{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Simple toy case with N halos" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "ExecuteTime": { "end_time": "2024-06-17T15:25:25.563971Z", "start_time": "2024-06-17T15:25:24.476644Z" } }, "outputs": [], "source": [ "import numpy as np\n", "import os\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "ExecuteTime": { "end_time": "2024-06-17T15:25:27.167421Z", "start_time": "2024-06-17T15:25:25.566118Z" } }, "outputs": [], "source": [ "# either import the beorn module as installed package\n", "try:\n", " import beorn\n", "except ImportError:\n", " # or import it from the source directory\n", " import sys\n", " sys.path.append(os.path.abspath('../src'))\n", " import beorn\n", "\n", "from beorn import run\n", "from beorn import functions\n", "from beorn import plotting\n", "from beorn import global_qty\n", "from beorn.astro import f_star_Halo\n", "from beorn.parameters import Parameters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Create a fake halo catalogs\n", "Let us a create fake halo catalogs containing 100 halos with final masses $M_h=10^{12} M_\\mathrm{sun}$ at $z=6$ that have been growing exponentially." ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "ExecuteTime": { "end_time": "2024-06-17T15:25:27.173712Z", "start_time": "2024-06-17T15:25:27.169869Z" } }, "outputs": [], "source": [ "def exp_mar(z,M0=1e12,z0=6):\n", " return M0*np.exp(-0.79*(z-z0))" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "ExecuteTime": { "end_time": "2024-06-17T15:25:27.181130Z", "start_time": "2024-06-17T15:25:27.176551Z" } }, "outputs": [], "source": [ "halo_catalog_dir = './fake_halo_catalogs/'\n", "halo_catalog_name = 'halo_dict_z'\n", "if not os.path.exists(halo_catalog_dir):\n", " os.mkdir(halo_catalog_dir)\n", "z_array = np.flip(np.arange(6,25,0.5))\n", "Lbox = 100 # cMpc/h\n", "Ncell = 128 # (128)**3 grid cells\n", "\n" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "ExecuteTime": { "end_time": "2024-06-17T15:08:37.378754Z", "start_time": "2024-06-17T15:08:37.361486Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Creating fake halo catalogs with 100 halos distributed randomly in the box. They have final masses [1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12\n", " 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12\n", " 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12\n", " 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12\n", " 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12\n", " 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12\n", " 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12\n", " 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12\n", " 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12\n", " 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12 1.e+12] at z = 6 and grow exponentially.\n" ] } ], "source": [ "### create halo catalogs dictionnaries at each redshift and store them.\n", "\n", "nbr_halos = 100\n", "Mh_z6 = np.full(nbr_halos,1e12)\n", "z0=6\n", "Z = np.random.rand(nbr_halos)*Lbox \n", "Y = np.random.rand(nbr_halos)*Lbox \n", "X = np.random.rand(nbr_halos)*Lbox \n", "\n", "print('Creating fake halo catalogs with',nbr_halos,'halos distributed randomly in the box.',\\\n", " 'They have final masses ',Mh_z6,'at z =',z0,'and grow exponentially.')\n", "\n", "for zi in z_array:\n", " h_dict={}\n", " h_dict['M'] = exp_mar(zi,M0=Mh_z6,z0=z0)\n", " h_dict['z'] = zi\n", " h_dict['Lbox'] = Lbox\n", " h_dict['X'] = X\n", " h_dict['Y'] = Y\n", " h_dict['Z'] = Z\n", " \n", " functions.save_f(file=halo_catalog_dir + halo_catalog_name + functions.z_string_format(zi),obj=h_dict)\n", " " ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "ExecuteTime": { "end_time": "2024-06-17T15:08:37.384817Z", "start_time": "2024-06-17T15:08:37.381235Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fake halo catalogs produced. They are stored here: ./fake_halo_catalogs/\n" ] } ], "source": [ "print('Fake halo catalogs produced. They are stored here:', halo_catalog_dir)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Source model. Let's pick a flat fstar" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "ExecuteTime": { "end_time": "2024-06-17T15:25:27.259842Z", "start_time": "2024-06-17T15:25:27.245478Z" } }, "outputs": [], "source": [ "parameters = Parameters()\n", "\n", "# Halo Mass bins\n", "parameters.simulation.halo_mass_bin_min = 1e7\n", "parameters.simulation.halo_mass_bin_max = 1e15\n", "parameters.simulation.halo_mass_bin_n = 40 # nbr of halo mass bin\n", "\n", "# name your simulation\n", "parameters.simulation.model_name = '4_halos_with_PBC'\n", "# Nbr of cores to use\n", "parameters.simulation.cores = 2\n", "\n", "# simulation redshifts\n", "parameters.solver.Nz = z_array\n", "\n", "# cosmo\n", "parameters.cosmology.Om = 0.31\n", "parameters.cosmology.Ob = 0.045\n", "parameters.cosmology.Ol = 0.69\n", "parameters.cosmology.h = 0.68\n", "\n", "# Source parameters\n", "# lyman-alpha \n", "parameters.source.n_lyman_alpha_photons = 9690*10 # 1500\n", "parameters.source.lyman_alpha_power_law = 0.0\n", "# ion\n", "parameters.source.Nion = 5000 * 3 \n", "# xray\n", "parameters.source.energy_cutoff_min_xray = 500\n", "parameters.source.energy_cutoff_max_xray = 2000\n", "parameters.source.energy_min_sed_xray = 500\n", "parameters.source.energy_max_sed_xray = 2000\n", "parameters.source.alS_xray = 1.5\n", "parameters.source.xray_normalisation = 3.4e40 * 3\n", "\n", "# fesc\n", "parameters.source.f0_esc = 0.2\n", "parameters.source.pl_esc = 0\n", "\n", "# fstar\n", "parameters.source.f_st = 1\n", "parameters.source.g1 = 0\n", "parameters.source.g2 = 0\n", "parameters.source.g3 = 4\n", "parameters.source.g4 = -1\n", "parameters.source.Mp = 1.6e11 * parameters.cosmology.h\n", "parameters.source.Mt = 1e7\n", "\n", "# Minimum star forming halo\n", "parameters.source.halo_mass_min = 1e5\n", "\n", "# Mass Accretion Rate model (EXP or EPS)\n", "parameters.source.mass_accretion_model = 'EXP'\n" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "ExecuteTime": { "end_time": "2024-06-17T15:09:54.203771Z", "start_time": "2024-06-17T15:08:39.837451Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Computing Temperature (Tk), Lyman-α and ionisation fraction (xHII) profiles...\n", "param.solver.Nz is given as a np array.\n", "param.solver.fXh is set to constant. We will assume f_X,h = 2e-4**0.225\n", "... Profiles stored in dir ./profiles.\n", " \n", "It took 00:01:12 to compute the profiles.\n" ] } ], "source": [ "run.compute_profiles(parameters)" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "ExecuteTime": { "end_time": "2024-06-17T15:11:05.270198Z", "start_time": "2024-06-17T15:11:02.793991Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "z, Mh = 13.0 , 7.39e+08\n", "z, Mh = 10.0 , 7.90e+09\n", "z, Mh = 8.0 , 3.84e+10\n" ] }, { "data": { "image/png": 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", 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "profiles = functions.load_f('./profiles/4_halos_with_PBC.pkl')\n", "ind_M = 20\n", "plt.loglog(profiles.M_Bin,f_star_Halo(parameters,profiles.M_Bin))\n", "plt.ylim(0.1,1.1)\n", "plt.ylabel(r'$f_*$ = $\\dot{M}_{*}/\\dot{M}_{\\mathrm{h}} $', fontsize=15)\n", "plt.xlabel('M$_*$ $[M_{\\odot}]$', fontsize=15)\n", "\n", "plotting.plot_1D_profiles(parameters,profiles,ind_M,z_liste=[13,10,8])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Estimate Tk, xHII, dTb quickly to recalibrate the model parameters" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "ExecuteTime": { "end_time": "2024-06-17T15:25:29.468754Z", "start_time": "2024-06-17T15:25:29.462484Z" } }, "outputs": [], "source": [ "parameters.simulation.Lbox = Lbox\n", "parameters.simulation.Ncell = Ncell\n", "parameters.simulation.halo_catalogs = halo_catalog_dir+halo_catalog_name ## path to dir with halo catalogs + filename\n", "parameters.simulation.dens_field = None\n", "parameters.simulation.store_grids = ['Tk','bubbles','lyal' ,'dTb'] \n", "\n", "# define k bins for PS measurement\n", "kmin = 1 / Lbox\n", "kmax = Ncell / Lbox\n", "kbin = int(6 * np.log10(kmax / kmin))\n", "parameters.simulation.kmin = kmin\n", "parameters.simulation.kmax = kmax\n", "parameters.simulation.kbin = kbin\n" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "ExecuteTime": { "end_time": "2024-06-17T15:11:10.931619Z", "start_time": "2024-06-17T15:11:10.464598Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Computing global quantities (sfrd, Tk, xHII, dTb, xal, xcoll) from 1D profiles and halo catalogs....\n", "param.solver.Nz is given as a np array.\n", "....done. Returns a dictionnary.\n" ] } ], "source": [ "# Quick calculation of the global quantities from the distribution of halos and the 1D profiles (similar to eq 11 in 2302.06626)\n", "GS = global_qty.compute_glob_qty(parameters)\n", "functions.save_f(file='./physics/GS_approx_' + parameters.simulation.model_name + '.pkl',obj = GS)\n" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "ExecuteTime": { "end_time": "2024-06-17T15:11:14.944095Z", "start_time": "2024-06-17T15:11:14.417334Z" } }, "outputs": [ { "data": { "image/png": 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", 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sOAAAmIKyYnHXjOqpQXERun9pjmrrnGbHAQDA4ygrFufn66NHp6Rra0GxFn39ndlxAADwOMqKF8hIjNTV/9NTT368XQeLKsyOAwCAR1FWvMRvxqcoNNBPv31ni9lRAADwKMqKl4gI8tfsi1P1weYCLdtaaHYcAAA8xmvKSnZ2tlJTU5WZmWl2FNNcPDhWP+kXpdlvbVZ5da3ZcQAA8Aib4WXjuRcXF8tut8vhcCgiIsLsOB733ZEyjVuwQteflayZEweYHQcAgGZpy+e31+xZQb1eUaG6fXRf/eWL3cotKDE7DgAA7Y6y4oVuOre3krqF6P6lm+R0etWOMQAAWoyy4oUC/Xz1yJQ0rdnzvV5bu8/sOAAAtCvKipc6s0+Upg2N17x/b9PR0iqz4wAA0G4oK17svosGyjCkx95nokMAQMdFWfFiUWGBmjlxgN5Yt18rdx01Ow4AAO2CsuLlLh+eqGE9u+iBNzepupaJDgEAHQ9lxcv5+Nj06NQ0fXe0XC98sdvsOAAAuB1lpQMYEBOhG85O1lPLdmjP0TKz4wAA4FaUlQ7ijrH9FBUWqAff2iwvG5QYAIBToqx0ECEBfnpo0iCt2H5Y728qMDsOAABuQ1npQC5Ijda41GjNfWeziitrzI4DAIBbUFY6mIcmDVJpVa2e/Gi72VEAAHALykoHExcZrKwL+uulld9p4/4is+MAANBmlJUO6Noze2lATITuW7pJdUx0CADwcpSVDsjP10ePTU3T5oPF+tvK78yOAwBAm1BWOqihSV105YgkPfHRdhU4Ks2OAwBAq1FWOrB7xg9QkL+PHn53i9lRAABoNcpKB2YP8deDF6fqvU35+iz3kNlxAABoFcpKBzcpI05n943S7LdyVFFdZ3YcAABajLLSwdlsNj08JU2FxVV6+tMdZscBAKDFKCudQHJUqG49r4/+vGK3theWmB0HAIAWoax0Erec10dJXUP0wNIcORl7BQDgRSgrnUSgn68emZKm1d8d0+vr9psdBwCAZqOsdCJn9o3S1KHxmvf+Vh0rqzY7DgAAzUJZ6WTuu3Cg6pyG5r2/1ewoAAA0C2Wlk+keHqh7Jw7Qa2v3a9Xuo2bHAQDgtCgrndAVmUkamhSp+9/MUXWt0+w4AACcEmWlE/LxsemxqenKO1KmF77YbXYcAABOyeNlZd++fTrvvPOUmpqqwYMH67XXXvN0BEgaGBuhX56drKeW7dDeo+VmxwEAoEkeLyt+fn5asGCBtmzZoo8++kh33nmnysrKPB0Dku4Y009RYYF68K0cGQZjrwAArMnjZSU2NlZDhgyRJMXExCgqKkrHjh3zdAxICg3009xJg/T59sN6b1O+2XEAADipFpeVFStW6JJLLlFcXJxsNpvefPPNE56TnZ2tXr16KSgoSCNHjtTq1atPuqy1a9eqrq5OiYmJLQ4O9xibGq3xg6I1950tclTUmB0HAIATtLislJWVKSMjQ9nZ2Sf9+uLFi5WVlaU5c+Zo3bp1ysjI0Pjx43Xo0KFGzzt27JiuueYa/fnPf25dcrjNQ5MGqbyqVo9/mGt2FAAATmAz2nCygs1m09KlSzVlyhTXYyNHjlRmZqaeeeYZSZLT6VRiYqJuv/12zZw5U5JUVVWlCy64QDfeeKOuvvrqU75GVVWVqqqqXPeLi4uVmJgoh8OhiIiI1kbHjyz8Mk8Pv7dFS245U0OTupgdBwDQwRQXF8tut7fq89ut56xUV1dr7dq1Gjt27H9fwMdHY8eO1cqVKyVJhmHo2muv1fnnn3/aoiJJ8+bNk91ud904ZNQ+pp/ZS4PiInTf0hzV1jH2CgDAOtxaVo4cOaK6ujpFR0c3ejw6OloFBQWSpK+++kqLFy/Wm2++qSFDhmjIkCHatGlTk8ucNWuWHA6H67Zv3z53RkYD34axV3ILivXiV9+ZHQcAABc/T7/g2WefLaez+f9zDwwMVGBgYDsmwnGDEyJ1zaheevLj7ZqYHqOELiFmRwIAwL17VqKiouTr66vCwsJGjxcWFiomJsadL4V2cte4/ooI9tNDb29m7BUAgCW4tawEBARo2LBhWrZsmesxp9OpZcuWadSoUe58KbST8CB/PXTJIH2y9ZA+3Fx4+m8AAKCdtfgwUGlpqXbu3Om6n5eXp/Xr16tr165KSkpSVlaWpk+fruHDh2vEiBFasGCBysrKdN1117k1ONrPhLQYjRnQQw+9vVln94tSWKDHjxYCAODS4j0ra9as0dChQzV06FBJUlZWloYOHarZs2dLki6//HI9/vjjmj17toYMGaL169frgw8+OOGk25bKzs5WamqqMjMz27QcnJ7NZtPcyYPkqKjREx8x9goAwFxtGmfFDG25Thst8/znu/T7D7bp7dvOVlq83ew4AAAvZplxVtCxXH92svpHh2vWkk2qc3pVpwUAdCCUFTTJ39dHj01LV85Bh/628juz4wAAOinKCk7pjKQuunJEkp74aLsKHJVmxwEAdEKUFZzWPRMGKMjfV3Pf2Wx2FABAJ+Q1ZYWrgcxjD/bX7EtS9e+cAi3bytgrAADP4mogNIthGLpm4WrtPlymj7POUUgAY68AAJqPq4HQ7mw2mx6ZkqYjpVVa8MkOs+MAADoRygqarWe3UP16TD/99cs85RxwmB0HANBJUFbQIjed01t9u4fpvqWMvQIA8AzKClrk+Ngrmw449NLX35kdBwDQCVBW0GLDenbRL0b21BMf5epgUYXZcQAAHZzXlBUuXbaWuyekKDTQT7PfypGXXVAGAPAyXLqMVvv3pnzd8vI6PXvVGZqYHmt2HACAhXHpMkwxIS1GYwdGa87bm1VcWWN2HABAB0VZQavZbDb9dvIglVXVav4HuWbHAQB0UJQVtElcZLDuGpeif6zao7V7vjc7DgCgA6KsoM2mn9lL6fF23bdkk2rqnGbHAQB0MJQVtJmvj02PTU3XzsOl+vOK3WbHAQB0MJQVuEVavF2/PDtZTy3boT1Hy8yOAwDoQLymrDDOivXdObafosICdf9Sxl4BALgP46zArT7LPaTrXvxGT/4sQ9POSDA7DgDAIhhnBZYxOqWHLsmI0yPvbdWxsmqz4wAAOgDKCtxu9sWpqq1z6rH3t5odBQDQAVBW4HbdwwM168KBen3tfn2964jZcQAAXo6ygnZx+fBEZfbqovuX5qiyps7sOAAAL0ZZQbvw8bFp3rR07f++XM98utPsOAAAL0ZZQbvp2yNct57XV899vktb84vNjgMA8FKUFbSrW0f3UXJUqGa+sVF1Tq+6Sh4AYBGUFbSrQD9f/e7Swdp4wKEXv8ozOw4AwAt5TVlhBFvvNaxnF00f1UtPfLRd+46Vmx0HAOBlGMEWHlFWVatxf1yh3t1D9bfrR8hms5kdCQDgQYxgC8sLDfTTo1PT9MWOI3pj3QGz4wAAvAhlBR5zXkoPTR0ar4ff3aLDJVVmxwEAeAnKCjzqwYtT5etj09x3NpsdBQDgJSgr8KiuoQGac0mq3t2Yr0+2FJodBwDgBSgr8LhJGXEandJdD7yZo+LKGrPjAAAsjrICj7PZbHpkarpKKmv0hw+2mR0HAGBxlBWYIj4yWPdMGKB//GevVucdMzsOAMDCKCswzdX/01PDenbRzDc2MjMzAKBJlBWYxsfHpt9NS9f+7yv09Kc7zI4DALAoygpM1S86XDNG99Xzn+/WloPMzAwAOJHXlBXmBuq4bjmvj/p0D9PMJRtVW+c0Ow4AwGKYGwiW8O3e7zXt2a9138SBuvGc3mbHAQC4GXMDwesNTeqi685M1hMf52rvUWZmBgD8F2UFlnHXuP7qFhqomUs2yst2+AEA2hFlBZYRGuin3186WF/vOqqXV+01Ow4AwCIoK7CUs/tF6YoRSZr3/lbtO8bhIAAAZQUWdN+FAxQZEsDhIACAJMoKLCg8yF+/uzRdX+3kcBAAgLICi/pJv+4cDgIASKKswMI4HAQAkCgrsDAOBwEAJMoKLI7DQQAAygosj8NBANC5UVZgeRwOAoDOjbICr8DhIADovLymrGRnZys1NVWZmZlmR4FJOBwEAJ2TzfCy3/ptmWIa3u+LHYd19V9X65EpafrF//Q0Ow4AoJna8vntNXtWAInDQQDQGVFW4HU4HAQAnQtlBV6Hq4MAoHOhrMArcTgIADoPygq81vHDQfe+sVFOJ4eDAKCjoqzAa4UH+ev3lw7W17uO6sWvvzM7DgCgnVBW4NXO7hel689K1u8/2KZtBcVmxwEAtAPKCrzePRNSlNwtVHf+a70qa+rMjgMAcDPKCrxekL+vFvx8iHYfLtPjH+aaHQcA4GaUFXQIA2MjdM+EFP3lyzx9ueOI2XEAAG5EWUGHcf1ZyTqrbzfd9dp6FZVXmx0HAOAmlBV0GD4+Nj3+0wxV1jh139JNjG4LAB0EZQUdSqw9WPOmpev9TQV6Y90Bs+MAANyAsoIO58L0WF16RoLmvJWjvUcZ3RYAvB1lBR3SQ5NS1TUsQFmvrldtndPsOACANqCsoEMKD/LXH382ROv2fq9nl+8yOw4AoA0oK+iwhvfqqhmj+2rBsh1av6/I7DgAgFairKBD+/WYfkqLi9D/Ll6vsqpas+MAAFqBsoIOzd/XR3+8fIgKHJV65L2tZscBALQCZQUdXu/uYXrw4lS9snqvPt5SaHYcAEALeU1Zyc7OVmpqqjIzM82OAi90xYhEjR0YrXvf2KhDJZVmxwEAtIDN8LJhPouLi2W32+VwOBQREWF2HHiRo6VVGr/gC6XFR+jFazNls9nMjgQAnUZbPr+9Zs8K0FbdwgI1/6eDtTz3sP68YrfZcQAAzURZQacyOqWHbjmvj/7wYa5W7T5qdhwAQDNQVtDp3HVBfw3v2UW3vfIt568AgBegrKDT8fP10dNXDpUk/fqVbxmOHwAsjrKCTqlHeJCeuWKovvnuez3x8Xaz4wAAToGygk5rZO9uunt8ip5dvkufMP4KAFgWZQWd2s3n9NYFqdHKenW99h4tNzsOAOAkKCvo1Gw2mx7/aYYiQwJ06z/XqrKmzuxIAIAfoayg07MH++tPV52h7YWlmvvOFrPjAAB+hLICSEqLt+u3kwbpldV79cba/WbHAQD8AGUFaHB5ZqIuG5ag+9/cpG0FxWbHAQA0oKwADWw2mx6enKZe3UJ1yz/WqaSyxuxIAABRVoBGggN89ewvhulwSZXufWOjvGyeTwDokCgrwI8kR4Xq8Z8O1vubCvTiV9+ZHQcAOj3KCnASE9JidcPZyXrs/a1au+eY2XEAoFOjrABNuHfiAGUkRmrGy9/qSGmV2XEAoNOirABN8Pf1UfaVZ6jWaeiGl9aoopoB4wDADJQV4BRi7EFaeO1w5RaU6M7F36rOyQm3AOBplBXgNAYnROrpK4bq4y2FevS9rWbHAYBOh7ICNMPY1Gg9NGmQFn6Vpxe/yjM7DgB0Kn5mBwC8xTWjemnfsXL99t0tio8M1rhBMWZHAoA2MQxDh0uqlFtYotyChlthiV64ZriiI4LMjudCWQFaYNbEgTpQVKFf/+tb/eumURqSGGl2JABoluLKGu0oLNG2ghJtL2j4s7BE35fXj9Yd5O+j/tHhSokOV02d0+S0jdkMLxuis7i4WHa7XQ6HQxEREWbHQSdUWVOnK1/4j/YeK9fSW89SYtcQsyMBgEt1rVO7j5Qqt6BEW/NLlFtQrO2FpTpQVCFJ8vWxKTkqVCkx9cXk+J+JXUPk62Nrt1xt+fymrACtcKysWtP+9JV8fGxacsuZigwJMDsSgE7GMAwVFFdqW0GJtjWUkm0FJdp1uFQ1dfUf7XH2oPoyEhOhATHh6h8drj49QhXo5+vxvJQVwATfHSnT1D99pX7R4fr7L0eY8uYH0DmUV9e69pRsaygluQUlclTUH8IJC/RrKCXhGthQTlKiw2UP8Tc5+X9RVgCTrN1zTFe8sEoTBsVoweVD5NOOu1ABdHxOp6EDRRXakl+sbQ3FZGt+sfYcK5dhSD62+vnLBsRGuErJgJhwJXQJls1m7d8/bfn85gRboA2G9eyqBZcP0Yx/rlNCl2DdM2GA2ZEAeImyqlptKyjR1vzihlJSv7ektKpWktQlxF8DYyN0/oBoDYgNV2pshPr2CFOQf+fbi0tZAdrowvRY3TdxoB59f6sSuoToypFJZkcCYCGGYSjfUaktB+v3kmwtKNaWg//dW+LnY1Of7mEaEBuuC1KjNSAmXANjI9QjPNDye0s8hbICuMENP0nW3mPlevCtHMVGBml0Sg+zIwEwQVVtnXYUltaXkvwSbcl3aGv+f88tsQf7K7Vhb8nA2HClxtXvLeGct1MzpaxMnTpVy5cv15gxY/T666+bEQFwK5vNpjmXpOpgUYVue3mdFt88SmnxdrNjAWhHjooabTlYrC359XtKNh90aOehUtU6DdlsUq9uoRoYG64bzk5WalyEBsZGKNYexN6SVjDlBNvly5erpKREL730UovLCifYwsrKq2t1xQurlHe4VC9dP0JDk7qYHQlAGxmGoYMNh3GOl5It+cXa/339uCWBfj4aEBuh1NgIpcbV/zkgJlyhgRy8+CGvO8H2vPPO0/Lly814aaBdhQT46e+/HKHrX/xGv/jLKi28NlMje3czOxaAZqpzGso7UqrNB4uVc8ChzQ17TooaRnntEuKvQXF2XZgeq0ENxSQ5KlR+vky1155aXFZWrFih+fPna+3atcrPz9fSpUs1ZcqURs/Jzs7W/PnzVVBQoIyMDD399NMaMWKEuzIDlhYR5K+//XKEbvzbGk1/cbX+fPVwndO/u9mxAPzI8fNLjpeSzQfrzy+pqKmTJCV2DdagWLt+eVb9YZzUuAjFRHAYxwwtLitlZWXKyMjQ9ddfr2nTpp3w9cWLFysrK0vPPfecRo4cqQULFmj8+PHKzc1Vjx6cdIjOISTAT3+dnqlbX16nG15ao2euHMrEh4CJyqtrtTW/WJv21xeTnIPF2lFYolqnIR+b1Lt7mNLiIjQxLVaD4iM0KNZuqQHVOrsWl5WJEydq4sSJTX79ySef1I033qjrrrtOkvTcc8/pvffe08KFCzVz5swWB6yqqlJVVZXrfnFxcYuXAZghyN9Xz/1imO5c/K1ueXmdFlw+RJdkxJkdC+jwSqtqtfmAQzkNh3I2HXBo9+FSOQ0pwNdH/WPClJFg15UjEjUo3q6BMREKDuBqHCtz6zkr1dXVWrt2rWbNmuV6zMfHR2PHjtXKlStbtcx58+Zp7ty57ooIeFSAn4+e+vlQ3fP6Rt3xr29VUVOnnw1PNDsW0GE4Kmq0+aBDOQccyjlQX07yjpbJMOpPfB0YG6FRvbvpxp8kKy3ern49whXgx/kl3satZeXIkSOqq6tTdHR0o8ejo6O1bds21/2xY8dqw4YNKisrU0JCgl577TWNGjXqpMucNWuWsrKyXPeLi4uVmMgve3gPP18fPf7TDAUF+Oqe1zeqsqZO14zqZXYswOsUV9Y0lBKHNu6v32Oy52i5JCnY31eD4iJ0Tv/uujW+r9LiI9S3exgnvnYQplwN9MknnzT7uYGBgQoMDGzHNED78/Gx6dEpaQr299XstzarorpON5/bx+xYgGWVVNa4rsg5XkzyjpRJkkIC6ovJmAHRSk+IUHq8XclRYfJlbq4Oy61lJSoqSr6+viosLGz0eGFhoWJiOLkQnZvNZtMDFw1USICv5v17mypq6nTHmH5cWYBOr7y6VlsOFmvDfoc27S+qP8fkSP2hnCB/Hw2Ks+vc/t11+/l9lR5vV+/uFJPOxq1lJSAgQMOGDdOyZctclzM7nU4tW7ZMt912mztfCvBKNptNd41LUXCAr/7wQa4qqus0c+IACgs6jaraOuUWlGjDfoc27qsvJtsLS+T8wTkmZ/eN0q/O7aPBCZHq050xTNCKslJaWqqdO3e67ufl5Wn9+vXq2rWrkpKSlJWVpenTp2v48OEaMWKEFixYoLKyMtfVQQCkW8/rq2B/X819Z4vKq+s0d9Ig+fA/RXQwtXVO7Txcqo37HNrQsMdkW36Jquuc8vOxKSUmXEOTuujaM3spPcGu/tHh8qeY4CRaXFbWrFmj0aNHu+4fP/l1+vTpWrRokS6//HIdPnxYs2fPVkFBgYYMGaIPPvjghJNuWyo7O1vZ2dmqq6tr03IAq7jurGQF+/tq1tJNKqqo0bxp6QpjeG54KcMwtPdYudbvK9LG/Q5t3F+knAPFqqipk80m9e0epsEJkbpsWILS4+0aGBuhIH8uF0bzmDI3UFswNxA6mvc35evu1zYoOiJIz1x5hlLj+HcN6ztUUqkN++pLyYaGcnJ8SPrErsHKSIhURkKkBifYlRZvZ54ctOnzm7ICWMDuw6W67Z/faufhUs2+OFVXjUziPBZYRklljTbtd2j9/iLXIZ18R6UkKSosoKGURGpwol0ZCZHqGhpgcmJYEWUF6AAqa+r02Ptb9beVe3RReqzmXZquiCCG+4ZnVdc6lVtQovX7i7RhX/1t5+FSGYYUGuCr9AS7MhLr95pkJEYqzs5cOWgeygrQgfx7U77ueWOjuoQE6Jkrh2pwQqTZkdBBGYah746Wa8O+Iq3fV6QN+4u0+WCxqmvrT4AdGBuhjIa9JUMSI7lkGG1CWQE6mL1Hy3X7K+u0Jb9YsyYO1HVn9eJ/r2izI6VVrr0l3zacCOuoqD/PJDkqVBnH95okRiqVE2DhZp2irPzwaqDt27dTVtDhVdc69YcPtukvX+bpgtRozb9ssCJDOBcAzVNRXaecgw5XMdmwr0j7v6+QJHULDdCQhlIyJLH+JFj+baG9dYqychx7VtDZfLKlUHe9tkFhgX566oqhGtazi9mRYDF1TkM7D5U2Kia5hSWqcxoK8vdRery9UTmJjwxmTx08jrICdHAHiir061e+1fp9Rbp7fIpu+klvBpHrxAoclVq/73ut3+fQ+n3fa9N+h8qq68cz6d8jXBmJdg1J7KKMRLtSosMZARaWQFkBOoGaOqee/Hi7nl2+S2f17ab7LhyoQXF2s2OhnZVU1mjTAUf9CbANJ8IWFldJkmIighrtMUlPsDOwICyLsgJ0Ip9vP6y5b2/W7iNlunhwrLIu6K/e3cPMjgU3OH7Z8Ibjlw3vL9KOQ/+9bHhwQqSGJEW6rs6JsQeZHRloNsoK0MnU1jn1xrr9WvDJDh0qqdJPhyXo12P6KS4y2OxoaCan09B3R8saionjhMuGU2LCXXtMhiRGqg+XDcPLUVaATqqypk4vr9qr7M92qrSqVlf/T0/del4fdQsLNDsafqSwuLJh3pz/lpOSylpJ/71seHDDQGuD4rhsGB1PpygrXLoMNK20qlYLv8zTCyt2y2kY+uXZybrhnN6MgGuSwyVV2nSgfhyTTfsd2nTAoUMl9eeZRIUFNuwtqS8nXDaMzqJTlJXj2LMCNO37smo99/kuLfr6OwUH+OqWc/to+pm9+F96OzpWVq1NBxzatL+hnBxwuObNiQzxV3q8XYMT7A1/RiqW4enRSVFWADRS4KjU05/u0OJv9qlbWIBmjO6rSwbHqQsTzLWaYRgqLK7SlnyHthws1uaDxdp0wOEaaC08yK+hlES6CkpCF8YzAY6jrAA4qe+OlGnBJ9v11oaD8rHZNKp3N01Mj9G41Bh1D+e8lqbUOQ3tPlyqLfnF2nKwWFvy68vJsbJqSVJEkJ9S4yKUHm9XekKkBsfb1bNbCMUEOAXKCoBTOlRcqQ83F+jfOQValXdMTsNQZq+uujAtRhPSYjv1JbDfl1Vrx6FS5RaWuIpJbkGxKmuckqT4yGClxkVoUFyEUmMjlBoXwQiwQCtQVgA027Gyan28pb64fLXziGrqDA1NitSFabGakBajxK4hZkd0O8MwdKS0WjsOlWjnoVLtKCx1/f1Iaf3eEj8fm/r2CFPqD0rJoFi77CGcpAy4A2UFQKs4Kmq0bGuh/p1ToM+3H1Z1rVNp8RGaMChGafF29e0Rpjh7sNcM7V9aVav935frwPcV+u5ouXYeKtXOQyXacahUReX1swv7+9rUOypMfaPD1K9HmPr1CFe/6DD16haqAD+GpQfaC2UFQJuVVdXqs9xD+ndOgZZvO6Sy6jpJUrC/r3p3D1Wf7mHq0z1MfXuEqU+PUPXqFurxq4yKK2u0/1iFDhRVaP/35dr/ff2f9fcrXIVEkgL9fNSne5j6NZSSvg2lpGfXEObKAUzQKcoK46wAnuN0GjpQVKGdh0u161Cpdh0u1a5DZdp5uNR1kqmPTUrsGqK+3cPUu3uoIkMCFOjn03DzVaB//d8Djt9v+DOg4Tk1dU4VV9aouKK2/s/KWhVX1LgeK/nRY0dKqlTcMIiaJAX4+SghMljxXYKV0CVECV2Cf3ALUfewQK/ZIwR0Bp2irBzHnhXAXMfKqhvKS6l2NhSZ3UfKVFJZq+pap6pq61RT1/JfK34+NkUE+ysiyE8Rwf4KD/JTRJB//S3YT11CAxqVkqhQygjgTdry+c30nABapGtogLqGdlVmr65NPqfOaai61ukqL1W1zoZbw99rnArwsykiyF/hDWUk2N+XK2wAnBRlBYDb+frYFBzgq+AAX0lcTQOgbTjLDAAAWBplBQAAWBplBQAAWBplBQAAWBplBQAAWBplBQAAWJrXlJXs7GylpqYqMzPT7CgAAMCDGMEWAAC0u7Z8fnvNnhUAANA5UVYAAIClUVYAAIClUVYAAIClUVYAAIClUVYAAIClUVYAAIClUVYAAIClUVYAAIClUVYAAICleU1ZYW4gAAA6J+YGAgAA7Y65gQAAQIdFWQEAAJZGWQEAAJZGWQEAAJZGWQEAAJZGWQEAAJZGWQEAAJZGWQEAAJZGWQEAAJZGWQEAAJZGWQEAAJZGWQEAAJZGWQEAAJbmNWUlOztbqampyszMNDsKAADwIJthGIbZIVqiLVNMAwAAc7Tl89tr9qwAAIDOibICAAAsjbICAAAsjbICAAAsjbICAAAsjbICAAAsjbICAAAsjbICAAAsjbICAAAsjbICAAAsjbICAAAsjbICAAAsjbICAAAsjbICAAAsjbICAAAsjbICAAAsjbICAAAsjbICAAAsjbICAAAsjbICAAAszWvKSnZ2tlJTU5WZmWl2FAAA4EE2wzAMs0O0RHFxsex2uxwOhyIiIsyOAwAAmqEtn99es2cFAAB0TpQVAABgaZQVAABgaZQVAABgaZQVAABgaZQVAABgaZQVAABgaZQVAABgaZQVAABgaZQVAABgaZQVAABgaZQVAABgaZQVAABgaZQVAABgaZQVAABgaZQVAABgaZQVAABgaZQVAABgaZQVAABgaZQVAABgaZQVAABgaZQVAABgaZQVAABgaZQVAABgaZQVAABgaZQVAABgaZQVAABgaZQVAABgaZQVAABgaaaUlXfffVcpKSnq16+f/vKXv5gRAQAAeAk/T79gbW2tsrKy9Nlnn8lut2vYsGGaOnWqunXr5ukoAADAC3h8z8rq1as1aNAgxcfHKywsTBMnTtRHH33k6RgAAMBLtLisrFixQpdcconi4uJks9n05ptvnvCc7Oxs9erVS0FBQRo5cqRWr17t+trBgwcVHx/vuh8fH68DBw60Lj0AAOjwWlxWysrKlJGRoezs7JN+ffHixcrKytKcOXO0bt06ZWRkaPz48Tp06FCbwwIAgM6nxeesTJw4URMnTmzy608++aRuvPFGXXfddZKk5557Tu+9954WLlyomTNnKi4urtGelAMHDmjEiBFNLq+qqkpVVVWu+w6HQ5JUXFzc0ugAAMAkxz+3DcNo+TcbbSDJWLp0qet+VVWV4evr2+gxwzCMa665xpg0aZJhGIZRU1Nj9O3b19i/f79RUlJi9O/f3zhy5EiTrzFnzhxDEjdu3Lhx48atA9z27dvX4r7h1quBjhw5orq6OkVHRzd6PDo6Wtu2bZMk+fn56YknntDo0aPldDp1zz33nPJKoFmzZikrK8t13+l06tixY+rWrZtsNps741tOcXGxEhMTtW/fPkVERJgdxyNYZ9a5o2KdWeeOqrnrbBiGSkpKFBcX1+LX8Pily5I0adIkTZo0qVnPDQwMVGBgYKPHIiMj2yGVdUVERHSaf/THsc6dA+vcObDOnUNz1tlut7dq2W69dDkqKkq+vr4qLCxs9HhhYaFiYmLc+VIAAKCTcGtZCQgI0LBhw7Rs2TLXY06nU8uWLdOoUaPc+VIAAKCTaPFhoNLSUu3cudN1Py8vT+vXr1fXrl2VlJSkrKwsTZ8+XcOHD9eIESO0YMEClZWVua4OQvMFBgZqzpw5JxwG68hY586Bde4cWOfOwRPrbGu4qqfZli9frtGjR5/w+PTp07Vo0SJJ0jPPPKP58+eroKBAQ4YM0VNPPaWRI0e6JTAAAOhcWlxWAAAAPMmUWZcBAACai7ICAAAsjbICAAAsjbJikl69eslms51wmzFjxkmfv2jRohOeGxQU5OHULXO6GboNw9Ds2bMVGxur4OBgjR07Vjt27Djtck81q7fZTrXONTU1uvfee5Wenq7Q0FDFxcXpmmuu0cGDB0+5zIceeuiEbT9gwIB2XpPmO912vvbaa0/IP2HChNMu11u3s6STvrdtNpvmz5/f5DKtvJ3nzZunzMxMhYeHq0ePHpoyZYpyc3MbPaeyslIzZsxQt27dFBYWpksvvfSEMbd+rLW/AzzhdOt87Ngx3X777UpJSVFwcLCSkpL061//2jV/XVNa+37whOZs5/POO++E/L/61a9OuVx3bGfKikm++eYb5efnu24ff/yxJOmnP/1pk98TERHR6Hv27NnjqbitcroZuv/whz/oqaee0nPPPadVq1YpNDRU48ePV2VlZZPLtPqs3qda5/Lycq1bt04PPvig1q1bpyVLlig3N7dZozkPGjSo0bb/8ssv2yN+q5xuO0vShAkTGuV/5ZVXTrlMb97Okhqta35+vhYuXCibzaZLL730lMu16nb+/PPPNWPGDP3nP//Rxx9/rJqaGo0bN05lZWWu5/zv//6v3nnnHb322mv6/PPPdfDgQU2bNu2Uy23N7wBPOd06Hzx4UAcPHtTjjz+unJwcLVq0SB988IF++ctfnnbZLX0/eEpztrMk3XjjjY3y/+EPfzjlct2ynVs8mxDaxR133GH06dPHcDqdJ/36iy++aNjtds+GciOp8aSXTqfTiImJMebPn+96rKioyAgMDDReeeWVJpczYsQIY8aMGa77dXV1RlxcnDFv3rx2yd0WP17nk1m9erUhydizZ0+Tz5kzZ46RkZHh3nDt5GTrPH36dGPy5MktWk5H286TJ082zj///FM+x5u286FDhwxJxueff24YRv1719/f33jttddcz9m6dashyVi5cuVJl9Ha3wFm+fE6n8yrr75qBAQEGDU1NU0+pzXvB7OcbJ3PPfdc44477mj2Mty1ndmzYgHV1dX6xz/+oeuvv/6UkzOWlpaqZ8+eSkxM1OTJk7V582YPpnSvvLw8FRQUaOzYsa7H7Ha7Ro4cqZUrV570e6qrq7V27dpG3+Pj46OxY8c2+T1W53A4ZLPZTjvf1Y4dOxQXF6fevXvrqquu0t69ez0T0E2WL1+uHj16KCUlRbfccouOHj3a5HM72nYuLCzUe++916z/cXvLdj5+qKNr166SpLVr16qmpqbRNhswYICSkpKa3Gat+R1gph+vc1PPiYiIkJ/fqcdbbcn7wUxNrfPLL7+sqKgopaWladasWSovL29yGe7azqZMZIjG3nzzTRUVFenaa69t8jkpKSlauHChBg8eLIfDoccff1xnnnmmNm/erISEBM+FdZOCggJJOukM3ce/9mPNmdXbm1RWVuree+/VFVdcccrJv0aOHKlFixYpJSVF+fn5mjt3rn7yk58oJydH4eHhHkzcOhMmTNC0adOUnJysXbt26b777tPEiRO1cuVK+fr6nvD8jradX3rpJYWHh5/2kIi3bGen06k777xTZ511ltLS0iTVv58DAgJOKN2nej+35neAWU62zj925MgRPfzww7rppptOuayWvh/M0tQ6X3nllerZs6fi4uK0ceNG3XvvvcrNzdWSJUtOuhx3bWfKigX89a9/1cSJE085bfaoUaMaza905plnauDAgXr++ef18MMPeyIm3KimpkY/+9nPZBiGnn322VM+d+LEia6/Dx48WCNHjlTPnj316quvNut/62b7+c9/7vp7enq6Bg8erD59+mj58uUaM2aMick8Y+HChbrqqqtOe0K8t2znGTNmKCcnxzLn03jC6da5uLhYF110kVJTU/XQQw+dclne8n5oap1/WMbS09MVGxurMWPGaNeuXerTp0+75eEwkMn27NmjTz75RDfccEOLvs/f319Dhw5tNE+TNzk+C3dLZujuKLN6Hy8qe/bs0ccff9ziaeQjIyPVv39/r932vXv3VlRUVJP5O8p2lqQvvvhCubm5LX5/S9bczrfddpveffddffbZZ4326MbExKi6ulpFRUWNnn+qbdaa3wFmaGqdjyspKdGECRMUHh6upUuXyt/fv0XLP937wQynW+cfOj6VTlP53bWdKSsme/HFF9WjRw9ddNFFLfq+uro6bdq0SbGxse2UrH0lJycrJiam0QzdxcXFWrVqVZMzdHeEWb2PF5UdO3bok08+Ubdu3Vq8jNLSUu3atctrt/3+/ft19OjRJvN3hO183F//+lcNGzZMGRkZLf5eK21nwzB02223aenSpfr000+VnJzc6OvDhg2Tv79/o22Wm5urvXv3NrnNWvM7wJNOt85Sfd5x48YpICBAb7/9dquGkzjd+8GTmrPOP7Z+/XpJajK/27Zzs0/FhdvV1dUZSUlJxr333nvC166++mpj5syZrvtz5841PvzwQ2PXrl3G2rVrjZ///OdGUFCQsXnzZk9GbpGSkhLj22+/Nb799ltDkvHkk08a3377revKl9/97ndGZGSk8dZbbxkbN240Jk+ebCQnJxsVFRWuZZx//vnG008/7br/r3/9ywgMDDQWLVpkbNmyxbjpppuMyMhIo6CgwOPrdzKnWufq6mpj0qRJRkJCgrF+/XojPz/fdauqqnIt48frfNdddxnLly838vLyjK+++soYO3asERUVZRw6dMiMVTzBqda5pKTE+M1vfmOsXLnSyMvLMz755BPjjDPOMPr162dUVla6ltGRtvNxDofDCAkJMZ599tmTLsObtvMtt9xi2O12Y/ny5Y3+3ZaXl7ue86tf/cpISkoyPv30U2PNmjXGqFGjjFGjRjVaTkpKirFkyRLX/eb8DjDL6dbZ4XAYI0eONNLT042dO3c2ek5tba1rOT9c5+a+H8xyunXeuXOn8dvf/tZYs2aNkZeXZ7z11ltG7969jXPOOafRctpjO1NWTPThhx8akozc3NwTvnbuueca06dPd92/8847jaSkJCMgIMCIjo42LrzwQmPdunUeTNtyn332mSHphNvx9XI6ncaDDz5oREdHG4GBgcaYMWNO+Fn07NnTmDNnTqPHnn76adfPYsSIEcZ//vMfD63R6Z1qnfPy8k76NUnGZ5995lrGj9f58ssvN2JjY42AgAAjPj7euPzyy42dO3d6fuWacKp1Li8vN8aNG2d0797d8Pf3N3r27GnceOONJ5SOjrSdj3v++eeN4OBgo6io6KTL8Kbt3NS/2xdffNH1nIqKCuPWW281unTpYoSEhBhTp0418vPzT1jOD7+nOb8DzHK6dW7q34AkIy8vr9Fyjn9Pc98PZjndOu/du9c455xzjK5duxqBgYFG3759jbvvvttwOBwnLMfd25lZlwEAgKVxzgoAALA0ygoAALA0ygoAALA0ygoAALA0ygoAALA0ygoAALA0ygoAALA0ygoAALA0ygoAALA0ygoAALA0ygoAALA0ygoAALC0/wdDbvHtlDEJAgAAAABJRU5ErkJggg==", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "GS_approx = functions.load_f('./physics/GS_approx'+'_' + parameters.simulation.model_name + '.pkl')\n", "plotting.plot_Beorn(GS_approx, qty='dTb', xlim=None, ylim=None, label='dTb', color='C0', ls='-', lw=1, alpha=1)\n", "plt.show()\n", "plotting.plot_Beorn(GS_approx, qty='Tk', xlim=None, ylim=None, label='Tgas', color='C0', ls='-', lw=1, alpha=1)\n", "plt.semilogy()\n", "plt.ylim(1,1e3)\n", "plt.show()\n", "plotting.plot_Beorn(GS_approx, qty='x_HII', xlim=(6,20), ylim=None, label='xHII', color='C0', ls='-', lw=1, alpha=1)\n" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2023-06-22T08:55:08.291367Z", "start_time": "2023-06-22T08:55:08.288166Z" } }, "source": [ "## Paint profiles on 3D grids\n", "We assume constant density i.e. `param.sim.dens_field=None`" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "ExecuteTime": { "end_time": "2024-06-17T15:17:24.583064Z", "start_time": "2024-06-17T15:14:03.732587Z" }, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Painting profiles on a grid with 128 pixels per dim. Box size is 100 cMpc/h.\n", "param.solver.Nz is given as a np array.\n", "Core nbr 0 is taking care of z = 24.5\n", "dTb map for z = 24.5 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 24.0\n", "dTb map for z = 24.0 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 23.5\n", "dTb map for z = 23.5 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 23.0\n", "dTb map for z = 23.0 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 22.5\n", "dTb map for z = 22.5 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 22.0\n", "dTb map for z = 22.0 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 21.5\n", "dTb map for z = 21.5 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 21.0\n", "dTb map for z = 21.0 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 20.5\n", "dTb map for z = 20.5 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 20.0\n", "dTb map for z = 20.0 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 19.5\n", "dTb map for z = 19.5 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 19.0\n", "dTb map for z = 19.0 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 18.5\n", "dTb map for z = 18.5 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 18.0\n", "dTb map for z = 18.0 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 17.5\n", "dTb map for z = 17.5 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 17.0\n", "dTb map for z = 17.0 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 16.5\n", "dTb map for z = 16.5 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 16.0\n", "dTb map for z = 16.0 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 15.5\n", "dTb map for z = 15.5 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 15.0\n", "dTb map for z = 15.0 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 14.5\n", "dTb map for z = 14.5 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 14.0\n", "dTb map for z = 14.0 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 13.5\n", "dTb map for z = 13.5 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 13.0\n", "dTb map for z = 13.0 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 12.5\n", "dTb map for z = 12.5 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 12.0\n", "dTb map for z = 12.0 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 11.5\n", "dTb map for z = 11.5 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 11.0\n", "dTb map for z = 11.0 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 10.5\n", "dTb map for z = 10.5 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 10.0\n", "dTb map for z = 10.0 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 9.5\n", "dTb map for z = 9.5 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 9.0\n", "dTb map for z = 9.0 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 8.5\n", "dTb map for z = 8.5 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 8.0\n", "dTb map for z = 8.0 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 7.5\n", "dTb map for z = 7.5 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 7.0\n", "dTb map for z = 7.0 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 6.5\n", "dTb map for z = 6.5 already painted. Skipping.\n", "Core nbr 0 is taking care of z = 6.0\n", "dTb map for z = 6.0 already painted. Skipping.\n", "Finished painting the maps. They are stored in ./grid_output. It took in total: 00:00:00 to paint the grids.