From 44b843d4571a0f25dbe067e0192663fd7a2ffd85 Mon Sep 17 00:00:00 2001 From: gcanasherrera Date: Thu, 26 Mar 2026 13:50:09 +0100 Subject: [PATCH 1/3] added baryon boosts --- tutorials/cosmology/baryon_boost.ipynb | 897 +++++++++++++++++++++++++ 1 file changed, 897 insertions(+) create mode 100644 tutorials/cosmology/baryon_boost.ipynb diff --git a/tutorials/cosmology/baryon_boost.ipynb b/tutorials/cosmology/baryon_boost.ipynb new file mode 100644 index 0000000..a2207fb --- /dev/null +++ b/tutorials/cosmology/baryon_boost.ipynb @@ -0,0 +1,897 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "86eaa191", + "metadata": {}, + "source": [ + "# Baryonic Boost: how to choose a backend and compute $C_\\ell$s\n", + "\n", + "Hydrodynamic baryonic processes (AGN feedback, gas cooling, stellar winds) suppress the\n", + "nonlinear matter power spectrum at scales $k \\gtrsim 0.1\\,h\\,\\mathrm{Mpc}^{-1}$.\n", + "Ignoring this suppression biases cosmological parameter inference from weak lensing.\n", + "\n", + "`cloelib` exposes a common interface for baryonic suppression through the\n", + "`BaryonBoostMixin` Protocol in `cloelib.cosmology.cosmology`. Three ready-made\n", + "backends are provided:\n", + "\n", + "| Backend | Class | Baryonic parameters |\n", + "|---------|-------|---------------------|\n", + "| **FLAMINGO** | `CAMBNonLinearFLAMINGOPerturbations` | `fgas_sigma`, `Mstar_sigma`, `jet_fraction` |\n", + "| **BACCOemu** | `BACCOemuNonLinearBaryonicPerturbations` | 7 baryonic params (e.g. `M_c`, `eta`, …) |\n", + "| **HMcode2020emu** | `HMemuNonLinearBaryonicPerturbations` | `log10TAGN` |\n", + "\n", + "Each of these produces a `Perturbations`-compatible object whose\n", + "`matter_power_spectrum` already includes the baryonic correction.\n", + "You can therefore drop it into any `cloelib` tracer or likelihood with **no extra\n", + "wrapping needed**.\n", + "\n", + "> **Goal of this tutorial**\n", + ">\n", + "> 1. Show how to instantiate each baryonic perturbation backend.\n", + "> 2. Compare the baryonic suppression $B(k, z) = P_\\mathrm{hydro}/P_\\mathrm{DMO}$.\n", + "> 3. Feed the result into photo-$z$ tracers and compute $C_\\ell$s, comparing the\n", + "> auto-power spectra with and without baryonic suppression." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "23c0b0d7", + "metadata": {}, + "outputs": [], + "source": [ + "# General imports\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.colors as mcolors\n", + "import seaborn as sns\n", + "from scipy import integrate\n", + "\n", + "sns.set_theme(style=\"ticks\")\n", + "plt.rc(\"xtick\", labelsize=16)\n", + "plt.rc(\"ytick\", labelsize=16)\n", + "plt.rc(\"font\", size=16)\n", + "plt.rc(\"axes\", titlesize=18)\n", + "plt.rc(\"axes\", labelsize=16)\n", + "plt.rc(\"lines\", linewidth=2)\n", + "plt.rc(\"legend\", fontsize=13)\n", + "\n", + "# cloelib: cosmology and tracers\n", + "from cloelib.cosmology.camb_cosmology import CAMBBackground\n", + "from cloelib.cosmology.HMcode2020Emu_cosmology import (\n", + " HMemuLinearPerturbations,\n", + " HMemuNonLinearPerturbations,\n", + " HMemuNonLinearBaryonicPerturbations,\n", + ")\n", + "from cloelib.cosmology.baccoemu_cosmology import (\n", + " BACCOemuLinearPerturbations,\n", + " BACCOemuNonLinearPerturbations,\n", + " BACCOemuNonLinearBaryonicPerturbations,\n", + ")\n", + "from cloelib.cosmology.FlamingoBaryonResponseEmulator_cosmology import (\n", + " CAMBNonLinearFLAMINGOPerturbations,\n", + ")\n", + "from cloelib.cosmology.camb_cosmology import CAMBNonLinearPerturbations\n", + "\n", + "from cloelib.observables.photo import ShearTracer, PositionsTracer\n", + "from cloelib.summary_statistics.angular_two_point import AngularTwoPoint" + ] + }, + { + "cell_type": "markdown", + "id": "7ed36324", + "metadata": {}, + "source": [ + "## 1 — Cosmological background\n", + "\n", + "We use a single `CAMBBackground` instance throughout, shared by all three backends.\n", + "The neutrino setup (`N_mnu=1`, `mnu=0.06 eV`) is required by HMcode2020emu." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "fee6079c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "h = 0.7000, Omega_m0 = 0.3000\n" + ] + } + ], + "source": [ + "zs = np.linspace(1e-4, 3.0, 100)\n", + "\n", + "background = CAMBBackground(\n", + " H0=70.0,\n", + " Omega_cdm0=0.25,\n", + " Omega_b0=0.05,\n", + " Omega_k0=0.0,\n", + " As=2.1e-9,\n", + " ns=0.966,\n", + " mnu=0.06,\n", + " w0=-1.0,\n", + " wa=0.0,\n", + " gamma_MG=0.545,\n", + " N_mnu=1,\n", + ")\n", + "print(f\"h = {background.h:.4f}, Omega_m0 = {background.Omega_cdm0 + background.Omega_b0:.4f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "a036e448", + "metadata": {}, + "source": [ + "## 2 — Building baryonic Perturbations objects\n", + "\n", + "### 2a — FLAMINGO (CAMB back-end)\n", + "\n", + "`CAMBNonLinearFLAMINGOPerturbations` combines a standard CAMB nonlinear run with\n", + "the FLAMINGO emulator response. The three baryonic parameters describe ICM gas\n", + "and AGN jet physics calibrated on the FLAMINGO hydrodynamical simulations:\n", + "\n", + "- `fgas_sigma` — offset from the calibrated intracluster gas fraction (in σ).\n", + "- `Mstar_sigma` — offset from the stellar mass function (in σ).\n", + "- `jet_fraction` — fraction of AGN energy in collimated jets (0 = thermal, 1 = jets).\n", + "\n", + "The FLAMINGO emulator is only valid for $k \\leq 10^{1.5}\\,h\\,\\mathrm{Mpc}^{-1}$\n", + "and $z \\leq 3$. `cloelib` clamps $k$ and returns suppression = 1 outside those\n", + "ranges automatically." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "1e2296d5", + "metadata": {}, + "outputs": [ + { + "ename": "TypeError", + "evalue": "object.__init__() takes exactly one argument (the instance to initialize)", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mTypeError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[13]\u001b[39m\u001b[32m, line 2\u001b[39m\n\u001b[32m 1\u001b[39m \u001b[38;5;66;03m# FLAMINGO: calibration offsets at fiducial (0, 0) and AGN jet fraction = 0 (thermal)\u001b[39;00m\n\u001b[32m----> \u001b[39m\u001b[32m2\u001b[39m pert_flamingo = \u001b[43mCAMBNonLinearFLAMINGOPerturbations\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 3\u001b[39m \u001b[43m \u001b[49m\u001b[43mbackground\u001b[49m\u001b[43m=\u001b[49m\u001b[43mbackground\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 4\u001b[39m \u001b[43m \u001b[49m\u001b[43mredshifts\u001b[49m\u001b[43m=\u001b[49m\u001b[43mzs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 5\u001b[39m \u001b[43m \u001b[49m\u001b[43mfgas_sigma\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m0.0\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;66;43;03m# 0σ offset from calibration gas fraction\u001b[39;49;00m\n\u001b[32m 6\u001b[39m \u001b[43m \u001b[49m\u001b[43mMstar_sigma\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m0.0\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;66;43;03m# 0σ offset from stellar mass function\u001b[39;49;00m\n\u001b[32m 7\u001b[39m \u001b[43m \u001b[49m\u001b[43mjet_fraction\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m0.0\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;66;43;03m# pure thermal AGN feedback\u001b[39;49;00m\n\u001b[32m 8\u001b[39m \u001b[43m)\u001b[49m\n\u001b[32m 9\u001b[39m \u001b[38;5;28mprint\u001b[39m(\u001b[33m\"\u001b[39m\u001b[33mFLAMINGO k range:\u001b[39m\u001b[33m\"\u001b[39m, pert_flamingo.k[[\u001b[32m0\u001b[39m, -\u001b[32m1\u001b[39m]], \u001b[33m\"\u001b[39m\u001b[33mh/Mpc\u001b[39m\u001b[33m\"\u001b[39m)\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/miniforge3/envs/cloe-org-env-v2026.1/lib/python3.12/site-packages/cloelib/cosmology/FlamingoBaryonResponseEmulator_cosmology.py:111\u001b[39m, in \u001b[36mCAMBNonLinearFLAMINGOPerturbations.__init__\u001b[39m\u001b[34m(self, background, redshifts, fgas_sigma, Mstar_sigma, jet_fraction, nonlinear_model)\u001b[39m\n\u001b[32m 101\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34m__init__\u001b[39m(\n\u001b[32m 102\u001b[39m \u001b[38;5;28mself\u001b[39m,\n\u001b[32m 103\u001b[39m background: Background,\n\u001b[32m (...)\u001b[39m\u001b[32m 108\u001b[39m nonlinear_model: Optional[\u001b[38;5;28mstr\u001b[39m] = \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[32m 109\u001b[39m ) -> \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[32m 110\u001b[39m \u001b[38;5;250m \u001b[39m\u001b[33;03m\"\"\"Initialize with baryonic boost capabilities.\"\"\"\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m111\u001b[39m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m.\u001b[49m\u001b[34;43m__init__\u001b[39;49m\u001b[43m(\u001b[49m\n\u001b[32m 112\u001b[39m \u001b[43m \u001b[49m\u001b[43mfgas_sigma\u001b[49m\u001b[43m=\u001b[49m\u001b[43mfgas_sigma\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 113\u001b[39m \u001b[43m \u001b[49m\u001b[43mMstar_sigma\u001b[49m\u001b[43m=\u001b[49m\u001b[43mMstar_sigma\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 114\u001b[39m \u001b[43m \u001b[49m\u001b[43mjet_fraction\u001b[49m\u001b[43m=\u001b[49m\u001b[43mjet_fraction\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 115\u001b[39m \u001b[43m \u001b[49m\u001b[43mbackground\u001b[49m\u001b[43m=\u001b[49m\u001b[43mbackground\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 116\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 118\u001b[39m \u001b[38;5;28mself\u001b[39m.background = background\n\u001b[32m 119\u001b[39m \u001b[38;5;28mself\u001b[39m.kmax = \u001b[32m500\u001b[39m\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/miniforge3/envs/cloe-org-env-v2026.1/lib/python3.12/site-packages/cloelib/cosmology/FlamingoBaryonResponseEmulator_cosmology.py:40\u001b[39m, in \u001b[36mBaryonBoostMixin.__init__\u001b[39m\u001b[34m(self, fgas_sigma, Mstar_sigma, jet_fraction, *args, **kwargs)\u001b[39m\n\u001b[32m 25\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34m__init__\u001b[39m(\n\u001b[32m 26\u001b[39m \u001b[38;5;28mself\u001b[39m,\n\u001b[32m 27\u001b[39m fgas_sigma: \u001b[38;5;28mfloat\u001b[39m,\n\u001b[32m (...)\u001b[39m\u001b[32m 31\u001b[39m **kwargs,\n\u001b[32m 32\u001b[39m ):\n\u001b[32m 33\u001b[39m \u001b[38;5;250m \u001b[39m\u001b[33;03m\"\"\"Initialize baryonic correction parameters.\u001b[39;00m\n\u001b[32m 34\u001b[39m \n\u001b[32m 35\u001b[39m \u001b[33;03m Args:\u001b[39;00m\n\u001b[32m (...)\u001b[39m\u001b[32m 38\u001b[39m \u001b[33;03m jet_fraction: Fraction of AGN energy in jets (0-1).\u001b[39;00m\n\u001b[32m 39\u001b[39m \u001b[33;03m \"\"\"\u001b[39;00m\n\u001b[32m---> \u001b[39m\u001b[32m40\u001b[39m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m.\u001b[49m\u001b[34;43m__init__\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 41\u001b[39m \u001b[38;5;28mself\u001b[39m.flamingo_emulator = fre.FlamingoBaryonResponseEmulator()\n\u001b[32m 42\u001b[39m \u001b[38;5;28mself\u001b[39m.fgas = fgas_sigma\n", + "\u001b[31mTypeError\u001b[39m: object.__init__() takes exactly one argument (the instance to initialize)" + ] + } + ], + "source": [ + "# FLAMINGO: calibration offsets at fiducial (0, 0) and AGN jet fraction = 0 (thermal)\n", + "pert_flamingo = CAMBNonLinearFLAMINGOPerturbations(\n", + " background=background,\n", + " redshifts=zs,\n", + " fgas_sigma=0.0, # 0σ offset from calibration gas fraction\n", + " Mstar_sigma=0.0, # 0σ offset from stellar mass function\n", + " jet_fraction=0.0, # pure thermal AGN feedback\n", + ")\n", + "print(\"FLAMINGO k range:\", pert_flamingo.k[[0, -1]], \"h/Mpc\")" + ] + }, + { + "cell_type": "markdown", + "id": "b1d5d7fc", + "metadata": {}, + "source": [ + "### 2b — BACCOemu\n", + "\n", + "`BACCOemuNonLinearBaryonicPerturbations` runs the BACCOemu nonlinear emulator\n", + "**twice** at initialisation — once without baryons (DMO) and once with — and\n", + "stores $B(k,z) = P_\\mathrm{baryon}/P_\\mathrm{DMO}$ as a 2-D spline.\n", + "\n", + "The 7 baryonic parameters follow the Aricò et al. (2021) baryonification model.\n", + "Default values (`None`) fall back to the emulator training-set defaults for the\n", + "selected `baryonic_model_name` (e.g. the Burger et al. 2025 best-fit)." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "30d356a0", + "metadata": {}, + "outputs": [ + { + "ename": "AttributeError", + "evalue": "'BACCOemuNonLinearBaryonicPerturbations' object has no attribute 'emu'", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mAttributeError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[15]\u001b[39m\u001b[32m, line 6\u001b[39m\n\u001b[32m 2\u001b[39m linear_baccoemu = BACCOemuLinearPerturbations(background, zs)\n\u001b[32m 4\u001b[39m \u001b[38;5;66;03m# Baryonic perturbations: DMO + baryon ratio pre-computed at init\u001b[39;00m\n\u001b[32m 5\u001b[39m \u001b[38;5;66;03m# All baryonic params are None → emulator's own defaults for \"Burger2025\"\u001b[39;00m\n\u001b[32m----> \u001b[39m\u001b[32m6\u001b[39m pert_bacco = \u001b[43mBACCOemuNonLinearBaryonicPerturbations\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 7\u001b[39m \u001b[43m \u001b[49m\u001b[43mbackground\u001b[49m\u001b[43m=\u001b[49m\u001b[43mbackground\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 8\u001b[39m \u001b[43m \u001b[49m\u001b[43mlinearperturbations\u001b[49m\u001b[43m=\u001b[49m\u001b[43mlinear_baccoemu\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 9\u001b[39m \u001b[43m \u001b[49m\u001b[43mredshifts\u001b[49m\u001b[43m=\u001b[49m\u001b[43mzs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 10\u001b[39m \u001b[43m \u001b[49m\u001b[43mnonlinear_model_name\u001b[49m\u001b[43m=\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mArico2023\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m 11\u001b[39m \u001b[43m \u001b[49m\u001b[43mbaryonic_model_name\u001b[49m\u001b[43m=\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mBurger2025\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m 12\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;66;43;03m# Optionally override individual baryonic params, e.g.:\u001b[39;49;00m\n\u001b[32m 13\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;66;43;03m# M_c=13.0, eta=0.3, beta=0.5\u001b[39;49;00m\n\u001b[32m 14\u001b[39m \u001b[43m)\u001b[49m\n\u001b[32m 15\u001b[39m \u001b[38;5;28mprint\u001b[39m(\u001b[33m\"\u001b[39m\u001b[33mBACCOemu k range:\u001b[39m\u001b[33m\"\u001b[39m, pert_bacco.k[[\u001b[32m0\u001b[39m, -\u001b[32m1\u001b[39m]], \u001b[33m\"\u001b[39m\u001b[33mh/Mpc\u001b[39m\u001b[33m\"\u001b[39m)\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/miniforge3/envs/cloe-org-env-v2026.1/lib/python3.12/site-packages/cloelib/cosmology/baccoemu_cosmology.py:609\u001b[39m, in \u001b[36mBACCOemuNonLinearBaryonicPerturbations.__init__\u001b[39m\u001b[34m(self, background, linearperturbations, redshifts, nonlinear_model_name, baryonic_model_name, M_c, eta, beta, M1_z0_cen, theta_out, theta_inn, M_inn)\u001b[39m\n\u001b[32m 598\u001b[39m \u001b[38;5;28msuper\u001b[39m().\u001b[34m__init__\u001b[39m(\n\u001b[32m 599\u001b[39m background,\n\u001b[32m 600\u001b[39m linearperturbations,\n\u001b[32m (...)\u001b[39m\u001b[32m 604\u001b[39m baryonic_model_name=baryonic_model_name,\n\u001b[32m 605\u001b[39m )\n\u001b[32m 607\u001b[39m \u001b[38;5;66;03m# Reconstruct the emulator k grid (same as in parent __init__)\u001b[39;00m\n\u001b[32m 608\u001b[39m low_k_mask = (\n\u001b[32m--> \u001b[39m\u001b[32m609\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43memu\u001b[49m.emulator[\u001b[33m\"\u001b[39m\u001b[33mlinear\u001b[39m\u001b[33m\"\u001b[39m][\u001b[33m\"\u001b[39m\u001b[33mk\u001b[39m\u001b[33m\"\u001b[39m] < \u001b[38;5;28mself\u001b[39m.emu.emulator[\u001b[33m\"\u001b[39m\u001b[33mnonlinear\u001b[39m\u001b[33m\"\u001b[39m][\u001b[33m\"\u001b[39m\u001b[33mk\u001b[39m\u001b[33m\"\u001b[39m][\u001b[32m0\u001b[39m]\n\u001b[32m 610\u001b[39m )\n\u001b[32m 611\u001b[39m all_k = np.concatenate(\n\u001b[32m 612\u001b[39m (\n\u001b[32m 613\u001b[39m \u001b[38;5;28mself\u001b[39m.emu.emulator[\u001b[33m\"\u001b[39m\u001b[33mlinear\u001b[39m\u001b[33m\"\u001b[39m][\u001b[33m\"\u001b[39m\u001b[33mk\u001b[39m\u001b[33m\"\u001b[39m][low_k_mask],\n\u001b[32m 614\u001b[39m \u001b[38;5;28mself\u001b[39m.emu.emulator[\u001b[33m\"\u001b[39m\u001b[33mnonlinear\u001b[39m\u001b[33m\"\u001b[39m][\u001b[33m\"\u001b[39m\u001b[33mk\u001b[39m\u001b[33m\"\u001b[39m],\n\u001b[32m 615\u001b[39m )\n\u001b[32m 616\u001b[39m )\n\u001b[32m 618\u001b[39m \u001b[38;5;66;03m# Recover the emulator z grid (params_emu[\"expfactor\"] was not rebound by extend_spectra)\u001b[39;00m\n", + "\u001b[31mAttributeError\u001b[39m: 'BACCOemuNonLinearBaryonicPerturbations' object has no attribute 'emu'" + ] + } + ], + "source": [ + "# BACCOemu needs a linear-perturbations object first\n", + "linear_baccoemu = BACCOemuLinearPerturbations(background, zs)\n", + "\n", + "# Baryonic perturbations: DMO + baryon ratio pre-computed at init\n", + "# All baryonic params are None → emulator's own defaults for \"Burger2025\"\n", + "pert_bacco = BACCOemuNonLinearBaryonicPerturbations(\n", + " background=background,\n", + " linearperturbations=linear_baccoemu,\n", + " redshifts=zs,\n", + " nonlinear_model_name=\"Arico2023\",\n", + " baryonic_model_name=\"Burger2025\",\n", + " # Optionally override individual baryonic params, e.g.:\n", + " # M_c=13.0, eta=0.3, beta=0.5\n", + ")\n", + "print(\"BACCOemu k range:\", pert_bacco.k[[0, -1]], \"h/Mpc\")" + ] + }, + { + "cell_type": "markdown", + "id": "da737c99", + "metadata": {}, + "source": [ + "### 2c — HMcode2020emu\n", + "\n", + "`HMemuNonLinearBaryonicPerturbations` uses a single scalar parameter `log10TAGN`\n", + "(the log₁₀ of the AGN heating temperature in Kelvin) to capture the baryonic\n", + "feedback amplitude. Typical values: 7.6 (weak feedback) – 8.3 (strong feedback).\n", + "\n", + "Again, the DMO and baryonic spectra are both computed at initialisation and their\n", + "ratio is stored as a spline, so run-time overhead is negligible." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "b75098ce", + "metadata": {}, + "outputs": [ + { + "ename": "AttributeError", + "evalue": "'HMemuNonLinearBaryonicPerturbations' object has no attribute 'params_hm_emu'", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mAttributeError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[16]\u001b[39m\u001b[32m, line 5\u001b[39m\n\u001b[32m 2\u001b[39m linear_hmemu = HMemuLinearPerturbations(background, zs)\n\u001b[32m 4\u001b[39m \u001b[38;5;66;03m# Baryonic perturbations with log10TAGN = 7.8 (moderate AGN feedback)\u001b[39;00m\n\u001b[32m----> \u001b[39m\u001b[32m5\u001b[39m pert_hmcode = \u001b[43mHMemuNonLinearBaryonicPerturbations\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 6\u001b[39m \u001b[43m \u001b[49m\u001b[43mbackground\u001b[49m\u001b[43m=\u001b[49m\u001b[43mbackground\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 7\u001b[39m \u001b[43m \u001b[49m\u001b[43mlinearperturbations\u001b[49m\u001b[43m=\u001b[49m\u001b[43mlinear_hmemu\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 8\u001b[39m \u001b[43m \u001b[49m\u001b[43mredshifts\u001b[49m\u001b[43m=\u001b[49m\u001b[43mzs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 9\u001b[39m \u001b[43m \u001b[49m\u001b[43mlog10TAGN\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m7.8\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m 10\u001b[39m \u001b[43m)\u001b[49m\n\u001b[32m 11\u001b[39m \u001b[38;5;28mprint\u001b[39m(\u001b[33m\"\u001b[39m\u001b[33mHMcode2020 k range:\u001b[39m\u001b[33m\"\u001b[39m, pert_hmcode.k[[\u001b[32m0\u001b[39m, -\u001b[32m1\u001b[39m]], \u001b[33m\"\u001b[39m\u001b[33mh/Mpc\u001b[39m\u001b[33m\"\u001b[39m)\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/miniforge3/envs/cloe-org-env-v2026.1/lib/python3.12/site-packages/cloelib/cosmology/HMcode2020Emu_cosmology.py:400\u001b[39m, in \u001b[36mHMemuNonLinearBaryonicPerturbations.