csiborgtools/notebooks/diagnostic/hmf.ipynb
2024-04-08 10:39:41 +01:00

196 lines
187 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The autoreload extension is already loaded. To reload it, use:\n",
" %reload_ext autoreload\n"
]
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import csiborgtools\n",
"\n",
"from hmf import *\n",
"\n",
"%load_ext autoreload\n",
"%autoreload 2\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"bin_edges = np.arange(11.8, 15.2, 0.25)\n",
"xbin = (bin_edges[1:] + bin_edges[:-1]) / 2\n",
"bin_edges = 10**bin_edges\n",
"xbin = 10**xbin\n",
"\n",
"paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
" 0%| | 0/20 [00:00<?, ?it/s]"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 20/20 [00:05<00:00, 3.50it/s]\n",
"100%|██████████| 20/20 [00:05<00:00, 3.58it/s]\n",
"100%|██████████| 20/20 [00:05<00:00, 3.85it/s]\n"
]
}
],
"source": [
"hmf_cb2_main = calculate_hmf(\"csiborg2_main\", bin_edges)\n",
"hmf_cb2_random = calculate_hmf(\"csiborg2_random\", bin_edges)\n",
"hmf_cb2_varysmall = calculate_hmf(\"csiborg2_varysmall\", bin_edges)\n",
"hmf_mpdpl2 = MDPL2_HMF(bin_edges)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## CB2_varysmall HMF"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1000x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"k = np.where(paths.get_ics(\"csiborg2_main\") == 16417)[0][0]\n",
"\n",
"fig, axs = plt.subplots(1, 2, figsize=(10, 4))\n",
"lw = plt.rcParams['lines.linewidth']\n",
"fig.subplots_adjust(hspace=0)\n",
"axs[0].plot(xbin, hmf_cb2_main[k], zorder=1, color=\"red\", label=\"CB2 Main\")\n",
"for i in range(len(hmf_cb2_varysmall)):\n",
" axs[0].plot(xbin, hmf_cb2_varysmall[i], lw=lw/2, color=\"black\", zorder=0,\n",
" label=\"CB2 Varysmall\" if i == 0 else None)\n",
"\n",
" axs[1].plot(xbin, hmf_cb2_varysmall[i] / hmf_cb2_main[k], lw=lw/3, color=\"black\", zorder=0)\n",
"\n",
"\n",
"xmin, xmax = xbin.min(), xbin.max()\n",
"for i in range(2):\n",
" axs[i].set_xscale(\"log\")\n",
" axs[i].set_xlabel(r\"$M_{\\mathrm{FoF}}$ $[M_{\\odot}]$\")\n",
" axs[i].set_xlim(xmin, xmax)\n",
"\n",
"axs[0].legend()\n",
"axs[0].set_ylabel(r\"HMF $[1 / (h^{-3} \\mathrm{Mpc}^3~\\mathrm{dex})]$\")\n",
"axs[1].set_ylabel(r\"$\\mathrm{HMF}_{\\mathrm{Varysmall}}~/~\\mathrm{HMF}_{\\mathrm{Main}}$\")\n",
"axs[0].set_yscale(\"log\")\n",
"axs[1].set_ylim(0.9, 1.1)\n",
"axs[1].axhline(1, color=\"red\", lw=lw, zorder=0)\n",
"\n",
"fig.tight_layout()\n",
"fig.savefig(\"../../plots/varysmall_hmf.png\", dpi=450)\n",
"fig.show()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"\n",
"ylow, yhigh = np.percentile(hmf_cb2_main, [16, 84], axis=0)\n",
"plt.fill_between(xbin, ylow, yhigh, alpha=0.75, label=\"CB2 Main\")\n",
"\n",
"ylow, yhigh = np.percentile(hmf_cb2_random, [16, 84], axis=0)\n",
"plt.fill_between(xbin, ylow, yhigh, alpha=0.75, label=\"CB2 Random\")\n",
"\n",
"plt.plot(xbin, hmf_mpdpl2, label=\"MDPL2\", color=\"red\", ls=\"--\")\n",
"\n",
"plt.yscale(\"log\")\n",
"plt.xscale(\"log\")\n",
"plt.xlabel(r\"$M_{\\rm FoF} ~ [M_\\odot / h]$\")\n",
"plt.ylabel(r\"HMF $[1 / (h^{-3} \\mathrm{Mpc}^3~\\mathrm{dex})]$\")\n",
"plt.legend()\n",
"plt.xlim(xbin.min(), xbin.max())\n",
"\n",
"plt.tight_layout()\n",
"plt.savefig(\"../../plots/HMF_comparison.png\", dpi=450)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "venv_csiborg",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}