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all comparison scripts between ACT and PLanck
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Louis Thibaut
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Sep 17, 2024
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
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| """ | ||
| plot the Planck and DR6 EE power and TE power spectra | ||
| """ | ||
| from pspy import so_dict, pspy_utils, so_spectra | ||
| from pspipe_utils import best_fits | ||
| import matplotlib.pyplot as plt | ||
| import numpy as np | ||
| import sys | ||
| import AxP_utils | ||
| import matplotlib | ||
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| matplotlib.rcParams["font.family"] = "serif" | ||
| matplotlib.rcParams["font.size"] = "40" | ||
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| d = so_dict.so_dict() | ||
| d.read_from_file(sys.argv[1]) | ||
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| spectra = ["TT", "TE", "TB", "ET", "BT", "EE", "EB", "BE", "BB"] | ||
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| legacy_dir = "dr6xlegacy/" | ||
| npipe_dir = "dr6xnpipe/" | ||
| bestfit_dir = "best_fits" | ||
| spec_dir = "spectra_leak_corr_planck_bias_corr" | ||
| cov_dir = "covariances" | ||
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| plot_dir = "AxP_plots" | ||
| pspy_utils.create_directory(plot_dir) | ||
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| cov_dir_legacy = f"{legacy_dir}/{cov_dir}" | ||
| cov_dir_npipe = f"{npipe_dir}/{cov_dir}" | ||
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| spec_dir_legacy = f"{legacy_dir}/{spec_dir}" | ||
| spec_dir_npipe = f"{npipe_dir}/{spec_dir}" | ||
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| bf_dir_legacy = f"{legacy_dir}/{bestfit_dir}" | ||
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| cov_type_list = ["analytic_cov", "mc_cov", "leakage_cov"] | ||
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| lth, psth = so_spectra.read_ps(f"{bf_dir_legacy}/cmb.dat", spectra=spectra) | ||
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| my_ylim = {} | ||
| my_ylim["EE"] = (0,45) | ||
| my_ylim["TE"] = (-150,130) | ||
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| fig = plt.figure(figsize=(40,40)) | ||
| ax1 = plt.subplot(211) | ||
| ax2 = plt.subplot(212) | ||
| ax_list = [ax1, ax2] | ||
| count = 0 | ||
| for ax, mode in zip(ax_list, ["EE", "TE"]): | ||
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| l, Db_legacy, sigma_legacy = AxP_utils.read_ps_and_sigma(spec_dir_legacy, cov_dir_legacy, "Planck_f143", "Planck_f143", mode, cov_type_list) | ||
| l, Db_npipe, sigma_npipe = AxP_utils.read_ps_and_sigma(spec_dir_npipe, cov_dir_npipe, "Planck_f143", "Planck_f143", mode, cov_type_list) | ||
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| l, Db_pa6_f150, sigma_pa6_f150 = AxP_utils.read_ps_and_sigma(spec_dir_legacy, cov_dir_legacy, "dr6_pa6_f150", "dr6_pa6_f150", mode, cov_type_list) | ||
| l, Db_pa5_f150, sigma_pa5_f150 = AxP_utils.read_ps_and_sigma(spec_dir_npipe, cov_dir_npipe, "dr6_pa5_f150", "dr6_pa5_f150", mode, cov_type_list) | ||
| l, Db_pa6_f090, sigma_pa6_f090 = AxP_utils.read_ps_and_sigma(spec_dir_legacy, cov_dir_legacy, "dr6_pa6_f090", "dr6_pa6_f090", mode, cov_type_list) | ||
| l, Db_pa5_f090, sigma_pa5_f090 = AxP_utils.read_ps_and_sigma(spec_dir_npipe, cov_dir_npipe, "dr6_pa5_f090", "dr6_pa5_f090", mode, cov_type_list) | ||
| #plt.subplot(2,1,1 +count) | ||
| ax.errorbar(l-15, Db_legacy, sigma_legacy, fmt=".", color="black", alpha=0.7, label="Planck* legacy 143 GHz") | ||
| ax.errorbar(l-10, Db_pa6_f150, sigma_pa6_f150, fmt=".", color="purple", label="dr6 pa6-f150") | ||
| ax.errorbar(l-5, Db_pa5_f150, sigma_pa5_f150, fmt=".", color="blue", label="dr6 pa5-f150") | ||
| ax.errorbar(l, Db_pa6_f090, sigma_pa6_f090, fmt=".", color="darkorange", label="dr6 pa6-f090") | ||
| ax.errorbar(l+5, Db_pa5_f090, sigma_pa5_f090, fmt=".", color="red", label="dr6 pa5-f090") | ||
| ax.errorbar(l+10, Db_npipe, sigma_npipe, fmt=".", color="dimgrey", alpha=0.7, label="Planck* NPIPE 143 GHz") | ||
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| ax.plot(lth, psth[mode], color="gray", linestyle="--") | ||
| ax.set_ylim(my_ylim[mode]) | ||
| ax.set_xlim(0, 2000) | ||
| if count == 0: | ||
| ax.legend(fontsize=40) | ||
| ax.set_xticks([]) | ||
| yticks = ax.yaxis.get_major_ticks() | ||
| yticks[0].label1.set_visible(False) | ||
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| ax.set_ylabel(r"$D^{%s}_\ell$" % mode, fontsize=50) | ||
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| if count == 1: | ||
| ax.set_xlabel(r"$\ell$", fontsize=50) | ||
| yticks = ax.yaxis.get_major_ticks() | ||
| yticks[-1].label1.set_visible(False) | ||
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| count+=1 | ||
| plt.subplots_adjust(wspace=0, hspace=0) | ||
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| plt.savefig(f"{plot_dir}/ACT_and_planck.png",bbox_inches='tight') | ||
| plt.clf() | ||
| plt.close() | ||
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