__init__\u001b[39m\u001b[34m(self, background, linearperturbations, redshifts, log10TAGN)\u001b[39m\n\u001b[32m 394\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[32m 395\u001b[39m \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mHMcode 2020 NL emulator: log10TAGN=\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mlog10TAGN\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m is out of bounds \u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 396\u001b[39m \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mhm_bounds[\u001b[33m'\u001b[39m\u001b[33mlog10TAGN\u001b[39m\u001b[33m'\u001b[39m]\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m.\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 397\u001b[39m )\n\u001b[32m 399\u001b[39m \u001b[38;5;66;03m# Emulator z grid is stored in params_hm_emu (not rebound by extend_spectra)\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m400\u001b[39m z_emu = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mparams_hm_emu\u001b[49m[\u001b[33m\"\u001b[39m\u001b[33mz\u001b[39m\u001b[33m\"\u001b[39m]\n\u001b[32m 401\u001b[39m nz = \u001b[38;5;28mlen\u001b[39m(z_emu)\n\u001b[32m 403\u001b[39m \u001b[38;5;66;03m# DMO spectrum at the nonlinear k grid\u001b[39;00m\n", + "\u001b[31mAttributeError\u001b[39m: 'HMemuNonLinearBaryonicPerturbations' object has no attribute 'params_hm_emu'" + ] + } + ], + "source": [ + "# HMcode2020emu needs a linear-perturbations object first\n", + "linear_hmemu = HMemuLinearPerturbations(background, zs)\n", + "\n", + "# Baryonic perturbations with log10TAGN = 7.8 (moderate AGN feedback)\n", + "pert_hmcode = HMemuNonLinearBaryonicPerturbations(\n", + " background=background,\n", + " linearperturbations=linear_hmemu,\n", + " redshifts=zs,\n", + " log10TAGN=7.8,\n", + ")\n", + "print(\"HMcode2020 k range:\", pert_hmcode.k[[0, -1]], \"h/Mpc\")" + ] + }, + { + "cell_type": "markdown", + "id": "c66a2507", + "metadata": {}, + "source": [ + "## 3 — Comparing the baryonic suppression $B(k, z)$\n", + "\n", + "All three classes expose `baryonic_suppression(zs, ks)` which returns\n", + "$B(k, z) = P_\\mathrm{hydro}(k,z)/P_\\mathrm{DMO}(k,z)$.\n", + "Below we compare them at three representative redshifts." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "443d4ca0", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "<>:29: SyntaxWarning: invalid escape sequence '\\m'\n", + "<>:29: SyntaxWarning: invalid escape sequence '\\m'\n", + "/var/folders/b1/qymrqldd3fdbp79s76djm9240000gn/T/ipykernel_63589/3179976956.py:29: SyntaxWarning: invalid escape sequence '\\m'\n", + " ax.semilogx(k_plot, B_hmcode, label=\"HMcode2020 ($T_{\\mathrm{AGN}}=10^{7.8}$ K)\",\n" + ] + }, + { + "ename": "NameError", + "evalue": "name 'pert_flamingo' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mNameError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[17]\u001b[39m\u001b[32m, line 14\u001b[39m\n\u001b[32m 11\u001b[39m zv = np.array([z_val])\n\u001b[32m 13\u001b[39m \u001b[38;5;66;03m# FLAMINGO: baryonic_suppression is called with k in h/Mpc (k_hunit=True)\u001b[39;00m\n\u001b[32m---> \u001b[39m\u001b[32m14\u001b[39m B_flamingo = \u001b[43mpert_flamingo\u001b[49m.baryonic_suppression(zv, k_plot, k_hunit=\u001b[38;5;28;01mTrue\u001b[39;00m)[\u001b[32m0\u001b[39m]\n\u001b[32m 16\u001b[39m \u001b[38;5;66;03m# BACCOemu: k stored internally in h/Mpc, suppression also in h/Mpc\u001b[39;00m\n\u001b[32m 17\u001b[39m k_bacco = k_plot * background.h / background.h \u001b[38;5;66;03m# no change; already h/Mpc\u001b[39;00m\n", + "\u001b[31mNameError\u001b[39m: name 'pert_flamingo' is not defined" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Shared k grid for comparison (in h/Mpc, as used by cloelib internally)\n", + "k_plot = np.logspace(-2, 1.5, 200)\n", + "\n", + "z_slices = [0.0, 0.5, 1.0]\n", + "\n", + "fig, axes = plt.subplots(1, 3, figsize=(15, 5), sharey=True)\n", + "\n", + "colors = {\"FLAMINGO\": \"#e6194B\", \"BACCOemu\": \"#3cb44b\", \"HMcode2020\": \"#4363d8\"}\n", + "\n", + "for ax, z_val in zip(axes, z_slices):\n", + " zv = np.array([z_val])\n", + "\n", + " # FLAMINGO: baryonic_suppression is called with k in h/Mpc (k_hunit=True)\n", + " B_flamingo = pert_flamingo.baryonic_suppression(zv, k_plot, k_hunit=True)[0]\n", + "\n", + " # BACCOemu: k stored internally in h/Mpc, suppression also in h/Mpc\n", + " k_bacco = k_plot * background.h / background.h # no change; already h/Mpc\n", + " B_bacco = pert_bacco.baryonic_suppression(\n", + " zv, k_plot * background.h, k_hunit=False\n", + " )[0] # pass 1/Mpc (default)\n", + "\n", + " # HMcode2020: same convention\n", + " B_hmcode = pert_hmcode.baryonic_suppression(\n", + " zv, k_plot * background.h, k_hunit=False\n", + " )[0]\n", + "\n", + " ax.semilogx(k_plot, B_flamingo, label=\"FLAMINGO\", color=colors[\"FLAMINGO\"])\n", + " ax.semilogx(k_plot, B_bacco, label=\"BACCOemu\", color=colors[\"BACCOemu\"])\n", + " ax.semilogx(k_plot, B_hmcode, label=\"HMcode2020 ($T_{\\mathrm{AGN}}=10^{7.8}$ K)\",\n", + " color=colors[\"HMcode2020\"])\n", + "\n", + " ax.axhline(1.0, color=\"gray\", lw=1, ls=\"--\")\n", + " ax.set_title(f\"$z = {z_val}$\")\n", + " ax.set_xlabel(r\"$k\\;[h\\,\\mathrm{Mpc}^{-1}]$\")\n", + " ax.tick_params(direction=\"in\")\n", + "\n", + "axes[0].set_ylabel(r\"$B(k,z) = P_\\mathrm{hydro}\\,/\\,P_\\mathrm{DMO}$\")\n", + "axes[0].legend(frameon=False, fontsize=12)\n", + "axes[0].set_ylim(0.7, 1.05)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "3c0f9ceb", + "metadata": {}, + "source": [ + "## 4 — Effect on $P(k)$: baryon vs. DMO\n", + "\n", + "Let's also look at the total matter power spectrum with and without baryonic\n", + "suppression at a single benchmark redshift $z = 0.5$." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "c36a3f8c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Note: redshifts have been re-sorted (earliest first)\n" + ] + }, + { + "ename": "NameError", + "evalue": "name 'pert_flamingo' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mNameError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[18]\u001b[39m\u001b[32m, line 10\u001b[39m\n\u001b[32m 7\u001b[39m k_eval = pert_dmo.k\n\u001b[32m 9\u001b[39m Pk_dmo = pert_dmo.matter_power_spectrum(z_ref, k_eval)[\u001b[32m0\u001b[39m]\n\u001b[32m---> \u001b[39m\u001b[32m10\u001b[39m Pk_flamingo = \u001b[43mpert_flamingo\u001b[49m.matter_power_spectrum(z_ref, k_eval)[\u001b[32m0\u001b[39m]\n\u001b[32m 11\u001b[39m Pk_bacco = pert_bacco.matter_power_spectrum(z_ref, k_eval)[\u001b[32m0\u001b[39m]\n\u001b[32m 12\u001b[39m Pk_hmcode = pert_hmcode.matter_power_spectrum(z_ref, k_eval)[\u001b[32m0\u001b[39m]\n", + "\u001b[31mNameError\u001b[39m: name 'pert_flamingo' is not defined" + ] + } + ], + "source": [ + "# DMO baseline: CAMB nonlinear (no baryons)\n", + "pert_dmo = CAMBNonLinearPerturbations(background=background, redshifts=zs)\n", + "\n", + "z_ref = np.array([0.5])\n", + "\n", + "# Evaluation k (1/Mpc, the internal convention of cloelib)\n", + "k_eval = pert_dmo.k\n", + "\n", + "Pk_dmo = pert_dmo.matter_power_spectrum(z_ref, k_eval)[0]\n", + "Pk_flamingo = pert_flamingo.matter_power_spectrum(z_ref, k_eval)[0]\n", + "Pk_bacco = pert_bacco.matter_power_spectrum(z_ref, k_eval)[0]\n", + "Pk_hmcode = pert_hmcode.matter_power_spectrum(z_ref, k_eval)[0]\n", + "\n", + "fig, ax = plt.subplots(figsize=(9, 5))\n", + "\n", + "ax.loglog(k_eval, Pk_dmo, \"k--\", label=\"DMO (CAMB Takahashi)\", lw=2)\n", + "ax.loglog(k_eval, Pk_flamingo, color=colors[\"FLAMINGO\"], label=\"FLAMINGO\")\n", + "ax.loglog(k_eval, Pk_bacco, color=colors[\"BACCOemu\"], label=\"BACCOemu\")\n", + "ax.loglog(k_eval, Pk_hmcode, color=colors[\"HMcode2020\"], label=\"HMcode2020\")\n", + "\n", + "ax.set_xlabel(r\"$k\\;[\\mathrm{Mpc}^{-1}]$\")\n", + "ax.set_ylabel(r\"$P(k)\\;[\\mathrm{Mpc}^3]$\")\n", + "ax.set_title(r\"Matter power spectrum at $z = 0.5$\")\n", + "ax.legend(frameon=False)\n", + "ax.tick_params(direction=\"in\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "16e4e12e", + "metadata": {}, + "source": [ + "## 5 — Galaxy redshift distributions $n(z)$\n", + "\n", + "We build simple toy redshift distributions for 6 tomographic bins to be used\n", + "for the tracer and $C_\\ell$ computation in the next section." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "dc895547", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n_bins = 6\n", + "z_centers = np.linspace(0.3, 1.8, n_bins)\n", + "dndz_width = 0.15\n", + "\n", + "# Gaussian n(z) for each bin, normalised to unit area\n", + "raw_nz = np.array([np.exp(-0.5 * ((zs - zc) / dndz_width) ** 2) for zc in z_centers])\n", + "\n", + "# Normalise\n", + "dndz = np.array([nz / integrate.trapezoid(nz, zs) for nz in raw_nz])\n", + "\n", + "# Plot\n", + "fig, ax = plt.subplots(figsize=(9, 4))\n", + "palette = sns.color_palette(\"rocket\", n_bins)\n", + "for i, (nz, color) in enumerate(zip(dndz, palette)):\n", + " ax.plot(zs, nz, color=color, label=f\"bin {i+1}\")\n", + "ax.set_xlabel(r\"$z$\")\n", + "ax.set_ylabel(r\"$n(z)$\")\n", + "ax.legend(frameon=False, ncol=2, fontsize=12)\n", + "ax.tick_params(direction=\"in\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "021a3b34", + "metadata": {}, + "source": [ + "## 6 — Tracers and $C_\\ell$s\n", + "\n", + "We build `ShearTracer` and `PositionsTracer` objects and compute the 3×2pt\n", + "angular power spectra. The key point is that **every baryonic perturbations\n", + "object is a drop-in replacement** for the DMO one; the tracer and\n", + "`AngularTwoPoint` API is identical regardless of the backend.\n", + "\n", + "> **Reading the $C_\\ell$ dictionary** \n", + "> `AngularTwoPoint.get_Cl(ells, 0, ks)` returns a dict keyed by\n", + "> `(probe1, probe2, bin_i, bin_j)`, e.g. `cells['SHE', 'SHE', 1, 1]`.\n", + "> `'SHE'` = cosmic shear (E-mode), `'POS'` = galaxy clustering." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "1647d48a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Computing C_ells for all backends…\n" + ] + }, + { + "ename": "NameError", + "evalue": "name 'pert_flamingo' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mNameError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[23]\u001b[39m\u001b[32m, line 43\u001b[39m\n\u001b[32m 41\u001b[39m \u001b[38;5;28mprint\u001b[39m(\u001b[33m\"\u001b[39m\u001b[33mComputing C_ells for all backends…\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m 42\u001b[39m cells_dmo = build_cells(pert_dmo)\n\u001b[32m---> \u001b[39m\u001b[32m43\u001b[39m cells_flamingo = build_cells(\u001b[43mpert_flamingo\u001b[49m)\n\u001b[32m 44\u001b[39m cells_bacco = build_cells(pert_bacco)\n\u001b[32m 45\u001b[39m cells_hmcode = build_cells(pert_hmcode)\n", + "\u001b[31mNameError\u001b[39m: name 'pert_flamingo' is not defined" + ] + } + ], + "source": [ + "nuisance_pos = {\n", + " \"b1_photo_poly0\": 1.0, \"b1_photo_poly1\": 0.0,\n", + " \"b1_photo_poly2\": 0.0, \"b1_photo_poly3\": 0.0,\n", + " **{f\"magnification_bias_{i}\": 0.0 for i in range(1, n_bins + 1)},\n", + " **{f\"dz_pos_{i}\": 0.0 for i in range(1, n_bins + 1)},\n", + "}\n", + "nuisance_she = {\n", + " \"AIA\": 1.72, \"CIA\": 0.0134, \"EtaIA\": -0.41,\n", + " **{f\"multiplicative_bias_{i}\": 0.0 for i in range(1, n_bins + 1)},\n", + " **{f\"dz_shear_{i}\": 0.0 for i in range(1, n_bins + 1)},\n", + "}\n", + "\n", + "ells = np.logspace(1.0, np.log10(3000), 60)\n", + "\n", + "\n", + "def build_cells(perturbations):\n", + " \"\"\"Return the 3x2pt Cell dict for a given perturbations object.\"\"\"\n", + " tracer_pos = PositionsTracer(\n", + " perturbations=perturbations,\n", + " dndz=dndz,\n", + " z=zs,\n", + " galaxy_bias_model=\"poly\",\n", + " nuisance_params=nuisance_pos,\n", + " )\n", + " tracer_she = ShearTracer(\n", + " perturbations=perturbations,\n", + " dndz=dndz,\n", + " z=zs,\n", + " nuisance_params=nuisance_she,\n", + " )\n", + " tp_gg = AngularTwoPoint(tracer_pos, tracer_pos)\n", + " tp_gs = AngularTwoPoint(tracer_pos, tracer_she)\n", + " tp_ss = AngularTwoPoint(tracer_she, tracer_she)\n", + " return {\n", + " **tp_gg.get_Cl(ells, 0, perturbations.k),\n", + " **tp_gs.get_Cl(ells, 0, perturbations.k),\n", + " **tp_ss.get_Cl(ells, 0, perturbations.k),\n", + " }\n", + "\n", + "\n", + "print(\"Computing C_ells for all backends…\")\n", + "cells_dmo = build_cells(pert_dmo)\n", + "cells_flamingo = build_cells(pert_flamingo)\n", + "cells_bacco = build_cells(pert_bacco)\n", + "cells_hmcode = build_cells(pert_hmcode)\n", + "print(\"Done.\")" + ] + }, + { + "cell_type": "markdown", + "id": "0d0e6301", + "metadata": {}, + "source": [ + "### 6a — Weak-lensing auto-spectra $C_\\ell^{\\gamma\\gamma}$\n", + "\n", + "The diagonal bins show the effect most clearly. At high $\\ell$ all baryonic\n", + "backends suppress power relative to DMO, with FLAMINGO typically showing the\n", + "largest suppression at $z \\sim 0$ and BACCOemu the flattest response." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "2714acc5", + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'cells_flamingo' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mNameError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[24]\u001b[39m\u001b[32m, line 10\u001b[39m\n\u001b[32m 7\u001b[39m key = (\u001b[33m\"\u001b[39m\u001b[33mSHE\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mSHE\u001b[39m\u001b[33m\"\u001b[39m, i, i)\n\u001b[32m 9\u001b[39m Cl_dmo = cells_dmo[key][\u001b[32m0\u001b[39m, \u001b[32m0\u001b[39m]\n\u001b[32m---> \u001b[39m\u001b[32m10\u001b[39m Cl_flamingo = \u001b[43mcells_flamingo\u001b[49m[key][\u001b[32m0\u001b[39m, \u001b[32m0\u001b[39m]\n\u001b[32m 11\u001b[39m Cl_bacco = cells_bacco[key][\u001b[32m0\u001b[39m, \u001b[32m0\u001b[39m]\n\u001b[32m 12\u001b[39m Cl_hmcode = cells_hmcode[key][\u001b[32m0\u001b[39m, \u001b[32m0\u001b[39m]\n", + "\u001b[31mNameError\u001b[39m: name 'cells_flamingo' is not defined" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "fig, axes = plt.subplots(2, 3, figsize=(15, 9), sharex=True)\n", + "axes = axes.flatten()\n", + "palette_bins = sns.color_palette(\"mako\", n_bins)\n", + "\n", + "for idx, i in enumerate(range(1, n_bins + 1)):\n", + " ax = axes[idx]\n", + " key = (\"SHE\", \"SHE\", i, i)\n", + "\n", + " Cl_dmo = cells_dmo[key][0, 0]\n", + " Cl_flamingo = cells_flamingo[key][0, 0]\n", + " Cl_bacco = cells_bacco[key][0, 0]\n", + " Cl_hmcode = cells_hmcode[key][0, 0]\n", + " ell = cells_dmo[key].ell\n", + "\n", + " norm = ell * (2 * ell + 1)\n", + "\n", + " ax.loglog(ell, norm * Cl_dmo, \"k--\", lw=2, label=\"DMO\")\n", + " ax.loglog(ell, norm * Cl_flamingo, color=colors[\"FLAMINGO\"], label=\"FLAMINGO\")\n", + " ax.loglog(ell, norm * Cl_bacco, color=colors[\"BACCOemu\"], label=\"BACCOemu\")\n", + " ax.loglog(ell, norm * Cl_hmcode, color=colors[\"HMcode2020\"], label=\"HMcode2020\")\n", + "\n", + " ax.set_title(f\"bin {i} ($z_c = {z_centers[idx]:.1f}$)\")\n", + " ax.tick_params(direction=\"in\")\n", + " ax.set_xlabel(r\"$\\ell$\")\n", + " ax.set_ylabel(r\"$\\ell(2\\ell+1)\\,C_\\ell^{\\gamma\\gamma}$\")\n", + "\n", + "axes[0].legend(frameon=False, fontsize=11)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "be8f6801", + "metadata": {}, + "source": [ + "### 6b — Fractional baryonic effect $\\Delta C_\\ell / C_\\ell^{\\rm DMO}$\n", + "\n", + "Plotting the fractional difference with respect to the DMO baseline makes the\n", + "effect of each backend immediately comparable." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "b29bdcef", + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'cells_flamingo' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mNameError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[25]\u001b[39m\u001b[32m, line 12\u001b[39m\n\u001b[32m 8\u001b[39m Cl_dmo = cells_dmo[key][\u001b[32m0\u001b[39m, \u001b[32m0\u001b[39m]\n\u001b[32m 9\u001b[39m ell = cells_dmo[key].ell\n\u001b[32m 11\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m label, cells_dict, color \u001b[38;5;129;01min\u001b[39;00m [\n\u001b[32m---> \u001b[39m\u001b[32m12\u001b[39m (\u001b[33m\"\u001b[39m\u001b[33mFLAMINGO\u001b[39m\u001b[33m\"\u001b[39m, \u001b[43mcells_flamingo\u001b[49m, colors[\u001b[33m\"\u001b[39m\u001b[33mFLAMINGO\u001b[39m\u001b[33m\"\u001b[39m]),\n\u001b[32m 13\u001b[39m (\u001b[33m\"\u001b[39m\u001b[33mBACCOemu\u001b[39m\u001b[33m\"\u001b[39m, cells_bacco, colors[\u001b[33m\"\u001b[39m\u001b[33mBACCOemu\u001b[39m\u001b[33m\"\u001b[39m]),\n\u001b[32m 14\u001b[39m (\u001b[33m\"\u001b[39m\u001b[33mHMcode2020\u001b[39m\u001b[33m\"\u001b[39m, cells_hmcode, colors[\u001b[33m\"\u001b[39m\u001b[33mHMcode2020\u001b[39m\u001b[33m\"\u001b[39m]),\n\u001b[32m 15\u001b[39m ]:\n\u001b[32m 16\u001b[39m Cl = cells_dict[key][\u001b[32m0\u001b[39m, \u001b[32m0\u001b[39m]\n\u001b[32m 17\u001b[39m ax.semilogx(ell, (Cl - Cl_dmo) / Cl_dmo * \u001b[32m100\u001b[39m, color=color, label=label)\n", + "\u001b[31mNameError\u001b[39m: name 'cells_flamingo' is not defined" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(2, 3, figsize=(15, 9), sharex=True)\n", + "axes = axes.flatten()\n", + "\n", + "for idx, i in enumerate(range(1, n_bins + 1)):\n", + " ax = axes[idx]\n", + " key = (\"SHE\", \"SHE\", i, i)\n", + "\n", + " Cl_dmo = cells_dmo[key][0, 0]\n", + " ell = cells_dmo[key].ell\n", + "\n", + " for label, cells_dict, color in [\n", + " (\"FLAMINGO\", cells_flamingo, colors[\"FLAMINGO\"]),\n", + " (\"BACCOemu\", cells_bacco, colors[\"BACCOemu\"]),\n", + " (\"HMcode2020\", cells_hmcode, colors[\"HMcode2020\"]),\n", + " ]:\n", + " Cl = cells_dict[key][0, 0]\n", + " ax.semilogx(ell, (Cl - Cl_dmo) / Cl_dmo * 100, color=color, label=label)\n", + "\n", + " ax.axhline(0, color=\"gray\", lw=1, ls=\"--\")\n", + " ax.set_title(f\"bin {i} ($z_c = {z_centers[idx]:.1f}$)\")\n", + " ax.set_xlabel(r\"$\\ell$\")\n", + " ax.set_ylabel(r\"$\\Delta C_\\ell^{\\gamma\\gamma} / C_\\ell^{\\rm DMO}\\,[\\%]$\")\n", + " ax.tick_params(direction=\"in\")\n", + "\n", + "axes[0].legend(frameon=False, fontsize=12)\n", + "plt.suptitle(\n", + " r\"Fractional baryonic effect on $C_\\ell^{\\gamma\\gamma}$ per tomographic bin\",\n", + " fontsize=15, y=1.01,\n", + ")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "cfb8834e", + "metadata": {}, + "source": [ + "### 6c — Galaxy clustering auto-spectra $C_\\ell^{gg}$\n", + "\n", + "Baryonic effects on galaxy clustering are much smaller because the galaxy bias\n", + "suppresses the response, but they are non-zero at high $\\ell$." