From 5c1ee0fb8e0026beb35a5caf7e8f8be2c30cf962 Mon Sep 17 00:00:00 2001 From: melisirfan Date: Fri, 17 Feb 2023 10:17:58 +0200 Subject: [PATCH 1/3] updated to include additional downloads Updated to download Haslam and high-res spectral index map --- scripts/get_planck_maps.sh | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/scripts/get_planck_maps.sh b/scripts/get_planck_maps.sh index e17f5c2..4001dcc 100644 --- a/scripts/get_planck_maps.sh +++ b/scripts/get_planck_maps.sh @@ -6,4 +6,13 @@ for f in $planck_maps; do echo "Downloading $f..."; wget -O ../fastbox/$f "http://pla.esac.esa.int/pla/aio/product-action?SIMULATED_MAP.FILE_ID=$f"; done + +echo "Downloading destriped Haslam map" +echo "(approx. 13 MB download)" +wget -O ../fastbox/haslam408_ds_Remazeilles2014.fits "https://lambda.gsfc.nasa.gov/product/foreground/fg_2014_haslam_408_get.html#:~:text=haslam408_ds_Remazeilles2014.fits" + +echo "Downloading high resolution spectral index map" +echo "(approx. 24 MB download)" +wget -O ../fastbox/cnn56arcmin_beta.npy "https://github.com/melisirfan/synchrotron_emission/raw/main/cnn56arcmin_beta.npy" + echo "Finished." From af993830b6134278b79494ec90df4cf2214c7295 Mon Sep 17 00:00:00 2001 From: melisirfan Date: Fri, 17 Feb 2023 10:25:37 +0200 Subject: [PATCH 2/3] Updated with high res model Added in a new class to call the high res synchrotron spectral index model --- fastbox/foregrounds.py | 133 +++++++++++++++++++++++++++++++++++++++++ 1 file changed, 133 insertions(+) diff --git a/fastbox/foregrounds.py b/fastbox/foregrounds.py index 47f719f..455b71b 100644 --- a/fastbox/foregrounds.py +++ b/fastbox/foregrounds.py @@ -30,6 +30,10 @@ 'sync353': 'fastbox/COM_SimMap_synchrotron-ffp10-skyinbands-353_2048_R3.00_full.fits' } +DEFAULT_SYNC_SIM_PATHS = { + 'haslam': 'fastbox/haslam408_ds_Remazeilles2014.fits', + 'beta': 'fastbox/cnn56arcmin_beta.npy' +} class ForegroundModel(object): @@ -679,4 +683,133 @@ def construct_cube(self, redshift=None, rotation=(0.,-62.,0.), + free_amp[:,:,np.newaxis] \ * x[np.newaxis,np.newaxis,:]**self.free_idx return fg_map + +class HighResSyncModel(object): + + def __init__(self, box, sync_sim_paths=DEFAULT_SYNC_SIM_PATHS): + """ + An object to manage the high resolution synchrotron foreground model. + + Parameters: + box (CosmoBox): + Object containing a simulation box. + + _sim_paths (dict): + Dict containing paths to synchrotron simulations used by the sky model. + Must have keys 'haslam', 'beta', which are paths to + .fits files containing the synchrotron 408 MHz temperature + map and a 56 arcmin model of synchrotron spectral index + Default: ``fastbox.foregrounds.DEFAULT_SYNC_SIM_PATHS`` + """ + + self.box = box + + # Store filename dict + for key in ['haslam', 'beta']: + # Check that key exists + assert key in sync_sim_paths.keys(), \ + "sync_sim_paths argument is missing compulsory key '%s'" % key + + # Check that file exists + f = sync_sim_paths[key] + if not os.path.exists(f): + raise ValueError("Could not find file '%s' for key '%s'" % (f, key)) + self.sync_sim_paths = sync_sim_paths + + + def read_sync_sim_maps(self): + """Read simulation maps for synchrotron emission. + + Reads the synchrotron simulation maps specified in ``self.sync_sim_paths`` + as Healpix maps. + + Returns: + haslam, beta (array_like): + Healpix map arrays for temp and beta map. + """ + # Load maps and convert from T_CMB to T_RJ + haslam = hp.fitsfunc.read_map(self.sync_sim_paths['haslam'], + field=0, nest=False) + beta = np.load(self.sync_sim_paths['beta']) + + return haslam, beta + + def synch_maps(self, freq): + """Download synchrotron amplitude and spectral index maps. + + Parameters: + + freq (float): + Frequency to evaluate the amplitude at, in MHz. + + Returns: + All_Sky Synchrotron emission model. + + - ``sync_amp (array_like)``: + Synchrotron temperature maps, evaluated at the + frequencies provided. + """ + + # Read maps + sync408, sync_idx = self.read_sync_sim_maps() + + highresmap = (sync408 -8.9) * (freq/408.)**(sync_idx) + + # Return amplitudes in mK + return highresmap*1e3 + + + def construct_cube(self, lat0=0., lon0=0., redshift=None, loop=True, + verbose=True): + """ + Construct a foreground datacube from high res model + + Parameters: + lat0, lon0 (float, optional): + Latitude and longitude of the centre of the field in default pyGDSM + coordinates (Galactic), in degrees. + + redshift (float, optional): + Redshift to evaluate the centre of the box at. Default: Same value + as `self.box.redshift`. + + loop : bool, optional + Whether to fetch the GSM maps for all frequency channels at once + (False), or to loop through them one by one (True). + + verbose : bool, optional + If True, print status messages. + """ + + # Initialise empty cube + fgcube = np.zeros((self.box.N, self.box.N, self.box.N)) + + # Get frequency array and scaling + freqs = self.box.freq_array(redshift=redshift) + ang_x, ang_y = self.box.pixel_array(redshift=redshift) + delta_ang_x = np.max(ang_x) - np.min(ang_x) + delta_ang_y = np.max(ang_y) - np.min(ang_y) + + # Cartesian projection of maps + npix = self.box.N + lonra = [lon0 - 0.5*delta_ang_x, lon0 + 0.5*delta_ang_x] + latra = [lat0 - 0.5*delta_ang_y, lat0 + 0.5*delta_ang_y] + proj = hp.projector.CartesianProj(lonra=lonra, latra=latra, coord='G', + xsize=npix, ysize=npix) + + # Fetch maps and perform projection + if loop: + for i, freq in enumerate(freqs): + if verbose and i % 10 == 0: + print(" Channel %d / %d" % (i, len(freqs))) + + # Get map and project to Cartesian grid + m = self.synch_maps(freq) + nside = hp.npix2nside(m.size) + fgcube[:,:,i] = proj.projmap(m, vec2pix_func=partial(hp.vec2pix, nside))[::-1] + else: + # Fetch all maps in one go + print('Choose Loop=True') + + return fgcube From 8ccdd7ee99511a19f6d374a5932e28340bcd424a Mon Sep 17 00:00:00 2001 From: melisirfan Date: Fri, 17 Feb 2023 10:27:04 +0200 Subject: [PATCH 3/3] Added synchrotron specific notebook Notebook to show use of high res synchrotron spectral index model --- Different_resolution_synchrotron_models.ipynb | 487 ++++++++++++++++++ 1 file changed, 487 insertions(+) create mode 100644 Different_resolution_synchrotron_models.ipynb diff --git a/Different_resolution_synchrotron_models.ipynb b/Different_resolution_synchrotron_models.ipynb new file mode 100644 index 0000000..6d72864 --- /dev/null +++ b/Different_resolution_synchrotron_models.ipynb @@ -0,0 +1,487 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "8e0e257f", + "metadata": {}, + "source": [ + "# Example of readin in different synchrotron emision