\n", " \n" ] } ], "source": [ "run.paint_boxes(\n", " parameters,\n", " RSD = False,\n", " ion = True,\n", " temp = True,\n", " dTb = True,\n", " lyal = True,\n", " cross_corr = False # no density field \n", ")\n" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "ExecuteTime": { "end_time": "2024-06-17T15:19:33.641874Z", "start_time": "2024-06-17T15:19:33.188800Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Ncell is 128\n", "Ncell is 128\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "zz = 9\n", "xHII_grid = functions.load_grid(parameters,z=zz,type='bubbles')\n", "plotting.plot_2d_map(xHII_grid,100,64, qty='xHII')\n", "\n", "\n", "dTb_grid = functions.load_grid(parameters,z=zz,type='dTb')\n", "plotting.plot_2d_map(dTb_grid,100,64,scale = 'lin', qty='dTb [mK]')\n" ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "ExecuteTime": { "end_time": "2024-06-17T15:19:40.011004Z", "start_time": "2024-06-17T15:19:39.976722Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "param.solver.Nz is given as a np array.\n" ] } ], "source": [ "# Step 3 : gather the GS_PS files at different redshifts and create a single GS_PS.pkl file.\n", "run.gather_GS_PS_files(parameters, remove = True)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot global quantities and power spectra computed from boxes" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2024-06-17T15:19:42.597261Z", "start_time": "2024-06-17T15:19:41.384514Z" }, "code_folding": [ 0 ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[]\n" ] }, { "ename": "TypeError", "evalue": "unsupported operand type(s) for -: 'list' and 'float'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn[81], line 47\u001b[0m\n\u001b[1;32m 43\u001b[0m ax3\u001b[38;5;241m.\u001b[39mset_xlabel(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mz \u001b[39m\u001b[38;5;124m'\u001b[39m,fontsize\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m17\u001b[39m)\n\u001b[1;32m 45\u001b[0m \u001b[38;5;28mprint\u001b[39m(GS_PS[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mk\u001b[39m\u001b[38;5;124m\"\u001b[39m])\n\u001b[0;32m---> 47\u001b[0m \u001b[43mplotting\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mplot_Beorn_PS_of_z\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m0.1\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mGS_PS\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mGS_PS\u001b[49m\u001b[43m,\u001b[49m\u001b[43mls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m-\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43mlw\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcolor\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mb\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43mRSD\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43mlabel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mk = 0.1 h/Mpc\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43mqty\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mdTb\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43malpha\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43max\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mplt\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 51\u001b[0m ax4\u001b[38;5;241m.\u001b[39mset_ylim(\u001b[38;5;241m1e-1\u001b[39m,\u001b[38;5;241m1e3\u001b[39m)\n\u001b[1;32m 52\u001b[0m \u001b[38;5;66;03m#ax4.set_xlim(5.8,22)\u001b[39;00m\n", "File \u001b[0;32m~/Documents/Uni/FS25/thesis/BEoRN/src/beorn/plotting.py:82\u001b[0m, in \u001b[0;36mplot_Beorn_PS_of_z\u001b[0;34m(k, GS_Beorn, PS_Beorn, ls, lw, color, RSD, label, qty, alpha, ax, expansion)\u001b[0m\n\u001b[1;32m 78\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mplot_Beorn_PS_of_z\u001b[39m(k, GS_Beorn, PS_Beorn, ls\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m-\u001b[39m\u001b[38;5;124m'\u001b[39m, lw\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m, color\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m'\u001b[39m, RSD\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m, label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m, qty\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdTb\u001b[39m\u001b[38;5;124m'\u001b[39m, alpha\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m, ax\u001b[38;5;241m=\u001b[39mplt,expansion\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m):\n\u001b[1;32m 79\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\"\"\"\u001b[39;00m\u001b[38;5;124m\"\"\"\u001b[39m\n\u001b[1;32m 80\u001b[0m \u001b[38;5;124m Plot a Beorn Power Spectrum as a function of z. \u001b[39m\n\u001b[1;32m 81\u001b[0m \u001b[38;5;124m \u001b[39m\u001b[38;5;124m\"\"\"\u001b[39m\u001b[38;5;124m\"\"\"\u001b[39m\u001b[38;5;124m\"\"\"\u001b[39m\n\u001b[0;32m---> 82\u001b[0m ind_k \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39margmin(np\u001b[38;5;241m.