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d232004b", + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'n_bins' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mNameError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[11]\u001b[39m\u001b[32m, line 4\u001b[39m\n\u001b[32m 1\u001b[39m fig, axes = plt.subplots(\u001b[32m2\u001b[39m, \u001b[32m3\u001b[39m, figsize=(\u001b[32m15\u001b[39m, \u001b[32m9\u001b[39m), sharex=\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[32m 2\u001b[39m axes = axes.flatten()\n\u001b[32m----> \u001b[39m\u001b[32m4\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m idx, i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(\u001b[38;5;28mrange\u001b[39m(\u001b[32m1\u001b[39m, \u001b[43mn_bins\u001b[49m + \u001b[32m1\u001b[39m)):\n\u001b[32m 5\u001b[39m ax = axes[idx]\n\u001b[32m 6\u001b[39m key = (\u001b[33m\"\u001b[39m\u001b[33mPOS\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mPOS\u001b[39m\u001b[33m\"\u001b[39m, i, i)\n", + "\u001b[31mNameError\u001b[39m: name 'n_bins' is not defined" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(2, 3, figsize=(15, 9), sharex=True)\n", + "axes = axes.flatten()\n", + "\n", + "for idx, i in enumerate(range(1, n_bins + 1)):\n", + " ax = axes[idx]\n", + " key = (\"POS\", \"POS\", i, i)\n", + "\n", + " Cl_dmo = cells_dmo[key]\n", + " ell = Cl_dmo.ell\n", + "\n", + " ax.loglog(ell, ell * (2 * ell + 1) * Cl_dmo, \"k--\", lw=2, label=\"DMO\")\n", + " for label, cells_dict, color in [\n", + " (\"FLAMINGO\", cells_flamingo, colors[\"FLAMINGO\"]),\n", + " (\"BACCOemu\", cells_bacco, colors[\"BACCOemu\"]),\n", + " (\"HMcode2020\", cells_hmcode, colors[\"HMcode2020\"]),\n", + " ]:\n", + " ax.loglog(ell, ell * (2 * ell + 1) * cells_dict[key], color=color, label=label)\n", + "\n", + " ax.set_title(f\"bin {i} ($z_c = {z_centers[idx]:.1f}$)\")\n", + " ax.set_xlabel(r\"$\\ell$\")\n", + " ax.set_ylabel(r\"$\\ell(2\\ell+1)\\,C_\\ell^{gg}$\")\n", + " ax.tick_params(direction=\"in\")\n", + "\n", + "axes[0].legend(frameon=False, fontsize=12)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "c3d2ed7a", + "metadata": {}, + "source": [ + "## 7 — Implementing your own `BaryonBoostMixin`\n", + "\n", + "If you want to plug in a custom baryonic suppression model (e.g. from a\n", + "simulation suite, a fitting formula, or another emulator), you only need to:\n", + "\n", + "1. Subclass `BaryonBoostMixin` from `cloelib.cosmology.cosmology`.\n", + "2. Implement `baryonic_suppression(zs, ks, k_hunit=False)` returning an\n", + " `np.ndarray` of shape `(nz, nk)`.\n", + "3. Combine with any base perturbation class using Python's MRO:\n", + " `class MyPerturbations(MyBoostMixin, SomeNonLinearPerturbations)`.\n", + "4. Override `matter_power_spectrum` to call both parents.\n", + "\n", + "```python\n", + "from cloelib.cosmology.cosmology import BaryonBoostMixin\n", + "from cloelib.cosmology.camb_cosmology import CAMBNonLinearPerturbations\n", + "\n", + "class FittingFormulaBaryonMixin(BaryonBoostMixin):\n", + " \\\"\\\"\\\"Baryon suppression from Mead et al. (2015) fitting formula.\\\"\\\"\\\"\n", + "\n", + " def __init__(self, A_baryon: float = 3.13, eta_baryon: float = 0.603):\n", + " self.A_baryon = A_baryon\n", + " self.eta_baryon = eta_baryon\n", + "\n", + " def baryonic_suppression(self, zs, ks, k_hunit=False):\n", + " import numpy as np\n", + " zs = np.atleast_1d(zs)\n", + " ks = np.atleast_1d(ks)\n", + " if k_hunit:\n", + " ks = ks * self.background.h\n", + " # Simple illustrative formula: B(k) = 1 - A*(k/10)^eta (z-independent)\n", + " B = 1.0 - self.A_baryon * (ks / 10.0) ** self.eta_baryon\n", + " return np.clip(B, 0.0, 1.0)[np.newaxis, :] * np.ones((len(zs), 1))\n", + "\n", + "\n", + "class CAMBFittingFormulaPerturbations(FittingFormulaBaryonMixin, CAMBNonLinearPerturbations):\n", + " def __init__(self, background, redshifts, A_baryon=3.13, eta_baryon=0.603):\n", + " CAMBNonLinearPerturbations.__init__(self, background, redshifts)\n", + " FittingFormulaBaryonMixin.__init__(self, A_baryon, eta_baryon)\n", + "\n", + " def matter_power_spectrum(self, zs, ks, hubble_units=False, k_hunit=False):\n", + " pk = CAMBNonLinearPerturbations.matter_power_spectrum(\n", + " self, zs, ks, hubble_units=hubble_units, k_hunit=k_hunit\n", + " )\n", + " return pk * self.baryonic_suppression(zs, ks, k_hunit=k_hunit)\n", + "```\n", + "\n", + "> **Important:** the `baryonic_suppression` Protocol method must accept `k_hunit`\n", + "> to be compatible with the FLAMINGO backend (which uses h/Mpc internally).\n", + "> For BACCOemu/HMcode2020-style backends where the ratio is stored as a 1/Mpc\n", + "> spline, pass `k_hunit=False` and convert yourself." + ] + }, + { + "cell_type": "markdown", + "id": "1eeb9c5a", + "metadata": {}, + "source": [ + "## Summary\n", + "\n", + "| | FLAMINGO | BACCOemu | HMcode2020 |\n", + "|--|----------|----------|------------|\n", + "| **Base perturbations** | CAMB nonlinear | BACCOemu nonlinear | HMcode2020emu nonlinear |\n", + "| **Baryonic params** | `fgas_sigma`, `Mstar_sigma`, `jet_fraction` | `M_c`, `eta`, `beta`, `M1_z0_cen`, `theta_out`, `theta_inn`, `M_inn` | `log10TAGN` |\n", + "| **Ratio pre-computed?** | No (per-z call to FRE at evaluation time) | Yes (bivariate spline at init) | Yes (bivariate spline at init) |\n", + "| **k units in `baryonic_suppression`** | h/Mpc (`k_hunit=True`) | 1/Mpc (default) | 1/Mpc (default) |\n", + "| **Valid $z$ range** | 0 – 3 | emulator bounds | emulator bounds |\n", + "\n", + "All three classes are `Perturbations`-compatible and can be passed directly to any\n", + "`cloelib` tracer or likelihood." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "cloe-org-env-v2026.1", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From ab31db1db77e3cc93c28efef4fc1ac1d1ce3c91a Mon Sep 17 00:00:00 2001 From: gcanasherrera Date: Thu, 26 Mar 2026 15:37:51 +0100 Subject: [PATCH 2/3] added new baryon_boost.ipynb --- tutorials/cosmology/baryon_boost.ipynb | 548 ++++++++++++++++--------- 1 file changed, 347 insertions(+), 201 deletions(-) diff --git a/tutorials/cosmology/baryon_boost.ipynb b/tutorials/cosmology/baryon_boost.ipynb index a2207fb..ce5a094 100644 --- a/tutorials/cosmology/baryon_boost.ipynb +++ b/tutorials/cosmology/baryon_boost.ipynb @@ -34,17 +34,51 @@ "> auto-power spectra with and without baryonic suppression." ] }, + { + "cell_type": "markdown", + "id": "66181441", + "metadata": {}, + "source": [ + "#### Summary\n", + "\n", + "| | FLAMINGO | BACCOemu | HMcode2020 |\n", + "|--|----------|----------|------------|\n", + "| **Base perturbations** | CAMB nonlinear | BACCOemu nonlinear | HMcode2020emu nonlinear |\n", + "| **Baryonic params** | `fgas_sigma`, `Mstar_sigma`, `jet_fraction` | `M_c`, `eta`, `beta`, `M1_z0_cen`, `theta_out`, `theta_inn`, `M_inn` | `log10TAGN` |\n", + "| **Ratio pre-computed?** | No (per-z call to FRE at evaluation time) | Yes (bivariate spline at init) | Yes (bivariate spline at init) |\n", + "| **k units in `baryonic_suppression`** | h/Mpc (`k_hunit=True`) | 1/Mpc (default) | 1/Mpc (default) |\n", + "| **Valid $z$ range** | 0 – 3 | emulator bounds | emulator bounds |\n", + "\n", + "All three classes are `Perturbations`-compatible and can be passed directly to any\n", + "`cloelib` tracer or likelihood." + ] + }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "id": "23c0b0d7", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/Users/guadalupecanasherrera/miniforge3/envs/cloe-org-env-v2026.1/lib/python3.12/site-packages/HMcode2020Emu\n", + "Loading linear emulator...\n", + "Linear emulator loaded in memory.\n", + "Loading nonlinear emulator...\n", + "Non-linear emulator loaded in memory.\n", + "Loading linear emulator...\n", + "Baryonic boost emulator loaded in memory.\n", + "Loading sigma8 emulator...\n", + "Linear emulator loaded in memory.\n" + ] + } + ], "source": [ "# General imports\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", - "import matplotlib.colors as mcolors\n", "import seaborn as sns\n", "from scipy import integrate\n", "\n", @@ -61,7 +95,6 @@ "from cloelib.cosmology.camb_cosmology import CAMBBackground\n", "from cloelib.cosmology.HMcode2020Emu_cosmology import (\n", " HMemuLinearPerturbations,\n", - " HMemuNonLinearPerturbations,\n", " HMemuNonLinearBaryonicPerturbations,\n", ")\n", "from cloelib.cosmology.baccoemu_cosmology import (\n", @@ -75,7 +108,7 @@ "from cloelib.cosmology.camb_cosmology import CAMBNonLinearPerturbations\n", "\n", "from cloelib.observables.photo import ShearTracer, PositionsTracer\n", - "from cloelib.summary_statistics.angular_two_point import AngularTwoPoint" + "from cloelib.summary_statistics.angular_two_point import AngularTwoPoint\n" ] }, { @@ -91,7 +124,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 2, "id": "fee6079c", "metadata": {}, "outputs": [ @@ -127,8 +160,14 @@ "id": "a036e448", "metadata": {}, "source": [ - "## 2 — Building baryonic Perturbations objects\n", - "\n", + "## 2 — Building baryonic Perturbations objects" + ] + }, + { + "cell_type": "markdown", + "id": "9c2a943b", + "metadata": {}, + "source": [ "### 2a — FLAMINGO (CAMB back-end)\n", "\n", "`CAMBNonLinearFLAMINGOPerturbations` combines a standard CAMB nonlinear run with\n", @@ -146,21 +185,16 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 3, "id": "1e2296d5", "metadata": {}, "outputs": [ { - "ename": "TypeError", - "evalue": "object.__init__() takes exactly one argument (the instance to initialize)", - "output_type": "error", - "traceback": [ - "\u001b[31m---------------------------------------------------------------------------\u001b[39m", - "\u001b[31mTypeError\u001b[39m Traceback (most recent call last)", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[13]\u001b[39m\u001b[32m, line 2\u001b[39m\n\u001b[32m 1\u001b[39m \u001b[38;5;66;03m# FLAMINGO: calibration offsets at fiducial (0, 0) and AGN jet fraction = 0 (thermal)\u001b[39;00m\n\u001b[32m----> \u001b[39m\u001b[32m2\u001b[39m pert_flamingo = \u001b[43mCAMBNonLinearFLAMINGOPerturbations\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 3\u001b[39m \u001b[43m \u001b[49m\u001b[43mbackground\u001b[49m\u001b[43m=\u001b[49m\u001b[43mbackground\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 4\u001b[39m \u001b[43m \u001b[49m\u001b[43mredshifts\u001b[49m\u001b[43m=\u001b[49m\u001b[43mzs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 5\u001b[39m \u001b[43m \u001b[49m\u001b[43mfgas_sigma\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m0.0\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;66;43;03m# 0σ offset from calibration gas fraction\u001b[39;49;00m\n\u001b[32m 6\u001b[39m \u001b[43m \u001b[49m\u001b[43mMstar_sigma\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m0.0\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;66;43;03m# 0σ offset from stellar mass function\u001b[39;49;00m\n\u001b[32m 7\u001b[39m \u001b[43m \u001b[49m\u001b[43mjet_fraction\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m0.0\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;66;43;03m# pure thermal AGN feedback\u001b[39;49;00m\n\u001b[32m 8\u001b[39m \u001b[43m)\u001b[49m\n\u001b[32m 9\u001b[39m \u001b[38;5;28mprint\u001b[39m(\u001b[33m\"\u001b[39m\u001b[33mFLAMINGO k range:\u001b[39m\u001b[33m\"\u001b[39m, pert_flamingo.k[[\u001b[32m0\u001b[39m, -\u001b[32m1\u001b[39m]], \u001b[33m\"\u001b[39m\u001b[33mh/Mpc\u001b[39m\u001b[33m\"\u001b[39m)\n", - "\u001b[36mFile \u001b[39m\u001b[32m~/miniforge3/envs/cloe-org-env-v2026.1/lib/python3.12/site-packages/cloelib/cosmology/FlamingoBaryonResponseEmulator_cosmology.py:111\u001b[39m, in \u001b[36mCAMBNonLinearFLAMINGOPerturbations.__init__\u001b[39m\u001b[34m(self, background, redshifts, fgas_sigma, Mstar_sigma, jet_fraction, nonlinear_model)\u001b[39m\n\u001b[32m 101\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34m__init__\u001b[39m(\n\u001b[32m 102\u001b[39m \u001b[38;5;28mself\u001b[39m,\n\u001b[32m 103\u001b[39m background: Background,\n\u001b[32m (...)\u001b[39m\u001b[32m 108\u001b[39m nonlinear_model: Optional[\u001b[38;5;28mstr\u001b[39m] = \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[32m 109\u001b[39m ) -> \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[32m 110\u001b[39m \u001b[38;5;250m \u001b[39m\u001b[33;03m\"\"\"Initialize with baryonic boost capabilities.\"\"\"\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m111\u001b[39m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m.\u001b[49m\u001b[34;43m__init__\u001b[39;49m\u001b[43m(\u001b[49m\n\u001b[32m 112\u001b[39m \u001b[43m \u001b[49m\u001b[43mfgas_sigma\u001b[49m\u001b[43m=\u001b[49m\u001b[43mfgas_sigma\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 113\u001b[39m \u001b[43m \u001b[49m\u001b[43mMstar_sigma\u001b[49m\u001b[43m=\u001b[49m\u001b[43mMstar_sigma\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 114\u001b[39m \u001b[43m \u001b[49m\u001b[43mjet_fraction\u001b[49m\u001b[43m=\u001b[49m\u001b[43mjet_fraction\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 115\u001b[39m \u001b[43m \u001b[49m\u001b[43mbackground\u001b[49m\u001b[43m=\u001b[49m\u001b[43mbackground\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 116\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 118\u001b[39m \u001b[38;5;28mself\u001b[39m.background = background\n\u001b[32m 119\u001b[39m \u001b[38;5;28mself\u001b[39m.kmax = \u001b[32m500\u001b[39m\n", - "\u001b[36mFile \u001b[39m\u001b[32m~/miniforge3/envs/cloe-org-env-v2026.1/lib/python3.12/site-packages/cloelib/cosmology/FlamingoBaryonResponseEmulator_cosmology.py:40\u001b[39m, in \u001b[36mBaryonBoostMixin.__init__\u001b[39m\u001b[34m(self, fgas_sigma, Mstar_sigma, jet_fraction, *args, **kwargs)\u001b[39m\n\u001b[32m 25\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34m__init__\u001b[39m(\n\u001b[32m 26\u001b[39m \u001b[38;5;28mself\u001b[39m,\n\u001b[32m 27\u001b[39m fgas_sigma: \u001b[38;5;28mfloat\u001b[39m,\n\u001b[32m (...)\u001b[39m\u001b[32m 31\u001b[39m **kwargs,\n\u001b[32m 32\u001b[39m ):\n\u001b[32m 33\u001b[39m \u001b[38;5;250m \u001b[39m\u001b[33;03m\"\"\"Initialize baryonic correction parameters.\u001b[39;00m\n\u001b[32m 34\u001b[39m \n\u001b[32m 35\u001b[39m \u001b[33;03m Args:\u001b[39;00m\n\u001b[32m (...)\u001b[39m\u001b[32m 38\u001b[39m \u001b[33;03m jet_fraction: Fraction of AGN energy in jets (0-1).\u001b[39;00m\n\u001b[32m 39\u001b[39m \u001b[33;03m \"\"\"\u001b[39;00m\n\u001b[32m---> \u001b[39m\u001b[32m40\u001b[39m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m.\u001b[49m\u001b[34;43m__init__\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 41\u001b[39m \u001b[38;5;28mself\u001b[39m.flamingo_emulator = fre.FlamingoBaryonResponseEmulator()\n\u001b[32m 42\u001b[39m \u001b[38;5;28mself\u001b[39m.fgas = fgas_sigma\n", - "\u001b[31mTypeError\u001b[39m: object.__init__() takes exactly one argument (the instance to initialize)" + "name": "stdout", + "output_type": "stream", + "text": [ + "Note: redshifts have been re-sorted (earliest first)\n", + "FLAMINGO k range: [4.99999995e-05 5.24999957e+02] h/Mpc\n" ] } ], @@ -194,20 +228,15 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 4, "id": "30d356a0", "metadata": {}, "outputs": [ { - "ename": "AttributeError", - "evalue": "'BACCOemuNonLinearBaryonicPerturbations' object has no attribute 'emu'", - "output_type": "error", - "traceback": [ - "\u001b[31m---------------------------------------------------------------------------\u001b[39m", - "\u001b[31mAttributeError\u001b[39m Traceback (most recent call last)", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[15]\u001b[39m\u001b[32m, line 6\u001b[39m\n\u001b[32m 2\u001b[39m linear_baccoemu = BACCOemuLinearPerturbations(background, zs)\n\u001b[32m 4\u001b[39m \u001b[38;5;66;03m# Baryonic perturbations: DMO + baryon ratio pre-computed at init\u001b[39;00m\n\u001b[32m 5\u001b[39m \u001b[38;5;66;03m# All baryonic params are None → emulator's own defaults for \"Burger2025\"\u001b[39;00m\n\u001b[32m----> \u001b[39m\u001b[32m6\u001b[39m pert_bacco = \u001b[43mBACCOemuNonLinearBaryonicPerturbations\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 7\u001b[39m \u001b[43m \u001b[49m\u001b[43mbackground\u001b[49m\u001b[43m=\u001b[49m\u001b[43mbackground\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 8\u001b[39m \u001b[43m \u001b[49m\u001b[43mlinearperturbations\u001b[49m\u001b[43m=\u001b[49m\u001b[43mlinear_baccoemu\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 9\u001b[39m \u001b[43m \u001b[49m\u001b[43mredshifts\u001b[49m\u001b[43m=\u001b[49m\u001b[43mzs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 10\u001b[39m \u001b[43m \u001b[49m\u001b[43mnonlinear_model_name\u001b[49m\u001b[43m=\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mArico2023\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m 11\u001b[39m \u001b[43m \u001b[49m\u001b[43mbaryonic_model_name\u001b[49m\u001b[43m=\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mBurger2025\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m 12\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;66;43;03m# Optionally override individual baryonic params, e.g.:\u001b[39;49;00m\n\u001b[32m 13\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;66;43;03m# M_c=13.0, eta=0.3, beta=0.5\u001b[39;49;00m\n\u001b[32m 14\u001b[39m \u001b[43m)\u001b[49m\n\u001b[32m 15\u001b[39m \u001b[38;5;28mprint\u001b[39m(\u001b[33m\"\u001b[39m\u001b[33mBACCOemu k range:\u001b[39m\u001b[33m\"\u001b[39m, pert_bacco.k[[\u001b[32m0\u001b[39m, -\u001b[32m1\u001b[39m]], \u001b[33m\"\u001b[39m\u001b[33mh/Mpc\u001b[39m\u001b[33m\"\u001b[39m)\n", - "\u001b[36mFile \u001b[39m\u001b[32m~/miniforge3/envs/cloe-org-env-v2026.1/lib/python3.12/site-packages/cloelib/cosmology/baccoemu_cosmology.py:609\u001b[39m, in \u001b[36mBACCOemuNonLinearBaryonicPerturbations.__init__\u001b[39m\u001b[34m(self, background, linearperturbations, redshifts, nonlinear_model_name, baryonic_model_name, M_c, eta, beta, M1_z0_cen, theta_out, theta_inn, M_inn)\u001b[39m\n\u001b[32m 598\u001b[39m \u001b[38;5;28msuper\u001b[39m().\u001b[34m__init__\u001b[39m(\n\u001b[32m 599\u001b[39m background,\n\u001b[32m 600\u001b[39m linearperturbations,\n\u001b[32m (...)\u001b[39m\u001b[32m 604\u001b[39m baryonic_model_name=baryonic_model_name,\n\u001b[32m 605\u001b[39m )\n\u001b[32m 607\u001b[39m \u001b[38;5;66;03m# Reconstruct the emulator k grid (same as in parent __init__)\u001b[39;00m\n\u001b[32m 608\u001b[39m low_k_mask = (\n\u001b[32m--> \u001b[39m\u001b[32m609\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43memu\u001b[49m.emulator[\u001b[33m\"\u001b[39m\u001b[33mlinear\u001b[39m\u001b[33m\"\u001b[39m][\u001b[33m\"\u001b[39m\u001b[33mk\u001b[39m\u001b[33m\"\u001b[39m] < \u001b[38;5;28mself\u001b[39m.emu.emulator[\u001b[33m\"\u001b[39m\u001b[33mnonlinear\u001b[39m\u001b[33m\"\u001b[39m][\u001b[33m\"\u001b[39m\u001b[33mk\u001b[39m\u001b[33m\"\u001b[39m][\u001b[32m0\u001b[39m]\n\u001b[32m 610\u001b[39m )\n\u001b[32m 611\u001b[39m all_k = np.concatenate(\n\u001b[32m 612\u001b[39m (\n\u001b[32m 613\u001b[39m \u001b[38;5;28mself\u001b[39m.emu.emulator[\u001b[33m\"\u001b[39m\u001b[33mlinear\u001b[39m\u001b[33m\"\u001b[39m][\u001b[33m\"\u001b[39m\u001b[33mk\u001b[39m\u001b[33m\"\u001b[39m][low_k_mask],\n\u001b[32m 614\u001b[39m \u001b[38;5;28mself\u001b[39m.emu.emulator[\u001b[33m\"\u001b[39m\u001b[33mnonlinear\u001b[39m\u001b[33m\"\u001b[39m][\u001b[33m\"\u001b[39m\u001b[33mk\u001b[39m\u001b[33m\"\u001b[39m],\n\u001b[32m 615\u001b[39m )\n\u001b[32m 616\u001b[39m )\n\u001b[32m 618\u001b[39m \u001b[38;5;66;03m# Recover the emulator z grid (params_emu[\"expfactor\"] was not rebound by extend_spectra)\u001b[39;00m\n", - "\u001b[31mAttributeError\u001b[39m: 'BACCOemuNonLinearBaryonicPerturbations' object has no attribute 'emu'" + "name": "stdout", + "output_type": "stream", + "text": [ + "BACCOemu k range: [7.e-05 5.e+02] h/Mpc\n" ] } ], @@ -224,7 +253,13 @@ " nonlinear_model_name=\"Arico2023\",\n", " baryonic_model_name=\"Burger2025\",\n", " # Optionally override individual baryonic params, e.g.:\n", - " # M_c=13.0, eta=0.3, beta=0.5\n", + " M_c=14.0,\n", + " eta=-0.3,\n", + " beta=-0.22,\n", + " M1_z0_cen=10.5,\n", + " theta_out=0.25,\n", + " theta_inn=-0.86,\n", + " M_inn=13.4\n", ")\n", "print(\"BACCOemu k range:\", pert_bacco.k[[0, -1]], \"h/Mpc\")" ] @@ -246,20 +281,15 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 5, "id": "b75098ce", "metadata": {}, "outputs": [ { - "ename": "AttributeError", - "evalue": "'HMemuNonLinearBaryonicPerturbations' object has no attribute 'params_hm_emu'", - "output_type": "error", - "traceback": [ - "\u001b[31m---------------------------------------------------------------------------\u001b[39m", - "\u001b[31mAttributeError\u001b[39m Traceback (most recent call last)", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[16]\u001b[39m\u001b[32m, line 5\u001b[39m\n\u001b[32m 2\u001b[39m linear_hmemu = HMemuLinearPerturbations(background, zs)\n\u001b[32m 4\u001b[39m \u001b[38;5;66;03m# Baryonic perturbations with log10TAGN = 7.8 (moderate AGN feedback)\u001b[39;00m\n\u001b[32m----> \u001b[39m\u001b[32m5\u001b[39m pert_hmcode = \u001b[43mHMemuNonLinearBaryonicPerturbations\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 6\u001b[39m \u001b[43m \u001b[49m\u001b[43mbackground\u001b[49m\u001b[43m=\u001b[49m\u001b[43mbackground\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 7\u001b[39m \u001b[43m \u001b[49m\u001b[43mlinearperturbations\u001b[49m\u001b[43m=\u001b[49m\u001b[43mlinear_hmemu\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 8\u001b[39m \u001b[43m \u001b[49m\u001b[43mredshifts\u001b[49m\u001b[43m=\u001b[49m\u001b[43mzs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 9\u001b[39m \u001b[43m \u001b[49m\u001b[43mlog10TAGN\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m7.8\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m 10\u001b[39m \u001b[43m)\u001b[49m\n\u001b[32m 11\u001b[39m \u001b[38;5;28mprint\u001b[39m(\u001b[33m\"\u001b[39m\u001b[33mHMcode2020 k range:\u001b[39m\u001b[33m\"\u001b[39m, pert_hmcode.k[[\u001b[32m0\u001b[39m, -\u001b[32m1\u001b[39m]], \u001b[33m\"\u001b[39m\u001b[33mh/Mpc\u001b[39m\u001b[33m\"\u001b[39m)\n", - "\u001b[36mFile \u001b[39m\u001b[32m~/miniforge3/envs/cloe-org-env-v2026.1/lib/python3.12/site-packages/cloelib/cosmology/HMcode2020Emu_cosmology.py:400\u001b[39m, in \u001b[36mHMemuNonLinearBaryonicPerturbations.