dPChQuLMbPcKNAAAAAAAGCDrB40Zm/ItGLFCtWrV09Op1Pt2rVT48aNtXTp0jzbfvbZZxo1alQxZ5gTBRoAAAAAAFCm7Nq1S08++aTi4uJ03333qXfv3rp48aKGDRum5557zu708sQcNOVQeHi4wsPDlZGRYXcqAADAItzvAaDkYw4a67z11lvy8vLSxo0b1blzZ0nSiRMnNGzYMM2dO1dJSUmaP3++HI6S8+9FD5pyKDQ0VAcOHJDL5bI7FQAAYBHu9wBQ8hmS3HKYumXNsuJ0OhUcHKzw8HA7X6JtoqKi1K9fP09xRpIaN26sDRs2aNCgQVq4cKGGDx9+3Xlpihs9aAAAAAAAKGNcLpcCAwPtTsM2v/zyi1q2bJnreIUKFbR48WJVrFhRCxculNvt1qJFi2zIMDcKNAAAAAAA2IAhTtapW7euLly4kOdzDodD8+fPl2EYWrRokdxut1q0aFHMGeZGgQYAAAAAAJQprVq10ubNm6/5vMPhUEREhCRp0aJFqlKlSvEkdh3MQQMAAAAAgA1YZts6Dz74oI4cOaJt27Zds01WkWb48OGKi4srxuzyRg8aAAAAAABQpgwYMEDnzp3TpUuXrtsua7hT06ZNFRMTU0zZ5Y0CDQAAAAAANmAOGuvUr19fU6dOzVdbh8OhyZMnW5tQPjDECQAAAAAAoABWrFhhekwKNAAAAAAA2IA5aIpPaGioabEWLFigwYMHmxYvC0OcAAAAAACwgWE4ZJhcUDE7Xlnx97//XX5+fpoxY0aR4syZM0fPP/+8SVnlRA8aAAAAAABQ5r377rt6+eWXC33+zJkz9fzzz8swDPn4+JiYWSYKNAAAAAAA2MAthyUbcmvVqpUMw9Bbb72lSZMmFfj8119/Xf/3f/8nwzBUqVIlffbZZ6bnSIEGAAAAAACUaRs3blTLli1lGIZef/11vfHGG/k+d8KECZo0aZIMw1BAQIDWrFmjBx54wPQcKdAAAAAAAGADJgkuPnXr1tXGjRt18803yzAMTZw4UW+//fYNz/vDH/6gadOmyTAMVa1aVV999ZVCQkIsyZECDQAAAAAAKPMaNGigjRs3qkmTJjIMQy+99JLee++9a7Z/5pln9P7778swDNWsWVPffPON7r77bsvyo0ADAAAAAIANslZxMnvDtTVu3FgbN25Uo0aNZBiGxo0bpw8++CBHG7fbreHDh2vevHkyDEN16tTRxo0b1b59e0tzo0ADAAAAAADKjWbNmmnDhg2qX7++DMPQ7373O/3jH/+QJKWlpWngwIFasmSJDMNQgwYNtHnzZt16662W51XB8isAAAAAAIBcrJgzhjlo8qdFixbasGGDQkJCdPbsWf32t79Venq6Vq9ercjISElS06ZN9c033+jmm28ulpwo0AAAAAAAgHLnN7/5jb755hv16NFDFy9e1HPPPed5rkWLFtq4caMaNmxYbPkwxAkAAAAAABswB439goODtWHDBtWsWVOGYcgwDLVp00bbtm0r1uKMRA8aAAAAAABsYVgwxIkCTd5ee+216z7ftWtXrVq1Sl5eXurRo4fmzJlzw5gTJ040Kz1JFGgAAAAAAEAZN3nyZDkc1y9eORwOGYah2bNn5ysmBRoAAAAAAMoAQ5JhmB8TeTNM/Me+UbGnMCjQAAAAAACAEiE5OVkTJkxQdHS0jhw5ol9++UXVqlVT8+bNNWbMGA0dOlQVK1YscNxNmzZZkK25Cl2gudH4LbOY3WUIAAAAAICSwC2HHDJ5mW2T4xW3+Ph4/f3vf1fHjh3Vp08f1a5dW5cvX9batWv11FNPadmyZVq7dq28vAq25lH37t0tytg8hS7Q5Gf8lhko0AAAAAAAUD7UqFFDV69elY+PT47j6enpuu+++7Ru3TqtXbtWffr0sSlD6xR5me2sZais2AAAAAAAKKtYZjs3Ly+vXMUZSapQoYIeffRRSdKRI0eKO61iUeQ5aPbv36/g4GAzcskR87bbbjM1Jq7t3Jlq8qrkZ3cakiRHhk3/M7GpHviLX4At141NsefnXdsn3pbrdrXlqgBQssSeDiy++73F93OH29LwSq5o7QeDuCqVLI3v5eCLTgCFc/78ee3atUu7du2Sy+WSy+XSpUuXJEkjRoxQREREvmPFxMTovffeU2RkpE6ePClfX181b95cAwYMUGhoqCpXrlyg3Nxut7766itJ0i233FKgc0uLEjlJcHEMnQIAAAAAwE5uwyGHyT1e3EWIV6dOHVNyWL16tYYOHarY2FjPscTEREVHRys6Olrz5s1TZGSkWrRocc0YqampevPNN2UYhi5duqQNGzbo0KFDGjVqlO655x5T8sySnp6uyMhIbdu2Tf/5z38UFxenjIyM657jcDi0YcMGU/MokQUaAAAAAADKOsOwYJltk+I1btxYrVq10rp16wp03p49ezRw4EAlJSUpICBAL7/8skJCQpSUlKRly5bpww8/1OHDh9WnTx9FR0erSpUqecZJTU3VlClTPI8dDof+9Kc/aerUqUV6Xb+2ZcsWjRw5UidOnPAcu96UKw6HQ4ZhlKxltrOWqGrWrJlpyWRp1qxZqVgCCwAAAACAsmLixIlyOp1yOp2qU6eOjh8/XuC/+ceOHaukpCRVqFBB69at01133eV5rmfPnmrZsqXGjx+vw4cPa8aMGZo8eXKecQICAmQYhtxut37++WetXr1aEyZM0M6dO/Xll18qMDCwKC9VkrR371498MADSk1NlWEY8vPzU8uWLVWtWrUCrxJlhkIXaKxcoqpy5cqlYgms0io8PFzh4eE37LIFAABKL+73AFDyWTGpb1HiZe+xUhi7du3Stm3bJEmjR4/OUZzJEhYWpvnz5+vgwYOaNWuWXnnlFVWsWPGaMb28vNSwYUM999xzqlWrlgYMGKA33nhD06ZNK1KuUubq1CkpKfL19dXMmTM1atQo+fnZNz9r8ZeEYLvQ0FAdOHBALpfL7lQAAIBFuN8DAIrbqlWrPPujRo3Ks42Xl5eGDx8uSbpy5UqBRs/06tVLkrR58+ZC55jd9u3b5XA49Morr+i5556ztTgjUaABAAAAAMAWZW2Z7e3bt0uS/P391b59+2u2yz5iJioqKt/xf/75Z0m6bo+bgkhOTpYkPfDAA6bEKyoKNAAAAAAAoMgOHjwoSWrRooUqVLj2jCqtWrXKdU6WAwcOKDExMdc5iYmJ+uMf/yhJ6t27txnpqmnTppKktLQ0U+IVlaWrOH300UeKiorSP/7xDysvAwAAAABAqVPSltkuiuTkZF28eFGS1LBhw+u2rV69uvz9/ZWQkKCTJ0/meG758uWaOXOmunTpoqZNmyowMFCnT5/W2rVrdenSJXXt2lXjxo0zJed+/frp4MGD2rp1a57z5RQ3S3vQbN++XQsWLLDyEgAAAAAA4FdiY2NzbCkpKZZeLy4uzrMfEBBww/b+/v6SpPj4+BzHH3roIQ0aNEgnTpzQxx9/rBkzZmjt2rW67bbbNGfOHG3cuFGVKlUyJeexY8eqXr16mj59uo4fP25KzKKwtAcNAAAAAADIm2FkbmbHlKRGjRrlOD5p0qRrLmlthqz5XCTJx8fnhu19fX0lSUlJSTmOd+jQQR06dDA3uWuoXbu2vvzySz300EPq1KmTXn/9dQ0YMEBVq1Ytluv/WoEKNAsXLixQ8CNHjhSoPQAAAAAA5UVmgcbsZbYz/3vy5EkFBgZ6jmcVRKySfQWk1NTUG7bP6tFjVm+Ywrrtttu0detWderUSc8++6xnOe/KlStf9zyHw6GjR4+amkuBCjQjR46Uw5H/Xx7DMArUHgAAAAAAFF1gYGCOAo3VqlSp4tn/9bClvCQkJEjK33AoK61cuVKjR49WXFycDMOQYRg6f/78Dc+zotZRoAKNj4+P6tevr2eeeSZf7VesWKE9e/YUKjEAAAAAAMoyK5bFtmuZbT8/P9WsWVOXLl3SqVOnrtv28uXLngLNr4diFaedO3dq0KBBysjIkCQ1adJEt912m6pVqyYvr+Jf9LpABZpbb71VJ06c0Isvvpiv9ocOHaJAAwAAAABAORAcHKxt27bpyJEjSk9Pv+ZS24cOHfLst27durjSy+X1119XRkaGqlatqiVLlpi2fHdhFagk1L59e128eDHXMlgAAAAAAKBgDIs2u3Tp0kVS5vCl3bt3X7Pdli1bPPudO3e2PK9riY6OlsPh0JQpU2wvzkgFLNB07dpVjRs31k8//ZSv9l26dNHw4cMLlRgAAAAAACgcp9Op4OBghYeHF9s1+/Xr59mfP39+nm3cbrdnAaJq1aopJCSkOFLLU2JioqT/FZbsVqACzZAhQ3Ts2DH17NkzX+1Hjx59zR8KAAAAAADlWdYcNGZvkuRyuXTgwAGFhoYW2+vp2LGjunbtKkn66KOPtHPnzlxtZsyYoYMHD0qSxo4dq4oVKxZbfr/WrFkzSf8r1NitQHPQAAAAAACAsmn79u06cuSI5/HFixc9+0eOHFFERESO9iNHjswVY9asWercubOSkpLUq1cvTZgwQSEhIUpKStKyZcs0d+5cSVJQUJDCwsIseR359dhjj2n//v36+uuvS0QvGgo0AAAAAADYwYpJY4oQb968eVqwYEGez0VFRSkqKirHsbwKNO3atdMnn3yioUOHKjY2VhMmTMjVJigoSJGRkTmW5rZDWFiYPv74Y7377rt65JFH1KFDB1vzKf51owAAAAAAgGTF8CabltnOrm/fvtq3b5/GjRunoKAgVa5cWdWqVVOHDh00bdo07dmzRy1atLA7TVWpUkUbNmzQLbfcom7duumVV17Rvn37lJycbEs+pvWgOXr0qE6fPq1u3bqZFRIAAAAAABSTiIiIXMOYCqtJkyaaOXOmZs6caUo8K3h7e3v2DcPQX//6V/31r3/N17kOh0Pp6emm5mNaD5p3333X1tmXAQAAAAAoTQzDmk2yZxWn0sYwDM/268f52czGHDQAAAAAAJQxLpdLgYGBdqdRok2aNMnuFHKgQAMAAAAAgA2yL4ttZkzkT0kr0DBJMAAAAAAAgM3oQQMAAAAAgB2sWHWJHjSlFgUaAAAAAABQZp04cUKS1KBBgxwrN5khIyNDp0+fliQ1bty4SLEo0AAAAAAAYIPsqy6ZGRM5NW3aVF5eXtq3b5+Cg4NNjX3o0CHdeuut8vLyKvKy28xBAwAAAACAHQyLNrHM9q9ZsSy22fHpQQMAAAAAQBnDMtu5ORwle34eCjQAAAAAANiAZbaLV69evVSxYkVTY6alpZkWiwINAAAAAAAo0wzD8EzmW1KZVqDx8fFR5cqVzQqHYuR3qqK8fc2tIhaWw23ThW2aSCujkj010l9SzJ25PL+2+91sy3UBAFKl097y9i2e//87Mkp3fLevtfFTA639OfzHu7al8QGYjEl9LTdixAi7U8gX0/46nDFjhmbMmGFWOAAAAAAAgCKbP3++3SnkC0OcAAAAAACwAXPQIDuW2QYAAAAAALCZ6T1orl69qlmzZkmSnn76adWrV++67c+cOaMPP/xQkhQWFiZ/f3+zUwIAAAAAoOQxZP4cNP+N53Q65e3trdDQUIWGhpp8EVjB9ALNkiVLNHnyZLVs2VITJ068Yfu6detqyZIlOnLkiBo0aKDRo0ebnRIAAAAAACWQ47+b2TEll8ulwMBAk2PDSqYPcVq7dq0cDocGDBiQr/YOh0ODBg2SYRhavXq12ekAAAAAAACUeKb3oNm7d68k6e677873OXfddVeOcwEAAAAAKPMsHOKE0sf0HjTnz5+XpBvOPZNd3bp1JUnnzp0zOx0AAAAAAIASz/QCjZ+fnyQpMTEx3+dktfX29jY7HQAAAAAASibDog2lkukFmqyeM9HR0fk+J6ttVk8aAAAAAACA8sT0Ak3Xrl1lGIZmz56ttLS0G7ZPS0vT7Nmz5XA41KVLF7PTAQAAAACgZDIc1mwolUwv0IwaNUqS9NNPP2nw4MHXHeqUmJioJ598UocPH85xLgAAAAAAQHlieoHm7rvv9iyb/c9//lOtW7fW66+/ri1btujw4cM6fPiwtmzZor/85S9q3bq1PvvsMzkcDvXv31/du3c3Ox0AAAAAAEokw7BmQ/5Mnz7ds9BRSWD6MtuS9I9//EMXL17UN998o1OnTmnSpEl5tjP++5tz3333acGCBVakAgAAAABAyWThMttOp1Pe3t4KDQ1VaGioyRcpG8aPH69XXnlFvXv31lNPPaU+ffrIy8v0fiz5ZsmV/fz89PXXX+vdd99VgwYNZBhGnlujRo303nvv6auvvvKs/gQAAAAAAIrG5XLpwIEDFGduIC0tTV988YX69eunBg0a6MUXX9ShQ4dsycWSHjSS5HA49MILL+j3v/+99u7dqz179ujixYuSpFq1aumOO+7Q7bffLoeDCYyKW3h4uMLDw5WRkWF3KgAAwCLc7wGgFLBiUl8mCc6377//Xh999JGWLFmiCxcu6Ny5c5o+fbqmT5+uTp06afTo0Ro4cKACAgKKJR+HYTBCrbyKjY1V1apV1eKlN+XtWzJ6MDncNl3YpndBRiV7rptaO92W6zZrftaW627qOcOW6wIouKx709WrVxUYGGh3OmVC1r9pUFjx3e8dFteErI7v9rU2fqrFv9pG4yRL4x8dNMHS+EBJY8W9KStmw/dek1clc//f7E5K1qkXJnIvLYD09HStWbNG8+fP19q1a5Wenu7pTFK5cmX1799fo0aNUrdu3SzNw77BVQAAAAAAlGMOw5oNBVOhQgX169dPn3/+uU6dOqW33npLrVu3lmEYSkhI0MKFCxUSEqKgoCBNnTpVP//8syV5FFuBJj09XRcuXNCFCxeUnm7Pt/cAAAAAAADXctNNN+lPf/qT9u/fr3/961/67W9/q8DAQBmGoSNHjujPf/6zmjRpot69e2vlypVKS0sz7dqWFmgOHDigF154QcHBwfLz81PdunVVt25d+fn5qXXr1vr973+v/fv3W5kCAAAAAAAlk2HRBlN07NhRH3zwgc6cOaOFCxeqbt26MgxDGRkZ+vrrrzVgwAA1aNBAL730ks6eLfp0DpYUaNxut8LCwnT77bcrPDxchw4dktvt9qze5Ha79eOPP2r27Nlq166dxo0bJ7fbrslHAAAAAAAAcouJidG0adM0ceJEnTt3zjM3TVZ94+LFi3r77bfVvHlzvfPOO0W6liWrOA0ePFgrVqxQ1vzDbdq0UceOHVWnTh1J0rlz5+RyubR//35lZGTovffe088//6xPPvnEinQAAAAAACh5WMWpREpOTtann36q+fPna8uWLZ5ijCQFBQVp9OjRGjZsmPbv36+PPvpIK1euVFJSkv70pz+pdu3aGjp0aKGua3qBZtmyZVq+fLkcDoduv/12zZ07V06nM8+2LpdLzz77rPbs2aNPP/1Uy5Yt06BBg8xOCQAAAACAkseKIUkMcSq0nTt3av78+Vq+fLni4uIkZfaUqVSpkvr3768xY8aoa9eunvZ169bVvffeq6NHj6p///767rvv9M4775ScAs3cuXMlZVaVtm/fLn9//2u2dTqd2rp1qzp06KAff/xRc+bMoUADAAAAAACKRdb8MhERETp8+LAkeXrLtGvXTmPGjNGQIUOuu2R58+bNNW3aND3wwAOeGIVheoHmu+++k8Ph0Isvvnjd4kwWf39/vfjii3rqqaf03XffmZ0OAAAAAAAlEz1obNW7d2+tX7/eM2euJFWtWlWDBw/WmDFj1K5du3zHuvnmmyVJiYmJhc7H9AJNamqqJOm2227L9zlZbc1cngoAAAAAgPLK6XTK29tboaGhCg0NtTudEumrr77y7Hft2lVjxozRE088IT8/vwLHqly5srp16+aZRLgwTC/QNGnSRAcPHtTVq1fzfU5sbKznXAAAAAAAygULe9C4XK7rDsuBVKdOHY0YMUKjR49Wy5YtixSrfv362rx5c5FimL7M9uOPPy7DMLRy5cp8n/Ppp5/K4XDo0UcfNTsdAAAAAACAXBYtWqTevXurYcOG+T4nOTlZW7du1datW03Px/QCzR//+EfdfPPNmjNnjpYvX37D9p9++qnmzJmjZs2a6U9/+pPZ6QAAAAAAUDJlLbNt9oZ86dWrl3r27Kljx47l+5zTp0+rR48e6tmzp+n5mF6gqVq1qr755hvdcccdevLJJ9WvXz+tWrVKp0+fVlpamtLT03X69GmtWrVKjz76qAYOHKg77rhDGzZsUNWqVc1OBwAAAAAAIE9ZkwMX13nXY/ocNN7e3p59wzC0evVqrV69+prtDcNQdHS0Z8bjvDgcDqWnp5uaJwAAAAAAdnIYmZvZMWEdt9stKWftwyymF2h+XUXKT1XJisoTAAAAAACAmWJiYiTJkhFAphdoJk2aZHZIWCzgtCFvn5JRJHO47c6geKUG2DM+1JFh+ls/X05Vq27LdQEAUpVTxXe/t/p+7nBb+zrS/ay9P3snWRs/vpKvpfEBmMjCVZyQ24kTJ/I8fubMGQUEBFz33JSUFB09elSvvvqqHA6H2rRpY3p+FGgAAAAAAECZ16xZs1zHDMNQr169Chxr+PDhZqSUgz1fowMAAAAAABSja02vUpBpV/z8/PTCCy/oqaeeMistDwo0AAAAAADYwCELJgk2N1yZMn/+/ByPR40aJYfDob/85S9q0KDBNc9zOBzy8/NTvXr11K5duxsOhyosCjQAAAAAAKDMGzFiRI7Ho0aNkiT169dPwcHBdqSUQ5EKNFu3bjUrD49u3bqZHhMAAAAAgBLHcGRuZsdEvmzatElS3nPT2KFIBZoePXrI4TDvh+9wOJSenm5aPAAAAAAAgLx0797d7hRyMGWIU0Em1AEAAAAAAGKZbeRgSoGmUqVKeuSRR3TffffJy8vLjJAAAAAAAABFduLECc9+48aN8zxeGNljmaFIBZoqVaooLi5OSUlJ+uSTT7RlyxYNHjxYw4YN02233WZWjgAAAAAAlD0W9qBxOp3y9vZWaGioQkNDTb5I6ZI1x8yvp1UpytwzVkzRUqTuLufOndPHH3+s3r17y9vbW2fOnNHMmTPVrl07tW3bVjNnztSZM2fMyhUAAAAAgDLDYVizSZLL5dKBAwfKfXFGypyWJWu71vHCbGYrUg8aPz8/DRw4UAMHDtSFCxe0dOlSLVq0SN9++6327dun//u//9OLL76oe+65R8OHD9ejjz6qSpUqmZU7AAAAAADAdc2fP79Ax+1iyhw0klS7dm2NHTtWY8eO1cGDB7Vw4UItXbpUJ0+e1Lp167R+/Xr5+/vrscce07Bhw3TPPfeYdWkAAAAAAEofJgkuFiNGjCjQcbtYMqNv69atNXXqVMXExGjjxo0aOXKkAgICFB8fr4ULF6pXr15q1KiRXnnlFSsuDwAAAAAAUKpYvuRSjx499I9//EPnzp3T0qVL9eCDD8rb21unT5/WO++8Y/XlAQAAAAAomQyLNpRKxbYmtsPhkJeXlxwOhxwOR3FdFgAAAAAAIJcPPvhAv/zyi91peFheoNmyZYvGjBmjunXr6sknn9TatWuVlpamevXq6YUXXrD68gAAAAAAlEhWruKEG3v++edVr149Pfzww/rkk0+UnJxsaz6mTRKc3cGDB7Vo0SLPJMFS5vJVlStX1qOPPqrhw4frnnvukZdXsXXgAQAAAAAAyCEtLU2RkZGKjIxUQECA+vXrpyFDhujee+8t9pqFaQWa8+fP6+OPP9aiRYu0Z88eSZlFGS8vL4WEhGj48OF67LHH5O/vb9YlAQAAAAAovQxH5mZ2TOTLjh07tGTJEq1YsULnz59XXFycFi9erMWLF+umm27SoEGDNHjwYDmdzmLJp0gFmuTkZK1atUqLFi3S+vXrlZGRIcPI7E/Vpk0bDR8+XEOGDFH9+vVNSRYAAAAAgDKDZbZtdeedd+rOO+/Uu+++q2+++UZLlizRqlWrFB8fr3Pnzum9997Te++9p+bNm2vo0KEaPHiwWrRoYVk+RSrQ3HTTTUpISJCU2Vsma56ZYcOGqW3btmbkBwAAAAAAYBlvb2/df//9uv/++5WcnKwvvvhCS5Ys0ddff63U1FQdOXJEU6ZM0ZQpU9ShQwcNHTpUAwcO1E033WRqHkUq0MTHx8vhcMjPz08PP/ywevXqJW9vb+3bt0/79u0rVMzhw4cXJSUAAAAAAEoFKyb1ZZLgovHz89OAAQM0YMAAXb58WZ9++qmWLFmibdu2yTAMuVwuRUdH609/+pNSUlJMvbYpc9AkJydr+fLlWr58eZHiOBwOCjQAAAAAAMB21atX19NPP62nn35ap0+f1tKlSzV16lRduXJF6enppl+vyAWarDlnAAAAAABAATAHTamwf/9+LVmyRB9//LGuXr1q2XWKVKDZtGmTWXkAAAAAAACUCCdOnNDHH3+spUuXav/+/ZL+10GlUqVK6tu3r+nXLFKBpnv37mblAQAAAABA+WLBHDT0oCm8y5cva/ny5VqyZIl27NghwzA8RRlvb2/17NlTQ4YM0WOPPaaAgADTr2/KHDQAAAAAAAClTVJSkj7//HMtXbpU69atU1pamqT/9Zbp0KGDhgwZokGDBqlOnTqW5kKBBgAAAAAAOzAHja2GDRumzz//XAkJCZL+V5Rp3ry5hgwZoiFDhqhly5bFlg8FGgAAAAAA7ECBxlZLlizx7N90000aOHCghgwZoo4dO9qST6ELNCdOnJAkNWjQQN7e3qYlJEkZGRk6ffq0JKlx48amxgYAAAAAAPD399ejjz6qIUOG6N577zW9tlFQhS7QNG3aVF5eXtq3b5+Cg4PNzEmHDh3SrbfeKi8vL0vWFgcAAAAAwG4OCyYJNn3S4TLs/PnzqlSpkt1peHgV5eSs8VlWsTo+AAAAAABlkdPpVHBwsMLDw+1OpcQqScUZyYQ5aBwOhxl5AAAAAAAAk7hcLgUGBtqdRomQNUWLlHMalezHC8PsKVmKXKDp1auXKlasaEYuHlnLWqF4+F3KUIWKGXanIUlyuO26sD2X9UqzZ4xjhp89Lzg+3seW6wIAJL9L6apQoXiGjjvcpbsXdHpla+/PbovnOKgQX6RO8gBQ5jRr1kxSZgeT7NOoZB0vjF/HMkORCjSGYXgm8wUAAAAAAAXAKk7F4lrTp5S0aVUKXaAZMWKEmXkAAAAAAACYbv78+QU6bpdCF2hK2gsBAAAAAKA0YRWn4nGtDiYlreNJkeegAQAAAAAAhURBBf9FgQYAAAAAAJQ7W7dulZS5JHl+l9xOTk7Wrl27JEndunUzNR8KNAAAAAAA2IFJgm3Vo0cPeXl5ad++fQoODs7XOadPn/acZ/YqTqzBBwAAAAAAyqXCruRkxQpQ9KABAAAAAMAGTBJc+rjdbkmSt7e36bHpQQMAAAAAAJAPMTExkqSqVauaHpseNAAAAAAA2IE5aIrViRMn8jx+5swZBQQEXPfclJQUHT16VK+++qocDofatGljen4UaAAAAAAAQJnXrFmzXMcMw1CvXr0KHGv48OFmpJQDBRoAAAAAAGzAHDTF61oT+xZkwl8/Pz+98MILeuqpp8xKy4MCTSmzePFibdu2Tbt379b333+v1NRUzZ8/XyNHjrQ7NQAAAABAQTDEqVjNnz8/x+NRo0bJ4XDoL3/5ixo0aHDN8xwOh/z8/FSvXj21a9fuhsOhCosCTSnz5z//WTExMapVq5bq1avnmaAIAAAAAABc24gRI3I8HjVqlCSpX79+Cg4OtiOlHFjFqZSZN2+ejh8/rgsXLujZZ5+1Ox0AAAAAQGEZFm3Il02bNmnjxo15zk1jB3rQlDL33nuv3SkAAAAAAFDqde/e3e4Ucig3PWjOnz+vNWvWaOLEiXrwwQdVq1YtORwOORyOAs/fEhMTo7CwMLVq1Ur+/v6qUaOGnE6n3n77bSUmJlrzAgAAAAAAZUrWJMFmbyidyk0Pmjp16pgSZ/Xq1Ro6dKhiY2M9xxITExUdHa3o6GjNmzdPkZGRatGihSnXAwAAAAAAhXfixAnPfuPGjfM8XhjZY5mh3BRosmvcuLFatWqldevWFei8PXv2aODAgUpKSlJAQIBefvllhYSEKCkpScuWLdOHH36ow4cPq0+fPoqOjlaVKlUsegUAAAAAgFKPVZyKRdYcMw6HQ+np6bmOF8avY5mh2Ao0P//8s+Lj402JFRQUVOBzJk6cKKfTKafTqTp16uj48eMF/mGMHTtWSUlJqlChgtatW6e77rrL81zPnj3VsmVLjR8/XocPH9aMGTM0efLkXDHCwsKUkpJSoGu2bNmyQHkCAAAAAIBMhpF31epax+1SbAWa0aNHF7jHyq8ZhiGHw6GMjIwCnztlypQiXXvXrl3atm2bpMzXkr04kyUsLEzz58/XwYMHNWvWLL3yyiuqWLFijjZz5sxRQkJCvq/bv39/CjQAAAAAUBbRgyaX06dPa8WKFfryyy916NAhnT17VjVq1FDnzp01fvx4derUqcAx58+fX6Djdim2Ak1YWJgGDRpUXJcz3apVqzz7WWul/5qXl5eGDx+ul19+WVeuXNGmTZvUq1evHG3M6kUEAAAAACjdrJjUt7RPEvz+++9r2rRpat68uXr16qXatWvrp59+0qpVq7Rq1SotXbpUAwcOLFDMESNGFOi4XYqtQHP77bcXamhSSbF9+3ZJkr+/v9q3b3/NdtmX6YqKispVoAEAAAAAAHnr2LGjNm/enGsJ7G3btumee+7Rc889p379+snX19emDK1TbAWa4cOHF3mIU5bCDHEqqoMHD0qSWrRooQoVrv3P1qpVq1znAAAAAACQC0OccnnsscfyPN61a1eFhIRo3bp1+v7779WhQ4diyyklJUVXrlxR7dq15eXlZdl1iq1AM27cOPXv37+4Lmeq5ORkXbx4UZLUsGHD67atXr26/P39lZCQoJMnT5qey7x58zy9eb7//nvPsc2bN0uSunTpojFjxph+XQAAAABA2Xb+/Hnt2rVLu3btksvlksvl0qVLlyRlDgeKiIjId6yYmBi99957ioyM1MmTJ+Xr66vmzZtrwIABCg0NVeXKlQucX9Ycr9frNFEQ8fHx2rp1qySpW7duCggIyPH8xYsX9cwzz2jNmjVKT09XQECAxowZozfffNOSHjzFVqApzUN94uLiPPu//oHlJatAY8V8M9u3b9eCBQtyHIuKilJUVJTn8bUKNCkpKTlWkIqNjTU9PwAAYC/u9wBQepS0OWjq1KljSg6rV6/W0KFDc9yDEhMTFR0drejoaM2bN0+RkZFq0aJFvmOeOHFC33zzjerVq6dbb73VlDxXrlypUaNGqWHDhjp+/HiO59xutx588EF9++23ntWe4uLi9O677+r48eNauXKlKTlkZ13fnDIkOTnZs+/j43PD9lmVtKSkJNNziYiIkGEY19yuV9GcOnWqqlat6tkaNWpken4AAMBe3O8BAGZo3LhxoTpa7NmzRwMHDlRsbKwCAgL0xhtvaMeOHdqwYYOefvppSdLhw4fVp0+fHJ0hrictLU3Dhg1TSkqKpk2bJm9v7wLnlZevv/5akvToo4/mGrr0ySefaPfu3ZKkO+64Q+PGjdMdd9whwzC0atUqffXVV6bkkB0Fmnzw8/Pz7Kempt6wfda3VpUqVbIsp8J4+eWXdfXqVc9mxRAsAABgL+73AFCKGBZthTRx4kStXr1aZ8+eVUxMjObMmVPgGGPHjlVSUpIqVKigdevWacKECbrrrrvUs2dPzZ07V2+99ZakzCLNjBkzbhjP7XZr5MiR2rp1q55++mkNGzaswDldy/79++VwOHT33Xfnem7hwoWSpPbt2+tf//qXZsyYoZ07d6pjx46SlGtkixko0ORDlSpVPPv5GbaUkJAgKX/DoYqTr6+vAgMDc2wAAKBs4X4PACisKVOm6KGHHir0UKddu3Zp27ZtkqTRo0frrrvuytUmLCxMrVu3liTNmjVLaWlp14zndrv11FNPaenSpRo6dKg++OCDQuV1LefPn5ckNWvWLMfxtLQ0bd26VQ6HQ6GhoZ45bypWrKhnn31WhmFo165dpuYiWVCgmT9/vtkhbefn56eaNWtKkk6dOnXdtpcvX/YUaOhSDAAAAAC4phLWg6aoVq1a5dkfNWpUnm28vLw0fPhwSdKVK1e0adOmPNu53W6NGjVKCxYs0JNPPqmIiAjTV1D65ZdfJOWeysTlcnmmLHnggQdyPBcUFCRJOnv2rKm5SBYUaEJDQxUdHW12WNsFBwdLko4cOaL09PRrtjt06JBnP6sqCAAAAADArzks2uySteKwv7+/2rdvf8123bt39+xnX/AmS1ZxZuHChRo4cKAWLVpk2rwz2WWtJJXVkyZL1spOLVq0yNWbyMqpTEwv0CQnJ+uxxx7L9QLz49y5c2anY5ouXbpIyhy+lDVRUF62bNni2e/cubPleQEAAAAAUBIcPHhQUmZh43pLYbdq1SrXOVmyhjUtXLhQTzzxhBYvXmxJcUaSmjdvLknavHlzjuOfffaZHA6HunXrluucCxcuSJJuuukm0/MxfZltp9Mpl8ul/v37a+PGjflen3zv3r165JFHFBMTY3ZKpujXr5+mTp0qKXMYV6dOnXK1cbvdnomEqlWrppCQkGLNsbAq/5yoCt4ZdqeRybCnP55h0Rv+RrxSfG25bnqlG69GZoWEeHv+nQEAkt/pWFXwTrlxQzO4LY5v8SyKFQKtXejB7e1340ZFkMT9Fig9rBiSZNMQp+TkZF28eFGS1LBhw+u2rV69uvz9/ZWQkJBrMvvXXntNCxYsUEBAgIKCgvT666/nOr9fv35q27ZtkXO+7777tGfPHs2ePVtdu3ZV165dNX/+fLlcLjkcDvXt2zfXOfv27ZMk1a9fv8jX/zXTCzQrV65U+/btFRUVpRdeeEGzZ8++4TmrVq3S0KFDLVmW2iwdO3ZU165dtW3bNn300UcaMWJErgmPZsyY4an+jR07VhUrVrQjVQAAAABAORcbG5vjsa+vr3x9rfuCOPuS2flZMCerQPPrhXiOHz8uKXOBnjfeeCPPc5s2bWpKgWbs2LH64IMPFBcXp4ceeijHc61bt86zQBMZGSmHw6F27doV+fq/ZnqBpmHDhlq2bJl69eqlOXPmqEOHDnrqqaeu2X7q1Kl69dVX5Xa7VbduXbPT8di+fbuOHDnieZxV2ZMy55WJiIjI0X7kyJG5YsyaNUudO3dWUlKSevXqpQkTJigkJERJSUlatmyZ5s6dKylz0qCwsDBLXgcAAAAAoGxwGJmb2TGl3IvWTJo0SZMnTzb3YtkkJyd79n896W5esopFv+6oERERkevvc6vUq1dPq1ev1qBBg3TmzBnP8ZtvvlmffvqpHI6cM/ocPXrUs0rVvffea3o+phdoJCkkJER//etf9X//938KDQ3VLbfc4lkrPEtaWppGjx6tJUuWyDAMtW3bVp9//rkV6UiS5s2bd811yqOionJNTJRXgaZdu3b65JNPNHToUMXGxmrChAm52gQFBSkyMjLH0twAAAAAABSnkydPKjAw0PPYyt4zUubqx1lSU1Nv2D4lJXPYrZWT7uZH165ddezYMUVFRens2bOqV6+eunTpkud0LWfOnNGrr74qSerVq5fpuVhSoJEy1zbftWuXVqxYoccff1zR0dGe2Y8vXLigfv366V//+pcMw9Cjjz6qRYsWeWZQLsn69u2rffv2adasWYqMjNSpU6fk4+OjFi1a6IknntDvfve7UvE6AAAAAAA2s3AOmsDAwBwFGqtl76Tw62FLeUlISJCUv+FQVvPx8cnXHLJdunTxLCBkBUunWJs/f76Cg4P1888/q3///kpPT9e+ffvUsWNHT3Hmz3/+s1auXGl5USMiIkKGYeR7u54mTZpo5syZ+vHHH5WQkKDLly/L5XJp/PjxFGcAAAAAAOWOn5+fatasKUk6derUddtevnzZU6D59VCs8qzQBZqpU6dq7dq1OcZp/VrlypX12WefKTAwUDt27NBDDz2kLl26KCYmRr6+vlq6dKlee+21wqaAQgoPD1dwcLCcTqfdqQAAAItwvweAUsIwebNRcHCwpMx5XtPT06/Z7tChQ5791q1bW55XaVHoIU6vvPKKZ8Kc2rVr6/bbb1fbtm09W6tWreRwONSyZUstWLBAjz76qNavXy/DMFSvXj19/vnn6tChg2kvBPkXGhqq0NBQxcbGqmrVqnanAwAALMD9HgBQ3Lp06aJt27YpISFBu3fvVqdOnfJst2XLFs9+586diyu9G4qLi9OxY8cUFxenjIyMG7bv1q2bqdcvdIHG29vbk/D58+e1fv16ffPNN57n/fz8dMstt3gKNg888IDWrl2rDh066PPPP1e9evWKnj0AAAAAAKWUlas4OZ1OeXt7ewr2xaFfv36aOnWqpMwpT/Iq0Ljdbi1cuFCSVK1atXzN/WK1Dz/8ULNnz9b3339/wylPsjgcjuv2EiqMQhdo4uPjtX//fn333Xfau3ev9u7dq3379nnWWk9KSpLL5VJ0dLTnHIfDoV9++UV//OMfdfvtt3u2+vXrF/2VAAAAAABQmlg4SbDL5SrWSYIlqWPHjuratau2bdumjz76SCNGjNBdd92Vo82MGTN08OBBSdLYsWNVsWLFYs0xu4yMDD3++ONavXq1JOW7OGOVQhdofH191b59e7Vv3z7H8WPHjmnv3r2ews13332nmJgYz/P/+c9/dOzYMS1fvtxzrEaNGp4hUtOnTy9sSgAAAAAAoJC2b9+uI0eOeB5fvHjRs3/kyBFFRETkaD9y5MhcMWbNmqXOnTsrKSlJvXr10oQJExQSEqKkpCQtW7ZMc+fOlSQFBQUpLCzMkteRXx988IG++OILSVKdOnU0atQotW/fXjVq1JCXl6VrKuXJ9GW2mzVrpmbNmunRRx/1HLt69WqOos3evXt14MABz9roly5d0saNG7Vp0yYKNAAAAACAcsHKIU6FMW/ePC1YsCDP56KiohQVFZXjWF4Fmnbt2umTTz7R0KFDFRsbqwkTJuRqExQUpMjIyBxLc9sha6hVcHCwtm3bpurVq9uaj+kFmrxUrVpV3bt3V/fu3T3H0tPTdfDgQU/hZs+ePdq3b19xpAMAAAAAACzSt29f7du3T7NmzVJkZKROnTolHx8ftWjRQk888YR+97vfqXLlynanqYMHD8rhcOjVV1+1vTgjFVOBJs8LV6igW2+9VbfeequGDRtmVxoAAAAAANjDwjloCiMiIiLXMKbCatKkiWbOnKmZM2eaEs9Kv/nNb+xOQZJU/IOqAAAAAACApZxOp4KDgxUeHm53KiVWy5YtJUm//PKLzZlksq0HDQAAAAAA5ZmVc9DYsYpTaTNo0CDt2bNHa9asUc+ePe1Ohx40AAAAAACg/HnhhRd0++236+9//7u2bdtmdzoUaAAAAAAAsIVh0YZ88fX11ddff6327dvrvvvu0/jx47V3714lJyfbkg9DnAAAAAAAsEMJmyS4vPH29vbsG4ahGTNmaMaMGfk61+FwKD093dR86EFTDoWHhys4OFhOp9PuVAAAgEW43wMAcH2GYXi2Xz/Oz2Y2etCUQ6GhoQoNDVVsbKyqVq1qdzoAAMAC3O8BoOSzcpJg3NikSZPsTiEHCjQAAAAAAJQxTqdT3t7enoI9cqNAAwAAAAAALJ2DhmW2Sx/moAEAAAAAALAZPWgAAAAAALCBwzDkMHmyWbPjlSdHjx7Vzp07dfbsWSUmJur5559XrVq1iu36FGgAAAAAAEC59e233+oPf/iDoqKichzv379/jgJNeHi4pkyZoqpVq+rAgQOqWLGiqXkwxAkAAAAAADsYFm3ItzVr1qhz586Kioq64RLaw4cPV1JSkv7zn/9ozZo1pudCgQYAAAAAABtkLbNt9ob8OXPmjJ588kmlpKQoODhYa9euVVxc3DXbV6lSRQ8//LAkae3atabnQ4EGAAAAAACUO++8844SEhLUpEkTbdu2Tffff7/8/f2ve06PHj1kGIZ2795tej4UaAAAAAAAsIOFQ5ycTqeCg4MVHh5ebC+ntPnqq6/kcDgUFhamatWq5eucVq1aSZKOHTtmej5MEgwAAAAAQBnjcrkUGBhodxolWkxMjCSpY8eO+T4n6980Pj7e9Hwo0AAAAAAAYAMr5oxhDpr8S09PlyS53e58n3P16lVJUkBAgOn5MMQJAAAAAACUO3Xr1pUk/ec//8n3Obt27ZIkNW7c2PR86EED6cBRyWHu+u2FVsGeX0nvSpVsua5fSm1brptWpZot1/VOpCYMAHbJOHhEjpJyvy8iL18/S+NXqFPL0vh+PjdZGr9Ckrel8QGYyIplselBk29du3bVsWPHtGLFCg0ePPiG7VNTUzVnzhw5HA716NHD9Hz4a6kcCg8PV3BwsJxOp92pAAAAi3C/BwDg+kaOHClJ+uKLL7R+/frrtk1NTdXw4cN19OhRORwOPf3006bnQ4GmHAoNDdWBAwfkcrnsTgUAAFiE+z0AlHxZc9CYvSF/evTooYEDB8owDPXt21cvvviiZwiTJB0/flw7duzQ22+/rTZt2mjFihVyOBx69tln1aZNG9PzYYgTAAAAAAB2YIiT7SIiIhQXF6cvv/xS06dP1/Tp0+VwOCRJffv29bQzjMx/2Mcee0yzZs2yJBd60AAAAAAAgHLJ19dXa9as0Zw5c3TzzTfLMIw8t4YNG2r27Nn69NNP5e1tzVxf9KABAAAAAMAmDEkqGZ5++mk9/fTTOnDggKKjo3X+/HllZGSoZs2aateune644w5PzxqrUKABAAAAAKCMcTqd8vb2VmhoqEJDQ+1Op9QIDg5WcHCwLdemQAMAAAAAgB0MI3MzO6Ykl8ulwMBAc2OXUykpKbpy5Ypq164tLy/rZophDhoAAAAAAFDuxMfH68svv9SXX36p+Pj4XM9fvHhRjz/+uAIDA1W/fn1Vr15dYWFhSklJsSQfetAAAAAAAGADK5bFZk6b/Fu5cqVGjRqlhg0b6vjx4zmec7vdevDBB/Xtt996VnCKi4vTu+++q+PHj2vlypWm50MPGgAAAAAAUO58/fXXkqRHH30019ClTz75RLt375Yk3XHHHRo3bpzuuOMOGYahVatW6auvvjI9H3rQAAAAAABgB+O/m9kxkS/79++Xw+HQ3Xffneu5hQsXSpLat2+vHTt2qEKFCkpLS1PXrl3lcrm0YMECPfDAA6bmQw8aAAAAAABs4HBbsyF/zp8/L0lq1qxZjuNpaWnaunWrHA6HQkNDVaFCZt+WihUr6tlnn5VhGNq1a5fp+VCgAQAAAAAA5c4vv/wiSfLx8clx3OVyKSkpSZJy9ZIJCgqSJJ09e9b0fCjQAAAAAABgB8OiDflSuXJlSf/rSZNl69atkqQWLVqoTp06OZ6rVKmSZflQoAEAAAAAAOVO8+bNJUmbN2/Ocfyzzz6Tw+FQt27dcp1z4cIFSdJNN91kej4UaAAAAAAAsEHWMttmb8if++67T4ZhaPbs2Vq7dq3i4+P1/vvvy+VySZL69u2b65x9+/ZJkurXr296PqziBAAAAAAAyp2xY8fqgw8+UFxcnB566KEcz7Vu3TrPAk1kZKQcDofatWtnej70oCmHwsPDFRwcLKfTaXcqAADAItzvAaAUMAxrNklOp1PBwcEKDw+3+UWWXPXq1dPq1atVt25dGYbh2W6++WZ9+umncjgcOdofPXpU27ZtkyTde++9pudDD5pyKDQ0VKGhoYqNjVXVqlXtTgcAAFiA+z0AlG8ul0uBgYF2p1Hide3aVceOHVNUVJTOnj2revXqqUuXLp6ltbM7c+aMXn31VUlSr169TM+FAg0AAAAAADawYs4Y5qApOB8fH4WEhNywXZcuXdSlSxfL8qBAAwAAAACAHaxYFpsCTanFHDQAAAAAAAA2owcNAAAAAAA2YIgTsqMHDQAAAAAAgM3oQQMAAAAAgB2yLYttakyUSvSgAQAAAAAAsBk9aAAAAAAAsAFz0CA7etAAAAAAAADYjB40AAAAAADYwfjvZnZMlEoUaAAAAAAAsAFDnJAdQ5wAAAAAAABsRg8a6LML8xQYGGh3GgAAwEKfX13I/R4AShq3kbmZHROlEj1oAAAAAAAAbEaBBgAAAAAAOxgWbZKcTqeCg4MVHh5ebC8HRcMQJwAAAAAAyhiXy8XQ1lKGAg0AAAAAADZwyIJVnMwNh2LEECcAAAAAAACbUaAph8LDwxUcHCyn02l3KgAAwCLc7wGgFDAMazaUShRoyqHQ0FAdOHBALpfL7lQAAIBFuN8DQMnnMKzZUDpRoAEAAAAAALAZkwQDAAAAAGCHbMtimxoTpRI9aAAAAAAAAGxGDxoAAAAAAGzgMAw5TJ7U1+x4KD70oAEAAAAAALAZPWgAAAAAALCD+7+b2TFRKtGDBgAAAAAAwGb0oAEAAAAAwAbMQYPsKNAAAAAAAGAHltlGNgxxAgAAAAAAsBk9aAAAAAAAsINhZG5mx0SpRA8aAAAAAAAAm9GDBgAAAAAAGziMzM3smCid6EEDAAAAAABgM3rQAAAAAABgB+agQTb0oAEAAAAAALAZBRoAAAAAAGzgcFuzSZLT6VRwcLDCw8PtfZHIN4Y4AQAAAABQxrhcLgUGBtqdBgqAAg0AAAAAAHZgDhpkQ4EGAAAAAAA7GP/dzI6JUok5aAAAAAAAAGxGDxoAAAAAAGzgMAw5TB6SZHY8FB960AAAAAAAANiMAk05FB4eruDgYDmdTrtTAQAAFuF+DwClQNYkwWZvKJUo0JRDoaGhOnDggFwul92pAAAAi3C/BwCgdGEOGuiRqsNVwVHR7jTKpYx72tty3Y3rX7LlugAA+3C/L4A7b7c0/Podf7Y0PoBSxJDktiAmSiV60AAAAAAAANiMHjQAAAAAANiAVZyQHQUaAAAAAADsYMj8SX2pz5RaDHECAAAAAACwGT1oAAAAAACwgxXLYjPEqdSiBw0AAAAAAIDN6EEDAAAAAIAd3JIcFsREqUQPGgAAAAAAAJvRgwYAAAAAABuwzDayowcNAAAAAACAzehBAwAAAACAHVjFCdlQoAEAAAAAwA4UaJANQ5wAAAAAAABsRoEGAAAAAAA7ZPWgMXsr5RYvXqxnnnlGHTp0kK+vrxwOhyIiIuxOy3IMcQIAAAAAACXGn//8Z8XExKhWrVqqV6+eYmJi7E6pWNCDBgAAAAAAO7gt2kq5efPm6fjx47pw4YKeffZZu9MpNvSgAQAAAAAAJca9995rdwq2oAcNAAAAAAA2cBiGJVthnT9/XmvWrNHEiRP14IMPqlatWnI4HHI4HBo5cmSBYsXExCgsLEytWrWSv7+/atSoIafTqbfffluJiYmFzrEsowcNAAAAAABQnTp1TImzevVqDR06VLGxsZ5jiYmJio6OVnR0tObNm6fIyEi1aNHClOuVFfSgAQAAAADADiV4FafGjRurV69eBT5vz549GjhwoGJjYxUQEKA33nhDO3bs0IYNG/T0009Lkg4fPqw+ffooLi7OlFzLCnrQAAAAAABgB7chOUxeFttd+HgTJ06U0+mU0+lUnTp1dPz4cTVr1qxAMcaOHaukpCRVqFBB69at01133eV5rmfPnmrZsqXGjx+vw4cPa8aMGZo8eXKh8y1r6EEDAAAAAAA0ZcoUPfTQQ4Ue6rRr1y5t27ZNkjR69OgcxZksYWFhat26tSRp1qxZSktLK3zCZQwFGgAAAAAA7FCChzgVxqpVqzz7o0aNyrONl5eXhg8fLkm6cuWKNm3aVByplQoUaAAAAAAAQJFt375dkuTv76/27dtfs1337t09+1FRUZbnVVowBw0AAAAAALawoseLfT1oDh48KElq0aKFKlS4drmhVatWuc4BBRoAAAAAAFBEycnJunjxoiSpYcOG121bvXp1+fv7KyEhQSdPnsz1/Lx58zy9cb7//nvPsc2bN0uSunTpojFjxpiYfclAgQYAAAAAADtYMWfMf+PFxsbmOOzr6ytfX19zr5VN9iWzAwICbtg+q0ATHx+f67nt27drwYIFOY5FRUXlGA5VFgs0zEEDAAAAAEAZ06hRI1WtWtWzTZ061dLrJScne/Z9fHxu2D6rWJSUlJTruYiICBmGcc0tIiLCtLxLEnrQAAAAAABgB7ch0+eMcWfGO3nypAIDAz2Hrew9I0l+fn6e/dTU1Bu2T0lJkSRVqlTJspxKGwo05VB4eLjCw8OVkZFhdyoAAMAi3O8BoBQw3Jmb2TElBQYG5ijQWK1KlSqe/byGLf1aQkKCpPwNhyovGOJUDoWGhurAgQNyuVx2pwIAACzC/R4AUJz8/PxUs2ZNSdKpU6eu2/by5cueAk2jRo0sz620oEADAAAAAIAdsiYJNnuzSXBwsCTpyJEjSk9Pv2a7Q4cOefZbt25teV6lBUOcoM+vLizWrm8AAKD4cb8HAFitS5cu2rZtmxISErR792516tQpz3Zbtmzx7Hfu3Lm40ivx6EEDAAAAAIAd3IY1mySn06ng4GCFh4cX28vp16+fZ3/+/Pl5tnG73Vq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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": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "21cmFAST", "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": "3.11.12" } }, "nbformat": 4, "nbformat_minor": 4 }