\u001b[39mabs(\u001b[43mPS_Beorn\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mk\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m-\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mk\u001b[49m))\n\u001b[1;32m 83\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mk RT is\u001b[39m\u001b[38;5;124m'\u001b[39m, PS_Beorn[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mk\u001b[39m\u001b[38;5;124m'\u001b[39m][ind_k], \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mMpc/h\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 84\u001b[0m kk, PS_dTb_RT \u001b[38;5;241m=\u001b[39m PS_Beorn[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mk\u001b[39m\u001b[38;5;124m'\u001b[39m][ind_k], PS_Beorn[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mPS_\u001b[39m\u001b[38;5;124m'\u001b[39m \u001b[38;5;241m+\u001b[39m qty][:, ind_k]\n", "\u001b[0;31mTypeError\u001b[0m: unsupported operand type(s) for -: 'list' and 'float'" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "##### Plot the results (dTb, Tk, xHII, PS_dTb(z))\n", "import matplotlib.gridspec as gridspec\n", "\n", "fig = plt.figure(constrained_layout=True)\n", "fig.set_figwidth(18)\n", "\n", "fig.set_figheight(6)\n", "\n", "gs = gridspec.GridSpec(2, 3, figure=fig)\n", "\n", "ax1 = fig.add_subplot(gs[:,0])\n", "ax2 = fig.add_subplot(gs[0,1])\n", "ax3 = fig.add_subplot(gs[1,1],sharex=ax2)\n", "ax4 = fig.add_subplot(gs[:,2])\n", " \n", " \n", "\n", "GS_PS = functions.load_f('./physics/GS_PS_' + str(parameters.simulation.Ncell) + '_' + parameters.simulation.model_name + '.pkl')\n", "#GS_approx = load_f('./physics/GS_approx'+'_' + param.sim.model_name + '.pkl')\n", "\n", "ax1.plot(GS_PS['z'],GS_PS['dTb'],lw=2,alpha=0.8,ls='-',color='gray',label='BEoRN')\n", "#ax1.plot(GS_approx['z'],GS_approx['dTb'],ls='--',label='')\n", "ax1.legend(fontsize=15,loc='upper right')\n", "#ax1.set_xlim(6,20)\n", "#ax1.set_ylim(-62,13)\n", "ax1.set_xlabel('z',fontsize=15)\n", "ax1.set_ylabel('dTb [mK]',fontsize=15)\n", "\n", "\n", "\n", "ax2.plot(GS_PS['z'],GS_PS['Tk'],lw=2,alpha=0.8,ls='-',color='gray',label='BEoRN')\n", "#ax2.plot(GS_approx['z'],GS_approx['Tk'],ls='--',color='gray')\n", "ax2.semilogy([],[])\n", "#ax2.set_ylim(1,1e2)\n", "ax2.set_ylabel('$T_{k}$ [K]',fontsize=17)\n", "#plt.show()\n", "\n", "\n", "ax3.plot(GS_PS['z'],GS_PS['x_HII'],lw=2,alpha=0.8,ls='-',color='gray',label='BEoRN')\n", "#ax3.plot(GS_approx['z'],GS_approx['x_HII'],ls='--',color='gray')\n", "ax3.set_xlim(6.3,22)\n", "ax3.set_ylabel('$x_{\\mathrm{HII}}$',fontsize=17)\n", "ax3.set_xlabel('z ',fontsize=17)\n", "\n", "\n", "plotting.plot_Beorn_PS_of_z(0.1, GS_PS, GS_PS,ls='-',lw=1, color='b',RSD = False,label='k = 0.1 h/Mpc',qty='dTb',alpha=1,ax=plt)\n", "\n", "\n", "\n", "ax4.set_ylim(1e-1,1e3)\n", "#ax4.set_xlim(5.8,22)\n", "ax4.set_ylabel('$\\Delta_{21}^{2}(k,z)$ [mK]$^{2}$ ',fontsize=18) # k^{3}P(k)/(2\\pi^{2})\n", "ax4.set_xlabel('z ',fontsize=17)\n", "ax4.legend(loc='best',fontsize=15)\n", "\n", "ax2.axes.get_xaxis().set_visible(False)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Differetntial brightness temperature Lightcones" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2024-06-17T15:25:45.238235Z", "start_time": "2024-06-17T15:25:45.234849Z" } }, "outputs": [], "source": [ "from beorn.lightcones import Lightcone \n", "slice_nbr = 80\n", "lightcone_ = Lightcone(parameters,qty='dTb',slice_nbr = slice_nbr)\n", "lightcone_.load_boxes()\n", "lightcone_.generate_lightcones()\n", "lightcone_.plotting_lightcone()" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2023-06-22T10:43:39.451071Z", "start_time": "2023-06-22T10:43:39.445593Z" } }, "source": [ "## Ionization fraction Lightcones\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2024-06-17T15:25:50.415717Z", "start_time": "2024-06-17T15:25:46.657616Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "param.solver.Nz is given as a np array.\n", "nGrid is 128 . Lbox is 100 Mpc. Plotting lightcone for z = [24.5 24. 23.5 23. 22.5 22. 21.5 21. 20.5 20. 19.5 19. 18.5 18.\n", " 17.5 17. 16.5 16. 15.5 15. 14.5 14. 13.5 13. 12.5 12. 11.5 11.\n", " 10.5 10. 9.5 9. 8.5 8. 7.5 7. 6.5 6. ] and slice nbr 80\n", "Loading boxes...\n", "Generating lightcones...\n", "scale_fac : [0.03921569 0.04 0.04081633 0.04166667 0.04255319 0.04347826\n", " 0.04444444 0.04545455 0.04651163 0.04761905 0.04878049 0.05\n", " 0.05128205 0.05263158 0.05405405 0.05555556 0.05714286 0.05882353\n", " 0.06060606 0.0625 0.06451613 0.06666667 0.06896552 0.07142857\n", " 0.07407407 0.07692308 0.08 0.08333333 0.08695652 0.09090909\n", " 0.0952381 0.1 0.10526316 0.11111111 0.11764706 0.125\n", " 0.13333333 0.14285714] z : [24.5 24. 23.5 23. 22.5 22. 21.5 21. 20.5 20. 19.5 19. 18.5 18.\n", " 17.5 17. 16.5 16. 15.5 15. 14.5 14. 13.5 13. 12.5 12. 11.5 11.\n", " 10.5 10. 9.5 9. 8.5 8. 7.5 7. 6.5 6. ]\n", "Making lightcone between 0.039216 < z < 0.142703\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 547/547 [00:00<00:00, 1626.45it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "...done\n", "Range for Lightcone plot is : 0.0 1.0\n", "1\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "lightcone_ = Lightcone(parameters, qty = 'bubbles', slice_nbr = slice_nbr)\n", "lightcone_.load_boxes()\n", "lightcone_.generate_lightcones()\n", "lightcone_.plotting_lightcone()\n" ] } ], "metadata": { "kernelspec": { "display_name": "thesis-ZCyL_QTt", "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": "3.13.1" } }, "nbformat": 4, "nbformat_minor": 4 }