__init__\u001b[39m\u001b[34m(self, background, linearperturbations, redshifts, log10TAGN)\u001b[39m\n\u001b[32m 394\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[32m 395\u001b[39m \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mHMcode 2020 NL emulator: log10TAGN=\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mlog10TAGN\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m is out of bounds \u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 396\u001b[39m \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mhm_bounds[\u001b[33m'\u001b[39m\u001b[33mlog10TAGN\u001b[39m\u001b[33m'\u001b[39m]\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m.\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 397\u001b[39m )\n\u001b[32m 399\u001b[39m \u001b[38;5;66;03m# Emulator z grid is stored in params_hm_emu (not rebound by extend_spectra)\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m400\u001b[39m z_emu = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mparams_hm_emu\u001b[49m[\u001b[33m\"\u001b[39m\u001b[33mz\u001b[39m\u001b[33m\"\u001b[39m]\n\u001b[32m 401\u001b[39m nz = \u001b[38;5;28mlen\u001b[39m(z_emu)\n\u001b[32m 403\u001b[39m \u001b[38;5;66;03m# DMO spectrum at the nonlinear k grid\u001b[39;00m\n", - "\u001b[31mAttributeError\u001b[39m: 'HMemuNonLinearBaryonicPerturbations' object has no attribute 'params_hm_emu'" + "name": "stdout", + "output_type": "stream", + "text": [ + "HMcode2020 k range: [1.e-04 5.e+02] h/Mpc\n" ] } ], @@ -291,7 +321,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 6, "id": "443d4ca0", "metadata": {}, "outputs": [ @@ -301,24 +331,13 @@ "text": [ "<>:29: SyntaxWarning: invalid escape sequence '\\m'\n", "<>:29: SyntaxWarning: invalid escape sequence '\\m'\n", - "/var/folders/b1/qymrqldd3fdbp79s76djm9240000gn/T/ipykernel_63589/3179976956.py:29: SyntaxWarning: invalid escape sequence '\\m'\n", + "/var/folders/b1/qymrqldd3fdbp79s76djm9240000gn/T/ipykernel_84313/3179976956.py:29: SyntaxWarning: invalid escape sequence '\\m'\n", " ax.semilogx(k_plot, B_hmcode, label=\"HMcode2020 ($T_{\\mathrm{AGN}}=10^{7.8}$ K)\",\n" ] }, - { - "ename": "NameError", - "evalue": "name 'pert_flamingo' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[31m---------------------------------------------------------------------------\u001b[39m", - "\u001b[31mNameError\u001b[39m Traceback (most recent call last)", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[17]\u001b[39m\u001b[32m, line 14\u001b[39m\n\u001b[32m 11\u001b[39m zv = np.array([z_val])\n\u001b[32m 13\u001b[39m \u001b[38;5;66;03m# FLAMINGO: baryonic_suppression is called with k in h/Mpc (k_hunit=True)\u001b[39;00m\n\u001b[32m---> \u001b[39m\u001b[32m14\u001b[39m B_flamingo = \u001b[43mpert_flamingo\u001b[49m.baryonic_suppression(zv, k_plot, k_hunit=\u001b[38;5;28;01mTrue\u001b[39;00m)[\u001b[32m0\u001b[39m]\n\u001b[32m 16\u001b[39m \u001b[38;5;66;03m# BACCOemu: k stored internally in h/Mpc, suppression also in h/Mpc\u001b[39;00m\n\u001b[32m 17\u001b[39m k_bacco = k_plot * background.h / background.h \u001b[38;5;66;03m# no change; already h/Mpc\u001b[39;00m\n", - "\u001b[31mNameError\u001b[39m: name 'pert_flamingo' is not defined" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -385,7 +404,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 7, "id": "c36a3f8c", "metadata": {}, "outputs": [ @@ -397,15 +416,14 @@ ] }, { - "ename": "NameError", - "evalue": "name 'pert_flamingo' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[31m---------------------------------------------------------------------------\u001b[39m", - "\u001b[31mNameError\u001b[39m Traceback (most recent call last)", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[18]\u001b[39m\u001b[32m, line 10\u001b[39m\n\u001b[32m 7\u001b[39m k_eval = pert_dmo.k\n\u001b[32m 9\u001b[39m Pk_dmo = pert_dmo.matter_power_spectrum(z_ref, k_eval)[\u001b[32m0\u001b[39m]\n\u001b[32m---> \u001b[39m\u001b[32m10\u001b[39m Pk_flamingo = \u001b[43mpert_flamingo\u001b[49m.matter_power_spectrum(z_ref, k_eval)[\u001b[32m0\u001b[39m]\n\u001b[32m 11\u001b[39m Pk_bacco = pert_bacco.matter_power_spectrum(z_ref, k_eval)[\u001b[32m0\u001b[39m]\n\u001b[32m 12\u001b[39m Pk_hmcode = pert_hmcode.matter_power_spectrum(z_ref, k_eval)[\u001b[32m0\u001b[39m]\n", - "\u001b[31mNameError\u001b[39m: name 'pert_flamingo' is not defined" - ] + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -417,14 +435,14 @@ "# Evaluation k (1/Mpc, the internal convention of cloelib)\n", "k_eval = pert_dmo.k\n", "\n", - "Pk_dmo = pert_dmo.matter_power_spectrum(z_ref, k_eval)[0]\n", - "Pk_flamingo = pert_flamingo.matter_power_spectrum(z_ref, k_eval)[0]\n", - "Pk_bacco = pert_bacco.matter_power_spectrum(z_ref, k_eval)[0]\n", - "Pk_hmcode = pert_hmcode.matter_power_spectrum(z_ref, k_eval)[0]\n", + "Pk_dmo = pert_dmo.matter_power_spectrum(z_ref, k_eval)\n", + "Pk_flamingo = pert_flamingo.matter_power_spectrum(z_ref, k_eval)\n", + "Pk_bacco = pert_bacco.matter_power_spectrum(z_ref, k_eval)\n", + "Pk_hmcode = pert_hmcode.matter_power_spectrum(z_ref, k_eval)\n", "\n", "fig, ax = plt.subplots(figsize=(9, 5))\n", "\n", - "ax.loglog(k_eval, Pk_dmo, \"k--\", label=\"DMO (CAMB Takahashi)\", lw=2)\n", + "ax.loglog(k_eval, Pk_dmo, \"k--\", label=\"DMO (CAMB HMCode2020)\", lw=2)\n", "ax.loglog(k_eval, Pk_flamingo, color=colors[\"FLAMINGO\"], label=\"FLAMINGO\")\n", "ax.loglog(k_eval, Pk_bacco, color=colors[\"BACCOemu\"], label=\"BACCOemu\")\n", "ax.loglog(k_eval, Pk_hmcode, color=colors[\"HMcode2020\"], label=\"HMcode2020\")\n", @@ -435,7 +453,7 @@ "ax.legend(frameon=False)\n", "ax.tick_params(direction=\"in\")\n", "plt.tight_layout()\n", - "plt.show()" + "plt.show()\n" ] }, { @@ -451,15 +469,60 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 8, "id": "dc895547", "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "nz_example.fits already exists, skipping download\n", + "Reading n(z) from FITS file...\n", + "Done.\n" + ] + } + ], + "source": [ + "import os\n", + "import requests\n", + "import euclidlib as el\n", + "\n", + "# Download n(z) file from Zenodo (once)\n", + "data_downloaded = False\n", + "nz_filename = \"nz_example.fits\"\n", + "nz_url = \"https://zenodo.org/records/15092862/files/nz_example.fits\"\n", + "\n", + "if not data_downloaded:\n", + "\n", + " if not os.path.exists(nz_filename):\n", + " r = requests.get(nz_url, timeout=60)\n", + " r.raise_for_status()\n", + " with open(nz_filename, \"wb\") as f:\n", + " f.write(r.content)\n", + " print(f\"{nz_filename} downloaded successfully\")\n", + " else:\n", + " print(f\"{nz_filename} already exists, skipping download\")\n", + " data_downloaded = True\n", + "\n", + "# Read FITS and extract z + tomographic n(z)\n", + "\n", + "print(\"Reading n(z) from FITS file...\")\n", + "z_nz, nz_example = el.phz.redshift_distributions('nz_example.fits')\n", + "print(\"Done.\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "7bffe327", + "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] }, "metadata": {}, @@ -467,25 +530,55 @@ } ], "source": [ - "n_bins = 6\n", - "z_centers = np.linspace(0.3, 1.8, n_bins)\n", - "dndz_width = 0.15\n", - "\n", - "# Gaussian n(z) for each bin, normalised to unit area\n", - "raw_nz = np.array([np.exp(-0.5 * ((zs - zc) / dndz_width) ** 2) for zc in z_centers])\n", - "\n", - "# Normalise\n", - "dndz = np.array([nz / integrate.trapezoid(nz, zs) for nz in raw_nz])\n", + "# Function to normalize dndz\n", + "def normalize_dndz(nz_example, z_nz):\n", + " normalized = {}\n", + " for key in nz_example:\n", + " normalized[key] = nz_example[key] / integrate.trapezoid(nz_example[key], z_nz)\n", + " return normalized\n", + "\n", + "# Normalize both dndz_pos and dndz_she\n", + "dndz_pos_norm = normalize_dndz(nz_example, z_nz)\n", + "dndz_she_norm = normalize_dndz(nz_example, z_nz)\n", + "\n", + "# Function to resample the normalized dndz\n", + "def resample_dndz(nz_example, z_nz, myz):\n", + " my_dndz = np.vstack(list(nz_example.values()))\n", + " my_dndz_norm = np.zeros([len(nz_example), len(myz)])\n", + " for i in range(len(nz_example)):\n", + " my_dndz_norm[i, :] = np.interp(myz, z_nz, my_dndz[i, :])\n", + " return my_dndz_norm\n", + "\n", + "# Resampling the normalized dndz with 100 values\n", + "my_dndz_pos_norm = resample_dndz(dndz_pos_norm, z_nz, zs)\n", + "my_dndz_she_norm = resample_dndz(dndz_she_norm, z_nz, zs)\n", + "\n", + "# Plotting dndz\n", + "fig, axs = plt.subplots(2, 1, figsize=(10, 10))\n", + "\n", + "# Customize tick parameters for both axes\n", + "for ax in axs.flatten():\n", + " ax.tick_params(axis='both', which='both', direction='in')\n", + "\n", + "# Plot positions n(z)\n", + "for i, (key, color) in enumerate(zip(dndz_pos_norm.keys(), sns.color_palette(\"rocket\", len(dndz_pos_norm)))):\n", + " axs[0].plot(z_nz, dndz_pos_norm[key], label=f'$n_{{{i+1}}}$', linewidth=2, color=color)\n", + "\n", + "# Plot shear n(z)\n", + "for j, (key, color) in enumerate(zip(dndz_she_norm.keys(), sns.color_palette(\"mako\", len(dndz_she_norm)))):\n", + " axs[1].plot(z_nz, dndz_she_norm[key], label=f'$n_{{{j+1}}}$', linewidth=2, color=color)\n", + "\n", + "# Set labels and legends\n", + "axs[0].set_xlabel(r'$z$')\n", + "axs[0].set_ylabel(r'Positions $n(z)$')\n", + "axs[0].set_xlim(0, 4)\n", + "axs[0].legend(frameon=False, ncol=2)\n", + "\n", + "axs[1].set_xlabel(r'$z$')\n", + "axs[1].set_ylabel(r'Shear $n(z)$')\n", + "axs[1].set_xlim(0, 4)\n", + "axs[1].legend(frameon=False, ncol=2)\n", "\n", - "# Plot\n", - "fig, ax = plt.subplots(figsize=(9, 4))\n", - "palette = sns.color_palette(\"rocket\", n_bins)\n", - "for i, (nz, color) in enumerate(zip(dndz, palette)):\n", - " ax.plot(zs, nz, color=color, label=f\"bin {i+1}\")\n", - "ax.set_xlabel(r\"$z$\")\n", - "ax.set_ylabel(r\"$n(z)$\")\n", - "ax.legend(frameon=False, ncol=2, fontsize=12)\n", - "ax.tick_params(direction=\"in\")\n", "plt.tight_layout()\n", "plt.show()" ] @@ -495,7 +588,7 @@ "id": "021a3b34", "metadata": {}, "source": [ - "## 6 — Tracers and $C_\\ell$s\n", + "## 6 — Tracers and angular power spectra\n", "\n", "We build `ShearTracer` and `PositionsTracer` objects and compute the 3×2pt\n", "angular power spectra. The key point is that **every baryonic perturbations\n", @@ -510,7 +603,17 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 10, + "id": "6bd35254", + "metadata": {}, + "outputs": [], + "source": [ + "n_bins = 6" + ] + }, + { + "cell_type": "code", + "execution_count": 11, "id": "1647d48a", "metadata": {}, "outputs": [ @@ -518,18 +621,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Computing C_ells for all backends…\n" - ] - }, - { - "ename": "NameError", - "evalue": "name 'pert_flamingo' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[31m---------------------------------------------------------------------------\u001b[39m", - "\u001b[31mNameError\u001b[39m Traceback (most recent call last)", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[23]\u001b[39m\u001b[32m, line 43\u001b[39m\n\u001b[32m 41\u001b[39m \u001b[38;5;28mprint\u001b[39m(\u001b[33m\"\u001b[39m\u001b[33mComputing C_ells for all backends…\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m 42\u001b[39m cells_dmo = build_cells(pert_dmo)\n\u001b[32m---> \u001b[39m\u001b[32m43\u001b[39m cells_flamingo = build_cells(\u001b[43mpert_flamingo\u001b[49m)\n\u001b[32m 44\u001b[39m cells_bacco = build_cells(pert_bacco)\n\u001b[32m 45\u001b[39m cells_hmcode = build_cells(pert_hmcode)\n", - "\u001b[31mNameError\u001b[39m: name 'pert_flamingo' is not defined" + "Computing C_ells for all backends…\n", + "Done.\n" ] } ], @@ -553,14 +646,14 @@ " \"\"\"Return the 3x2pt Cell dict for a given perturbations object.\"\"\"\n", " tracer_pos = PositionsTracer(\n", " perturbations=perturbations,\n", - " dndz=dndz,\n", + " dndz=my_dndz_pos_norm,\n", " z=zs,\n", " galaxy_bias_model=\"poly\",\n", " nuisance_params=nuisance_pos,\n", " )\n", " tracer_she = ShearTracer(\n", " perturbations=perturbations,\n", - " dndz=dndz,\n", + " dndz=my_dndz_she_norm,\n", " z=zs,\n", " nuisance_params=nuisance_she,\n", " )\n", @@ -596,24 +689,23 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 12, + "id": "630fa41f", + "metadata": {}, + "outputs": [], + "source": [ + "n_bins = 6" + ] + }, + { + "cell_type": "code", + "execution_count": 13, "id": "2714acc5", "metadata": {}, "outputs": [ - { - "ename": "NameError", - "evalue": "name 'cells_flamingo' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[31m---------------------------------------------------------------------------\u001b[39m", - "\u001b[31mNameError\u001b[39m Traceback (most recent call last)", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[24]\u001b[39m\u001b[32m, line 10\u001b[39m\n\u001b[32m 7\u001b[39m key = (\u001b[33m\"\u001b[39m\u001b[33mSHE\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mSHE\u001b[39m\u001b[33m\"\u001b[39m, i, i)\n\u001b[32m 9\u001b[39m Cl_dmo = cells_dmo[key][\u001b[32m0\u001b[39m, \u001b[32m0\u001b[39m]\n\u001b[32m---> \u001b[39m\u001b[32m10\u001b[39m Cl_flamingo = \u001b[43mcells_flamingo\u001b[49m[key][\u001b[32m0\u001b[39m, \u001b[32m0\u001b[39m]\n\u001b[32m 11\u001b[39m Cl_bacco = cells_bacco[key][\u001b[32m0\u001b[39m, \u001b[32m0\u001b[39m]\n\u001b[32m 12\u001b[39m Cl_hmcode = cells_hmcode[key][\u001b[32m0\u001b[39m, \u001b[32m0\u001b[39m]\n", - "\u001b[31mNameError\u001b[39m: name 'cells_flamingo' is not defined" - ] - }, { "data": { - "image/png": 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", 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x8di1a9dTDdHOnTuHdu3a4eLFiyoILvddunSp2k4y+b7//vss+f2IKOcPwrdu3cKdO3dSLX/48CHat2+PN998U713Udbp3LkzrK2tsX79evz999/G5QEBAep9XgwePJgvCRERKTIzqG/fvti6dSuPCBERUTa1cOFCdOzYUZWfzEoMgFOWkCZlzs7O6ubl5YVGjRrhk08+wd27d7FmzRrjdq+88oqa8n7v3r1U9//rr7/UY7i7u6cKir/66qsoW7asys6UbMFChQqhUqVKWLx4Mfr06aMC7Tdv3uSrTESpREREYP/+/XjvvffQr18/VKhQAdWrV39qBoq85zg4OKjvz58/z6OYhdzc3DB16lRERUWpi6UDBgzAsGHD1AWJoKAgTJgwASVKlOBrQkSUxyQkJOCXX37Btm3bUi338PBAlSpVsH37dpPtGxERET2dbJZS06ZN1dfPPvsMer0eWYU1wMlk5ENqkyZN8MMPP2DcuHFqWbly5VS9159++gn9+/c3brtjxw60aNEiVQamBK+uX7+uAlhpTU+X4PgXX3yhripNnDgxi34rIsqOwsPDVSmTAwcO4M8//8TJkyfVCfST5AJcSjKbRN5LpAlj+fLls3CPSXTp0kUFwlevXq1eG3mvL1WqlJpVlPTBiYiI8gaZ8fnVV1/h66+/ViUQJfFFLoqmnCH62muvqVIocrL95MxRIiIiyhoyDsvF6o8++ggdOnRAjx49jOskaVV+rlmzpgqAa7VZk5vNADiZVLFixfC///1PZWMmkUB3ygC4fIiVeq8yDT5lAFzq8UpWuARD0iIBK/nHOnr0aBb8JkSUnS1YsEC9h6QnX758KgtcBuEnDR8+PJP3Lm9Pf5Pbv5HZPUn1wDPb/fv3VXZ5SnFxcVn2oYyIiFKTUokS8JbA95MXqaXWt5wPyOf9JA0aNOAhJCIiMpHY2Fh8++23WLVqlXEGdWhoKLp37268MC1f33333SzfNwbAcyD5Q5JsuP8ipUGeDPhIUPnUqVP/ed+hQ4eqqeYpsyc3btyYallGSCotII+fMgC+du1aldnh6uqKP/74A/nz538q0B0SEqLu/2/ZHRLUkrq+RJT7yXvCr7/+ir1796omu/L/n7K8Usr3Q7n4JstkqnTFihXh4+PDTDFSM4aWLVuW7lhFRERZQ06aZdyW4HdkZGSqdWZmZmjcuDG6du2KMmXK8CUhIiIysfDwcFWaWGJ5T5Y0lovZjx8/VnE9U2IAPIf+YT35B5VeiZEnSUO3Z7lvyoB00vSFJ5dlhKQGmHZ2dsZl8kFW6oRLQ0tpZCPlT1q1avXUfZ2cnP5zn+RKk6n/yYgo8wQHB6v3Cqn3+dtvv6lsXVG/fn3VIDeJBLul1rd8rVGjhupHQPQkaZ7csGHDVMtGjBjBDHAioiwkM0Nbt26tekCkJOcIEvSWsicFChTga0JERGRi4eHhqo+WlDqRc/OUKleurM6lpHRlyrLF+ogoxOw8iLjTAbBqUwsWFYtnyb4yAJ4DSbBYaqL+l7Q+GMqyZ7lvyoC0kCzrJ5dlhDNnzqjMS1tb21TLk8qgSDBiz549atrjk+SfSbLhz507h5IlSz61PiYmBidOnFA1ZIko95CrxymD3tIQ90nSIyBlAFze++bPn5/Fe0o5jYuLi7qlZG5ubrL9ISLKC6QnR8oTYzkv6Nixo5p9KuUOO3XqpJrbly5d+l8fxxAbh7jjlxB/7S4sa5WDrhAvdhMREWWW0NBQ1KpVC48ePUoVO2zWrJkqI1q1atXkMToqBtF7jyD6f78ievcRIDpGLY/edRAuv6/KkheJAfAcSMqQvGgpkn+rgftvJPid0eVPJBNdgttDhgx5ap0EwKXMi0x7lGxwPz+/p7apXbu2KmMgtYNk2ycbYUpwXILgkilCRLnDjBkz1NSqpEzvlNzd3dGyZUs1Lbp69eom2T8iIiJ6NtJzYc2aNfj+++/x888/p0qIGTx4MEqUKIHOnTunW4bKEJ+AuFOXEfvHKcT8cQJxh86qE2xhXt4fBX98jy8FERFRJnFwcFA9tCQxTXomSbPLsWPHomjRoonjtF6P2N9PIvLL3Srj2xCRemaXsKjx7xe3MxID4JQlpHZfUmOx6OhoXLhwAUuXLoWnpycGDBjw1PaS0V24cGEsXrw43cC7BLzlMQYOHKhKG8gVJgmUy/N8+eWXqvD+vHnz1OMQUe5gb2+fKvhdqFAhVSJJpkpLLW82KyQiIsrerl27pqZKy+d1SVYRku0tPYiSSJKL3J6kfxiiMshidh9GzL6/YQhLXR88iSZfxs9cpawln/ekL4ec00mWoSQ3TJ06VSVHERFR1r8nf//996oMWcpz7nHjxsHS0hKvvvqqMXE14XYQIrfsRtSW3Ui4Gfj0gxXIh0tNW+FW8fKo2aoIkjt3ZS4GwClLfPLJJ+qWNJ08KVNTgtdPlj9JmQW+cuVKtV165B9s27ZtKntkzpw5uHv3rroKJR+QpJnZf02VJKLsRy6SyVXkDRs2YPny5fD29jauk5JGmzZtUgNv27ZtUaFChQxtXmlISEDCnQdIuBGoBuuEm/eRcCvxqz40AraD2sCmR9MMez4iIqK84saNG3jvvffUDE8pe5JEzg1STp9+sg9R/MUbiNl1CNE/H0Lc0fOyMO1t3QviZvU6uF+0BKp1r5BpvwdljXfeeUed573++uuqhKecF0rS0w8//ABra2u+DEREWcBgMKj33YULF+Lq1avqZylNlkRma33wwQcwxMUj6oc/ELVpl7pA/eRYbXC0w40mzbHLsxQO3bJBdIg5cAjYGnAW3yyslCWvpcYge09ZrlGjRuqrlAAhIiLg9u3bqryJBLiTToTHjx+PCRMm/Gut0BchU6TjLt5A/KWbSLhyG/GXbyJevl69A8Q8XV4lic7LFS4H177w8/K9P+fha0ZE9PLju5wcf/HFF6n6dkgSTO/evVU5REmOSUnG46hv9yP6f7+pAHianOzxqHYtnPGtiFNaV5y4aUBklF6tKlbYEium+7zwPvO93/Szh6Vp+cSJE9G3b1+17M6dO2jQoIHKCm/SpMlT9+FrRkSUsQ4cOKCqKhw7dsy4TGbh/P777zAzMzPOzIrctBMR63+A/u7D1A+g0eBew3rYVqYy/r7nhOiwpy9eWnifx44Zyb27ntfzvPczA5yIiExGrsHKwLp27Vrs2rULen3iiWuS06dPP3Wf5w1+JzwMQfypK4g7exVxZwIQf+Yq4i/fAp54rlT7BeChlRNuOHjghoM7bth7IMTOCa2qWqHVcz075ST37983lutKOd2PpXWIiF6MNLUfMWIEYmNjjcscHR1V0FvKIObLlzzxWWZgRX3/G6K//RVxJy6l/YDFfHCpVkMcLVASh+9Z4P6jeOCyuneqzWLNQvmS5WAynV5m83p4eDzVlDrl3xIREWXOjK05c+Zgx44dqZbLhUkpRSXBbzm3jlj7PaK27QOiU78vRxf2xA8tG2NfVCEE388PPDGkG7Rx0Ludg4v/bYxvWj/LXkIGwImIKMtJoHvnzp2qxEnKK8pCBlSp6d2/f39UqVLluR5XGmLFn72K2KPn1S3u7wtIuHb33/cFGgTaFsTV/IVx3bM4ruXzxHVtfkQYnh4iQx+YMwCei8nJtmSWPSm9BmxERPTvZBxPunBtZ2enmltKrW8JgguZMh2z+xAiN+5EzC9PT5kWMdUq4GyNRjhi4Y0jAXpEBuoBVVI0OZtcPZZFOPTOl6B3uYgQ/9sAVvHlyaHkb0Z6QiXN/Lt+/bqafu/q6oq6deuaeveIiHLt7Jtly5apPh1JPTqSypxMmTJFzcKJ+/UYHnaZgtg/Tqa6r0GjwV8dG2C7W2ncuOkBXLd4Yn0C4HIZ3iUfonlVV9T3rgdXaxdkJQbAiYgoy0njqydLm0h9R5kK3atXL7i4PNtgaIiNQ9zxS4j54wRi/zylAt5S3