templates\n", + "In this notebook, we will generate a log-normal field, transform to redshift-space, add synchrotron emission made using different resolution spectral inde maps, then test how PCA removes these differing foregournds" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "bfa8092b", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import numpy.fft as fft\n", + "import pylab as plt\n", + "import pyccl as ccl\n", + "plt.rcParams[\"figure.figsize\"] = (14,7)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "c24320b6", + "metadata": {}, + "outputs": [], + "source": [ + "import fastbox\n", + "from fastbox.box import CosmoBox, default_cosmo\n", + "from fastbox.foregrounds import PlanckSkyModel, HighResSyncModel" + ] + }, + { + "cell_type": "markdown", + "id": "5b9c8790", + "metadata": {}, + "source": [ + "## Generate simulation box\n", + "Generate a Gaussian random realisation with a non-linear power spectrum on a (2 Gpc)^3 grid with 128^3 cells at redshift z=0.8. Then, paint biased HI onto the density field, apply a log-normal transformation, add linear and non-linear velocities to transform to redshift space, and finally rescale by the brightness temperature." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "9f84caf6", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/pyccl/pk2d.py:198: RuntimeWarning: divide by zero encountered in log\n", + " f, status = lib.pk2d_eval_multi(self.psp, np.log(k_use),\n", + "/Users/mirfan/Documents/FastBox/FastBox/fastbox/box.py:254: RuntimeWarning: invalid value encountered in true_divide\n", + " Ax = 1.j * delta_k * self.Kx * (2.*np.pi/self.Lx) / k2\n", + "/Users/mirfan/Documents/FastBox/FastBox/fastbox/box.py:255: RuntimeWarning: invalid value encountered in true_divide\n", + " Ay = 1.j * delta_k * self.Ky * (2.*np.pi/self.Ly) / k2\n", + "/Users/mirfan/Documents/FastBox/FastBox/fastbox/box.py:256: RuntimeWarning: invalid value encountered in true_divide\n", + " Az = 1.j * delta_k * self.Kz * (2.*np.pi/self.Lz) / k2\n" + ] + } + ], + "source": [ + "# (1a) Generate Gaussian box (2 Gpc on each side, 128^3 grid, z=0.8)\n", + "box = CosmoBox(cosmo=default_cosmo, box_scale=(1e3,1e3,1e3), nsamp=64, \n", + " redshift=0.3, realise_now=False)\n", + "box.realise_density()\n", + "\n", + "# (1b) Rescale tracer by bias [FIXME: Check this is being done in the right order]\n", + "tracer = fastbox.tracers.HITracer(box)\n", + "delta_hi = box.delta_x * tracer.bias_HI()\n", + "\n", + "# (1c) Transform to a log-normal field\n", + "delta_ln = box.lognormal(delta_hi)\n", + "\n", + "# (1d) Calculate radial velocity field (uses Gaussian density field; FIXME)\n", + "vel_k = box.realise_velocity(delta_x=box.delta_x, inplace=True)\n", + "vel_z = fft.ifftn(vel_k[2]).real # inverse FFT to get real-space radial velocity\n", + "\n", + "# (1e) Transform to redshift space (also add non-linear velocity, sigma_nl=120 km/s)\n", + "delta_s = box.redshift_space_density(delta_x=delta_ln.real, velocity_z=vel_z, \n", + " sigma_nl=120., method='linear')\n", + "\n", + "# (1f) Scale by mean brightness temperature (in mK), and include mean\n", + "signal_cube = tracer.signal_amplitude() * (1. + delta_s)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a04c90e7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.subplot(121)\n", + "plt.matshow(delta_ln[10,:,:], vmin=-1., vmax=5., cmap='cividis', aspect='auto', fignum=False)\n", + "plt.xlabel(\"z\", fontsize=16)\n", + "plt.ylabel(\"y\", fontsize=16)\n", + "cbar = plt.colorbar()\n", + "cbar.set_label(label=r\"$\\delta_{\\rm ln}$\", fontsize=16)\n", + "\n", + "plt.subplot(122)\n", + "plt.matshow(signal_cube[10,:,:], vmin=0., vmax=2., cmap='magma', aspect='auto', fignum=False)\n", + "plt.xlabel(\"z\", fontsize=16)\n", + "plt.ylabel(\"y\", fontsize=16)\n", + "cbar = plt.colorbar()\n", + "cbar.set_label(label=r\"$T_b(\\vec{x})$ [mK]\", fontsize=16.)\n", + "plt.gcf().set_size_inches((17., 6.))" + ] + }, + { + "cell_type": "markdown", + "id": "02fd4e89", + "metadata": {}, + "source": [ + "## Add synchrotron emission - two different models \n", + "Synchroton emission model 1): amplitude at 408 MHz given by Haslam data, spectral index map from Planck Sky Model at 5 degree resolution with higher resolution up to 56 arcmin provided using CNNs.\n", + "\n", + "Synchrotron emission model 2): amplitude at 408 MHz given by Haslam data, spectral index map from Planck Sky Model at 5 degree resolution with higher resolution up to 56 arcmin provided using a Gaussian realisation. " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "42ebe562", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Frequency range: 980.0 -- 1205.2 MHz\n", + "\n", + " Channel 0 / 64\n", + " Channel 10 / 64\n", + " Channel 20 / 64\n", + " Channel 30 / 64\n", + " Channel 40 / 64\n", + " Channel 50 / 64\n", + " Channel 60 / 64\n" + ] + } + ], + "source": [ + "# Output frequency range\n", + "freqs = box.freq_array()\n", + "n_ch = len(freqs)\n", + "print(\"Frequency range: %3.1f -- %3.1f MHz\\n\" % (freqs[-1], freqs[0]))\n", + "\n", + "# Angular pixels\n", + "ang_x, ang_y = box.pixel_array(redshift=box.redshift)\n", + "xside = len(ang_x)\n", + "yside = len(ang_y)\n", + "\n", + "#Model 1\n", + "fg_psm = PlanckSkyModel(box)\n", + "syncamp, _, syncind = fg_psm.synch_freefree_maps(rotation=(0., -62., 0.), ref_freq=1000.)\n", + "\n", + "syncmap = np.zeros((xside,yside,n_ch))\n", + "for i in range(n_ch):\n", + " syncmap[:,:,i] = syncamp * (freqs[i]/freqs[0])**(syncind)\n", + "\n", + "fg_cube1 = syncmap\n", + "\n", + "#Model 2\n", + "fg_hires = HighResSyncModel(box)\n", + "fg_cube2 = fg_hires.construct_cube(lat0=-62., lon0=0., redshift=None, loop=True, verbose=True)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "26b61e1e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.subplot(121)\n", + "plt.matshow(fg_cube1[:,:,10].T, cmap='magma', aspect='auto', fignum=False)\n", + "plt.xlabel(\"x\", fontsize=16)\n", + "plt.ylabel(\"y\", fontsize=16)\n", + "cbar = plt.colorbar()\n", + "cbar.set_label(label=r\"$T_{\\rm PSM}(\\vec{x})$ [mK] at %d MHz\" % (box.freq_array()[10]), fontsize=16.)\n", + "plt.gcf().set_size_inches((17., 6.))\n", + "\n", + "plt.subplot(122)\n", + "plt.matshow(fg_cube2[:,:,10].T, cmap='magma', aspect='auto', fignum=False)\n", + "plt.xlabel(\"x\", fontsize=16)\n", + "plt.ylabel(\"y\", fontsize=16)\n", + "cbar = plt.colorbar()\n", + "cbar.set_label(label=r\"$T_{\\rm HiRes}(\\vec{x})$ [mK] at %d MHz\" % (box.freq_array()[10]), fontsize=16.)\n", + "plt.gcf().set_size_inches((17., 6.))