{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 2019 L-band cross-correlation analysis\n", "\n", "This notebook contains the code for performing cross-correlation analysis for MeerKLASS 2019 L-band data x WiggleZ. \n", "\n", "The 21cm map data is publically available at https://meerklass.org/data.html \n", "\n", "The detailed description of each data analysis step can be found in https://meer21cm.readthedocs.io/en/latest/cookbook/2021_Lband_gama_cross.html " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from meer21cm import PowerSpectrum\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from meer21cm.util import pca_clean\n", "from meer21cm.telescope import dish_beam_sigma\n", "from meer21cm.util import center_to_edges\n", "from meer21cm.plot import plot_map, plot_eigenspectrum\n", "from meer21cm.inference import SamplerEmcee, extract_model_fitting_inputs\n", "from meer21cm.transfer import TransferFunction\n", "from meer21cm.grid import shot_noise_correction_from_gridding\n", "from meer21cm.power import get_shot_noise_galaxy\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "filtering map los\n" ] } ], "source": [ "file_dir = './'\n", "pickle_file = file_dir+'MK_2019_maps.pkl'\n", "gal_file = file_dir+'reg11data.dat'\n", "\n", "ps = PowerSpectrum(\n", " pickle_file=pickle_file,\n", " #gal_file=gal_file,\n", " beam_model='gaussian',\n", " beam_type='isotropic',\n", " band='L',\n", " survey='meerklass_2019',\n", ")\n", "# read in map_file\n", "ps.read_from_pickle()\n", "# read in galaxy positions\n", "galcat = np.genfromtxt(gal_file, skip_header=1)\n", "ra_g,dec_g,z_g = galcat[:,0],galcat[:,1],galcat[:,2]\n", "ps._ra_gal = ra_g\n", "ps._dec_gal = dec_g\n", "ps._z_gal = z_g\n", "D_dish = 13.5 # Dish-diameter [metres]\n", "sigma_ch = dish_beam_sigma(D_dish,ps.nu,)\n", "ps.sigma_beam_ch = sigma_ch\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "filtering map los\n" ] } ], "source": [ "# this is just for plotting the contour below\n", "temp = PowerSpectrum(\n", " pickle_file=pickle_file,\n", " #gal_file=gal_file,\n", " beam_model='gaussian',\n", " beam_type='isotropic',\n", " band='L',\n", " survey='meerklass_2019',\n", ")\n", "temp.read_from_pickle()\n", "temp.W_HI = np.ones_like(temp.W_HI)\n", "temp.ra_range = np.array([153,172])\n", "temp.dec_range = np.array([0.5,6.6])\n", "temp.trim_map_to_range()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/users/ztchen/.conda/envs/meer21cm/lib/python3.10/site-packages/astropy/visualization/wcsaxes/core.py:257: UserWarning: The following kwargs were not used by contour: 'level'\n", " cset = super().contour(*args, **kwargs)\n" ] }, { 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rcParams.update({'font.size': 21})\n", "plot_map(ps.data,ps.wproj,W=ps.W_HI,cbar_label='Kelvin')\n", "ax = plt.gca()\n", "ax.scatter(\n", " ps.ra_gal,\n", " ps.dec_gal,\n", " transform=ax.get_transform('world'),\n", " s=1,\n", " alpha=1,\n", ")\n", "ax.contour(temp.W_HI[:,:,0].T,level=[0.5],colors='black')\n", "plot_map(ps.w_HI,ps.wproj,W=ps.W_HI,cbar_label='count')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([False, False, False, ..., False, False, False])" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ps.ra_range = np.array([153,172])\n", "ps.dec_range = np.array([0.5,6.6])\n", "ps.trim_map_to_range()\n", "ps.trim_gal_to_range()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "MKmap_orig = ps.data.copy()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N_fg = 10\n", "MKmap_clean, A_mat = pca_clean(MKmap_orig,N_fg,weights=ps.w_HI,mean_center=True, return_A=True)\n", "plot_map(MKmap_clean,ps.wproj,W=ps.W_HI,cbar_label='Kelvin')\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nu_edges = center_to_edges(ps.nu)\n", "cov_map,eignumb,eigenval,V = pca_clean(MKmap_orig,N_fg=1,weights=ps.W_HI,return_analysis=True,mean_center=True) # weights included in covariance calculation\n", "plot_eigenspectrum(np.array([eigenval]))\n", "plt.figure()\n", "Num = 6\n", "chart = 100*Num + 11\n", "plt.figure(figsize=(7,3*Num))\n", "for i in range(Num):\n", " plt.subplot(chart + i)\n", " plt.plot(ps.nu,V[:,i],label='eigenmode %s'%(i+1))\n", " #plt.plot(nu,V[:,i],label='eigenmode %s'%(i+1))\n", " plt.legend(fontsize=16)\n", "plt.figure()\n", "plt.pcolormesh(nu_edges,nu_edges,cov_map)\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([230.91364218, 629.00778801, 283.28714617]),\n", " array([13.58315542, 13.38314443, 10.49211652]))" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ps.data = MKmap_clean\n", "# specify some scaling factor\n", "ps.downres_factor_transverse = 1.5\n", "ps.downres_factor_radial = 10.0\n", "#ps.box_buffkick = [-10,-30,-20]\n", "ps.box_buffkick = [20,20,0]\n", "ps.num_particle_per_pixel = 1\n", "ps.grid_scheme = 'nnb'\n", "ps.get_enclosing_box() # get the minimum enclosing box for the survey lightcone\n", "ps.box_len, ps.box_resol\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "hi_map_rg,hi_weights_rg,pixel_counts_hi_rg = ps.grid_data_to_field()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "### Gridding sanity-check\n", "fig, axes = plt.subplots(2,3)\n", "for i in range(3):\n", " axes[0,i].imshow(\n", " hi_map_rg.mean(axis=i),interpolation='none',\n", " aspect='auto',\n", " origin='lower',\n", " )\n", " axes[1,i].imshow(\n", " ps.counts_in_box.mean(axis=i),interpolation='none',\n", " aspect='auto',\n", " origin='lower',\n", " )" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "gal_map_rg,gal_weights_rg,pixel_counts_gal_rg = ps.grid_gal_to_field()\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "ps.field_1 = hi_map_rg.copy()\n", "ps.weights_grid_1 = ps.counts_in_box.astype('float')\n", "ps.weights_field_1 = None\n", "#ps.weights_1 = (pixel_counts_hi_rg>0).astype('float')\n", "ps.field_2 = gal_map_rg\n", "ps.weights_field_2 = (ps.counts_in_box>0).astype('float')\n", "ps.weights_grid_2 = np.ones_like(gal_map_rg)\n", "ps.mean_center_1 = False # the field is already mean centered\n", "ps.mean_center_2 = True # galaxy count is not\n", "ps.unitless_1 = False # HI field is in temperature unit, does not need to 1/\\bar{\\pho}\n", "ps.unitless_2 = True # galaxy count to overdensity needs 1/\\bar{n}\n", "ps.sampling_resol = np.array([\n", " ps.pix_resol_in_mpc,\n", " ps.pix_resol_in_mpc,\n", " ps.los_resol_in_mpc,\n", "])\n", "ps.compensate = True\n", "ps.include_sky_sampling = [True, False]\n", "ps.apply_taper_to_field(1, axis=[2,]) # apply taper to field 1(HI), taper in all directions\n", "ps.apply_taper_to_field(2, axis=[2,]) # apply taper to field 1(HI), taper in all directions\n", "\n" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "nkbin = 11\n", "# in h/Mpc\n", "kmin,kmax = 0.07,0.3\n", "kbins = np.linspace(kmin,kmax,nkbin+1) # k-bin edges [using linear binning]\n", "# in Mpc-1\n", "kbins *= ps.h\n", "# in h/Mpc\n", "kcuts = [0.02,0.02,0.25,0.25] #[kperpmin,kparamin,kperpmax,kparamax] (exclude areas of k-space from spherical average)\n", "# in Mpc-1\n", "kcuts = np.array(kcuts) * ps.h\n", "k_sel = np.ones_like(ps.k_mode)\n", "k_sel[0] = 0.0\n", "k_sel[:,0,:] = 0.0\n", "k_sel[:,:,0] = 0.0\n", "k_sel *= (\n", " (np.abs(ps.k_perp<=kcuts[2]) * np.abs(ps.k_perp>kcuts[0]))[:,:,None] *\n", " (np.abs(ps.k_para<=kcuts[3]) * np.abs(ps.k_para>kcuts[1]))[None,None]\n", ").astype('float')\n", "ps.k1dbins = kbins\n" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "ps.tracer_bias_2 = 1.3\n", "ps.tracer_bias_1 = 1.5\n", "ps.omega_hi = 5e-4\n", "ps.mean_amp_1 = 'average_hi_temp'" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "pdata_1d_cross,keff_c,nmodes_c = ps.get_1d_power(ps.cross_power_3d,k1dweights=k_sel)\n", "pdata_1d_gg,keff_gg,nmodes_gg = ps.get_1d_power(ps.auto_power_3d_2,k1dweights=k_sel)\n", "pdata_1d_hi,keff_hi,nmodes_hi = ps.get_1d_power(ps.auto_power_3d_1,k1dweights=k_sel)\n", "pmod_1d_gg,keff_gg,nmodes_gg = ps.get_1d_power(ps.auto_power_tracer_2_model,k1dweights=k_sel)\n", "# shot noise for galaxy auto-power\n", "psn = get_shot_noise_galaxy(gal_map_rg, ps.box_len, ps.weights_grid_2 * ps.weights_field_2) * shot_noise_correction_from_gridding(ps.box_ndim,ps.grid_scheme)\n", "psn_1d_gg,_,_ = ps.get_1d_power(psn,k1dweights=k_sel)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Galaxy auto-power spectrum')" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# a naive error bar \n", "perror_1d_gg = (pdata_1d_gg)/np.sqrt(nmodes_gg)\n", "\n", "plt.plot(keff_gg/ps.h,pmod_1d_gg*ps.h**3,label='model',color='black')\n", "plt.errorbar(keff_gg/ps.h,(pdata_1d_gg-psn_1d_gg)*ps.h**3,\n", " yerr=perror_1d_gg*ps.h**3,\n", " ls='none',\n", " marker='o',\n", " label='data')\n", "\n", "plt.xscale('log')\n", "plt.yscale('log')\n", "plt.legend()\n", "plt.xlabel(r'$k\\,[h\\,{\\rm Mpc}^{-1}]$')\n", "plt.ylabel(r'$P_{\\rm gg}(k)\\,h^{-3}{\\rm Mpc}^3]$')\n", "plt.title('Galaxy auto-power spectrum')" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'HI-Galaxy cross-power spectrum')" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# a naive error bar \n", "perror_1d_c = np.sqrt((pdata_1d_cross**2 + pdata_1d_hi * pdata_1d_gg)/2)/np.sqrt(nmodes_c)\n", "\n", "#plt.plot(keff/ps.h,pmod_1d_gg*ps.h**3,label='model')\n", "plt.errorbar(keff_c/ps.h,(pdata_1d_cross)*ps.h**3,\n", " yerr=perror_1d_c*ps.h**3,\n", " ls='none',\n", " marker='o',\n", " label='data')\n", "\n", "#plt.xscale('log')\n", "#plt.yscale('symlog',linthresh=1e-1)\n", "plt.yscale('log')\n", "plt.legend()\n", "plt.xlabel(r'$k\\,[h\\,{\\rm Mpc}^{-1}]$')\n", "plt.ylabel(r'$P_{\\rm cross}(k)\\,h^{-3}{\\rm Mpc^3\\,K}]$')\n", "plt.title('HI-Galaxy cross-power spectrum')" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "ps.kperpbins = np.linspace(0, 0.3, 11)\n", "ps.kparabins = np.linspace(0, 0.3, 11)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "pcross_cy,_ = ps.get_cy_power(ps.cross_power_3d)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.pcolormesh(ps.kperpbins,ps.kparabins,(pcross_cy.T),cmap='RdBu_r',vmin=-3,vmax=3)\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "import multiprocessing as mp\n", "\n", "mp.set_start_method(\"spawn\", force=True)\n", "# pass the ps specficiations as well as some simulation settings\n", "tf = TransferFunction(\n", " ps, N_fg=N_fg, \n", " # generate mock data on a high-resolution grid, then to average it to sky map for injection\n", " highres_sim=2, upres_transverse=2, upres_radial=2,\n", " uncleaned_data=MKmap_orig, # inject into the map data to reperform PCA\n", " num_process=32, # number of available cpus to run parallel calculation\n", " pca_map_weights=ps.w_HI.astype('float'),\n", ")\n", "# run a null test as well, 100 realisations\n", "null_test_arr = tf.run(range(100), type='null', return_power_3d=False)\n", "# run tf calculation\n", "results_arr = tf.run(range(100), type='cross', return_power_3d=False, return_power_1d=True)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "# organise the results of 100 realisations\n", "tf_1d_arr = []\n", "pnull_1d_arr = []\n", "pmock_1d_cross_arr = []\n", "pmock_1d_cross_cleaned_arr = []\n", "for i in range(len(results_arr)):\n", " tf_1d_arr.append(results_arr[i][0])\n", " pnull_1d_arr.append(null_test_arr[i][0])\n", " pmock_1d_cross_arr.append(results_arr[i][1])\n", " pmock_1d_cross_cleaned_arr.append(results_arr[i][2])\n", "\n", "tf_1d_arr = np.array(tf_1d_arr)\n", "pnull_1d_arr = np.array(pnull_1d_arr)\n", "pmock_1d_cross_arr = np.array(pmock_1d_cross_arr)\n", "pmock_1d_cross_cleaned_arr = np.array(pmock_1d_cross_cleaned_arr)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'HI-Galaxy cross-power spectrum')" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.errorbar(keff_c/ps.h,(pmock_1d_cross_arr).mean(0)*ps.h**3,\n", " yerr=pmock_1d_cross_arr.std(0)*ps.h**3,\n", " ls='none',\n", " marker='o',\n", " label='orig mock')\n", "plt.errorbar(keff_c/ps.h,(pmock_1d_cross_cleaned_arr).mean(0)*ps.h**3,\n", " yerr=pmock_1d_cross_cleaned_arr.std(0)*ps.h**3,\n", " ls='none',\n", " marker='o',\n", " label='cleaned')\n", "plt.errorbar(keff_c/ps.h,(pnull_1d_arr).mean(0)*ps.h**3,\n", " yerr=pnull_1d_arr.std(0)*ps.h**3,\n", " ls='none',\n", " marker='o',\n", " label='null test')\n", "#plt.xscale('log')\n", "#plt.yscale('symlog',linthresh=1e-2)\n", "#plt.yscale('log')\n", "plt.legend()\n", "plt.xlabel(r'$k\\,[h\\,{\\rm Mpc}^{-1}]$')\n", "plt.ylabel(r'$P_{\\rm cross}(k)\\,[h^{-3}{\\rm Mpc^3\\,K}]$')\n", "plt.title('HI-Galaxy cross-power spectrum')" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "tf_1d_mean = np.mean(tf_1d_arr, axis=0)\n", "# a naive error bar\n", "perror_1d_tf = np.sqrt((pdata_1d_cross**2/tf_1d_mean**2 + pdata_1d_hi * pdata_1d_gg/tf_1d_mean)/2)/np.sqrt(nmodes_c-1)\n", "# correlation matrix\n", "corr_mat_tf = np.corrcoef((1/tf_1d_arr).T)\n", "cov_mat_tf = corr_mat_tf * perror_1d_tf[:,None] * perror_1d_tf[None,:]" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(corr_mat_tf, vmin=-1, vmax=1,cmap='RdBu_r', origin='lower')\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'HI-Galaxy cross-power spectrum')" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k_factor = keff_c**2 / ps.h**2\n", "#plt.plot(keff_c/ps.h, pmod_1d_c*ps.h**3 * k_factor)\n", "plt.errorbar(keff_c/ps.h,(pdata_1d_cross/tf_1d_mean)*ps.h**3 * k_factor,\n", " yerr= (perror_1d_tf)*ps.h**3 * k_factor,\n", " ls='none',\n", " marker='o',\n", " label='data')\n", "\n", "plt.errorbar(keff_c/ps.h,(pnull_1d_arr).mean(0)*ps.h**3 * k_factor,\n", " yerr=pnull_1d_arr.std(0)*ps.h**3 * k_factor,\n", " ls='none',\n", " marker='o',\n", " label='null test')\n", "plt.axhline(y=0, color='black', linestyle='--')\n", "plt.ylim(-0.005,0.032)\n", "#plt.yscale('log')\n", "plt.legend()\n", "plt.xlabel(r'$k\\,[h\\,{\\rm Mpc}^{-1}]$')\n", "plt.ylabel(r'$k^2 P_{\\rm cross}(k)\\,[h^{-1}{\\rm Mpc\\,K}]$')\n", "plt.title('HI-Galaxy cross-power spectrum')" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "pmod_1d_c,_,_ = ps.get_1d_power(ps.cross_power_tracer_model,k1dweights=k_sel)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'HI-Galaxy cross-power spectrum')" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# check the power spectrum in volume unit:\n", "k_factor = 1e3\n", "plt.plot(keff_c/ps.h, pmod_1d_c*ps.h**3 * k_factor)\n", "plt.errorbar(keff_c/ps.h,(pdata_1d_cross/tf_1d_mean)*ps.h**3 * k_factor,\n", " yerr= perror_1d_tf*ps.h**3 * k_factor,\n", " ls='none',\n", " marker='o',\n", " label='data')\n", "plt.yscale('log')\n", "#plt.ylim(1e1,5e3)\n", "plt.legend()\n", "plt.xlabel(r'$k\\,[h\\,{\\rm Mpc}^{-1}]$')\n", "plt.ylabel(r'$P_{\\rm cross}(k)\\,h^{-3}{\\rm Mpc^3\\,mK}]$')\n", "plt.title('HI-Galaxy cross-power spectrum')" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "np.float64(4.259869470035313)" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_vector = (pdata_1d_cross/tf_1d_mean)\n", "data_covariance = cov_mat_tf\n", "np.sqrt(data_vector @ np.linalg.inv(data_covariance) @ data_vector)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "data_vector = (pdata_1d_cross/tf_1d_mean)\n", "data_covariance = cov_mat_tf\n", "# fit two parameters, overall HI density and beam size\n", "# init position\n", "ps.omega_hi = 5e-4\n", "ps.sigma_beam_ch = ps.sigma_beam_ch.mean()\n", "# tell sampler which parameters to vary\n", "varied_params = ['omega_hi', 'sigma_beam_ch']\n", "# specify priors\n", "params_priors = [\n", " ('uniform', 1e-4, 2e-3), # flat prior, lower, upper\n", " # gaussian prior, mean, sigma\n", " ('gaussian', ps.sigma_beam_ch.mean(), 0.1), # beam model should be close to truth since it is a measurement\n", "\n", "]\n", "# here we use emcee-sampler\n", "sampler = SamplerEmcee(\n", " extract_model_fitting_inputs(ps), \n", " data_vector, \n", " data_covariance, \n", " params_name=varied_params, \n", " params_prior=params_priors,\n", " observables=['cross'], # only fit cross power\n", " save=True,\n", " save_filename='fitting2.h5',\n", " nwalkers=4,\n", " nsteps=200,\n", " nthreads=32,\n", ")" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "init_pos = np.array([5e-4, ps.sigma_beam_ch.mean()])\n", "start_coord = (\n", " 1 + np.random.uniform(-1e-2, 1e-2, size=(sampler.nwalkers, sampler.ndim))\n", ") * init_pos[None, :]" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\n", "00%|██████████| 200/200 [15:02<00:00, 4.51s/it]" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# resume = True if you are starting from a previous run\n", "sampler.run(resume=False, progress=True, start_coord=start_coord)" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "# posterior\n", "points = sampler.get_points().reshape((-1,2))\n", "points[:,0] = points[:,0]*1e3" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "log_prob = sampler.get_log_prob()\n", "best_fit = sampler.get_points().reshape((-1,2))[np.argmax(sampler.get_log_prob())]" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import corner\n", "corner.corner(\n", " points,\n", " labels=[r'$\\Omega_{\\rm HI}\\times 10^3$', r'$\\sigma_{\\rm beam}$'],\n", " show_titles=True,\n", ");" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'HI-Galaxy cross-power spectrum')" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# a naive error bar \n", "#k_factor = keff_c**2 / ps.h**2\n", "k_factor = 1e3\n", "plt.plot(keff_c/ps.h, sampler.get_model_vector(best_fit)[0]*ps.h**3 * k_factor,label='best fit',)\n", "plt.errorbar(keff_c/ps.h,(pdata_1d_cross/tf_1d_mean)*ps.h**3 * k_factor,\n", " yerr= perror_1d_tf*ps.h**3 * k_factor,\n", " ls='none',\n", " marker='o',\n", " label='data')\n", "plt.yscale('log')\n", "#plt.ylim(1e1,9e3)\n", "plt.legend()\n", "plt.xlabel(r'$k\\,[h\\,{\\rm Mpc}^{-1}]$')\n", "plt.ylabel(r'$P_{\\rm cross}(k)\\,[h^{-3}{\\rm Mpc^3\\,mK}]$')\n", "plt.title('HI-Galaxy cross-power spectrum')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "meer21cm", "language": "python", "name": "meer21cm" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.16" } }, "nbformat": 4, "nbformat_minor": 4 }