uTfPLLLj6slK+OKRzEEWLoiINoGUfFP1BFPoziYpYUGHRs7PdN+Uc7UrVs3NGzYMNUyyVxkBjgR0X+TQGVAQAD8/f2NywoWLIhRo0YhKipKNazPnz+/Wh5/7a6aMi0NsvRBwU89Vny54jhZuwX+MPfF0SvxSLicRsBbGw9DgQAV8JabwfGOFPiEhdYCXf378SXLpmRmlWQXpsfT01NlgCdZvHixmikoY/GiRYtUQ3QiIspYYWFh6jxIyk0lcXZ2xuTJk9G5UyfE/XwYj1qOR9zJy6nv52yPLzo1wV9h/oh97AJcfeKBHe7Bt2wQ2tVxR0OfxrAxszHZS8cAOBERZbl27dqpemJS61syfOTkWLK+k6a3pkc1wzp1BTG/HVdXnWMPnYUhMjrd7ROsLHG7YnVc9imDS9buuBBhg6Cwf1ZKqe90yn0XdDJDEU9L+HlZqq9y83S1gE6XcQ03KfuRCy9PXnz5r79JIiIC9u/fr6ZL37t3D3/88Ycxw1uMGzdOfTXo9aqRZcSa7xD72/GnDpveyx3nmrfHH/bF8NeVBMRd0zwd9DaPUNOm9e5noHe5AAtLPYo5+KK4Q3mUyNcJxR2LwsfOG2ZanuZmV4GBgWjZsmW667du3YqyZcsaf5am5/Xq1VMzB6UhpgTHmzZlQ3Iiooxkb2+PWrVq4auvvlLnPzJja+zIUTDb8zceNx6remelzBU7UcsXWyvWxvVb/sAN21SPZTCLRsGit9CyjiM6V6oCW/PU602FnwyIiChTs3wk21sC3WPGjDEut7a2xqxZs+Dk5KSmUmk06QeW9ZHRiP3tBKJ3H0LMnsPQ30tskJkWg6crblSsgQseJXBW44KzgRpExRiAECTe0uCc3wzFC1vBX24+VqpxVj57Do9ERET/5erVq5gxYwb27t1rXPbhhx9i2rRpqcbxqK/2IuLj/yEhQEqTpGCmQ2DTJthdrDZ+uWGJmNtaVZwMSP5cYLAORoLHCeg9TsPKJRCVCpRAhQKVUCF/PxR39GOwO4eRDO8LFy488/Yy9V5Ur14d165dwyeffMIAOBHRS4qKilIXFFPOdH3zzTfV8knjJ8D92HWEt5iIhJuq5pgSrwO+a1cWPxWogcg7/tAEpO7NZVHgPmrXNGBAg7Jwdyif7V4jnuETEVGmTIPetm0blixZouo2yuDaqVOnVM2M5Of0SDfpqB1/ImbnX4iR+mIxaadqa1zzI/CVWjjtXQ4n9C44cysBMbEG4GbatUysLDUo4WuNUkWsUMrPGsV9reDkwKGQiIjoecgJstQJXbFiRaqmhOXLl0eTJk0SPwvcfYCIddsR+flPMASHp7p/bBFvHGzSEdvjXHDnniVwMfXjGywioC90HAavEyjnb4vqLpVQqcBo+DtIwPv5mmFTziOJE/v27VOBbqkdn6R48eIqE5yIiF7crl271IXq8ePHo3v37sblLs7OWNqyF8IGL0HIlVvG5aG2wJZOVfC7thr09/2A2ykuU2sS4O5/H72aF0KzsrX/NbHN1HjWT0REGUZKlMiJiTQqunQpud2zNNGQgVYaW6ZHHxyO6B//RNR3vyH29xNAgmSAPcHKAnG1q+B82Zo4bumFv28AD4LjgTRqg4oCjjqUK26DMv7WKO1nDd9ClsYyJpHxkQiOfYB7waEIjQ1DcGwoQuPkFq7WRcVHIyohGlHxUeqr6OTTGnXdambIsSIiIsqJZDyXrO+bN5OnQ7u7u6sGWe3bt4f+zgOETF6OyC9+BmJTj8136tTFl2Vr4/htRyTcTH0qatDFQu9xCpY+Z1GjtBPqeFRFNeeusDdPDoBS3rnAIpmIomPHjsYG6gcPHkTRokVNvHdERDnT7du3MXPmTPz444/qZyldJhcaZVZ2zM+HELboc8SfTS7ifctVg43tXsHpiKrAA+9Uj6W1ikSVarEY0bIUvAqWQk7AADgREWWI06dPq7ImBw4cSLW8Tp06qmZj5cqVn7qPIToW0T8dQNQ3+xCz/xgQ93QQW+teAKEN6uCYbxUcinDCycvR0KuZs09v6+xkhvLFbVC2mDUK+8QhziYQtyKvIDAqCF89foCguw8RFC23B4iIj3zu3/FuZCAD4ERElCdJYywJSu7evdu4zMzMDMOGDcOrr74KywdhCH19GaK+2gPEJxi30Zub40j7dtjqUAJ37zoB11I/rt7xFiyKnkDDqvZo6vsKyjh1Y5Z3HleoUCFVJ/ztt99WswpdXV1VSb2LFy+qz5pERPTs5ALiZ599pnpwRUREGJdLv4Wog6ehX/Ed4o6eNy6/5qHBurY1cOVxHWhuuaZ6LEuHcLRtbIP+jcvB0iJnzchiAJyIiF66mdGiRYuwZcsWlQGepGrVqpg0aRJq1nw6Yzru/DVEbtqFqK9/geFxUlfKZDpPFwQ2b4ajXhVx4I4FrtyMAY7JmtQNLy3MNShR1AweRUJg7n4Vjy2u4HLkbfwScRuRp6Iy9JW10JqjrXfzDH1MIiKinEKaYh06dMj4szTLkpNpX50NwqeuRujXv6SavRVt74BtXTtgb4QvokPtgeRzbhjMoqDxPonKVWLQsUIlVC44lrW8KZX58+fjgw8+wPLly1VJlDJlymDDhg0oV64cjxQR0XP06pBktAMpktScnZ2xYPQE1Dh8G9GDFiGp2GiAF7C+VRVcCa4P7Q33FN04AAfncPRu6Yx2NYsZZ1TnNAyAExHRS5Fa31988YXxZx8fH0yfPh3NmjVLVQNMmmBFf/srIjfvRNzRC2lmeoe1aIQDhatj/y0LXLsdC9yRgHpMqu3yOSWggG8gElzP4q71QRw2/NMU8+Gz7a+l1hLO1gXgbFkATpb54GjhkHgzt4eDhT0czO1ha2YLazMr2JhZw1pnpb6X+2XnmmZERESZSU6Y33jjDdXkUqZQt6xWCxHvbUbQpl2pAt/BzgWwoX1bHL1fFIa7VqkeQ28bBI/yV9CzgS8aeneFlS71esqe5MJH37591XT5Ll26pLvNRx99hHPnziE6OlrV65b7SCb3i5CG6fL3JjciIno+MntmzZo1KlFN3pOTDOjSHa/aFUX83K8R/U+ZssuFgfUty+NqcENob3giuS0m4OoZgaHtvVG3fLEcfy7MADhluj59+qTKFklp4MCBePz4sapFJFMy/otMfZPAWr9+/VSdwZRu3bqFRo0aqe+/+eYblC5d+qn7t2jRAgEBAfj0009VJ3GpIycfzPbs2aM6ksv9ZGqnNASQ/U7r8ZPum+TGjRtYt24dfvvtN9y/f181+5Pn7tGjhwoAPunkyZP4+OOPceTIEYSHh6uaiQ0bNsSgQYPUiQVRTjNgwAD1fyH/yzIFWn6W/4MkCbeDEptgbfwJhpAU6V/C0hyxLRvgSMWG2B9kj7NXooF7siK5oZawdwlGvNsphDj/hUD7ewjUpNnjUtFCCzcbF3jZFoKXrQc8bT3gbu0GF+uCcLEqqGqJ5vTBmzKHvIcHBQWlWhYXF5eqOzoRUV4gvTtWr16tPic7Ojoal8vn407NWgKf7sSDcUNhiEq+SH3XywXrWrTCuXv+wO3kzwFC6xKAajWjMaReVRS2r52lvwu9HDl3kkZpKWf5Pem7775Ts/6kJI6cJ+l0OpVtOG7cOFy+fBljx47ly0BElIWWLl2KJUuWGH/28fLGiiY94LbtL8Q/SkxGu+UGrG1bFBcjWkB73SdV4NvFIwpjuhRGjTL5cs25MwPglCUk8Dx16tQ0r+zPnTv3mR9HAtS+vr749ttvMWHChFRBtpTTM6UJ35MB8PPnz6vpH89i8eLFqFevHry9Uxf6f5IE0EeOHKlqG8+ePVtlvkpNJQmoT5w4UT3f8OHDU2XKSnBdGgRJhkSBAgVUo8AVK1Zg+/btWLt2rcqWIMqu7t27py5otW3b1rhM/g/l71nqNcrfdJLYvy8gYvW3iP7hj6caWmpL+uByyw7YY+6PP89EIf6vp8ubaAveRIzHEdUQK8Y6JM39cbLIB3/HIvB3KIJiDn7wtS+MQjbusNCZZ/SvTnmAlPFZtmzZU8sdHBxMsj9ERKYgSRryOVY+o0qjS8keE4aYOER/ugMRS7fA8DjUuP1lX2esb9wK1+8VB25ZGJcbNAlw9LuCzk3yo3OFxhybcyAJYss518OH6U+ze/DggUpQkvO6zz//3HgOduXKFXUBRc5zJIkoreSkjHb37l1jQlRa5ByNiCgvkKQ0KRslJaTebNUVna/EQb92F+Ss/IET8GlrFxw1bwXtrTKpAt/ObtEY2bkwapd3zDWB7yQMgFOWsLKyeunsZvkQdezYMVUHbvTo0apzrQSSn/TKK6/gp59+UpkKKe3YsQNVqlTB4cOH//O5ChYsqDLMJSs9vX96yd6WkwOpfyj16VIqVqyY6qQrwX3JBJfMGQmGy4dDyYCQZkFJJPNcHkOy2uUD5v/+9z+VNUGU3aZQyQAqzYgkK6xkyZLw9/c3rk+qxyjZQTE//YXwFV+naqShWJghsm1T/F62EX6+bIZ752TKVeo63Qb7e0jwOooEz+OA7aPUd9eao2S+4ijnVAplnEqimKMfClg65bqBmUynW7duakZOSiNGjGAGOBHlCTK+S7aYBCylYVbS7MuxY8ag4JnbCJ31MRJuBBq3v+5uj1Wt2uLGvbLQ3E6+8GzQxsOt5A0Ma1sEdf3amOR3oZcjAW8pdSMXhmUWlIeHh2qCmpaNGzeq6fVDhw5NFeT28/NT52NyTiWfIZMupBARUcaLj49Xs3CS5M+fHx/MmgfPbQdh+/1xFfgOswW+aG6H/a7NgOvVoTUkx53yO8diZGcv1KuU+wLfSRgApxxDsr8lkNygQQNUqlRJ1RxOKwAu2eZSxkTqz0mQLokEzOUq2LMEwBcsWKCmeEpZBwlMp0WC7DJdPr26dB07dkSdOnWM00Zlf21tbdU+PMnCwkIFv3v16oU//vgDdevW/c99JMoqp0+fVo0zpHxPEgmES02xJAa9HtE/HkD4e18g/mzqmRaaAo642rkrfrQvh7/OxUJ/UJbGJ9/XIgwJ3keg9z4Cg6Oqf6JY6SxRIX9ZVChQBuWcSqO4Y1Fmj1GmcnFxUbcnZxUREeV2Z8+eVUka8vk5SYUKFbBkzOuwnrQaj/erTtTK7QIWWNWhFQLuV4bmjnVykyxdLHzL3cOrHUqhjEfmZ/tS5pGZfZs3b1azW6XR6datW9VM1rTs379ffW3cuPFT62SZzALet29flrxcUlqSWd5ElJdIAprEmmQWq5SjkhnZhoQERH76I0os+lyVII3XAT80MMPXpetDf7UBNNeS+29Y28VhcAdXtK5TEDpt7gx8J2EAPIeJ+v53hL3zOQwRqbMms4LG1hr2k3rDunVtk2SfSma0fIiS7GhppiJNWKSsSYkSJVJtK2UYJBtVAtRJAXAJ3IWGhqpM62dRtWpV9O7dG++99x7q16+PwoULP7WNlIGQD4XyfGmRoHbKdZK9Lvsly9MiQX0pJXH06FEGwClbiI2NVbMbJANIrign6dmzp7rIZAx8b/8D4Uu/QPz566kfoIQvjrbqju1hHrh8MzZVXW8D9DC4XESCz1/Qu58FtAlquY+dN2o4V0Z1l8oo61QKlrq0/1+IiIjo5cn4vnLlSlX+T3oeJF34mzz6VXQPs0XU0PcQG584Rt930mFV+0a4EFwTmjv2yYFvbRxKVH6A1zuXR+ECZfmy5AJeXl6q0ak0vJS/BwmApxd4kRrfIuXMwCSSCCQza6W/RmBgIFxdXTN934mI8gpJyJREtd27d6ufJTlzxdg3EPL6MsSfuqLaZR0tB6xtXAZhN9pCc6mAcew2M09Al+b50LO5G6wt80a/IwbAc5iIlV8j4fItEz7/Ny8UAP/+++9VXe6UpG52ygzSf/Prr7+qD06tWrVSPzdv3hzz589X0/Lkw1laWeCyThqvJGV/S0PK5yktIhnZktEggT6pZ5fW1EApc5KSBLmlsWdKUhtc6iWHhISkGUhPItML5UOiNBIkyg5Z3/L/IxlhSeRi08KFC9UFIjnhifrhD4S/sxHxF2+kum90xTLY36QHdty0xaNzCakD31YhSPA5iITChwCbx6phZaUCZVDfvTZqulSBq3Xq7FsiIiLKHFKeT5pXS/JFkpIlSmJlm75wWLcLUUHBalmEFbCmXWUc0TcFAgsmB741CfAr+xCTu5eFr0sZvky5iNTufhZyfiOlc2SWq42NTZrbyMwqOY+TWuEMgBMRZYyff/5ZlZmSGt/CyqBFu4BYPGw5AdDrccsdWN3BBVci20F7voRx7NZo9GhUyxrDOnjCyTFvhYTz1m+bRW7fvo3WrVures9SBiMj2Y7shLBFpssAtx3xYr+P1FSVetlP1gV/Vl9//bWaylGjRg31s2QSyPcyxUOueD35gUsC5FJnTjLEpamkBMClZMPzkEYuUgpFMsGlFMqT0/ry5cv3VC28UqVKqQadSZo2bWrMnJVgeVhYWLrPJwFFqSv+ZFCdyNRZ31JLbMyYMWpqtMxgiD14BqFzP0Hc0cTu0UkiqlbArrrdsCPAEtGn5XpzYsaY0Oe7gYSiv0Jf6CQ0Wj0q5i+DBh49UM/tFeS35N88ERFRVpPklKTgtyRivNFzALpdiUP8oi9VrVCZMr21YSH86N4O+gd+qe7rVfwBJnUviZJepfjC5WFRUVHG86b0yAxXERkZmWX7RUSUm993pdfc+vXrjcuaOXhiprkfLM4/QqQ1sLGNJX5xawLtlbqp6nwXKwq83qcIfAslvi/nNQyAZwIpzZFZA7xkX5uiBMnLkqyAf8t+/jdyRUvqxsm0zLJlk6dVSnMeCRpv374dXbt2TXUfadQidQulDIq8FlJCRbJW02vekh5pmim1wKUUypPT+iSDXRpryrSTpJqx8gEvvd9Ttpc65hJgTKsMyqlTp9S+SikUIlOR/xW5iJMU/JYyQkuXLkWZMmUQf+kmHi3YoJpcphRWrTJ21u6Cn65YIOacBL4NxjIneo9TKvBtyH8NvvbeaO09EI3c66KAFYPeREREpiRNC+Uz9t0bN7GqVkc4fvk74mPi1Cj+W0VbfFa1FaJuVYXmQfLU6IJewXi9lx8qFy1u0n2n7EEunIhnaZiW1Fg1I8j5l2SVpyTnikn7Q0SUG8ns7NGjR+PChcREtHwGM7zjXgUV78bAgFD8Wh1YX68cYi+3h+5yYi864eCYgFd7eKJuZftc2+DyWTAAnsEk4HrmzJmMftg8TbK85QPN8uXL4e3tnepDlDSUlIL/TwbAk7LApQxKRESE+v5FPxBJKRQpwTJr1qxUyyXLf8WKFSrT/J133nnqjeTu3bupfu7evTs2bdqEjz/+GKNGjUq1ToKNUnuxSJEiqF07513goNxDMnjkgo/8T8nfqWR960IjETJ5OSI37gQSkk9eQkqVwo5GvbHruiXizyM58K2Ng97nIOKL7oO1QxSae9RFa68xKJWvWJ4ecImIiEzpyRrM8tn4w0GvQj9nA/Qbf1HLrnto8H6rurh/vzE0t2yMU6atHCIwtIsz2tTgWE6pk5xEdHR0uodFSqSI9EqkvAg5x5OGb09ycHDgy0NEudJnn32myv8mvae2MHfGdMn6vhujyp181NkJAeEdoTtdyjh2a3V6dGvuhF4tXWCVR+p8/xsGwDOQlK+QLtlSMzqp9jQ9m+DgYBVkflK1atVU+ZOKFSum2VlcmvHJhx/Jnn6ydIjUAZd6xZIhsHbt2hd+KaRUi7yukgn+5AcsCRTKFTgJxEutPMkSl4D73r17sW7dOlW2JSlzXJrJSEmVSZMm4d69e6qpjLOzM65cuaKaD127dk3t5/PUKSd6WZI9Ixdg3N3djctktsRff/0FlwIFEblhBx5J493QCOP6SA8P/NRmMLbfdUTcleTHMuhikeBzAAnFfoG/iws6Fu6Dhh61YWOWcSc8RERE9PyzuyRpQz63SjKGlBHUh0cibN56xG/YobaJtALWtvLCQYvO0Nz2TK4VahaL1k0tMKJNBViY8+SZng6Ay03KPEoQPK0Sl3IuJpJmzGaEbt26qRKbKY0YMYIZ4ESUa0m1AQl+S9b3fIdSqBaqQzRi8FkHLX4sUg/ai02hS0iuNFCxjDnG9/KEu/PT1QfyKgbAM9CSJUtUmYBGjRpl5MPmCRcvXsSQIUOeWi7Bb1n37rvvpnk/CYBLRrVkgcuHnpQkw0XKiUiwWcqhvAwphSIB7pR1lpIChZKhLsslC1xKrEgAu2jRompaqXw4S5mJIJnoPj4+qvmnBM6l4aWbm5v6ACdlJiQgTpRV5EKNXKzz8/PDV199lerii9P1h3jQay7iz141Louzt8cvnYfg69BCiLyZ/DgGs2gk+P6JBP/9qOVVCt2KvIkK+csy25uIiCgbXOiWPh6//fab+lk+f+6c9wESZqxFws1ANXdrbw0rfF6+JeJuvgJNVHKQu0KlaLzZsxQK5DM34W9A2ZnM7JNkn+PHj6ukntKlSz+V5CTNLx0dHTO0AaYE058MqJub8++UiHIvSaAM3LgDrU4Fwzo0HsdLAyvbFkb41c7QnfMwbufgoMf43p6oVdGO5+NPYAD8P0jpjRs3bqS73tPTU12JOXnyJLZt26bqUdPTUzX+jWRpyy09SfWN0iIZ1nLs09tWslyefL1SblO9evVUP0vT0vQal0pmv9yeJB/m3njjDXV7FiVKlEg3oE+UFeTKscxqSJoZIScmq1evVheREoIeI2zuOkR9tde4vR4a/NWhH76wKIvHgcmPI6VOEor8DrMSv6ONX0108V0Mb7tCfBGJiIiyAZnNNXLkSFX6RFhDh3ecKyF2wHz18w0P4P02FRF4vy00Nx2MWd/5nKMwbUARVCjGchL03+rUqaMC4Lt3734qAC7LpGdT3bp1eSiJiJ5j5tb+/fuNM10SHoYgdMpKdD78AKF2wOr+FvjLvgV0J2pDi6ReDAa0beCAQR3dYGPFGVtpYQD8P8gHxpYtW6a7fuvWrShVqhRmzJihgkeFChUy1uQhIspu5ILe8OHDceLECeMyGVg7d+qEiM9+VNOhU5Y7uVypFtaVaosbj8yAf97aVHNL7yMwL7sfPUrVQ2ff5chnkdxkgyinYlMtIsoNpE+O9M6RPjVJjQcb5vPEPAt/mJ+4gzgzYGOLfNhdoAs0N0sk1wo1i0e31nbo17wYzMzYs4OeTefOndXsVpkRK8FwmYErAgIC1AxXMXjwYB5OIqJnjEHKbK0///xTVTtoaF4QIRM+QMKDYPxRDVjb1B9x57vA7H4B4318vLSY1M8LxXyeLkNFyRgA/w9PZgynRWo9S9BbSmRILV25WiPkA6d8z5rORJQd7Nq1C6+99hpCQkLUzzJ7Zdq0aejToDlCR76H0D9PGbd97OyGL1oOxZ9BjsCj5MdIcDsN83J70aN8DXT1fQ8OFvam+FWIMgWbahFRTvfo0SO8+uqrqsyZsDBoMK9QFTS4HS8FKXDOD3i/xSsIv9EamvvJJ8olS8ZhWv/icC3AMhL0fKSc49SpUzF9+nT07t1bzbC1sLDAgQMH1DnyhAkT1AxYIiL6d5L1LWXLHj58CGuDFrdHvY3HMfZ44AR8NNIKZw1toPu7hvHCtc5Mj0EdXNCpSX7otLxw/V8YAM8A8gFTrnCXL18+1XL5ICANZ5I+gBIRmYJcmHv77bfV+1ESqUW/asVK+Px1BQ8ajQGiE9O747Q6/Nx2ILYa/BEXlFwTXO94C2YVf0T3quXR1XchA9+UK7GpFhHlZFKGQnrqSE8aURTWWFmwMpxuRyQ2uWyXH39ZdYU2wN948mxtF4sJfTxRv3LqZvJEz1ubVgLhUlJP/g4lAUxmSQ8cOBBNmzbN8IPJGVtElJtI4qz0FHz//fdV2aiyBhvM0/nBPcYMe2sD6+uXhP5sF+iik2ddlyxqjskDPFHIlU0unxUD4Blg9uzZiIiISFU3vEePHmraQmYM+EREzyo6Olo1iz148KBxmZR1emf4OMRPWYOwYxeNy8+WqIZV5dvhUVhyRpjBPAKG0jvRvn5B9Cs2A44WrAdKuRebahFRTiZNACUDXGMABtr6YFhsQWgfROBoWQ1WNKiFmKstoQ2zNG5fq7oWr/cqBTub5AveRC/Ss0lI+RO5ZQXO2CKi3EL6cY0aNQq///47dAZgCNwxEG547ADM7WWJcwntoPu7uvHCtYWFAcO7uKJ1vXzQMuv7uTAAngGKFCmS6uekGuBSD7x48eIZ8RRERC/EysoK/v7+KgBuZmaG6VOnoVucE8I7TgHiZDo0EGZhi0/bD8Vf4Z5AWIo6374HUL3+I4yu0A+etsmdpYmIiCj7kQaE702dBdt3vkSpEAMirROwqpsTjmh6QHvZz3jybOcYhykDC6NaaZYxo5yJM7aIKDeQc3TpJSh1vz0NFpgHX5SCDfa/AqxrUhQJZ7pBF5XfuH3FUpaY2K8Qy5W9IAbAiYjywCyVoKAgjO3SC14f/4zwv06r5QYAByo1xCeFmyAmPHnqlD7/VXjX/hvja7dHufylTLjnRERElB4pdeLs7Kwyv0X0zoOotvhHGEIMOFES+LBZVUQHtIc2PnlmV+M6FhjbzR82VloeWMqxOGOLiHK6bdu2qZ4dCfEJaIX8eEPjhRgHLRb2tMApXSvojtROlfU9pocbmtd2hEbDWt8vKlcGwA8dOqQaUs6ZM0fVI0tvm48++gjnzp1TJQIkU1vuI6UBXpY0lvuvxplERJlBZqDI+0+5cuVSvScta9UHoa+tRGxYpFr2wNoJK9oOxqUwNyBx0goMZlGwqvALXmtVCY093+TgSkRElI0bZY0cORKdOnXC7KnTETpvHSLXfIdoS+CT7nb43bYLdBfLGE+e7R3jMXOIDyqUsDXxnhMREVG1atXgZueAEcEOaI78+KsisKqNN2LP9oQuwtl4gMoUs8DkgZ5wK8gm1S8r1wXApRnl+PHjVeH49Hz33XeYNGmSKgcgXaqlSYd0qR43bhwuX76MsWPHZuk+ExFlBJk6NXjwYFy8eBHbt29XpU/0j8MQMnkFor//TW0j74w7qzTCZo8m0IclD6J6j1No3joCoyoOg625DV8QIiKibEjOcaSp9YIFC9T3O9d8hn67bsLmRhAu+AHvtS+F8ICu0IUmlzepW90CE3oXha01a30TERFlB853QvGVeTnEW4fig25aHMjfBLrDjaFF4gwtM3MDhnV2RbsGrPWdUXJVAFyC2BMmTMDDhw//tcD89OnTYW1tjc8//1zVyhNXrlxRGeDygbJRo0bG5Znp7t276rnSs2fPnkzfByLKHf7++28V/JYguJCssO/fWoKQ0e9CfzfxPfGxhT2WtB2Ia5HeQGL5bxisQuBR8xBmtGoJf8fU/QyIiIgo+4iKilLnOv/73//Uz00N+TBDVwTmt4KwqY05tnu1he5cTWPWt5VNPN7o74U6ldjAmoiIyJR++OEH1KtXD7bW1gj/8CuEL96Ey356fDCyIMIu94TZ+cLGbf19zDF1sCc83ZLLlNLLyxUBcAl4f/jhh6obtFarhYeHh6qJl5aNGzeqkidDhw5NFeT28/NTmeNTpkzBhg0bsGjRoiz8DXK3hg0b4vbt28afpU6hNAiV8jQSsHtS9+7dcezYMfXhvkSJEmk+5pEjR7Bu3TocP34cERER8PT0RPv27dVFDAsLixfe9uTJk/j444/VfcLDw+Hu7q72f9CgQarGIlF29M0336gT4tjYWPVzIXcPrKzWFo+7TAX0erXsl9JVscG/HRIirY330/oexdAuzujoPxJaDWuBEhERZVfyWXrgwIE4ffo0LA0aTIAnOqIgAp0MeLeXO+7c6w3dNTfj9uVL6zBtoB+cHHPF6R4REVGOLVE6a9YsfPrpp+jRpCXejHBGxMGT2Nwe+LFYDej+bgttgqXaVqMxoG/bgujZsgB0Otb6zmi54hOR1PLevHkzfHx8MG/ePGzdulUVlE+vXp5o3LjxU+tk2dSpU7Fv3z5kBQmu5pUsb/nALjchFyAk0Dxt2jSVid+rVy/jdlevXlXBb3kt5TWV5n1P+uyzz7Bw4UIVwJYsVwcHB5X9+vbbb+Pw4cNYuXKluhDyvNvK34zskwTH5W+qQIECuHTpkpoVIOUk1q5dq2rFE2UXMvV5yZIl6pakceXqeNuyOAzrdqqfw82ssKR1b1yKLQkkxsdhsAxFyUan8Var9shv6WSq3SciIqJncPDgQQwZMkQl/XgZLPGO1g9+ekvsrwGsrVUL+gttoNUnljXTmekxqrsr2tRzYi8PyrXu37+vGrynFBcXZzyvIyLKLhevhw0bpmJcNQz2GLDrBgLc7+K9121xN7AbzE4kJ+W6OWsxbYgnShRJTlijjJUrAuBeXl6YOXOmyiiW7GIJgKcXLJIa30Jq4z7J0dERBQsWVIOplBFwdXXN9H3PK2xsbFJlUMtrJh/mv/7661QBcPm5SJEi6NixowpOS612W9vkZj3nz59XAW1Z3q9fv1SPJ5n/vXv3xo4dO9C6devn2lYC71IaR+q/yxtUEskWr1Wrlrp/0pRTqRlPZGpyIUn+Jr/99lvjstebdECPk2HQ3zulfj7iVQQrqvRBXEzy1Get51m82tsFrYoOMMl+ExER0bOTjDH5jBofH48GBkfM0vhAY6nF4h62+BtdoTuX3OiykDvw1ogiKOyRmElGlFvJzO9ly5Y9tVySnYiIsoM//vgDI0aMQPCDhxgND/SDK36uB2xoUAyaEz2gS3GO3rqeI4Z1dYG1JS/iZaZccXQlu7dnz54q+P1vQkJC1PQDCahKQDYtLi4uxlrhlLmsrKxS/ZyQkKACzBJwbtq0qSpXIpnXKX311Vewt7dPFTRPUrVqVaxfvx5169Z97m2/+OIL9XcxYMDTQUEpkyKBRskGlzexpIspUipFariXL18e7dq1U81Vk0hwv1SpUvj555/RrFkzlCtXTv2dSt33uXPnokqVKnjllVdUkD/J5MmT0adPn1TPndYyInl/6tq1qzH4rYEGnzbsiW57bkB/7yH00GB5o1Z4v+wIY/DbYB6F4o3/xpY3G6BV0Vo8iERERNmclDaTz6iGuHi8avDAOyiCu4W1GD+2CI4HT4DuXhnjtm0a2uHjGf4MflOe0K1bN1UCMOVNktdSJk4REZmCxIqkooCU9jV/EIrV8EdHO1e8PUKHdeXbQHtoGDT/nKPb2wFzRhfCa33cGPzOArkiA/x5GscIKbuRHkvLxIyJyMjILNuvvEhKoEhwe8yYMcZlv/32m5rO1rx5cxQuXFjVaJer+/IBJ4nUPZRgsplZ2n+6ElR+kW1lSops+2RN8CSVKlVSfxtHjx5VQfP33ntP7f+MGTNUxrqUU5G6TmFhYcaAuwT0JcD97rvvqqwdySyXQHmnTp1UcF4C5kuXLlU1xllahZ7HqVOnVCkfUcDaFl+WbAHHPefUz3ftHTCvWT+ERPoYt9e6XMPYvvnQukQPHmgiIqIcQj6Xrn17Cc60HotScRb4vrEGm8s2gvZUM2j+yWOyttFj6mAv1ChnZ+rdJcoykrSWlLiW5L+S4YiIMpskcUry5Pfff4/aBgfMRmFcL2mGCd2dEXmhF8yCvYzbVi5tjckDPdirIwvlqQB4Uk0wjea/i8nr/2kcl938cvd3rL3wOSITEoP5WclGZ41BxXujgXvt577vqlWr8Mknnxjrs8lNMqfbtGlj3Eau3Lu5uaFy5crqZylNIrW6JVguwWkRHBysSpg8i+fZVmYHSND93/52pETO48eP1cURyR6Xusv169dX6729vVV9J6kTnjLj/NVXX0XZsmXV9zVq1MCJEydUSRb5G5SAuNQXl8xyBsDpeTRo0EBdfNm+fA2WW5eB2dEravmPZUpic9EeMEQmZr8YoIdn1bNY3LcRClrn40Em+g+sKUpE2SFzLOlcJebPk9AOXwRvCwvMG2yHc1E9obuQ3I+mdDEzzBhaGAXy5alTOiIiomxH+nRIWebL5y9gLDzQU+eKL9oC20tVg9mR9sZGlzqdAUM7u6BDIydotWx0mZXy1KelpClRUjs3PVIiRaRXIsXUNl/5Gtcjbpnu+QO+eaEAuEz/SCrlIdnQ169fV1nUEiyWbOjw8HDs3btX1eVO+tDfsmVLLFq0SE39TAqA58+fXwW2n8XzbOvk5KSyt//tZET2UbaTOvLydyJX9lI2WpHfS6aqpvz7ShlUl78pqSme9PsllYCR+xA9rz6Fy6NNVGEg6D5itTosbNkGl/R1jI0uYR2Mzl0jMbx2RzbBInpGrClKRKa0b98+9flYmrhrv9iLsDmf4LyvHkuGFEHkhd7QRjv+s6UBfdrmR+/WztDx5JmIiMjkJFZU1qUQJp3Xw72gHaYPtML1x11gfqyCcRsPVx1mDPNEUe/U5YApa+S5ALjcJNApQcona1AnZX+JJ6dUZZeMsh5+nUyaAd6jSMcXuq9kT6cMBvv5+allUrv9zz//VAFxOSYbNmxQzX5SBp6lUeWbb76p6nlXrFhRNTmV8iJpNaOcOHGiKlcij/s820rWuWSgSzA6rTIoUnJCMr9le9knIeVLpPzJk1Le/8nyK8/7mktQnfI2+XuTmQJ2dnaqGatBr0f4ks3qJm7kd8DcRv0QFZFc8sTG6yoWDi+DUq6eJtxzopxHSm5JWaqUpHnNi4zXRETPM9bLTEkpp2eRAPxerx/K34/D/5pp8FWpRtCeaG4seWJnp8fMYd6oWJK1jomIiLKL2F+OYvKJOPxZxQ4T23hDf6o3dJEFjOtb1nXAyG6usGKjS5PJUwFwybz19/fH8ePHceXKFVVjOiXJFpbmchKYlSYa2TGjTLKvXyQDOztKCiRLuRkJPhcrVgyLFy9OtY3U3JaTAWmOKdnhUj9bguSff/65CgamJI0npdZSUmPL59lWMtQ3bdqkGluOGjXqqSC07JcEu2vXrq0C4RLYvnPnjipFkUQC95Id/tZbb73Q8ZC6dZJlnpJcGEjrQg3lDXLxZvr06ervWAJwHo75UXnbMcT8fEit31m2CDb69YUhwl79bNDEo2KDW1jQrRHMdayDSPS8WFOUiLKaJIDIWC9Z34UMFngXReAeFocFw6xxJqYXdOdLGrctXcxcBb/zO+apUzgiIqJsJzQ0FDdv3kSp4iUQtugzPFq9Feu6arDfvQF0h1pAY0hMwpQWhK/390Ddyonn7GQ6ee7TU506dVQAfPfu3U8FwGWZBGWTgqIZhRlliU1Fk7Lg5RjfuHED8+fPV8GGfPny4fz58ypwLEHwlIoWLarqastFBAmAS+a41NVeuHAhAgMD0bZtW9Wc8sCBAyoju0mTJmjVqpW67/NsK7XCFyxYoOpz37t3T9VucnZ2VhdKpJHltWvX1H5IJrlkokvA/P3331dZuZIVLgH1d955R9X1flEVKlRQGevSHFOy1+XrxYsXjeVfKG+Rpr1yMWbnzp3qZ7cEM3jP3IiYoHAkaIDFzevhpLYVNLGJA6vGJgSjB1ihfcVmJt5zIiIietYeNMOHD8evv/6KWgYHzEFhPPA2w8Tengi/2A+6yPz/bGlAnzYF0LtNQZY8ISIiMjGJ0wwcOBDmIZHY5FMfN+5exJJJdgi61RNmZ5J7dZQoYoHpwzzhWoDJadlBnguAd+7cGWvWrFFNDCUYLsFLERAQoIKiYvDgwRn6nMwog5rWmdQEUzJZJehdpUoVvPvuu9i4caPKhpcA9ZNkW8nenjt3Lo4cOaLuM3ToUJWNLZkykjku5WwkgD1y5EhVziRluZPn2bZ58+bw8fFRfx+jR49WDS+lKadMh5e/DQmIJ5GSLFLjSYLgUuLG3d0dY8eOfam/Hfn9z507p35XyTpv0aKF+t2PHTv2wo9JOZP87clrLzMgRGWtA5ZZlYJ5UDiCHCwxq0U3hIaVhyZxEgVsPe5g6Zhy8HVOnmJFRERE2ZckV8hYf/nSZQyEK4bBHXvqarDhlerQnOwIjT7xNM3GxoCZw7xQuTRLnhAlYdNqIjKVH374AePGjUOJcA3mwgd7Sl7EJ8P8oTneE9qYpCoPBvRsWQD92hWETsdGl9mFxpBUhyIXmTx5MrZt26YCiZLJ+yRpuihTDSW4Wr16dVWzWbKCkxobStA0szVq1Eh93bNnT6Y/FxHlHHfv3lXNYS9cuKB+7mzpgTfi3KFJ0OOQf0EsLz8Q+sjkEk2latzBuwPqwEKX565n5kh87895+JoRUUaTmYODBg1C9KMQzIQ3als4YVUvMxy07ATdjWrG7Yr66PDWyMJwyc/MsazG9/7s7cMPP0y3xOjhw4dNsk9ElPvLky5atAjLP1ymLlz3sXTH2t46/OXQFLoLjYy9OhwdgKlDPFGJvTqy3XidJyMmEhSXzN7Vq1erciiSBVyqVCk1haFp06am3j0iyqOk5I7MTLh16xa0BmCSTVF0jpRaYXpsrFMMP+bvA02kTeLG5tHo3R3oXy+5Dj0RERFlb6dPn1blEZ1jNViBYrB3tsbkgfkRdKM/dIGFjNu1beiAEV3dYG7GzDGiJ7HEKBFl9QxtqRJw7JffsBRF4OHliDf7O+LRtd4wu1DEuF2lUtZ4c7AHnBzyZKg128uVr4rUfJbbv5HyJ3IjIsoOTp06pTK/Hz58CGuDFkusS6JqpAXidMD8tnVwKaYtNHGJV5Ut8j3GwrG+KOedcc16iYiIKPNJD6KRVRqgzZ93caWcGea2LY6EU72hjUu8wG1ublDNshpWT5pGTURPYolRIsoqZ8+eVaVu7a4F4XOUwMn6FpharyS0J3pAG5tYnkyjNWBwB2d0aZYfWi0vXGdXuTIATkSUE0kZpgIGM3xkVRq+UVo8cNBhRutOCAuujqRh1Nk3CCtfq4p8tpYm3lsiIiJ6HlJ5MnLNd+h16AG+bGOO/xVvCN3fzY3Tpl2dNZg32gc+hTjGExERmdr333+Pca+NQ5soWwyz9sfHfcxx1KolzA7XN25TwEmDGcO8UbqotUn3lf4bA+BZgE06iOi/lC1bFp/Nfhu2b65F/mgDThSxw5Jq/aEP9jVuU6V2MOb3rcWrykRERDmEzOy6ffs2yhYviZA3liNo+268N8wK56J7wOxsGeN21ctbY8rgQrC1Tm7QTkRERKYTHxaBaVGu8Pd2wpv9nBAS0Admtwob19cob4NJAzzgYMexOydgADwLbNmyJd0mHUREIuaPk/CetRmGGAO+q+GOLz0GQRPqlHhwdHHo212Hvg2q82ARERHlEJcuXULfvn1hFhKJLzzr4kbwVbw93hWhF/tDF+7yz1YGDGhfED1aFuAFbiIiomwi7uIN1PzoF+yo74RpdctAe6KbsVyZVmfAiC6uaN8oHzQaljzJKRgAzwJs0kFET1q/fj0CAgIwe/ZsRH39C0ImfAB9fDyWty6Bg9o+0ERbJb5J24bjrVGeqFaM9b6JiIhyit9//x1DhgyBe0gcFqMIDvhfxcr2ZYCTPaCNTxzjra0NmD7MC9XKJNYQJSIiItO5e/cu3N3dEfXNPtyZ/gFWdEnAUct2MDtS17iNSwEtZo3wQjGfxLGccg4GwLMAm3QQUUoffvhhYqNeA/DKmYeocOA6oi2A2T1r4ubjDtDoE2uBOrgGY8WEcnDLz3piREREOcUXX3yBN954A/Xj7DBdWwxfd9DhR+9mMPu7iXEb70I6zB3tDQ9nC5PuKxEREQFbt27FtEmTsblKe0TeOI93R+dHyBUpeeJtPDx1KttiQj932Nmw5ElOxAA4EVEWNr9asGABli9fDq0BmARPFfwOctJgers2iLhfz9js0rdEKD4YXQXWVhxciYiIcgK9Xo9FixZh2QcfYijc0N3WHe8MssLFsF4wu1DKuF29qrZ4vb8HrCwTL3gTERGRacTFxWHOnDnYseYzfAgfnDA7jw39ykJ7UkqeJCai6cwMGNXNFW3qs+RJTsYAOBFRFp0UT506FZ9++iksDRrMhQ8aIB/O+lrg7dq9ob9f2rhtnXoxmN6rCmuBEhER5RDR0dEYN24cdv1vO96GL4p45cPr/V0Qdn4gdBHOahuNxoChnV3QuakTa4YSERGZWFBQEEaMGAHtn2fwsVVxbOxjhaOWbaA7Wtu4jauzFrNHeKGoN0ue5HQMgBMRZbL4+HhMmDBBTauyN+hULdBKsMPeyvb4xH8QNA+9EjfUJKBvV0v0bVKcrwkREVEO8fDhQwwcOBA3D5/AWvjjYRUbTGtRGjjR01jv28bGgJnDvVC5FOt9E72s+/fvq8DVk1mcWi1nVRDRszl69CiGDxmKdvc0aOTlhzl9CyI4oA90tz1Tzdga39cdttaclZ0bcISgTNenTx9Mnjw5zXWyXNaLhg0bonjx4li3bl2a286YMUOtl/rJmeXgwYPqOW7duvXM97l06RKGDh2K6tWr45VXXsHYsWNx586dVNts3LgRjRo1Qrly5dCzZ0+cPXs21fq///5bHYfKlSujTp06KlM4ODg4VfbwBx98oNZVqFBBNVW6efNmBvzGlNnkw/jo0aNV8NvFYI41KIaKsMOmJi74xGcsNKGJwW+tRQxmjCmIvk38+KIQERHlIIcOHULs4XNYrymOI+1t8WHdptAcHQjNP8HvwoV0WDW9CIPfRBlky5Yt6NixY6pbYGAgIiIieIyJ6D/Lksqs7CEdu2HaPTt413XD1L4VEHJqHLQhicFvMzMDxvV1xbShhRj8zkUYAKdsxdzcHDt37kwzg3bXrl3Zbrro48ePMWDAAFhZWeGzzz7Dxx9/jEePHmHw4MGIiYlR22zbtk3Vg3z11VfxzTffwNPTU91HthNXr17FoEGDVOD9yy+/xHvvvYeTJ0+q7ZOsWLECmzZtUrWppLGSBMTlOWJjY032u9N/k7+BYcOG4fvvv4evwQqfoBh8tFZ4r4sPdtiMhiYqv9rO0j4SK6f6oW45Fx5WIhNnlJ05cybVTS5iJSQk8HUhonTVCzXHUrtiWDXKDj8U6Aez882M6+pWtcXyKUXgzmaXRBmmW7du6rwq5c3V1RW2tpxhQUTpi4qKwvjx4/HV5Hn4SOeH3wc7YV2ZTtAe62O8aO3uosWKqT5oVZf1vnMblkChbEUyqH/77Tfcu3cPbm5uxuV//fUXbGxsYG2d2IQgu9i9ezciIyNVgFuC4OKdd95B/fr1VVa3/D4fffQRevfujbZt26r18+fPR+PGjfHVV1+p4Oi3334LFxcXlfWdFOCfOXMmevXqpbK85cPcJ598gokTJ6rHFRIkl2xwuSjQunVrEx4B+jchISE4f/48Shts8AH8YGlphuk9y+JGUC9o9OZqGyeXSKx8vQwKOiX+TESmzShbtmzZU8sdHBxMsj9ElL0ZEhIQNm8DLn77DRaMLYDHVwZCF5b0+dWAwZ2c0a15/myXwEGU08m5k9yeTKQiIvo3IcHBcP7hCDp5FcXbfVzxWEqehHoY1zesYYdxvd1hbcVc4dyIAfAswBplz05KhFy5cgU//fQT+vfvb1y+Y8cOtGjRAj/++GOq7SVTesmSJThx4oQKjjdp0kSVVZHvJWNPsrI3b96sSpJ4eHiox+zRo4fx/keOHMHbb7+NCxcuwMfHB506dXpqesyaNWtU1vWDBw/UNpKtnRTMlgC3ZGcnBb9FUu250NBQVRPy2rVrarskZmZmqFKlCg4fPqwC4PJYDRo0SHVylPS9BFAly1ym86V8DAnGlCpVSj0GA+DZl3ww/3LibMSNWYpIBw0mdKuNkFvtoPln8k3hItH4YFw5TqsiykYZZVKOKyXVGIc1RYkoxWdD+ezpXcAZjfZexYHAw1g6pDj0J3tDG2ejtrG2MmD6cC9UK8NsVCIiouxA/zgM5m+sgmclR8yoVQWaUx2hTbBU68zMDXitlzua1XLgRetcjAHwLMCMsucjge6UAXAp8yGZ1uvXr08VAJfs6H79+qmgtxzjsLAwvPHGG5g9ezYWLlyobv/73/8wffp0lC1bFr/++ivmzZunylLIY8v9pWFR+/bt1baXL19WdcZTkkzr7du3q+VFihRRAedZs2ap55IMbSlnIreUVq9erQLiVatWxd27d9Uyd3f3pwKjkhks/PyervkspVScnZ1VWZRffvkl3ceQTHnKvqJ++AO68ctx21WLWW1bIe5WAyRd5qhUKQHzh5aDmRmzwoiyC2aUEdG/kc+QMiPv4NfbsRh+2NzCCl81qw/d0VbGi9serlrMH1sYnq4WPJhEREQmJKVjo6OjYXbhJu6OWYBl9UNxxLw7dCeqGrcp5K7FWyO8UdgjMRhOuRcD4Dkso2z/kTBs+PYBImP0yGo2llr0b18QdavYP/d9pQZyWrW9JbhdqVKlpwLga9euVY1MpPzHH3/8gfz586uM55SkXna+fPlUSRHJqhZz587FsWPHEB4erjK/JRu8TZs2ap1kb0tzSwlQS+Bc7l+wYEFVbkSn06lAtASsFyxYoLaX0iYSdJcsn6TSI97e3rh9+7baPwmAP0kyzj///HNMmzZN7XNAQIBabmGR+iTI0tLSWCP8SZKRvm/fPjUNX6bySZ2q9B5DMsQp+5Csf2nSKifHCV/vR8ikZTjrCyys3w2GW8mDbMsmZhjXtRivLhMREeUQMiNP9V85cBqrLYpjY18rHNF2g9nZ5M+x1cpZY+oQNswiIiIyNYmVjB0zBq/ciEL5uFi8090FwVfGQReeXD6peW17jO7hBitLljzJCxgAz2EZZV/+9Ag37pmu8eGXOx+9UABcLgBIUPBJ7777LoKDg1MtK1OmDLy8vFTAvG/fvqr8SatWrZ6678WLF1G6dGlj8FvUqFFD3aQ0ijQuq1y5cqr7VKtWDRs2bFClSeT+ElSX4HeSlMF4yQiXIPWECRNSXayQhpwSuJcriUmlT2Q67Pvvv4+VK1eqixt9+vRRy5PWP9msUh73yXrmsr+SaS41waXZpdQJf/IxUpZaSesxyLQDbM+ePXH8+HG47TqBlpci8WcFC6wo3weau/9cvNHoMairA3o0KcSXioiIKIeQhuXymbTslRAMyV8UiwY74d6t/tAFexm36dU6P/q1LQitljO7iIiITEka2b82eCj6XgcS6jlhavVXoDnVDtp/+nBZWOgxsV8hNKzOPj95CQPgOYw00llvwgzwrs3yv9B9pSN34cKF01z+ZAA8ZRkUyZ7fs2ePahj5pJSB7ydJQDq9KTBJ95U620k/p/WYSY+xdOlSVf7kSUkZ2RK4fvPNN1WpFPmasnZ5UtkSqQOfstSJ/CzZ7UkkY3306NGqJrlknMvvn9ZjSAZ6yseQEimUPbLCJPh98sRJjIK7Cn5/X9cGX3gNgjbIR22j0SXgjUEuaFytoKl3l4iIiJ7RwYMHMXjAQPQPtkUFf29M6eaL2DP9oI1JTAgxtzBgyqBCqFP5+RNEiIiIKGNt3boVa16fgWnaQvjf4Hw4hi7QnS5vXF/YU4vZI3xZqiwPYgA8h5Hs6xfJwM5pJAAspUq+/vprlQ2eVp3sokWLqtIq0uwyKYv7559/ViVMvvvuO5Vlf/ToUZQsWdJ4HwkwS21tR0dHlChRAt98843KrE4KZp8+fdq4rQS9JSAuDTSlSWWSTz/9VGWHv/XWW+rnSZMmqeddvHjxU5nqBQoUgK+vrzp5SmpiKRnksh8SMBXy/NIM89y5c6q0SvXq1VM9huynnZ2deoykALiU2jh79ix69+6dAUebXsajR4/QvXt3nD19BpPgiS5wxvo2+fCzzRBoH7upbXQWcZg/xhuVS/IKMxERUU4hn0NnTZiEWbGFEF7PAXNr1ID2WEdoDImfO50LaDBvjA+KeLJuKBERkSnJDP0Z06cjcuNOvOHtg/d6+CLsSm/oIpOTONs2dMDwLq6wMGfJk7yIAXDKliRoLRnjElSW4HBaJIAswWip4T1gwAAViFy0aJEqgSIBY8ke/+CDD1SdcGmC+fvvv2PTpk0YP368yv7u0aMHNm7ciClTpqiyJTdu3FD1m5PY29urwKaUNpHHk/IoEoR+5513jPskAXQp0SJBcCmvEhQUlOr+UrJEGm1K8035fWQ/JLAvb86dO3dW261atUoF6uV3laB7yseQQL0E5yXQLeVipK54oUKF1D64ubmhadOmmfgq0H+RUjryd3bx7DnMhDdaaAtgaTcXHI0dBm1YPrWNpU0slk4oCv/CLFdDRESUU8jntU9mLcQKXRHs7mWLX/O1h+5UTeP6ciUsMGu4NxzskkvpERERUda7du0aXh08DO3PhsPQoDDmVGwAzenmxgvWVtZ6TBnkhZoV7Pjy5GEMgFO2zgKXmtotW7ZMc72UEPnkk09UMLh9+/YqWCzbSoBbSDkSJycnFTh+8OCBaoIpNba7du1qvL/UA5cmmh06dFClRiQQPnv2bONzJD2GBMGl5IhsM3bsWNUESUjZEyGBd7mlJJnoHTt2VM8XFhamSqlIuRepcb5u3ToVzE56DCm3krTfKUmAXzLC5Tklc1yaa0rwvGrVqipb/EVrydPLk78pCX5fOXcBC+CL2mb5MK+vFy4+HAJNnK3axsEpFssmFYeHc+oGpkRERJS91bYogIr2xbFyiCOuBfWD7mpyObwOjR1VBplOx3rfREREpiSlc1eMfQPj9S7YOtQbZ2N7QHs+uVRssSI6zBpeBC75GTvJ6zSG9IolU6Zq1KiR+ir1rYkoZ5Esfbmwcf3CJSxCEVS0dsCs/kVx5/YAaOITG5W6usdh2cQScHLkdUZKxvf+nIevGVHeE7FuO45/vAoLexVC5LkB0EQnzurS6QyY0M8dTWs6mnoXKZPxvT/n4WtGlPdIOPPTVv3hHh6EDzqURtSl7tDEJmV5G9CjlRP6t3XhBetcrNFzxFYZmSEiek4LFy7E7QuX8QH84Odgj8n9yuDR1T7Q6BPfUn19E7B0fEnYWnNaNBERUU4gpfDcnV0QOXstfj73I1b2qAyc6AKNPjFjzNERmDe6MEr4sqQZERGRqelDwvFowvsI9gjBet+O0J2pg6R5Wfb2eswY6o2KJRNnZhMJBsCJiJ7TrHGvo/N3F2BlA0zqURWRl7tCg8RGGmVKAW+PLgFLCzbWICIiygl+/fVXvD5kBD60L4P91aLwQ422MDtRz7i+eBEzzBlVGPk5q4soW5DSlCn7Jom4uDhotfz8TZTbSe83u4BABExaiEWNzXDtwavQXfUwrq9UxhxTB3nD0Z7hTkqNfxFZgAM0Ue6R8CAY0f3nAk7Amx3rIv5yO+OV5hpVdJg12A9mZqwJSkRElBNIv5VPps7BOxY+WN8eOB8xBGZXihnXt6hjj7G93GHOsZ0o29iyZQuWLVv21HIHBweT7A8RZT7pifbu24sQv3Y7ypUogOUtayD+Yjto/5mppdXpMaKbC9o3yA+Nhufj9DQGwLMAB2iinC0wMBA6nQ5OccDDbtNw2nALC9o3g+FyU+M2zepZYUIvb2i1HGyJiIiyu4SEBLz11lu49PFXmONaFEv7eyL4ygBoIwuo9VqtAWN6uqJNfSdT7yoRPUEa0Tds2DDVshEjRjADnCiXunPnDt4cMhJtTj3G6Q5eeM++G3TnSxsT0Vxd9Zg7sgh8C1maeE8pO2MAPAtwgCbK2cHvLl26wN1ggaUxXjjm+ACL67aHJqCOcZturewxuL07rzQTERHlAGFhYRg1ciS895xBzzK+eKt1RejPdIMmwUKtt7MzYM4ob5T1tzH1rhJRGlxcXNQtJXPzxCxQIspd9u7di89HvIE+tvmxalQVPLrRHbp7ybM9mtW1wdjuhViClP4TA+BZgAM0Uc4OfsdevoXJKIo/Kz3E8qpdob1ezbjNkK5O6NY09QdwIiIiyr7NLof27Y9uF2MQ1bwQFhdrCd3JhsYssiKFdZg3qjCc8zOYRkREZCpS1/+d+Qtgtmo76tUuhIXlWgKX6hnHa2ubeEwZ6I1XKtjzRaJnwgA4EVE6tfu7du0Kw+Xb+Bj+OFbbCuuL94L2ZvnEDTQGjOvrglZ18vP4ERER5QAHDx7ElAHDMCkyP3YN8sCxhD7QXS5uXN+opi0m9PGAhTkb6REREZnyYvXsgSPR6Vokdgwoh5+iekF7LbnRZekSGswcUpzNqem5MABORJRG8Fsyv7WXbmMlimJfExtsLdQf2rsl1HqNVo+pQzxQv6ojjx0REVEOYDAY8PW0hZhh5ooVY73x4Hp/aCMKqnUarQGjurugXQMnljMjIiIyoZ0//YSfRs1AR8+CWDawGWKutUrR6DIBQzoXROfGzhyv6bkxAE5ElEJQUJDK/Da/dBsfoii+b2uHnxwHQXu/iFqvM0tQdUGrlbXjcSMiIsohwe/IT39EI00C5g2qjoSzXYz1vm1s9Zg7qjDKFWO9byIiIlPSh4TDc/VOODfxx+J83aENKGYseeLiGo95I4uy0SW9MAbAiYhSBL8l89vq4m28r/HHpi4O+M1sCLQPvdR6c4sELHrNB2V5kkxERJQjGGLjEDLtI2wK+hlf1W8D3am6xpNpX28t5o0uAhfW+yYiIjKp2INncH76IsyvXQhBdydC+yD5wnSLBlYY09WLJcropTAATkQEIDg4WGV+2128gyXaoljTOx+OxAyDNthdHR8rm3i8N8EP/oWteLyIiIiyuStXrmDptNmYGOmE98vex3GX4dAF+BnXN6lli3G9We+biIjIlDO0dv2wAzVOBeG7Iz9gQ412wI2qxgvVNvaxmDHEB1VKsdElvTwGwImIANjb26Otmz9aXbHGsv4FcCZkuLE2qJ19At5/vSgKe1jyWBEREWVz+/btw4dDXsMIG1dM7GuPR1fHQRud2LdDq9NjbE83tK7nZOrdJCIiytOzrxcOexUNTt3DG53L45LHeGju5Deur1gemD6gFBzsdCbdT8o9GAAnIgIQt/8Y2v99HwuGuuBK4HBoohJPjPPlS8AHbxSFh3NirVAiIiLKvplkq1evxum3VqBPmUJ4u0ld6M+3hcaQePJs76DH/NE+KFnE2tS7SkRElGft3bMHe0fMwCs+zljWsxfib9c2Zn3rLOIwtpcrWtYsyEaXlKEYACeiPC/6p79w+9UFmD3AGbdvDoMmxkEdk4LOenz4uj+cWRuUiIgoW4uOjsbU19+A7zcHUaSlH9736ALd+UrGE+riflrMHeUHJwee/hAREZlCVFQUlk6dDZ9v/kR0+4pYYegO7W1n4/rCvrGYP7wEXAuY8wWiDMdPgESUJz148ADDhw/H2407I/6DTZg5uBCCAoZCE5fYbMPd3YAPXvfniTJRHnL//n01HTOluLg4aLVak+0TEf23e/fuYULfweh6JQI/DimBiyH9obud2MNDdGhij+Gd3aHTJYXDiYiIKCudOHECmweMR00ba6zu2wNRd+pDi8TP2BpdPPp1yIeeTT2g1XKsJhMHwN9++22MGTMGNjbJnVjp2fCEmij7Bb+7dOkCvwtBiDj7GWYP8kPwpUHQxCc2uCzsDbw33p/1xihH4nj94rZs2YJly5Y9tdzBIXFWCBFlP0eOHMHSfqPQ1zofVgyvgfAr3aH9Zzw3t0jAm4M8Ubcy/4cp++F4TUR5QXx8PFYvWgKbVd/BvGVZLLXqDu0dN+MMLddC0Vg4vAS83Nlvi7JJAPynn37C999/jwkTJqBDhw6Zu1e5DE+oibJf8LvkhQcYXLAwpg0ogYjz/aFJSKzxXcxPi3fH+cHGihmflDNxvH5x3bp1Q8OGDVMtGzFiBDPAibKp8+fOYUvHYWhVyQPvVG0FXGhgPKF2cdXj7TFF4eXGHh6UPXG8JqK84Jtxs+B5+BjW9OmFiHv1oY375zxbm4AurawwuE0x6Jj1TdktAC5NZWbPno1NmzZh+vTpKFeuXObuXS7BE2qi7BX8Ln/hEXq5Fca0PmURc7Y3NIbEt8Jypcwwf5QvrCwZ/Kaci+P1i3NxcVG3lMzNWYOQKDsyREajwMrtsO1QDB9b9YH2qp9x3SuVzTFlgA+seTGbsjGO10SUm+nDIvFo1iqci3qEX2u8Ac09V+NF6gJukZg3rDiKerHCBGWdZ47yWFpaqhIoO3bsgIeHB7p3747Jkyc/VSuTniYn06VLl051kxNqnS6xIz0RZT55r5Lgd9ULj9HF2wvT+lRGzJm+xuB3tQoWeHtsEQa/KcfjeE1EuV38jXu41GM8xrvcxG/x46F9mBj81mj1GNYtP94a7svgN2V7HK9frsTomTNnUt2kZ0dCQkIGvkJE9KIlT2J+O45D3UZhsKU1fsUYaMJdE1dq49G+pRabZldg8JuyfxNMCX6///77OHToEObNm4fmzZur6cH9+vVjlhQRZdvgd9euXVHrQgga+3liVvtXYDjT2XgFul51K0wZ6M3mWJSrcLwmotzm77//RsJvJxG+8wcsql0DsQEtofknn8fOIR7zRvqidFFmk1HOwvH6+bHEKFH2tP2rr3F3+koEvlICv/gPhOa+i/GcO79bOOYPL4GinrYm3kvKqzQGg8HwogGlS5cuYfHixTh79izc3d1RvXp1lCxZUt2qVq2a8XubizRq1Eh93bNnj6l3hSj3B7+7dEWDi6GoXtId77SoD5xvY1zfoq4txvUuxG7TlGvf+zlevxyO10SmJ6crn23YgOvTViB/Ay987d0T2sAyxvXF/IH5I/2Qz/65c3uI0sTxOvtngD85Ez2pZ8e+fftMtl9EedXjx4+xavhElLgciA2N2yH0YW3jBWrJ+m7T3Ayj2xVjwhmZdLx+5k+JJ0+eVFdaL1++jICAAISHh6vlNjY2qqSHt7c3rl+/jp07dyIqKgrnzp17md+BiChD7Nm9G80uhqNUeXe8Xb8ZtOebGtd1auaA4Z3doNEkXZcmyvk4XhNRbiLnFW+Nm4QKu07gTr/K2BfWB9rAAsb1nVrYYmiHQmygRTkOx+sXx54dRNnHLz/txJmxC5BQoxw+rPUmNA8LGrO+ndxDMX9YSfh72pl4L4meIwA+duxY9bVJkyZo3749fH19UaRIkaeaRUmGxrVr13hsicjk5P2oxdlQ7Krqiveqt4XuUj3jur7tnNC3Ter3L6LcgOM1EeUWklzzdq+haBELrB7YCpHXWxt7d5hbxWH6EG/ULO9g6t0keiEcr4koJwsLC8PHo99A4ZM3sbddX4Q+rgVN5D8rdXFo20KHUW2r8AI15bwAeLFixdS0oooVK/7rdpJJKcFxIiJTMuj1CH1zBb67uhOfVOkCXUAN47rh3Qqgc5OCJt0/oszC8ZqIcoNdO3fit5GzUKmyJ5b6d4fmWhljRpmnVzzeHl0crgXMTbyXRC+O4zUR5VS/796Lk6PmIqxGJayoNRWax07GdfkLBWPBsFLw87A36T4SvXAA3M/PTw3SRETZvSbg+bNnUe7b4/jq4V5sKtUTuuuV/llrwPh+rmhZJ3mAJsptOF4TUU4WFxeH92bPg9vnuxHWuSI2x/SBJjC/cX3LRhYY26UYzMxYvoxyNo7XRJQTfTpuOqx+O4WdrQchIqQKNNH/rNDFol0rLUa1rsb+WpQt/VOV/r9Jbe9mzZph27ZtmbtHREQvEfzu3qUrAnpPw6fh+7CpcD/obiUGvzVaPaYO9WDwm3I9jtdElJPN7ToQJXf+ha0DOuBUyGhoohKD3+ZWsZg52hXje/gy+E25AsdrIspJ9JHReDRjNS4GG7Cq2jQV/E5S0PsRVs/2wZi2pRn8ppwfAP/xxx/RrVs3zJ49G126dFFNO4iIslXwu3MX9L8Uh8C2LvjWeRB098qodVqdHrNHeqJBNdYJpdyP4zUR5dTSZWHLvoKbdQKWNhyFyJtS71un1hXyjsWnb5VAnQr5TL2bRBmG4zUR5RQx+/7G3u4T0S+8AP7S9YEmNrG8icY8Gt26xGPz9Boo4saSJ5RLAuCWlpYYM2YMduzYAQ8PD3Tv3h2TJ09GUFBQ5u4hEdEzBL97dOqCIZcTcK2rO3baDYU2KLFkk5m5Hgtf80bNChyQKW/geE1EOU3Cg2DcHDANE24dxtZ8E6F5mFR20YBWTczxydQycM7Pet+Uu3C8JqLsbu+277C9Tg+8vvlnLHAfgqjQxAQz4V40CJ/OK4ohzUqrXoBEuSYAnkSC3++//z7Wr1+Pc+fOoXnz5lizZo2q10dElNUCAwPRs1MXDAvQ41SvQthnNhzaR4mNeC0sE7B4gg8qlbTlC0N5DsdrIsru7t27h43jZ2D/gLEY5u2HgAeDoIlNHLOtbKMxf7w7xnUrAp2OJ9aUe3G8JqLs5sGDB1jerj8ur/wOH1YahLMJ7aFJsFLrtFbh6N9Hj88m14Z7fp5nUy5sgvkkX19fvPHGG1i8eLG6bdq0CdWrV0fJkiXVrWrVqhm7p0RET7hz5w76dO6KUTe0+KO/J45FDoc2zE2ts7ZJwJIJReBfOHGgJsqrOF4TUXb06y/78NeQ6TDULoZPig6A5q6HcV3xkrGYP6wMHO0SS6AQ5QUcr4nI1AwGA7av+RSP3/sCBxt2wO3oOtBEJOfN+pUPxPz+VVHA3tqk+0mUqQFwqfm9ZcsWXL58GQEBAQgPD1fLbWxsULp0aXh7e+P69euqmUdUVJTKDhenTp3CsWPHULBgQZQrVw6enp5pPr48np2d3Qv9EkSU99y6dQv9O3fDa3fMsWugF86GDIc2oqBaZ2efgPdf90NhD0tT7yZRluN4TUTZWXx8PD6avQDOX+7FiS4tcO9hW2jCEsubaHTx6N/JAT2bFON0asr1OF4TUXZy4+o1bO83ASEuftjbYCYM0U5Imn9lke8hxvV1Q5NydU28l0RZEAAfO3as+tqkSRO0b99eXaEuUqQIXFxcnrpidO3aNePPU6ZMUds+fPhQfV+oUCF06NABXbt2hYNDckO6RYsWoUaNGmjZsiVyY33iJ2ulS8kYrfa5K9AQ0T//P0O69sSEe5b4ZmhhBAQOgybKSR2bfPn0+GBSUXi4WPBYUZ7E8ZqIsnPJk5U9R8Bfp8Pa9mOgDyptPLl2KBiJRaOLo6injYn3kihrcLwmouxyYfqruUsQveMIdr7SCxERpYGYf1Zq41C9XjBmdK0BS/MXLiBBlC08819wsWLFMGLECFSsWPFft5Pi9xLwTvLKK6/g4MGD6N27NxYsWKCyx6XjddOmTVUQfOjQoSrzW4LjXbp0yZUBcMmcX7Zs2VPLU14AIKJnp30cjnfMCmPhcBvcvTEUmtjE2SMFCyYGv13YKIvyMI7XRJQd/bp7D04Mn424xpWxTtcDmoeOxnU1a8ZjWp/ysDBncgjlHRyvicjUIh88wufN+uN0xXo4U2E6NBHJSWQOhe5i1qASKOed3PiSKCfTGCRlOxPJw//vf//DN998g7///hvu7u4oU6YMbG1t8fvvvyM2NhZDhgzB7du3VaD8+++/R17IAJeLCZIBvm/fPpPtF1FOlHDrPi4PehPTG9vi4ZWB0MQn1h/zcDfg/YlF4eTIK9OUfTVq1Eh93bNnD7Ibjtc57zUjyjElT6a+Bdcdf2Fzq44IfdDAuE5nGY3XB7qiceXE/h1E2UV2fu/neJ3zXjOi7Ch6z2FsWb0Nm1yaISEqeRzWWIWhYzsNhjeuxHJklKve+zM9UiQZ4VIyRW5S5/vo0aM4fvw4rly5Ajc3N4SGhuLLL79U9cNXrlyJ3EjKxDxZKsbcPLHWIRE9eyfqfGGxOD9kMqY1d0XYxX7Q6BP/j/x8NVg8rijsbNgsi+hFcbwmoszw7dDJMHsYhFWNJwEPvIzLPXzDsHhkOTg7sWQZ0fPgeE1ELyMh6DHOv7UG8/RuuG/fD4hKXG6AHn4V7mB+v+ooaM/+fJT7vFQA/M8//4SlpSVKlSoFa+v/7gIrpU7q1aunbk+SDHEpFZLWOiLK26SR7vQeAzC5oC8WdCiD6PM9oDEkBrvLlNBh4ZgisLLktGmi9HC8JqKspo+IQuC05dht54hL5n2hCfunMbUmAe1baTGybWVotUkVwIlIcLwmoszy6OFDbBv4Om7a+eJ3+1ZAvK1xnUX+QIzv54HGpROzaYlyI7OXaWIjZTzEp59+ivLly7/UjnTs2BGtW7d+qccgotznr7/+wtu9hmKMiwfmtKuK+HMdoEFisLtGJQvMHOoDczOeQBOlh+M1EWW1uNMB+GPGu1jk1wCxYeWMjS6t84Vi7kg/lC+Sny8K0RM4XhNRZpVN2rX6U1z5dDd+rNQDUVF+QPw/K82iULtRKKZ0rAkLHUuJUu72wn/hW7duRUxMDMaMGfNMwW+pgy01AD08PNLdxsKCUyCJKNkvv/yCVQNexQC/QninSQvgQjPjSXST2taY2NcLOmaPEXG8JqJs4fLFi/h5wBsI8fPBzx79oHmcz7iubOUwzB9QCdZWLFdGlBaeXxNRRrt74ya+7zcJx/xq4mKpydBEJYcACxS5jrmDK8DfpQIPPOUJLxwAlwaWUv5kwIABz7S9lZUVmjdvrho/fvfdd8ifn5kfRJS+HTt2YOvwyehQ3gtLq3WG9nJN47qOTe0xoos7m3IQcbwmomySXfb1ijWIXv4l9rXogoch9aCJTlynsYjCyN6O6FCziql3kyhb4/k1EWXkuPz92x/i4i8X8XOpUUiIcYbGkLhOY/sIvbtYoF/tpjzglKe8cNHcq1evoly5crCxsXmm7R0cHFSwXBrZ/fzzzy/6tESUB3z99df4cegU1Kzli1UV+kF7PTn4Pbhzfozs6sHgN9Ez4nhNRJnp0aNHWNq6D+7tPIQNTaap4HeSAp4PsWFOMXSo6csXgeg/cLwmooxw9ex5rKrXA1uuO+EnrzEq+C0MmngUq3oNXy4oh361K/NgU57zwgHwiIgIuLi4PNd9OnXqpIJW0tyDiCgtGzZswOExc+HbvCg2FR4K7d3EEksarR6vD3RF9+aJAzgRcbwmItP68+e9+KZWV5wuUhnbXMfBEOGWuEIbh2YtorF5xivwKPBsyTJEeR3Pr4noZR147xOsm/4ZtpZ+HYFx1YzLLQrcxvSJFlgxrBmcbJKbXxLlJS9cAiVfvnwICQl5rvtI2ZNixYrhwoULL/q0RJSLfbphA+5OWQbLLiWw3WwItA8KqeU6swS8NdIb1cvZmXoXiXIcjtdElNGioqKw4dWpML8YiK+avY6EcB9jjw6bAo8wd7g/yvkW5IEneg4cr4noRekfh+Hw3HVYFOODMKdaQFzicoNqcvkIUzvUhYUZm1xS3vbC/wGS/R0QEPDc9/Py8mIGOBE9xZCQgNp/XMcH/UrhVMRQaEMST5wtrePx7rgiKFnEmkeNiOM1EZnYycNHcWDgFJyp2RBniw+AJjypib0eVWuHYnav6rAwf+FJpkR5Fs+vn939+/cRFBSUallcXJzqN0aU12p9h/7vN8zffgxHtQ0BfdKYDDh4B2DukPIo5c4ml0QvFQCvUaMG1q1bp4LZNWsm1+d9lmaYsbGxPPpElDxwx8Th3qsLMb/QbVy9PwaaGHu13N4hHu+/XhTe7pY8WkQcr4nIxGKPXcCluZ/g20avIS68iDHr28wuGG8MdkeDMiVNvIdEORfPr5/dli1bsGzZsjT7jhHlFcd37cO+xV9il39nxKK5XIdOZB2Mju0TMKJhc/bNIkrhhS+Rtm7dWn2dN28ewsPDn+tqra0taw4REZCQkIDY4FBcGzIdE7wf4erdkcbgt7NLAlZPK8bgN9FL4nidvtu3b6NixYr45ptv+HdG9C8MsXF48PZ6TFz5LVa4DVfB7yTFKwVh64JKaFDGm8eQiON1lujWrZsau1PeXF1dGWegPCEiPBwbur+KZV9exPdeYxAbnVg21AA9PEtfxufzimNko5oMfhNlVAC8VKlS6qT6ypUrGDFiBB48ePCf93n8+DFOnDiBokWLvujTElEuITNBJg4Zjv0t+2F8KR0Crw6GJt5KrfPx0WP11OJwzm9u6t0kyvE4Xqdvzpw5iIyMzMJXgyhn0ev12Lf6c/zYfyr63HXFWX17aBISp1frbIMxfqQZlo+sDTtrjtdEL4vj9fOViyldunSqm7m5OXQ6Hf8QKVf7c9M3WNxjJjbm745rqAfNPyE9ncM9jB4Zi/XjWsHNIZ+pd5MoW3qpIlnTpk2Dv78/Dh8+jHbt2uHbb79VH5TTy/ScOXOmCnrVr1//ZZ6WiHJB86xxvQagzvGreK9NNYRe7g2NIbEiU7nSGiyfVBz2tvwAS5RROF4/7aeffsKZM2f4R0aUjlvXrmNV7Y74+vBtLLbrmyrru1jFQHy9sCJaVvLj8SPKQByviSgtDwPvY2XbYVj6exx+dR0KfWx+tdygjUPpGlfwzcLq6FCpPA8e0b/QGKRq/kt4+PAhhg8fjlOnTqkpFgUKFEDDhg1Rvnx5NQ1JHl6aZW7duhWXL1+Gs7MzfvjhB9jbJ5Y5yKsaNWqkvu7Zs8fUu0KUpaRk0sRufdHkcThWtWoL/dUmxnX1aphjygBf6HRJVUWJchdTvvdzvE79PtSiRQu8+eabGDduHBYsWICOHTumedw4XlNeI5/dv1u6Cre3/Y7vK/ZBXISPcZ1kfY/pVwCtK3E2J+VuHK9zHo7XlFvH5J/fW42dh+/jhEMbIMHauM6y4DVMG1oUrxThxWjKuxo9x/n1CzfBTCIB7y+++ALLly/H+vXrVSmUr776St2e/Md1dHTEhx9+mOeD30R5lZRBmtypDxpCj5VNewFXaxjXdWxugxGdPFmrjCiTcLxOtmTJEpQpU8b4gYmIEgXevYdtPV/FqaJVcb7EZGgizI11RSXr++0Br8DBho2piTITx2siEvqwSCzrOxm7CrVEtG19IOGf42IRjoZNgjGpXSOYaV86pEeUZ2TIf4vU2ho7diz69euHr7/+Gr/++ivOnj2L0NBQtd7d3V1lhQ8dOlRlhRNR3hMUFIQZ7XqilpM1VlfoD82tsv+sMWBIVyd0a8r3BqLMlpvH67i4ONy4cSPd9Z6enrC0tMTJkyexbds2bN++PUv3jyi7271hM86u24Efyw9CXERhaP6ZI6qze4Sx/QqiVUWWMCTKKrl5vCaifyfJo/e/+w0zd17EpYLDoYlOLg2a3+cCFg6vgSIFK/MwEj2nDL1cJBneAwcOVLekk1Epi2JmxqtSRHnZ7du3saBtb5T3c8J638HQBiZO09JoEzBpoBua1EisYUZEWSM3jteBgYFo2bJluuulFJs0GJsxY4Zq3l2oUCHExMRk6T4SZUcSUNvS5zWccC6Jc8XeSJX1XbzSPbw9oCbsrZn1TWQKuXG8JqL0xd8KxNp3vsDXcdWgj62DpMKgGpsg9Otmid612vLwEb2gTB05pRMzEeVt169fx3utesOnWiF8mW8YtA891HKdeTzmjPJGtTJ5ux8AUXaQG8ZryfC+cOHCv26zbt06FfTu27cv4uPjVYNuIQ285XvJuCPKSxLuP8a2QVOwzbcrYiN9ofmnl73O7iFe6++MFhUamHoXiSiXjddE9LTwkFB8NnIWdjvVREh0c+NyaXJZsuJ1zOvfAI7WNjx0RC+Bl46zwP3791X5h5Tk6r1Wq82KpycyKeufDsOhvh9+1A6DNjQx09vCOhZLxvuhhC8HcSLKOnv37lWNuaVRd0pTp07FihUr1HqivCJs+++Y+78DOOI+EppIixS1vu9g0cDazPomIiLKAvtWf4Yv/7yDi3b9gejkGVfWztcxeVBR1Craiq8DUQZgADwLbNmyBcuWLXtquYODQ1Y8PZHJapcFL92EeXf/wGn9GGii7dRyO8cYfPh6cXi5cTo1EWWt2bNnIyIiItXF6B49emD06NFo2rQpXw7KE6KCHuHY2xuwINYfUYa2xlrfWptHGN3PCW0rszksERFRZgu8dgNrJi3B765tEGdWLUWTyzA0bxqOcW0bQafl7ESijMIAeBbo1q2balKSktQfZQY45VYJ8fF48NYqTNZfxY2Q4dAkJAa7C7jEYMWkUiiQj289RJT1ihQpkurnpBrgUg+8ePHifEkoV5NSP9/OWIRDV6NwxK4jkGBlXFe49A28O7QWnGw5M4uIiCizx+Ot09/Fd4+ccNdhGDRRWuMsLFffC3hnVD0UyufEF4EogzEKlQVcXFzULSXWb6Pc6ruvv0HEwk+wrVVVPLw7EBpD4lXrwr5xeH9cadjZ8Co2ERFRVrp74ya+Hvgm9pRqjzDrssYsM411CAb1tEb3V5rwBSEiIspklw4cxepl3+C4YzsY4hyNTS61dncxqnd+tKvSnq8BUU4IgD948AAHDhzA2bNn1ffSVV7KfBQsWBClS5dGjRo11PdElDt9vuYTxC3dgG1d2iHyZivjgF6ubAIWjiwFC3PWvSfKDrLLeH3o0CHVkHLOnDno0qVLutt89NFHOHfuHKKjo1WmttynZcuWL/38lpaW/9k4kyin27v6M+zbdRJ/+o8DIhPLkQnXotfw3shacHFIXkZE2Ut2Ga+J6OXLg+59bwM+vGaPcOu+QOw/y3UxKF/hOuYNagZri8R+HESUTQPgUj9zx44d2LRpE06ePGn8536SRpMYCpPGUz179kSLFi2YBU2US8j//Psz56Dgjv34smNfxN2sbVzXoLYWb/YtBq02KRxORKaQ3cZraUY5fvz4NPchyXfffYdJkybBzMwM1atXh06nU4GAcePG4fLlyxg7dmyG7xdRbhEWGopN/SZib6G6eJhvMBD3zwqLcHTtpMfQRs1MvIdElBPGayJ6OVHXbmPOh//DofBaqcqP2RS4jDmjK6C8VzkeYqLsHgD/9ttvsWTJEgQFBalBOX/+/KhQoQL8/f2RL18+2NnZISwsDMHBwbh48SKOHz+ubidOnMDixYvViW+7du0y7rchIpN8SJ8/dCx8btzA+qbDgTvJA3jXNlYY0tbb+AGdiEwju43XEsSeMGECHj58mO42kuk2ffp0WFtb4/PPP1eZbuLKlSsqA3zFihVo1KiRcXlmunv3rnqu9OzZsyfT94Hoefy9Yze2f/QdfvMaCEN0ch1Rx0LXsHhMVfgUzM8DSpQNZbfxmoheXFxMDH5duw1LLuRDTESKz5EWoWjTJAJj2rVgXziinBAAl8aOckXayckJffr0QceOHVGiRIn/vJ9MYf7666/xww8/YPLkydi8eTO++OKLF90NIjKh8PBwLOgyAO52Wnxa4TVo7nsnrtAkYHQfJ7Sv687Xh8jEstN4LQHvDz/8EFu2bFEf+D08PHDnzp00t924caMqeTJ06NBUQW4/Pz91gj9lyhRs2LABixYteql9IspNJGC2ZeQ07IAP7riMAhL7vAJmUWjeIhzj2zThyTZRNpWdxmsiejkH/7cDK3+8iJv6JtDok8Nu7r6XsGhUXbjnc+AhJsopAfBr167h9ddfR+/evWHxHLWKSpYsiWnTpqkpzZ9++ik+/vjjF90FIjKhwMBAfNimH8wqeWKb+WBoQhIzzLTmsZgxvBBql2d2GVF2kJ3Ga6nlLSfmPj4+mDdvHrZu3Ypt27alue3+/fvV18aNGz+1TpZNnToV+/btQ1Zwd3dnljdle/rHYdg252Os0zVHQnRy83XrgjewYHRZlPF0M+n+EVHOGa+J6MXEREfjg3FzsMe8IeLjWyQ3ubR5iMGdrdG1bmseWqKcFgCX6b4yBetFyaA+ePBgdO/e/YUfg4hM4/79+1jTqBsetqiCi2F9oIlKrGVmZReF9ycWg5+nDV8aomwiO43XXl5emDlzpmp4KXVKJQCeXhar1PgWMu37SY6Ojqrpl0wRl4txrq6uL71vRDnZ458PYeq3R3Ehtjk0Bp1aZtDGoWa9+5jZvSHMdInLiCj7yk7jNRE9v9N7f8fiLw/ihr4nNHGJoTaDJgF+RS/i3bHN4WCdXP+biHJQAPxlBufMeBwiyhqGuHjEvPcZTrZvhgf32kMDrVru7B6JZRPKoEA+Nt8hyk6y03gttbufRUhICGJiYmBrawsbm7QvqLm4uKgAuNQKZwCc8qrbF6/g+3kf41uHpoiPaWjMNLPIdxczRviihl8ZE+8hEeXE8ZqInl18fDxWvD4XP+pfQVx86xRZ3/cwsW9BNK3SnoeTKKc3wSSivEUfHI4TE2djmltxxNyrYxzcS5aKwTujysPKMjEYTkT0MqKiotRXaYCZHktLS/U1MjKSB5vyHJklsX3+B/jumh4BFjITKznTrFzVW1g4oAEszXlBmoiIKDNdO34a8z7ajgB9J2j0iaWLDNDD1/cc3p/YCrb/fF4lItNjAJyInulE++aBv3Fyxcd4v1BLGO4VN65r0hB4vXtZaLVJ4XAiopcjDTKFRvPf7yt6vT5DyztJVnlKcXFxbBpI2cr9m7fxyavzsM+zI+INXsaL0Wb2gZgwyA1NyjQ18R4SERHlft9+sAZrAgoiOr5Dcta31QOM7GaN9nU6mnjviMjkAXCZqhwbGwsPD4+sfmoiegHR0dFY2m8UdLp4/OQ8GJqH/zTW0iRgSHd7dGvkxeNKlAuZcryW0idJ7z/pkRIpIr0SKS9iy5YtWLZs2VPLHRwcMuw5iF7Grg/W4KvTIQgoOAqayOSs7+Jlr+GdoY1ha/XsjfOIKHfg+TVR1jLExmHFu+ux7VZFINbeuNyj0Gkse6M1HGyY9U2UHWV5AHzUqFE4deoUzp49m9VPTUTP6dGjR1jZrh8eVvDDifh+0EQkBprMLKMxZ7Q3qpZ04jElyqVMOV5LAFxuYWFhKghuZWWVZrZ2Ui3wjNKtWzc0bNgw1bIRI0YwA5xM7vH9IKwe+xb2ubRFnN7bmGmms72P8YNc0KxcSxPvIRGZCs+vibLOo4tX8drHv+LO47rJCy1C0bdlHPq27sSXgigbMzNVOQUiyt4unj+P7d1H4mzzJrj3sB00Bp1a7pA/HB9OLI1CLuxiTZTbmWq8ltIn/v7+OH78OK5cuYLSpUunWh8cHKwy3hwdHTO0AaYE058MqJuzjjKZ2C9rN2Ljobu46jA8OesbeviXCsC7IxvDzoqZZkR5Hc+viTL/f+yjme/i25DKSIioYVyer+A1LJlQDd7OTAwjyu5YA5yInrL/p104O30R9rbsg+j7NY2ZZr7+EXj/1YqwsWKzSyLKXHXq1FEB8N27dz8VAJdlciJSt26K7BuiXMYQF4+d73+GpTcLIT6hSnJ9UZv7GDfAGS0qtjLxHhIREeV+YQ8fYfK05Tif0N7Y6BLaONSvfgdTBjThTEGi3B4A/+ijj17ofoGBgS/6lESUBTYvWYaHP+3Ft/UmAPeLGJfXrxePN3tVhI7NLolylJw6Xnfu3Blr1qzB+vXrVTC8UqVKanlAQACWLl2qvh88eLBJ95Eos4SevYSpa3fhbFg9aPTmxqxvv+JX8N7YJrC1ZNY3UW6TU8frrHD79m20bt0a06dPR8eObC5IWefvPfsx/7sABMd1TW46bXMf0we5o1Z5Np0myhMBcDn5lCnKz0sytl7kfkSUueLj47Fi+AQ8jovEr8XegCY4X+IKbTyG9rRD1/qF+RIQ5UA5dbx2c3PD1KlT1clu7969Ub16dVhYWODAgQOqAeaECRNQokQJk+0fUWaIiojAjqXrsCaoKOLCGyfX+rZ5gNf6FUSLyq154IlyqZw6XmeFOXPmIDIy0tS7QXnMx/Pfx9Z7ZZAQWdO4zNn5FD6e2Yblx4jyUgBcp9NBr9ejbdu2zzXlY9++fap2JxFlLycXrcJpBwdcCR8CTXRitpm5TQQWjvVF+aKsaUaUU+Xk8bpLly4qEL569WpVDkV+l1KlSmHgwIFo2pRZN5S7HN+5F8u2HcRVfWvjFGvJ+i5R6gYWjWwAW6t/pl0TUa6Uk8frzPTTTz/hzJkzpt4NykNioqIwZeLbOJHQDoi3SVyojUX9SlcxbXhnU+8eEWV1ALxIkSK4fPkyhg8fDl9f32e+X7du3XL1AE2U0xj0elx9exXmhGkRFtrbmG1WwC0UyyeWR8F8POEmysmy83i9cOFCdfs3Uv5Eblnh/v37CAoKSrUsLi6OtR0pU8nf2IrxM/GTribi4jumyPp+iHF9CqB51WZ8BYjygOw8XptKeHg45s2bhzfffBPjxo0z9e5QHnD97AVM/mgvgmJ6GJdprYIwpV8+1K/a1qT7RkQmCoCXKVNGDdBnz559rgGaiLIPfWQ0DkxdgLfMKyDhUSnj8vIVI7FgaGVYmLPZJVFOx/H62W3ZsgXLli17armDg0OGviZESS4fOYZFa7bjiqEbNAlWxuXehS/g/YnNYG/NWt9EeQXH66ctWbJEHZdGjRqZ4BWhvOavHbsxZ1cEYiIbGpc55DuHj2c0QQEHW5PuGxGZMABeunRpbNu2TQXAW7Vq9Vw1yojI9HZt/BI3f9qLzQW6A4/cExdqEtC1vTmGtKyQ62sJEuUVHK/xXFl0DRsmn/SIESNGMAOcMpx8Hv5s7mJ8+dgH0fHJjbU0lo8xvIsNOtVnlhlRXpNXxmuZ9XLjxo1013t6esLS0hInT55Ux2P79u1Zun+UN+38Yjve/SMfDFFe6meDJgEVi53FOxM78byYKK8HwGvVqoW+ffs+d/b3rFmz1FQmIjIN+ZC8aeZCnL15E3/ZD4Em3E4t15pHY8pwN9Qv78qXhigX4Xj97FxcXNQtJXPzxJ4IRBkl+H4Q3pq+GCfNOgExybML3DwuYNmkZshnx6xvorwor4zXgYGBaNmyZbrrt27dqvp9zJgxQ12ELlSokGp+TZRZ5UCXvrse2wMqQxP/z0ws83AMahmJnm1Y75soN3nhALgMzFOmTHnu+8lgRkSmER8fj1X9x+C4swsCzEdBE5v4FmDlEIoPJpZEEY/EYDgR5R4cr4myj9t/n8Jrn/2FxwkDgIR/FpqHo1fLeAxow6xvorwsr4zXkuF94cKFf91m3bp1KugtFwTk/CUhIfENU5qEyvfSMJToZT24dQdTl/2AKw/qGmdiWdjdxeKxxVCyiAcPMFEu88IBcCLKWUJDQ/FJ54H4rWJDhDxsZBzkXT2DsXJiZTjY8e2AiIgos2ZffbPqM3x0zhuGiLrG5XaOAfhwci14ObPOPBFRkr179yIgIADly5dPdVCmTp2KFStWqPVEL+PY/t8xc9ttRIYnj8kurpfx0bRGcLBO7slBRLkHI15EecDt6zfwZf/R2FW1H+IeljEur1Q5HPOHVIOZGet9ExERZYbYkDBMeXcDjgXWh0b/T0kdbRxqVbiNmcObQ6vlGExElNLs2bMRERGRqm54jx49MHr0aDRt2pQHi17K1jUb8fEpVyREVFA/G6BH9bIBmDumBfu+EOViDIAT5XJnDh7Bj7MW4acKrwGPCiUu1CSgczsdhreubOrdIyIiyrV+3vwVlh+