\n", + "\n", + "#the PSM is at an Nside of 2048, while the high res is at Nside 512 before they both get smoothed by the instrument beam" + ] + }, + { + "cell_type": "markdown", + "id": "8766118d", + "metadata": {}, + "source": [ + "## Add radiometer noise\n", + "### Adds a simple homogeneous white noise field for a MeerKAT-like multi-dish deep integration (64 dishes, 2 hours per pointing, assumed 1 degree FOV per pointing)." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "7681e35b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Generate homogeneous radiometer noise\n", + "noise_model = fastbox.noise.NoiseModel(box)\n", + "noise_cube = noise_model.realise_radiometer_noise(Tinst=18., tp=0.25, fov=1., Ndish=64)\n", + "\n", + "plt.matshow(noise_cube[10,:,:], cmap='magma', aspect='auto')\n", + "plt.xlabel(\"z\", fontsize=16)\n", + "plt.ylabel(\"y\", fontsize=16)\n", + "cbar = plt.colorbar()\n", + "cbar.set_label(label=r\"$T_{\\rm noise}(\\vec{x})$ [mK]\", fontsize=16.)\n", + "plt.gcf().set_size_inches((8., 6.))" + ] + }, + { + "cell_type": "markdown", + "id": "0a004ca7", + "metadata": {}, + "source": [ + "## Construct final data cube (convolve with beam and add noise)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "6e6274a4", + "metadata": {}, + "outputs": [], + "source": [ + "# Construct MeerKAT L-band beam\n", + "mkbeam = fastbox.beams.KatBeamModel(box, model='L')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "d7c9737a", + "metadata": {}, + "outputs": [], + "source": [ + "# Convolve with beam\n", + "obs_cube1 = mkbeam.convolve_real(signal_cube + fg_cube1, pol='I')\n", + "obs_cube2 = mkbeam.convolve_real(signal_cube + fg_cube2, pol='I')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "2a5a88c6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot before and after beam convolution\n", + "plt.subplot(221)\n", + "plt.matshow((signal_cube + fg_cube1)[:,:,10], cmap='magma', aspect='auto', fignum=False)\n", + "plt.xlabel(\"x\", fontsize=16)\n", + "plt.ylabel(\"y\", fontsize=16)\n", + "cbar = plt.colorbar()\n", + "cbar.set_label(label=r\"$T_{\\rm sky}(\\vec{x})$ [mK]\", fontsize=16.)\n", + "\n", + "plt.subplot(222)\n", + "plt.matshow(obs_cube1[:,:,10], cmap='magma', aspect='auto', fignum=False)\n", + "plt.xlabel(\"x\", fontsize=16)\n", + "plt.ylabel(\"y\", fontsize=16)\n", + "cbar = plt.colorbar()\n", + "cbar.set_label(label=r\"$T_{\\rm obs}(\\vec{x})$ [mK]\" % (box.freq_array()[10]), fontsize=16.)\n", + "plt.gcf().set_size_inches((17., 6.))\n", + "\n", + "plt.subplot(223)\n", + "plt.matshow((signal_cube + fg_cube2)[:,:,10], cmap='magma', aspect='auto', fignum=False)\n", + "plt.xlabel(\"x\", fontsize=16)\n", + "plt.ylabel(\"y\", fontsize=16)\n", + "cbar = plt.colorbar()\n", + "cbar.set_label(label=r\"$T_{\\rm sky}(\\vec{x})$ [mK]\", fontsize=16.)\n", + "\n", + "plt.subplot(224)\n", + "plt.matshow(obs_cube2[:,:,10], cmap='magma', aspect='auto', fignum=False)\n", + "plt.xlabel(\"x\", fontsize=16)\n", + "plt.ylabel(\"y\", fontsize=16)\n", + "cbar = plt.colorbar()\n", + "cbar.set_label(label=r\"$T_{\\rm obs}(\\vec{x})$ [mK]\" % (box.freq_array()[10]), fontsize=16.)\n", + "plt.gcf().set_size_inches((17., 6.))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "9aad0108", + "metadata": {}, + "outputs": [], + "source": [ + "# Combine beam-convolve observation and noise\n", + "data_cube1 = obs_cube1 + noise_cube\n", + "data_cube2 = obs_cube2 + noise_cube" + ] + }, + { + "cell_type": "markdown", + "id": "8b8740b7", + "metadata": {}, + "source": [ + "## Try FG cleaning method using PCA" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "ec1e1d66", + "metadata": {}, + "outputs": [], + "source": [ + "cleaned_cube1, U_fg1, amp_fg1 = fastbox.filters.pca_filter(data_cube1, \n", + " nmodes=3, \n", + " return_filter=True)\n", + "cleaned_cube2, U_fg2, amp_fg2 = fastbox.filters.pca_filter(data_cube2, \n", + " nmodes=3, \n", + " return_filter=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "4e9e5427", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/numpy/core/fromnumeric.py:3441: RuntimeWarning: Mean of empty slice.\n", + " out=out, **kwargs)\n", + "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/numpy/core/_methods.py:189: RuntimeWarning: invalid value encountered in double_scalars\n", + " ret = ret.dtype.type(ret / rcount)\n", + "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/numpy/core/_methods.py:263: RuntimeWarning: Degrees of freedom <= 0 for slice\n", + " keepdims=keepdims, where=where)\n", + "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/numpy/core/_methods.py:223: RuntimeWarning: invalid value encountered in true_divide\n", + " subok=False)\n", + "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/numpy/core/_methods.py:254: RuntimeWarning: invalid value encountered in double_scalars\n", + " ret = ret.dtype.type(ret / rcount)\n" + ] + } + ], + "source": [ + "#plot power spectra\n", + "proc_k1, proc_pk1, proc_stddev1 = box.binned_power_spectrum(delta_x=cleaned_cube1, nbins=50)\n", + "proc_k2, proc_pk2, proc_stddev2 = box.binned_power_spectrum(delta_x=cleaned_cube2, nbins=50)\n", + "sig_k, sig_pk, sig_stddev = box.binned_power_spectrum(delta_x=signal_cube, nbins=50)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "931cb1f1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Amplitude factor for theoretical spectrum\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(\"Amplitude factor for theoretical spectrum\")\n", + "th_k, th_pk = box.theoretical_power_spectrum()\n", + "amp_fac = (tracer.signal_amplitude() * tracer.bias_HI())**2. # FIXME: No RSD contrib.\n", + "\n", + "# Plot power spectra\n", + "plt.subplot(111)\n", + "plt.plot(th_k, th_pk * amp_fac, 'k-', label=\"Theoretical P(k)\")\n", + "plt.errorbar(sig_k, sig_pk, yerr=sig_stddev, color='b', ls='dashed', label=\"21cm P(k)\")\n", + "\n", + "plt.errorbar(proc_k1, proc_pk1, yerr=proc_stddev1, color='m', marker='x', ls='none',label=\"Cleaned Model 1\")\n", + "plt.errorbar(proc_k2, proc_pk2, yerr=proc_stddev2, color='orange', marker='x', ls='none',label=\"Cleaned Model 2\")\n", + "\n", + "plt.legend(loc='upper right', frameon=False, prop={'size':'x-large'})\n", + "plt.xlim((1e-3, 1e0))\n", + "plt.ylim((1e1, 1e5))\n", + "plt.xscale('log')\n", + "plt.yscale('log')\n", + "plt.xlabel(\"k\", size=16)\n", + "plt.ylabel(\"P(k)\", size=16)\n", + "\n", + "plt.gcf().set_size_inches((12., 6.))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f6a54712", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.7.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}