NQ3hwE+PMK0vb+5g93BdVSiZfkCYiomRFihRJdTiSaoBLPfDixYvzUNELWzzzXfz4oC4Q45i4QBeNTrXvYGSfZ288S0Q5EwPgRLnY719/h91ffYffikyEJixxkNeYRWPS0IJoUumfYDgRESn3799HUFBQqqMhWWdarZZHiJ675MmiybOxO7oBDBFuxuXFilzDkomNYGXBj+BERERZRWrHvz5+AU5EtYNGb6GWaSwfYkovWzSo2YIvBFEewE/fWYAn1GQKMScuYtv+Izju+Co0MYmDvLlNCN6bWBwlvP+54k1EREZbtmzBsmXLnjoiDg6sz0zP7tHde5g8fxWuxHaEJsEycaEuGj2bRWNgx2Y8lESU4xw6dEg1pJwzZw66dOmS7jYfffQRzp07h+joaJWpLfdp2bLlSz+/paXlfzbOJEpP6MOHGD37M9yJ7JLc7NL2GlZMqgifQi48cER5BAPgWYAn1JTVHv/4O8buOYK7kb2Mg3w+l4f46I0qKOiYGAwnIqLUunXrhoYNG6ZaNmLECGaA0zM7tHsP5v94A+FR3Y3jr7nVXSwYXRQVSnjySBJRjiPNKMePH69mtqTnu+++w6RJk2BmZobq1atDp9PhwIEDGDduHC5fvoyxY8dm6T4TJQk4fQ4T1hxBWGRylrdTvlNYP7ctbK14XkyUlzAAngV4Qk1ZJSoqCrc/+xbjLyUgMjh5kC9W8hGWjq0BC3NO4yciSo+Li4u6pWRu/k/TQqL/sG7xB9h8qwT0YTWNy9wLnsOqWa1hY8WP3ESU80gQe8KECXj48GG62zx48ADTp0+HtbU1Pv/8c5QuXVotv3LlisoAX7FiBRo1amRcnpnu3r2rnis9e/bsyfR9oOzjxukLGLP2CmLCqxmXFfc6imUzekCjYQNqorwm06JhV69exeHDhzPr4XMUOZmWAT/lTU6o5co4UUYJCryPDzv0x6jzjoh8XNW4vHGjSCwfz+A3EaWN4zXRy9cVfXP8dHx+5RXowwonLtTGoXn1G/hsYXsGv4kox43XEvCeNWsWBg4ciJCQEHh4eKS77caNG1XJk969e6cKcvv5+Rkzxzds2JAl+02U5OgvBzB49V3EhPknLtDGoVnVc1g+syeD30R5VKalo6xevRrffvutqgFGRJnr8skz+GL6QuwrNhYILZi4UBuLoX2s0bVORR5+IkoXx2uiFxcTFo4Rs1bielgPaAyJiQ1ai0eY2j8/6lVrwkNLRDlyvJZa3ps3b4aPjw/mzZuHrVu3Ytu2bWluu3//fvW1cePGT62TZVOnTsW+ffuQFdzd3ZnlTdj+xQ9Y+pszEOOeeDTMIzCsZTi6tGnPo0OUh3E+JlEOd+TH3fhy8/9w1GM8NJE2apnWMgxzxnqjenE29SAiIsoMdy5exOi1RxAa0tZY79vWNgCrZtaBW347HnQiyrG8vLwwc+ZM1fBSZi5LADwtkt0tNb6Fv/8/mbYpODo6omDBgggKCkJgYCBcXV0zfd8p75K/x2lvvI2/QltAE2+llumsHuLtEW6oULqSqXePiEyMAXCiHOyn5WvwzbnbuGI5Apq4xMwzK4cHWPlmeXg58+SbiIgoMxz6+RdM2xEPfVhl4zI/jzNYPqM9zMzYb4OIcjap3f0spDxKTEwMbG1tYWOTmIiTVjlQCYBLrXAGwCkzy5GNHv8uLka2Nc7IsrK/hZVvVISXW34eeCJiAJwop17d3vj6DPwPHngc3d2YeeZSKBCrJ9eEnTWvbREREWWGJXPexY7A2kC0U+ICbSx6NY3AgM4decCJKE+JiopSX6UBZnosLS3V18jIyCzbL8pbosLCMWzqWtyJbG88L7Z3OIcNc5vBwSb9v00iylsYJSPKYeLj47Gy/0j85NYEMcHljMvLV3iARSPrQKdlR2siIqLMGH8nTJqL0xEdoEn4Z2q1ZTDmDXVFlfJlecCJKM/RahNnvGg0/33+odfrs2CPKK95dPcehr+9HY8imxuXuRX4G+vnd4OZjjOyiCiDA+BpdaOWaU7iyJEjKlv1SVWrVuXrQPScDHo9Vg9+Fd87d4E+2DtxoSYB7VvGYnSHWjyeRMTx+iXcv3/f+PklSVxcnPEEn/KukIcPMXruWtwJ6wYNEv8erGxvYdWUKijk6mjq3SOiXCannF9L6RMRHR2d7jZSIkWkVyLlRXC8JnH17AW8tvoYIsLrGA9Icc/DWDaz1zNdlCGivCVDAuB9+vRJ8w1GBmZZl5as6F5NlJsYomLw2ZzF+MauDxD2z7RrXTReG2iP1tVLmXr3iCgH4Hj977Zs2YJly5Y9tdzBwSHTXhPK/i6dOoVJ6w8jLKydcWp1fodzWD+/FWyszE28d0SUG+WU8VoC4HILCwtTQXArq8TZMU8Gq5NqgWcUjtd0ZP+fmPHNI8RGVFQHw6BJQM3iJzFnYm8eHCLKvAB4+/btnxqgjx49ips3b6p1RPRy4gMfYf67y7E/rG2KjtbBWDTBD+V9C/LwEhHH6wzQrVs3NGzYMNWyESNGMAM8D/tj58+YuzMCcaHJs6yKFzqFD2d2gpYlx4gok+SU82vZR39/fxw/fhxXrlxB6dKlU60PDg5WzS8dHR0ztAEmx+u8befX32PJfhskRPonLtDFoF21qxg7qLupd42IcnsAfOHChU8te/PNN9UAvWDBgox4CqI8a/dH67AxIBg3Hnc2Tru2cwrCyjcrwT1/xk0lJKLcj+P1v5PstCcz1MzNmeGbV329YSNWHXOFPrxk4gJNPJpWvIpJIzubeteIKJfLSeN1nTp1VAB89+7dTwXAZZlkrdetWzdDn5Pjdd514Oc/8O4v+WGI/icJzCwCg5oFo0eHdqbeNSLK5ljUkiibkkYxq0ZPwNIrlrj5qKUx+O3pHYjNc15h8JuIiCiTrHj3Q6w84gt9uFfiArNIDG8bikkjW/OYExGl0LlzZ1hbW2P9+vX4+++/jcsDAgKwdOlS9f3gwYN5zOil/bh1J6ZvszAGvzWWjzCltwE9OqSevUdElGkZ4ESUsSLCw7F06KvY59oDhsf/nHwDqPVKMGYOqMNp10RERJnk0zWb8HVATWhi7dTPWovHmDUgH2pWTawzSkREydzc3DB16lRMnz4dvXv3RvXq1WFhYYEDBw6oBpgTJkxAiRIleMjopWxetw1rD/oC8dbqZzObQCweUxil/QvzyBLRM2EAnCibuXXhMpYufA/H8o2AJsw+caEuBkO6W6Hb/9m7D+goqreP47/NbiokoYQk9N5BEUWKFKWJ9GpQEQQRxYZ0ECmKKIKKAioiIghKVSx/sYGCBQREUJDepYeSkJCe7HtmAhvyAgqabMv3c86e7NydZC8zS27mmXuf5466ru4eAABeyVim/8qU2fpy562ypPuZbbaAY5o2uIoqlo10dfcAwG1169bNDITPnDnTTIditVpVrVo19enTRy1btnR19+DhRg1/Wb+cvVOWjMyx2T/4sGaOvEnFwwu5umsAPAgBcMCNbPjiK73x7Tr9ZXtUlpTM/562gLN6aVAF3ViOYpcAAOSGjPR0jXjhXW082MiRciw45JBmjamvwgUyZ4IDQF7OSX6lvOT/Pxe48XCGkydPKjo6OltbamoqRau9MCXoU0Ne1p9xbWWxW8224AL7NHtMIxUMYWwG4CYB8Nq1a+fWjwa80sevvKb3T+RXfHx3Xaz5XqDwMc0c1UCFQjLvdgNATmO8Rl537uxZPTphno7H3OkYf4uG79PMsS0U6M9cEQDugfE6y6JFizR9+vTLjlFISIhTzwlyT3p6uh4Z9Jr2n+/gGJtDQrZo/oQOCvKnQDmA62fLzWVQxgPAP9/ZnjZgsJb736H0mMqO9ppVT+jlp5rIar045ANAzmO8Rl524q/DevS1LxUbe6ejrVqZPXrt6dbU2wDgVhivs0RFRalp0+yFD/v3788McC+RmpKivkPf0pHzWYWnixTcqHkTu8tmzVylBQDXi2ktgAvZ09P14StT9bmlixRTJLPRkqa7W6epX6fGnBsAAHLJ7q1/atB7fygxNmu8vbHMH3p5VFdZLNx8BgB3FR4ebj4u5evLrGBvkBh/Xg+Oel8nz7dytJUqsk7vvnA/YzOA/4QAOOAiaefi9ezLU7XmZGtZLlSztvjGa/QjRdX4xmKcFwBwMnKK5h3rVv+gcZ+eVeq5zJR9dku6bq+6XaMHsXoRAABXOHcmRn2f+0hnzmfN7q9U7Be9+VwvTgiA/4wAOOACp3bu0uD3l+vwiU6OYlv5gk9p+shaKhmej3MCAC5ATtG84auPP9WrPwQqI75KZoNPqrrUO6RH+3RxddcAAMiTTh8/oYcmfqNz8Q0dbTeUXqdXRxP8BpAzCIADTvbx9Dc0+69gJZ2+y1HQo1SJE5o+/DYFBWZWtwYAOB85Rb3fknkfauaG4rInRGY22BL0cKs4devY2tVdAwAgT4o/G6N+L/+oc/G3mtt2ZahexY2aMLynq7sGwIsQAAecxG63a+rwkfoivbEyYss72hvXOatnHmpEsS0AcDFyinq3OTPe1fw/q0qJhc1ti2+sRt3rp9sbUXMDAABXOHf6rHq9sFpxsTXNbbslTU2rb9Gop3pwQgDkKALggBMkJyfruQGD9YvvvbJcuPA2llw/0MGuHm3qcQ4AAMhFXyz7QvO31JSSQzOHYL9Tmty/qG6sWY7jDgAehpod3uFc9Bn1nPij4mOrZjb4pOq+O46pzz3dXd01AF7oXwfAX375Za1bt04hISEqXbq06tevr3r16ik4OPiq33Pq1CmlpqaqaNGi//ZtAY9z6sgxjX7xVe3SQ7IkBphtPr7n9PzjJXVr9QtLsAEglzBeI69b9MHHmvlTGVlSM2ts2AKOa+rACqpUvriruwYADozX146aHZ7v0J59evyNP5QQdzH4naKH2pxVVIcWru4aAC+VWX3vOp04cUKzZs1Senq6jhw5ooULF+qJJ55QgwYNNHjwYK1fv/6K3xcdHa1OnTpp9+7d/7XfgEf4c81aPf7a+9qV1EeWtMzgd2DQcb33XHWC3wByHeM18rp3Zy3SzB/LO4LfAfmOaNbIGgS/AbgVxuvrr9nx8ccfZ3tEREQoX77M3/Vwbwd379Wj0y4JfluT1a9djKI6kJIMgJvNAA8LC1NQUJBq166txx57TP7+/vrtt9/0ww8/6Msvv9Ty5ct14403asCAAebM8IuqVq2qXr16adSoUVq8eHFO/jsAt/Pp7Hc1c6efks92dBS7jCxyUDPHNlNQAMUuAeQ+xmvkZU8/85LWRbeWJd3P3M4ffEhzxt2mAqFBru4aAGTDeH19qNnhufbv2K3H39qm5PNZwe+ezY7r7nYtXd01AF7uX80At1qtGjlypD788EM1adJEQ4cONWeC33PPPVq9erWmTZsmX19f9enTRw8++KAOHDjg+N6uXbtq69atZkFAwFt9/N4sTf+zuJJPZ1ayNtSpdkTvT2hB8BuA0zBeI68aOvIlrTvZ1hH8Llhgv+ZNaEzwG4BbYrxGXrB/xy49/tZ2JZ+vktlgTdI9DQ+q590EvwG4cQ7wbt266YYbbtD8+fP1zTffaOXKlbJYLGZO8GrVqqly5crmnezvv/9e7dq1U+/evVW4cGEzaF6hQgVzX8DbZKSna+obr+vzXbfJklQgs9EnRQ+0yVCPDk1d3T0AeRDjNfKaQcMn6vcz7WSxZ/6ZGxq8TfNeaKcAP2q/A3BfjNfw9rQnj7+1Q8nnK2cFv5v8pQfvbefqrgHIIyz2HJiKnZGRoU2bNmnt2rX69ddf9ccffyghIeHyN7NYzAKYM2fONIPgeVmzZs3Mr8aNA3iHxLhzGjLtTe042MYx48zmG6sJj5fWzdUjXN09AG7A1b/7Ga8975zh+jw1dKK2xLSXxZ6ZaqxA8BYtmNRJvr6kHgPgOb/7Ga8975zh6o7sP6iHX9ukJEfakyTd1+Qv9b63LYcNgNN+9+fIVBgfHx/dfPPN5sNgxNQPHjxoPmJiYszAt5EzfO7cudq4caOZKzyvB8DhXbZs+EVjP9+gc0c7OfJ9FwyJ1hujb1F4wczilwDgaozX8GZPDn1Jf14S/C4Y/Ic+nNSZ4DcAj8N4DW9x4uBhPfL6RiWdr57ZYE3SvU0OqTczvwE4Wa6sBTUC3mXKlDEfl2revLnef/99rVmzxswPDniDbz9bqlfXJio1Oit3WfXSJzV5xG3y8/1XafYBwCkYr+ENjIkXjw+dpB1G8PtCeZvCIb/rg8ldZbMyDgPwfIzX8ETnY8/poSm/KDG+ZmaDNVlRDQ+oz70dXN01AHmQ05Mh9uzZU+3bt3f22wK5Yu6MqZq/r4zsZy4M6pLa14/TE30akucegEdjvIanBL8fGzJZO2Ozgt9FQjdp/qS7ZSX4DSAPyIvj9cmTJxUdHZ2tLTU11Zw5D/eQFBunXuNXKOFC8Nvuk6Iudffoofs7u7prAPIol1QDKlDgQnFAwINNfH6Mvj3dVJa4opkNllQ9eFea7ul8i6u7BgA5Iq+N11xQe55h497Szth2juB3RIHf9P5LUQS/AeQpeW28XrRokaZPn35Ze0hIiEv6g+yS4hPU8/mvFRNzMfidqo51durRPl05VAA8NwD+6aefmo9jx46pSJEiuvPOOxUVFSWb7co/+qWXXtK3336rFStW/Ne3Blw222zw08P0+7lusiSHmm0+1vMa07uQGtbLnvYHANwF4/U/44Las4yZ+J5+O3KHI/gdWfBXzZt0LyuwAHg0xut/ZsQbmjZtmq2tf//+zAB3A+fPxanv88t15mwtc9vuk6ZeLU6oZzeC3wA8OAA+duxYLV682AwIGvbv368NGzZoyZIlmjp1qkqVKnXZ9xhFMY8cOSJvs2PHDnXocHkuq+eff17dunVzSZ+Q84yldY+NfkZ7Y3rIkpZZ3NLX97Smj6im8qXz1swLAJ6D8fracEHtOUa/+J7W7K3nCH6XjtiiWc8T/Abg2Rivr014eLj5uJSvr2+unBNcu+TERPUZs1in4xua23ZLmu6946h6dmvBYQTguQHw1atXmzOlrFarOnXqpKpVq+rgwYNatmyZGQzu3r27Zs+erSpVqigv2LVrl/Lly2f+my91pZsA8ExJSYnqP/Z5HTrbU5aMzP86+QMOa/aERioU6ufq7gHAFTFeXzsuqN2fMeli+HMztfGvxo7gd4USO/TW2C7M/Abg0Riv4cnS0tLUZ+QcnY7PnJlvV4a6NDqkB++5y9VdA4D/FgBfuHCheaHx8ssv6667sn6p9evXT0OGDNEvv/yiBx54wAwIV6tWTXkhAF6xYkXVqpW51AfeJS01RQMmTdOhM/fJYreabRHB+zT7pTvl70exFQDui/Ea3hT87j/0Ze2OaesIflcsuUNvjmlP8BuAx2O8hqfKyMhQ3yFv6UR8S0dbnXLr9WjPXi7tFwBc6l9H7rZs2WIGfC8NfhvCwsL07rvvqkuXLma6k969e+vPP/9UXgmAw/ukJiXqkYlvac+hdo7gd6mCe/T+y60IfgNwe4zX8Jbg96NDJ2cLfpcrupXgNwCvwXgNT9V/8FQdviT4Xa3Ez5r4NMFvAF4SADeC2xUqVLjia0ZalAkTJqhHjx6KjY1Vnz59vD4Ivnv3brMQaLt27VSjRg21adPGXMYGz5YUH6feL72rAwdbOS64a5Y6rFkvtZbVanF19wDgHzFewxs8Puxl7Ypp5xiLixb8VW8/15mZ3wC8BuM1PNETQ17V3risSZHlwn/W1HF9XNonAMjRFCiBgYFKSEj4232eeeYZ2Ww2zZkzxwyCGzPDPbHo4aFDh676eokSJZSSkqKjR4+a/1Yj/YuRC9xYwmZUov7oo4/M/OjwPEcO7NeAd75UzImsoh31qxzXc4ObcsENwGPklfEa3uvxYZO142zbbMHv9ydR8BKAd2G8hqd5etRr2hZzly5OCyteeK1mvkDwG4CXBcBLly59TbO6R4wYIR8fHzMX+IMPPuhxRSFPnDih1q1bX/X1pUuXqnLlyua/z5gRHxERYbY3aNBAHTp00FtvvaWpU6c6scfICft37dCA2auVcKqZo615rZMa/lhjgt8APEpeGa/hnQYMn6ztZ7KC3xGhGwl+A/BKjNfwJK9MnKF10c0d43ORAuv13os9Xd0tAMj5FCh16tTRqVOn9Ntvv/3jvsOGDVPfvn3NdChbt26VJzFmeO/cufOqj5o1a8rPz0+33XabI/htMIII9evXN/eBZ9mx9Xc9MXutEk7d7mi76+bjGvF4I4LfADxOXhmv4X0GjpikrWfaOC6uw0N/07zJ3RmLAXglxmt4iu++/EFfHqgrS4avuR0SvFnzJt5rxkAAwF39699QjRs3NgsSzZ0795r2N1KDPPzww+b3eJvDhw9rwYIFSk5OztZubBvpUOA5fv91nQbN26KkUw0utGSozc1/aXD/Ji7uGQD8O4zX8ERDRk7WH6fbOopPh4Vs0rxJUVxcA/BajNfX7uTJk+bqtksfRurS9PT0XDxDMPy+7ne9+D9/KS3I3A7It0vvT2gvmy1zvAYAr0uBYtyhfu+9965rFs7AgQN14403mjPLvMnZs2c1btw4hYWFqUWLFo7g948//qhmzbJSaMC9rf3xOz37v2ilna6T2WBJV9cGJ/VI7+au7hoA/GuM1/A0b8xYqE2nWjuC34WDN+mDyXfLamVmGQDvxXh97RYtWqTp06df1h4SEpKj5wTZHdp9QMM+iJE9OdLc9st/RO+MqKf8QYEcKgDeGwA3imUZKT6uV9OmTeVtatSooXr16plB8Li4OBUqVMjMoRofH28uJYf7W7XyK73wdYIyztTKbLCkqecdMep5b1YaFADwRIzX8CTz3l+mjzdVl8We+SdqoeDNmj+5G8FvAF6P8fraRUVFXRZX6N+/P6uEctGhvfvV/82dSk8oa277BJzS9Kcqq2hkkdx8WwBwfQAcWYxZ8Eahy1dffVVTpkzRuXPnVLt2bc2bNy9bXnC4py+/+FivrvKV/Wz1zAafVD3SKlFdO9/m6q4BAJBnLFv6peasKStLup+5XaTwbr0/oat8WVYNALhEeHi4+biUr29mPmrkvHMxsXp86kYln6+Z2eAXp4l9w1SuTHEONwCP4ZVrSdevX68qVapoyZIlf7tPnz59zFnsN910k7p3767ly5f/6/cMDQ3Vs88+a6Y9+f333830MJUrV/7XPw/OsXHDz3rl+0DZz1bKbPBJ1sBO6era+UIaFAAAkOvmvDNPb6wMlyUtcxl1aIF9mv1cS4LfAAC4UEZGhvqNXaqEi8Fva5KGdk5X7VrEOgDkkQD4888/b+a+/i/OnDlj/pyctG/fPg0aNOhvi21+9tln6tmzpxkEr1atmplvzSicYeQoN2ZyI29Y+/N3Gr4wQYopZ25brIl6+h6b2tx1o6u7BgA5xl3Ha+CiZYuWaf7milJqfnM7KPiQ5oy7XYH+mTPBASAvYLyGO3ps6HSdOt/QfG63pKttrR26s3ldV3cLAJyXAuXDDz/Uxx9/rPvuu09dunRRmTJlritIbczONopXGMUin3nmGeWEtWvXavDgwTp9+vRV9zl16pRGjx6twMBAzZ8/X9WrZ6a92Lt3rxkUf/PNN83ClRfbc9OxY8f+tkjmypUrc70PedX3q7/WhE98pbhS5raP7byefSBU9euVd3XXACBHueN4DVy0cvk3evOnIlJyQXPbFnhYM4fXVnB+CmoByFsYr+Funh03XbvONZflwvaNJdbqqf4PurhXAODkAPjSpUs1fvx4vfPOO5o1a5Zq1aplphMxvpYvX14FChRQvnz5dP78ecXExGjPnj3avHmz1qxZoz/++MOcoW3kyTaC0f+VEfCeNm2aeYHu4+OjYsWK6ejRo1fc94MPPlBSUpL69euXLcht9NmYOf70009r7ty5mjRp0n/uF9zT3A/e1fsbKsgSn1m92mqL15QBJVStKvnaAXgfdxqvgUtt/mWDXvrKJntiZgEtq/9JTXuioiIjC3OgAOQ5jNdwJ3PfWaAfjzWSxW41tyMLrdGrYwl+A8iDAXAjdciCBQv01Vdfac6cOdq0aZN5wfx3LqYlMXJuP/DAA7rzzjuVE2bMmGH2xZjVNmHCBPOPh2XLll1x39WrV5tfmzdvftlrRtuoUaO0atUqOUPRokWZ5e1kr894TZ9tu0WWhMyLbZvvOU0bXFYVK4Q5uysA4BTuNF67u5MnTyo6OjpbW2pqqnlzHTnr8P4DGrnwhDISKprbFr8zmti3iCpWylyZBQB5DeM13MWPK37U/M1lpPQAczsoeItmT+jh6m4BgGsC4Be1atXKfGzfvl0rVqzQL7/8om3btikxMdGxj5FuxJhtXbduXTPIXLVqVeWkkiVLauzYserWrZtZ/dkIgF/tgt6Y2WaoWDHzguv/F7IMCwszL35PnDihiAhmBHuTaTNe12fbbpUlIXNmma/vWc0YXlmly2QuuwYAb+YO47W7M1aSTZ8+/bL2kJAQl/THW8XFxOjRqb8oNf6mzAbfeI2626abbqri6q4BgMsxXsOVDu7drwmfJcmenHlD2hZ0SO+Oaio/X19ODIC8HQC/yLhINh5PPPGEuW1cUMfFxZkXjQEBmXcOc4uRu/taxMbGmjlMjaXeQUFBV9wnPDzcDIAbucIJgHuP2XPf0Sfbbs4KftuiNWNEdZUuTfAbQN7iyvHa3UVFRalp06bZ2vr3788M8ByUlpamB59dooS4xpkNPinqc/sp3X573lhlAADXivEazpaanKKnpm9UWkJNc9vif1Yv9imuImGFOBkAPF6OBcD/P2MWmfFwJxdnuf1dv/z9/c2vCQkJTusXctfipR/ow00VHWlPjOD3u2NuULFizOgDAHccr13FuAluPC5lrCxDznl4+Js6E5cZ7LYrQ61rbtO9UVEcYgD4B4zXyG0DJyxRXNwtmRvWJD3S4pxuqlWPAw/AK+SppJYXc3haLBfrGF9dRkaGE3qE3Lb8y080c024FF/U3LbZzujNYZUJfgMA4GQvTflQB2OzZnrfXGq9Bj9B8BsAAFd7feoS7Th6i+MGdee6B9SlY0tXdwsAXD8D/OWXX9a6devMJdOlS5dW/fr1Va9ePQUHB1/1e4y0IkYxKaP4oysYqU8MSUlJV93HSJFiuFqKlH+Dolqu8cMPKzVlpZ90LjN/mY/tnKY8WUply2XOBAeAvMATx2t4n7lzP9E322/UxSkIZYus06QxvVzcKwBwH4zX147r65z11aff67OtVRxj9C2Vt+rRPt1y+F0AwAMD4EaByFmzZpmVqo8cOaK1a9fqww8/NJcJt2zZ0syheeutt172fUZu7d69e2vevHlXLELpjAC48TBynRpB8CvlOjUGU8P/XwL9X1BUy/k2/faLnv88XvaYzIJaFut5TehdSFWrFXdBbwDANTx1vIZ3+fbLVZq3towsGZl/dpaI2K63x/dwdbcAwG0wXl8frq9zztrv1+iVbwJlyfAzt4sU2aYXB3fJwXcAAA8OgIeFhZkzpGvXrq3HHnvMzJv922+/6YcfftCXX36p5cuX68Ybb9SAAQPMmWaXFvLo1auXRo0apcWLF8vZjNQnxoX85s2btXfvXlWvXj3b6zExMeast9DQ0BwtgElRLeeKPnFUTy8+rIyzF4p3+CTpmSh/1alb3sk9AQDX8tTxGt7j+69WaNL/8klpmXnmQwvs0cxxbSksCgCXYLy+Plxf54wTR47puWWxsieXM7f98h/S26PuZIwG4JX+VQ5wq9WqkSNHmrPImjRpoqFDh5ozy+655x6tXr1a06ZNM2eX9enTRw8++KAOHDjg+N6uXbtq69atstvtcoVGjRqZX1esWHHZa0ab0a/GjRvn6Hsas8mNYPulD+P4GMcROSvhfJwemrZSqacyg9/ySdGAtilq0jT7zQ4AyAs8ebyG59uzbacmLpfsyYXMbb98RzTrmUby8821GuwA4JEYr68P19f/XWpKih6dtEKpCZnBb/nF6PlexRSSP+dSwQKAO/nXVyDdunXTDTfcoPnz5+ubb77RypUrzRnWRo5RY6l15cqVzTvZ33//vdq1a2cupS5cuLB5EV6hQoVrKkSZG4wLemM5+Jw5c8xguDErzrBv3z699tpr5vO+ffu6pG/4b1LTUtXv5QWKP94ks8GSpiGdpFZ31eHQAsizPHW8hmeLOX1GT83cqvSEGua2xf+sJj5YXAULhLi6awDglhiv4UyPj5ih2POZhantPql6oHG0at9Ul5MAwGtZ7DkwtSsjI0ObNm0yc4v++uuv+uOPP5SQkHD5m1ksZkGtmTNnmhfVuWXEiBFatmyZnn/+efMPif9vyZIlGj16tLm0p27duvLz8zP7bhTAHDx4sPr166fc1qxZM/OrEYjAf2d8BvuOfUWHjrV3tPW6/Yzu75G1pB8AXM3Vv/vdbbz2BK4+Z54oLS1N9wydq7NxDTMbbIka0C5W7dpcuEENAG7O1b/7Ga8975x5kskvvq2v9jWSxZ65Iv3W8mv0wsjeru4WAOTq7/4cWYNqBJJvvvlm82EwYuoHDx40H0ZebeNC2shBOnfuXG3cuNHMPerKC2ojKB4ZGWle2Bv5wI0lZ8YsOGMJuFEUDJ5nwJgJOniii6NydcuaR3R/j6Yu7hUAuBdPG6/hmR4Z9obOxrUyn9st6epUe4/atenq6m4BgMdgvEZu+fbzFfr60M2O4HdkoZ/1wsg+HHAAXi9XkjAaF9BlypQxH5dq3ry53n//fa1Zs8YMNueWiRMnmo+/Y6Q/uZgPHJ5t7AuTtC26g2MQL19wi4Y+SeVqAHD38RreZ+Qzr2n/uTsdN6RvKbVej/d7wMW9AgDPxniNnHD8ryN65dsMKTXY3PbPv1OzJvTg4ALIE5xehahnz55q3z4rTQXwX7z51gz9dLiZLOn+5nZY4Da99VIXctYCwH/EeI3rNWPae1of3VSWCzXWSxZao5dGs6QaAHIT4zWuNa3O4y+vVFpCZp5vS8BpvfZYTQX4+nEAAeQJTg+AGwoUKKC85OTJk4qOjs7Wlpqaai5tw7+3bMlifbytpiwp+c3tfP779N7ktvLxoWAbAOSEvDZe499b+eVKLd1R1XFDOiT/75r1Yk8OKQA4AeM1/snzLy9WzPm6jqKXfW+PUcWKDThwAPIMlwTA85pFixZp+vTpl7WHhIS4pD/eYPV3K/Xmz4WlxDBz29fvqGY/10iBAb6u7hoAAHnK6RPRevnrDCm5oLntG3RAc55rY9ZYAQAArvXZxyu0ek9NR3qyW8usV/eupLgDkLcQAHeCqKgoNW2avSBj//79mQH+L/35x2a98EWC7PGVzG2r7xlNe6qSChfOnAkOAACcIzUlWQ+//INS42uY2xb/s3rlkfIKCcnHKQAAwMX2bNujaSuDZcnIDP2UKrZFLz5N8BtA3kMA3AnCw8PNx6V8fZmp/G8cPXxQQ+ftVHpsLXPbYjuv53oWUIVKxXPkXAEAgGs3YMJixZy9NXPDmqzR3QNUrVoFDiEAAC4WFxurp97ZJXtyeXM7IOSgpo9s6+puAYBLkIQaHiMpKUFPvLVaKWczg9/ySdGA1smqW7+qq7sGAECe8/Szb2rXkczgt10ZurfxCTVudGGMBgAALvXo2AVKissMflv8YjXl0SoKCgzgrADIkwiAwyOkpaeq30vzFXsis3CHLOm6t94xtW1f39VdAwAgz5n2+iytO9LYsV2v8nb1ua+FS/sEAAAyvThhho7GNzGf2y3p6lbniCpWKMXhAZBnEQCH27Pb7Xpq0iwd/StzADd0v+2U+vRp6dJ+AQCQF6365nt9uusGWTIy07kVDP5Nzw/p5OpuAQAAST+u+FErD98iy4VwT9nCa9SvN+M0gLyNADjc3uPjJmr73tsd281r/KW+D2TNOgMAAM5x6sQJvbQ8UUoONbf9gvbpvec6yGKxcAoAAHCxuJhYvfj5OSk12NwOyL9db47v5epuAYDLUQQTbm3o+Be041h7x93rm0of0PABzPwGAMDZ0tPT1X/iF0qNv83ctvjF6OWHKyh/cBAnAwDgNCdPnlR0dHS2ttTUVPn4ML/v0XELlHL+jsyD4hejSY9Ul59v5ootAMjLCIA7AQP0vzPhlVf025HWjiXWEUFb9dKozswyAwDABQaNmqazcXeZz+0+aXqg4SlVq36hNgcAAE6yaNEiTZ8+/bL2kJCQPH0OXriQ99tyMe/3zX+pWhXGaQAwEAB3Agbo6/fmrLf13b7GsqQFmtuh/rv03ssd5ePDEmsAAJxtxptztfVMc/Oi2lC72Dr1uLcPJwIA4HRRUVFq2rRptrb+/fvn6Rngq1f8oO8uyftdLuxnPfLgQ67uFgC4DQLgTsAAfX0Wf7RQH/1RQ5bkzDv4gX4HNXdiC/n5WXPl/AAAgKvbsGa9PtpW0bEiq3Dwr5o8juA3AMA1wsPDzcelfPNwmo/kpCS9ZOb9jnDk/X7juQdc3S0AcCsEwJ2AAfrarfj+a838KVyWhDBz28/3uN4dU0/5gwNy7fwAAGAgZdnlkhISNG7JCdmTKpnbvkEHNevZjnxgAABwE6MmfayU8zebzy3+Z8n7DQBXQAAcbmPbji2a9EWaFFfG3Lb6ntHUpyoqPDJv53IDADgHKcsu98SLy5Qcd0vmhm+cxt8fqeCQfHwkAQBwA19+ukqb/qqVmfdbGepe74SqVann6m4BgNshAA63cDbmtIa897syYuqY2xZbvJ7vWVAVKhdzddcAAHkEKcuym/HOx9p/LDP4bRTTerh5nG6pc4dLzg0AAMju9IlTmrLCJos9M1VopZJb1Pf+uzlMAHAFBMDhcmkZaXp82sdKOd04s8EnVQNaJatO/cxlXAAAOAMpy7Js2bhFS38r7diuV2m77u7ShQ8iAABuwG6367FJXysjMfNGtW/+w3pleDtXdwsA3FbeLZMMtzHstVk6cfBC8FsZ6lh9r9p2bODiXgEAkDedPXVGw+b9JaXmN7dDC+zWc4PI+w0AgLsYPeYNnYq9kKLMmqyx94UrKCDQ1d0CALdFABwu9ep7c/X7jkaO7ZbV/tLjAzq4tE8AAORlj09YotT48o5iWlMH3SqrNXN5NQAAcK3V36zWL6eyJozVLLpO9erUdGmfAMDdEQCHy0x/d6a+WF9TlozMTDzVIvZp6MAWnBEAAFxk/PNv6nhcY0fe73vqHFfxYuGcDwAA3EDi+QRN+t85KTWzIHVQ8Ba9MuZBV3cLANweAXC4xBdff6FPfq8my4WBOzz4oF599k5ZLEb9agAA4Gzff7NKq4/cKsuFPw8rFl6jPg+Q+gQAAHcxYPR7Sk6olLnhH6PJ/W+Sjw9hHQD4JxTBdIKTJ08qOjo6W1tqamqeHaj27d+t176xSAlFzG0/36N6c/Rtstny5vEAAMDVzsXEaPIX56XUouZ2YL4dmjb+AVd3CwAAXLBgzlLtjb9dxpQxuzLUrsZeVa5Ul+MDANeAALgTLFq0SNOnT7+sPSQkRHlNcmqKnprxg+yxDc1tH1usXu1fVgUKZc4EBwAAzvfYswuVcv4O87nFz5hRVl2+vvyZCACAOzgTfUpzNxZwpA8NL/CLnurf29XdAgCPwZWNE0RFRalp06bZ2vr3758nZ4A/8uxrSjh9ocilJU2PNU9SlRvKuLpbAADkWVNemaWjcU0yZ5RZ0tXt5sOqUoUZZQAAuIuBE5YqLTHzRrVP4HFNH0mKMgC4HgTAnSA8PNx8XMrX11d5zfhXX9ehk23MC2xDk1Jb1KFrdxf3CgCAvGv7H9u0fF91R97v0gXX6OEH+7q6WwAA4ILZMxbo8PnGjhvVPerHqHDhghwfALgOeW8KMlzis/99plX76jmWbJUI+k2jRxP8BgDAVTIyMjR67p+yJxcyt32D9unN5+/nhAAA4CZiTsVo0Z8lZLFbze0ShX5Wz3svrKgGAFwzAuDIdQcO7NX073xlSSpgbgf57deMSV058gAAuNDLU5coJvaGzA1bop6+O0wBfv6cEwAA3MTQV79WemLmanLf/Ic1fcw9ru4SAHgkAuDIVWkZaRr09s/KOFcu8wPnG6PXBtZQQEDeSwEDAIC72LBmk77ZXsWx3bb2X2rUsI5L+wQAALIs+uAr7T9Zy3xu90nVyG4FFZwvP4cIAP4FAuDIVSNfmatz0RcKafmk6rFmSSpXsQRHHQAAF0mMS9C4xdFSeoC5HV5km57q147zAQCAm9i9badmrQl1bN9ScZsa31bbpX0CAE9GABy55oMln+i33ReC35K63HxMHbo24YgDAOBCD4+Zq+T40uZzn4DTen1gY84HAABu5Om31zlqdASE7Nf4gZ1c3SUA8GgEwJErNm/6Te/9EC5LRmaqk8qRu9T/4RYcbQAAXGjqlNk6Ene7+dxuSVf/VmkqEl6YcwIAgJuY9OI7Ons+cyKZ3Zqkge2C5WcjhSgA/BcEwJHjTp+K1oj5h6TEzAvqfPkO69XRd3GkAQBwoX079+jzvZVlufDnX6lCa9SpLbO/AQBwF/t27tW3h2s4tqtErFWzO25zaZ8AwBsQAEeOstvtenTSIqXFVjW3LbY4vf5kdfn72zjSAAC40PC3fpI9Kcx87pvvgN58tgfnAwAANzLyzR8dqU988+/RlNEPurpLAOAViEoiRw1/7hWdOtNGFnMrQ/fWOaYy5W/hKAMA4ELjx7+ps/HNzOd2a7IGtg1SYEBmEUwAADzJyZMnFR0dna0tNTVVPj6ePb9vyuTZOn3+NsdY/VTbYPn5kvoEAHICAXDkmAULFmrj8WaOpdVVwzao94M9OcIAALjQ779u1upjWTejq4WvU8sWD3FOAAAeadGiRZo+ffpl7SEhIfJUf+07qC8PVHZsVwxbqzubP+zSPgGANyEA7gTeeof6Unt27tR768JkSQ0yt0MCt2nqi/e7ulsAAORpGRkZGjtvu5RS29z2z79TU8b2dnW3AAD416KiotS0adNsbf379/fo6+vhr69QRnJD87kt3369Po6xGgByEgFwJ/DGO9SXSk1L1ZB31iojvr65bfWL1ptPN5bFkpkIBQAAuMbI0W8o/nzLzA1bgsbeW0o2G3/+AQA8V3h4uPm4lK8HpwqZNmWOTpxvYKYRtfuk6vFWfvL39XN1twDAq3AF5ATeeIf6Uk+Mfl3xMe0yN3xSNLCNjyKLFnZ1twAAyNO2/75DG89k5hI11Cm5Ubfe2telfQIAAFliT8fqf3srONKIli38s9reReoTAMhpBMCdwNvuUF/qrRnvaveZlheKXkqNyvyhVm3uc3GvAADI29LT0jTy/d1SaiVzO3/wH5owso+ruwUAAC4xcsqXSk+6yXxuy39IU8dSQwsAcoN3TEGGSxw6cEAfb6soS7q/uV0k328a+zTBbwAAXO2FKUsVH5sZ/JbfOb32VAOvWXkGAIA3WLH8J+08cYP53O6TpuGdCygoINDV3QIAr8SVEP6VlJRkPfnWBtkTIsxtv4Cjent8e44mAAAutmXjn1q9p6pju3uDUypTurhL+wQAALLEx8Xp1a+TZbFbze1qpbbojsZ1OEQAkEsIgONfGfHKB4o/nXm3WtZETX6ojEJC8nE0AQBwodSUFD09b4+UHmBuRxT5U3173MU5AQDAjQwe975Szpcwn1uDTuiFgUwmA4DcRAAc1+2NGe/p9/11Hdv3Nzyr6jeW5UgCANzejh07VLly5cseS5YskTcYOvptJcZXydzwi9WkJxq6uksAAOASX326UnvjG5nP7crQfQ3OKThfEMcIAHIRRTBxXdb89JOWba0sS0bmR6dKsR3qdX8HjiIAwCPs2rVL+fLl0+zZs7O1lypVSp5u9Tc/amts5gW1oWmF7Spe7FaX9gkAAGRJTU3VGyvjpfTM2d+FQterZ/deHCIAyGUEwHHNEs7H6/llJ6SkGua2f8BBvTKqDUcQAOBRAfCKFSuqVq1a8rYL6pe/iJbSws3t4ODf9PQgLqgBAHAno8bMVGJC88wN/xhNfrKpq7sEAHkCKVBwzfo/N0spsZnBb9niNaFPKfn7cw8FAOB5AXBvM2LMDCWer5654XdOL/Vn5jcAAO5k87rN+i2mnmO7Udk/VaZ0SZf2CQDyCgLguCavTn1bh8+0cGy3r7pPtWpfyDEKAICH2L17t44dO6Z27dqpRo0aatOmjVavXi1Ptub7Nfr9bFau78Zl/1SlSuVd2icAAJDd+A+2San5zedBIb9rzODeHCIAcBKm7+Ifbfx1g5bvriGLPfPjUiJ4nZ4c0JMjBwBwqxQghw4duurrJUqUUEpKio4ePSqbzaYhQ4aYucAXLlyo/v3766OPPlLVqlXladLS0jTxk6NSWk1zO3/wZo0Z+oCruwUAAC4x6cV3FJvQOHPDlqBn7qski8XCMQIAJyEAjr+VlJSosQv2SYmZuVL9Ag7qrRe6c9QAAG7lxIkTat269VVfX7p0qSpXrmwWv6xQoYIiIiLM9gYNGqhDhw566623NHXqVHmaZ8bNUML5Cyu0fOM04SHvym0OAICnO37kuFYcrubYrhaxXrfe/LBL+wQAeQ0BcPytx8bNUFLshYCCLUHj7iuqwEA/jhoAwK0YM7x37tz5j/vddttt2bZ9fHxUv359j0yDsmfbbv16OiuXaIPSv6t6tQdd2icAAJDd6Ne/UkZyffO5b/69emV0Hw4RADgZOcBxVe+8N18HLsn7fWeFHbq1fuYSawAAPM3hw4e1YMECJScnZ2s3to10KJ5m7NzNUmqw+TwoeIueHc4FNQAA7mTt6o3ad7aO+dxuSdeDjS3ytfm6ulsAkOcwA9wJTp48qejo6MtylRqzztzV4UOHtHhTaVkyMgfnovnXa+iQ+13dLQAA/rWzZ89q3LhxCgsLU4sWLRzB7x9//FHNmjXzqCM7b94XOnH6hswNW6LG3l+ZXKIAALiR9LQ0vfjJSVns5cztCiX+UNfOpBMFAFcgAO4EixYt0vTp0y9rDwkJkTtKz0jXU2+tlT0hM4+of+ARzRjf1dXdAgDgP6lRo4bq1atnBsHj4uJUqFAhMyd4fHy8+vbt6zFH92z0Gc1bV8Cx3bDKHt1cm3EaAAB3MmX6J0qIy1xBbQk4rRefaOXqLgFAnkUA3AmioqLUtGnTbG39+/d32xngz0/7QDHRdTM3rEl6sU8p5QsOdHW3AAD4TywWi1no8tVXX9WUKVN07tw51a5dW/PmzXMUxfQEg17+nzKSMsfpgJADGvV4R1d3CQAAXGLrb3/qq51lHNvd6p5RoUJZN68BAM5FANwJwsPDzcelfH3dM+/X4iUf6YftN8hyYbtz7eO64aY7XdwrAIA3Wr9+vXr27Knx48erW7duV91nxowZ2r59u5KSklS5cmXze1q3vlCg+TqFhobq2WefNR+eaPbMD3XozC3mOG33SdPIbhHytfHnHAAA7uTZuRul1Myb1SEFt6nf/Z1c3SUAyNPccwoyXOL4iaOatSa/LGmZs72LF9qpRx8m+A0AyHn79u3ToEGDZLfbr7rPZ599Zga7jSB4tWrVVKdOHf35558aOHCgOZM7r4mLidWireGy2K3mdqkCa3Rb/cx0ZQAAwD288dr7Ons+M/httyVpcJeSru4SAOR5TBmCw5OvfKaMuDvM51a/U5r0VH2ODgAgx61du1aDBw/W6dOnr7rPqVOnNHr0aAUGBmr+/PmqXr262b53714zKP7mm2+ahSsvtuemY8eO/W2RzJUrV8oZBo6fr/SE5uZzn8Bjeu0ZCmkBAOBOYs/E6LO9WQHvCoXW6rZ6j7i0TwAAZoDjgrEvTdXpM00yNyzp6tsoXhHFinB8AAA5xgh4GwUo+/Tpo9jYWBUrVuyq+37wwQdmypMePXpkC3KXL1/eMXN87ty5eebsLP/kK+2Pa2w+tytDd998WqEhwa7uFgAAuMSw5z9QemLm3zfWoL80ZXQvjg8AuAFmgEM//LBaPx+qJ8uFjDhVC6xTt3t6c2QAADnKyOW9YMEClSlTRhMmTNDSpUu1bNmyK+67evVq82vz5pkzni9ltI0aNUqrVq1yyhkqWrSo02Z5X0laWpre/D5Rlgw/czssdL36PsAFNQAA7uTn79do7/mGl9ysjlVQYGZ6UQCAa5EDPI9LSIzXxE9PScmh5nZQwG5NebGnq7sFAPBCJUuW1NixY/W///1Pt9xyy1X3M2Z379mzx3xesWLFKxayDAsLM2eRnzhxQt5uzHNvK+l8tcwNv1hNfqqFq7sEAAD+n1c+OSilB5jPC4b+qgd7deEYAYCbYAZ4HvfE+HeUEtvafG6xxevFvpVls2UW1wIAICcZubuvhRHYTk5OVr58+RQUFHTFfcLDwxUdHW3mCo+IiPDaE7Vnxx6tP5V1s6B+yS0qVfJWl/YJAABk9/orc3Tu/IUaWr7nNa5PHQ4RALgRZoDnYR98uEgHTmcV9WpTaa+q17p8ph0AAM6UmJhofjUKYF6Nv7+/+TUhIUHebPSM1VJKAfN5QP4denY4KcoAAN5vx44dqly58mWPJUuWyN3Eno3V8v1lHNtVwtarRvUqLu0TACA7ZoDnUefiYjV3Q6gs6ZkBhIigX/XUoPtc3S0AAOTjk3l/3mKx/OPRyMjI8Noj9u2XP+rk+foyjoLdJ1UD2hZyHBsAALzZrl27zJVgs2fPztZeqlQpuZuX3lyu9KTajsKXk5/hZjUAuBsC4HnUsNeXKSMuc4mW1e+UXn/mLld3CQAAk3HBa0hKSrrqETFSpBiuliLl3zh58qSZVuVSqampLgk6p6ak6LWvE2WxZ6YlKxe2Xi2a93F6PwAAcFUA3KgDUqtWLbc+AXv/3Kv1f1V1bN9d55wCL6xSAwC4DwLgedDST5dr98E65owyKUMPNUpWWHghV3cLAABHANx4xMXFmUHwgIDMglL/P1h9MRd4Tlm0aJGmT59+WXtISIjTz8yLry9TcnzmRb818KSmPN3d6X0AAMDVAXB3N3ruZimthvk8PGKLHry/q6u7BAC4AgLgeczJ6BN6+7sgWeyZp/7GEjvU9Z5Oru4WAAAORuoT46J38+bN2rt3r6pXr57t6MTExJjFL0NDQ3O0AGZUVJSaNm2ara1///5OnwG+f8c+/bC3kmO7V+Nk5c+fczPdAQBwd7t371Z6erratWun/fv3q3Tp0ho2bJiaNGkid/HRom918kxm8Fu+CRrft66ruwQAuAoC4HnMk1O+kP38beZz/8DjmjC8rau7BADAZRo1amQGwFesWHFZANxos9vtaty4cY4eOWM2+f+fUe7r6+v0szNkxlop7RbzeVjYNt3bjRvVAADvYKQWO3To0FVfL1GihFJSUnT06FHZbDYNGTLEXBW2cOFC86b0Rx99pKpVs1KOuEpcbJze+SkrnFKv4i6VL3uTS/sEALg6AuB5yHMvT1f0yWaZqU8saRp7TxEFBDr/wh4AgH/StWtXzZo1S3PmzDGD4bVrZxaX2rdvn1577TXzed++fb3uQE6d8p5i4xtkbtgS9Xzfm13dJQAAcsyJEyfUunXrq76+dOlSVa5c2Sx+WaFCBcdKrwYNGqhDhw566623NHXqVJefkZHj31daYnPzuTXfYT3zODerAcCdEQDPI7Zs3aIfDtSWRZnLuKsWXK9bG1CdGgDgniIjIzVq1CiNHj1aPXr0UN26deXn56e1a9eaBTAHDx6sKlWqyJvEx8Xpi32lHNtVwtapQoWHXdonAABykjHDe+fOnf+43223Za5avshIR1a/fn2tXr3a5Sdk26Y/teN8Pcd2xxtOKcDPz6V9AgD8PQLgecTYueulpIbm84CAfXr1hZ6u7hIAAH+rW7duZiB85syZZjoUq9WqatWqqU+fPmrZsqXXHb0R4+cqPbGF+dwaeESTR/dydZcAAHC6w4cP68cff1Tnzp3l7+/vaDdugBvpUFxt/Jx1UmpmgD5/yG/q/+A9ru4SAOAfEADPAya9PkOxZ5t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" ] @@ -645,7 +737,7 @@ " ax.loglog(ell, norm * Cl_bacco, color=colors[\"BACCOemu\"], label=\"BACCOemu\")\n", " ax.loglog(ell, norm * Cl_hmcode, color=colors[\"HMcode2020\"], label=\"HMcode2020\")\n", "\n", - " ax.set_title(f\"bin {i} ($z_c = {z_centers[idx]:.1f}$)\")\n", + " ax.set_title(f\"bin {i}\")\n", " ax.tick_params(direction=\"in\")\n", " ax.set_xlabel(r\"$\\ell$\")\n", " ax.set_ylabel(r\"$\\ell(2\\ell+1)\\,C_\\ell^{\\gamma\\gamma}$\")\n", @@ -668,24 +760,23 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 14, + "id": "15572518", + "metadata": {}, + "outputs": [], + "source": [ + "n_bins = 6" + ] + }, + { + "cell_type": "code", + "execution_count": 15, "id": "b29bdcef", "metadata": {}, "outputs": [ - { - "ename": "NameError", - "evalue": "name 'cells_flamingo' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[31m---------------------------------------------------------------------------\u001b[39m", - "\u001b[31mNameError\u001b[39m Traceback (most recent call last)", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[25]\u001b[39m\u001b[32m, line 12\u001b[39m\n\u001b[32m 8\u001b[39m Cl_dmo = cells_dmo[key][\u001b[32m0\u001b[39m, \u001b[32m0\u001b[39m]\n\u001b[32m 9\u001b[39m ell = cells_dmo[key].ell\n\u001b[32m 11\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m label, cells_dict, color \u001b[38;5;129;01min\u001b[39;00m [\n\u001b[32m---> \u001b[39m\u001b[32m12\u001b[39m (\u001b[33m\"\u001b[39m\u001b[33mFLAMINGO\u001b[39m\u001b[33m\"\u001b[39m, \u001b[43mcells_flamingo\u001b[49m, colors[\u001b[33m\"\u001b[39m\u001b[33mFLAMINGO\u001b[39m\u001b[33m\"\u001b[39m]),\n\u001b[32m 13\u001b[39m (\u001b[33m\"\u001b[39m\u001b[33mBACCOemu\u001b[39m\u001b[33m\"\u001b[39m, cells_bacco, colors[\u001b[33m\"\u001b[39m\u001b[33mBACCOemu\u001b[39m\u001b[33m\"\u001b[39m]),\n\u001b[32m 14\u001b[39m (\u001b[33m\"\u001b[39m\u001b[33mHMcode2020\u001b[39m\u001b[33m\"\u001b[39m, cells_hmcode, colors[\u001b[33m\"\u001b[39m\u001b[33mHMcode2020\u001b[39m\u001b[33m\"\u001b[39m]),\n\u001b[32m 15\u001b[39m ]:\n\u001b[32m 16\u001b[39m Cl = cells_dict[key][\u001b[32m0\u001b[39m, \u001b[32m0\u001b[39m]\n\u001b[32m 17\u001b[39m ax.semilogx(ell, (Cl - Cl_dmo) / Cl_dmo * \u001b[32m100\u001b[39m, color=color, label=label)\n", - "\u001b[31mNameError\u001b[39m: name 'cells_flamingo' is not defined" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -714,7 +805,7 @@ " ax.semilogx(ell, (Cl - Cl_dmo) / Cl_dmo * 100, color=color, label=label)\n", "\n", " ax.axhline(0, color=\"gray\", lw=1, ls=\"--\")\n", - " ax.set_title(f\"bin {i} ($z_c = {z_centers[idx]:.1f}$)\")\n", + " ax.set_title(f\"bin {i}\")\n", " ax.set_xlabel(r\"$\\ell$\")\n", " ax.set_ylabel(r\"$\\Delta C_\\ell^{\\gamma\\gamma} / C_\\ell^{\\rm DMO}\\,[\\%]$\")\n", " ax.tick_params(direction=\"in\")\n", @@ -741,24 +832,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "d232004b", "metadata": {}, "outputs": [ - { - "ename": "NameError", - "evalue": "name 'n_bins' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[31m---------------------------------------------------------------------------\u001b[39m", - "\u001b[31mNameError\u001b[39m Traceback (most recent call last)", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[11]\u001b[39m\u001b[32m, line 4\u001b[39m\n\u001b[32m 1\u001b[39m fig, axes = plt.subplots(\u001b[32m2\u001b[39m, \u001b[32m3\u001b[39m, figsize=(\u001b[32m15\u001b[39m, \u001b[32m9\u001b[39m), sharex=\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[32m 2\u001b[39m axes = axes.flatten()\n\u001b[32m----> \u001b[39m\u001b[32m4\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m idx, i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(\u001b[38;5;28mrange\u001b[39m(\u001b[32m1\u001b[39m, \u001b[43mn_bins\u001b[49m + \u001b[32m1\u001b[39m)):\n\u001b[32m 5\u001b[39m ax = axes[idx]\n\u001b[32m 6\u001b[39m key = (\u001b[33m\"\u001b[39m\u001b[33mPOS\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mPOS\u001b[39m\u001b[33m\"\u001b[39m, i, i)\n", - "\u001b[31mNameError\u001b[39m: name 'n_bins' is not defined" - ] - }, { "data": { - "image/png": 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", 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" ] @@ -786,7 +866,7 @@ " ]:\n", " ax.loglog(ell, ell * (2 * ell + 1) * cells_dict[key], color=color, label=label)\n", "\n", - " ax.set_title(f\"bin {i} ($z_c = {z_centers[idx]:.1f}$)\")\n", + " ax.set_title(f\"bin {i}\")\n", " ax.set_xlabel(r\"$\\ell$\")\n", " ax.set_ylabel(r\"$\\ell(2\\ell+1)\\,C_\\ell^{gg}$\")\n", " ax.tick_params(direction=\"in\")\n", @@ -798,79 +878,145 @@ }, { "cell_type": "markdown", - "id": "c3d2ed7a", + "id": "a57dc7df", "metadata": {}, "source": [ - "## 7 — Implementing your own `BaryonBoostMixin`\n", + "### Executable example of how to compose your own class compatible with Perturbations\n", "\n", - "If you want to plug in a custom baryonic suppression model (e.g. from a\n", - "simulation suite, a fitting formula, or another emulator), you only need to:\n", + "This section shows a **minimal, executable pattern** to build your own baryonic backend class while staying fully compatible with `Perturbations`.\n", "\n", - "1. Subclass `BaryonBoostMixin` from `cloelib.cosmology.cosmology`.\n", - "2. Implement `baryonic_suppression(zs, ks, k_hunit=False)` returning an\n", - " `np.ndarray` of shape `(nz, nk)`.\n", - "3. Combine with any base perturbation class using Python's MRO:\n", - " `class MyPerturbations(MyBoostMixin, SomeNonLinearPerturbations)`.\n", - "4. Override `matter_power_spectrum` to call both parents.\n", + "The idea is:\n", + "\n", + "1. Start from any nonlinear perturbations class (here: `BACCOemuNonLinearPerturbations`).\n", + "2. Add a baryonic mixin (here: `FlamingoBaryonBoostMixin`).\n", + "3. Initialize both parts explicitly.\n", + "4. Use the resulting object exactly like any other `Perturbations` instance.\n", "\n", "```python\n", - "from cloelib.cosmology.cosmology import BaryonBoostMixin\n", - "from cloelib.cosmology.camb_cosmology import CAMBNonLinearPerturbations\n", + "class BACCOemuFLAMINGOPerturbations(\n", + " FlamingoBaryonBoostMixin,\n", + " BACCOemuNonLinearPerturbations,\n", + "):\n", + " def __init__(\n", + " self,\n", + " background,\n", + " linearperturbations,\n", + " redshifts,\n", + " *,\n", + " fgas_sigma=0.0,\n", + " Mstar_sigma=0.0,\n", + " jet_fraction=0.0,\n", + " **nonlinear_kwargs,\n", + " ):\n", + " BACCOemuNonLinearPerturbations.__init__(\n", + " self,\n", + " background=background,\n", + " linearperturbations=linearperturbations,\n", + " redshifts=redshifts,\n", + " **nonlinear_kwargs,\n", + " )\n", + " FlamingoBaryonBoostMixin.__init__(\n", + " self,\n", + " fgas_sigma=fgas_sigma,\n", + " Mstar_sigma=Mstar_sigma,\n", + " jet_fraction=jet_fraction,\n", + " )\n", "\n", - "class FittingFormulaBaryonMixin(BaryonBoostMixin):\n", - " \\\"\\\"\\\"Baryon suppression from Mead et al. (2015) fitting formula.\\\"\\\"\\\"\n", "\n", - " def __init__(self, A_baryon: float = 3.13, eta_baryon: float = 0.603):\n", - " self.A_baryon = A_baryon\n", - " self.eta_baryon = eta_baryon\n", + "pert_bacco_flamingo_A = BACCOemuFLAMINGOPerturbations(\n", + " background=background,\n", + " linearperturbations=linear_baccoemu,\n", + " redshifts=zs,\n", + " nonlinear_model_name=\"Arico2023\",\n", + " fgas_sigma=0.0,\n", + " Mstar_sigma=0.0,\n", + " jet_fraction=0.0,\n", + ")\n", "\n", - " def baryonic_suppression(self, zs, ks, k_hunit=False):\n", - " import numpy as np\n", - " zs = np.atleast_1d(zs)\n", - " ks = np.atleast_1d(ks)\n", - " if k_hunit:\n", - " ks = ks * self.background.h\n", - " # Simple illustrative formula: B(k) = 1 - A*(k/10)^eta (z-independent)\n", - " B = 1.0 - self.A_baryon * (ks / 10.0) ** self.eta_baryon\n", - " return np.clip(B, 0.0, 1.0)[np.newaxis, :] * np.ones((len(zs), 1))\n", + "Pk_bacco_with_flamingo_A = pert_bacco_flamingo_A.matter_power_spectrum(z_ref, k_eval)\n", + "```\n", + "\n", + "Because this object exposes the standard `Perturbations` interface (`k`, `matter_power_spectrum`, etc.), it can be passed directly to `ShearTracer`, `PositionsTracer`, and `AngularTwoPoint` with no further changes. \n", + "In the next cell, the factory approach (`with_baryon_boost`) provides the same composition in a one-liner.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "4963463e", + "metadata": {}, + "outputs": [], + "source": [ + "from cloelib.cosmology.cosmology import with_baryon_boost\n", + "from cloelib.cosmology.FlamingoBaryonResponseEmulator_cosmology import FlamingoBaryonBoostMixin\n", + "from cloelib.cosmology.baccoemu_cosmology import BACCOemuNonLinearPerturbations\n", "\n", "\n", - "class CAMBFittingFormulaPerturbations(FittingFormulaBaryonMixin, CAMBNonLinearPerturbations):\n", - " def __init__(self, background, redshifts, A_baryon=3.13, eta_baryon=0.603):\n", - " CAMBNonLinearPerturbations.__init__(self, background, redshifts)\n", - " FittingFormulaBaryonMixin.__init__(self, A_baryon, eta_baryon)\n", + "# --------------------------------------------------------------------------\n", + "# Option B: with_baryon_boost factory (one-liner, zero boilerplate)\n", + "# All nonlinear args pass through normally; mixin args go in baryon_kwargs.\n", + "# --------------------------------------------------------------------------\n", "\n", - " def matter_power_spectrum(self, zs, ks, hubble_units=False, k_hunit=False):\n", - " pk = CAMBNonLinearPerturbations.matter_power_spectrum(\n", - " self, zs, ks, hubble_units=hubble_units, k_hunit=k_hunit\n", - " )\n", - " return pk * self.baryonic_suppression(zs, ks, k_hunit=k_hunit)\n", - "```\n", + "BACCOemuNonLinearFLAMINGO = with_baryon_boost(BACCOemuNonLinearPerturbations, FlamingoBaryonBoostMixin)\n", + "pert_bacco_flamingo = BACCOemuNonLinearFLAMINGO(\n", + " background, linear_baccoemu, zs,\n", + " nonlinear_model_name=\"Arico2023\",\n", + " baryon_kwargs=dict(fgas_sigma=0.0, Mstar_sigma=0.0, jet_fraction=0.0),\n", + ")\n", "\n", - "> **Important:** the `baryonic_suppression` Protocol method must accept `k_hunit`\n", - "> to be compatible with the FLAMINGO backend (which uses h/Mpc internally).\n", - "> For BACCOemu/HMcode2020-style backends where the ratio is stored as a 1/Mpc\n", - "> spline, pass `k_hunit=False` and convert yourself." + "Pk_bacco_with_flamingo = pert_bacco_flamingo.matter_power_spectrum(z_ref, k_eval)\n" ] }, { - "cell_type": "markdown", - "id": "1eeb9c5a", + "cell_type": "code", + "execution_count": 18, + "id": "11ddcc4b", "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "## Summary\n", + "fig, ax = plt.subplots(figsize=(8, 5))\n", + "\n", + "ax.loglog(\n", + " k_eval,\n", + " Pk_bacco_with_flamingo,\n", + " color=\"#6a3d9a\",\n", + " lw=2.5,\n", + " label=\"BACCOemu + FLAMINGO boost\",\n", + ")\n", "\n", - "| | FLAMINGO | BACCOemu | HMcode2020 |\n", - "|--|----------|----------|------------|\n", - "| **Base perturbations** | CAMB nonlinear | BACCOemu nonlinear | HMcode2020emu nonlinear |\n", - "| **Baryonic params** | `fgas_sigma`, `Mstar_sigma`, `jet_fraction` | `M_c`, `eta`, `beta`, `M1_z0_cen`, `theta_out`, `theta_inn`, `M_inn` | `log10TAGN` |\n", - "| **Ratio pre-computed?** | No (per-z call to FRE at evaluation time) | Yes (bivariate spline at init) | Yes (bivariate spline at init) |\n", - "| **k units in `baryonic_suppression`** | h/Mpc (`k_hunit=True`) | 1/Mpc (default) | 1/Mpc (default) |\n", - "| **Valid $z$ range** | 0 – 3 | emulator bounds | emulator bounds |\n", + "# Optional references (already available in the notebook)\n", + "ax.loglog(k_eval, Pk_bacco, color=\"#3cb44b\", lw=2, ls=\"--\", alpha=0.9, label=\"BACCOemu baryonic\")\n", + "ax.loglog(k_eval, Pk_dmo, color=\"black\", lw=1.8, ls=\":\", alpha=0.9, label=\"DMO baseline\")\n", "\n", - "All three classes are `Perturbations`-compatible and can be passed directly to any\n", - "`cloelib` tracer or likelihood." + "ax.set_xlabel(r\"$k\\;[\\mathrm{Mpc}^{-1}]$\")\n", + "ax.set_ylabel(r\"$P(k)\\;[\\mathrm{Mpc}^3]$\")\n", + "ax.set_title(r\"Nonlinear matter power spectrum at $z={}$\".format(z_ref[0]))\n", + "ax.grid(True, which=\"both\", ls=\":\", alpha=0.35)\n", + "ax.legend(frameon=False)\n", + "ax.tick_params(direction=\"in\")\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "158d9f24", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { From 4fe0fdd68ef666459f1e72d063ea7e9fba6b604e Mon Sep 17 00:00:00 2001 From: gcanasherrera Date: Thu, 26 Mar 2026 16:34:19 +0100 Subject: [PATCH 3/3] added example with an analytical boost --- fix_nb.py | 33 ++++++++ tutorials/cosmology/baryon_boost.ipynb | 106 +++++++++++++++++++++++++ 2 files changed, 139 insertions(+) create mode 100644 fix_nb.py diff --git a/fix_nb.py b/fix_nb.py new file mode 100644 index 0000000..a85049b --- /dev/null +++ b/fix_nb.py @@ -0,0 +1,33 @@ +import json + +nb = json.load(open("tutorials/cosmology/baryon_boost.ipynb")) + +for cell in nb["cells"]: + src = "".join(cell["source"]) + if cell["cell_type"] == "markdown" and "BACCOemuFLAMINGOPerturbations" in src: + # Fix background= in FlamingoBaryonBoostMixin.__init__ + old = ( + " FlamingoBaryonBoostMixin.__init__(\n" + " self,\n" + " background=background,\n" + " fgas_sigma=fgas_sigma," + ) + new = ( + " FlamingoBaryonBoostMixin.__init__(\n" + " self,\n" + " fgas_sigma=fgas_sigma," + ) + src = src.replace(old, new) + # Fix [0] on matter_power_spectrum result + src = src.replace( + "Pk_bacco_with_flamingo_A = pert_bacco_flamingo_A.matter_power_spectrum(z_ref, k_eval)[0]", + "Pk_bacco_with_flamingo_A = pert_bacco_flamingo_A.matter_power_spectrum(z_ref, k_eval)", + ) + cell["source"] = [src] + print("Fixed markdown cell:", cell.get("id")) + break +else: + print("Target cell not found!") + +json.dump(nb, open("tutorials/cosmology/baryon_boost.ipynb", "w"), indent=1) +print("Saved.") diff --git a/tutorials/cosmology/baryon_boost.ipynb b/tutorials/cosmology/baryon_boost.ipynb index ce5a094..824a483 100644 --- a/tutorials/cosmology/baryon_boost.ipynb +++ b/tutorials/cosmology/baryon_boost.ipynb @@ -1016,6 +1016,112 @@ "id": "158d9f24", "metadata": {}, "outputs": [], + "source": [ + "from cloelib.cosmology.HMcode2020Emu_cosmology import HMemuNonLinearPerturbations\n", + "\n", + "# HMcode2020 DMO nonlinear + custom Eq.(6) baryonic boost https://arxiv.org/pdf/2504.15633\n", + "\n", + "class Eq6BaryonBoostMixin:\n", + " def __init__(self, A0=0.18, k0=0.7, alpha=1.2, beta=2.0):\n", + " self.A0 = A0\n", + " self.k0 = k0\n", + " self.alpha = alpha\n", + " self.beta = beta\n", + "\n", + " def baryonic_suppression(self, zs_eval, ks_eval, k_hunit=False):\n", + " z = np.atleast_1d(zs_eval).astype(float) # (Nz,)\n", + " k = np.atleast_1d(ks_eval).astype(float) # (Nk,)\n", + "\n", + " # Eq.(6) written in h/Mpc\n", + " k_hmpc = k if k_hunit else (k / self.background.h)\n", + "\n", + " Az = self.A0 / (1.0 + z)[:, None]\n", + " x = k_hmpc[None, :] / self.k0\n", + " B = 1.0 - Az * (x ** self.alpha) / (1.0 + x ** self.beta)\n", + "\n", + " return np.clip(B, 0.0, 1.2)\n", + "\n", + "# Compose Eq.(6) boost on top of HMcode2020Emu nonlinear DMO\n", + "HMcodeNonLinearEq6Perturbations = with_baryon_boost(\n", + " HMemuNonLinearPerturbations,\n", + " Eq6BaryonBoostMixin,\n", + ")\n", + "\n", + "# DMO HMcode2020 baseline and Eq.(6)-boosted version\n", + "pert_hm_dmo = HMemuNonLinearPerturbations(\n", + " background=background,\n", + " linearperturbations=linear_hmemu,\n", + " redshifts=zs,\n", + " log10TAGN=7.8, # same AGN feedback as in pert_hmcode, but no boost\n", + ")\n", + "\n", + "pert_eq6 = HMcodeNonLinearEq6Perturbations(\n", + " background,\n", + " linear_hmemu,\n", + " zs,\n", + " baryon_kwargs=dict(A0=0.18, k0=0.7, alpha=1.2, beta=2.0),\n", + ")\n", + "\n", + "# Compare at z_ref\n", + "k_eval_hm = np.asarray(pert_hm_dmo.k).ravel() # 1/Mpc\n", + "B_eq6 = pert_eq6.baryonic_suppression(z_ref, k_eval_hm, k_hunit=False)[0]\n", + "\n", + "Pk_hm_dmo = np.asarray(pert_hm_dmo.matter_power_spectrum(z_ref, k_eval_hm)).ravel()\n", + "Pk_eq6 = np.asarray(pert_eq6.matter_power_spectrum(z_ref, k_eval_hm)).ravel()\n", + "\n", + "z0 = float(z_ref[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "4ace6708", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(8, 5))\n", + "\n", + "ax.loglog(\n", + " k_eval,\n", + " Pk_bacco_with_flamingo,\n", + " color=\"#6a3d9a\",\n", + " lw=2.5,\n", + " label=\"BACCOemu + FLAMINGO boost\",\n", + ")\n", + "\n", + "# Optional references (already available in the notebook)\n", + "ax.loglog(k_eval, Pk_bacco, color=\"#3cb44b\", lw=2, ls=\"--\", alpha=0.9, label=\"BACCOemu baryonic\")\n", + "ax.loglog(k_eval, Pk_dmo, color=\"black\", lw=1.8, ls=\":\", alpha=0.9, label=\"DMO baseline\")\n", + "ax.loglog(k_eval_hm, Pk_eq6, color=\"#ff7f00\", lw=2.5, label=\"HMcode2020 + Eq.(6) boost\")\n", + "\n", + "ax.set_xlabel(r\"$k\\;[\\mathrm{Mpc}^{-1}]$\")\n", + "ax.set_ylabel(r\"$P(k)\\;[\\mathrm{Mpc}^3]$\")\n", + "ax.set_title(r\"Nonlinear matter power spectrum at $z={}$\".format(z_ref[0]))\n", + "ax.grid(True, which=\"both\", ls=\":\", alpha=0.35)\n", + "ax.legend(frameon=False)\n", + "ax.tick_params(direction=\"in\")\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "34d4166d", + "metadata": {}, + "outputs": [], "source": [] } ],