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Python notebook for modification of PySM beta synchrotron template
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# UPDATE PYSM BETA MAP\n", | |
"Nicoletta Krachmalnicoff - 10/23/2021" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import healpy as hp\n", | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt\n", | |
"%matplotlib inline" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"template_dir = '/global/project/projectdirs/cmb/www/pysm-data/pysm_2/'" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def remove_mono(hmap):\n", | |
" map_nomono = hmap-np.mean(hmap)\n", | |
" return map_nomono\n", | |
"\n", | |
"def gauss_map(cl, nside=256):\n", | |
" beta_sim_gauss = hp.synfast(cl, nside)\n", | |
" return beta_sim_gauss\n", | |
"\n", | |
"def high_pass_filter(fwhm, lmax):\n", | |
" ell = np.arange(lmax)+1\n", | |
" B = hp.gauss_beam(np.radians(5.), lmax)\n", | |
" return 1-B**2.\n", | |
" \n", | |
"def low_pass_filter(l1, l2, lmax):\n", | |
" ell = np.arange(lmax+1)\n", | |
" wl = np.zeros(len(ell))\n", | |
" wl[np.where(ell<=l1)] = 1.\n", | |
" for l in range(l1, l2):\n", | |
" wl[l] = 0.5*(1-np.cos(np.pi*(l2-l)/(l2-l1)))\n", | |
" return wl\n", | |
"\n", | |
"def apply_filter(hmap, filter, nside=256):\n", | |
" lmax = len(filter)\n", | |
" alm = hp.map2alm(hmap, lmax=lmax)\n", | |
" almf = hp.almxfl(alm, filter)\n", | |
" hmap_out = hp.alm2map(almf, nside)\n", | |
" return hmap_out\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"read pysm beta synch map" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/global/homes/k/krach/usr/python_prefix_3.7/lib/python3.7/site-packages/healpy/fitsfunc.py:352: UserWarning: If you are not specifying the input dtype and using the default np.float64 dtype of read_map(), please consider that it will change in a future version to None as to keep the same dtype of the input file: please explicitly set the dtype if it is important to you.\n", | |
" \"If you are not specifying the input dtype and using the default \"\n" | |
] | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"NSIDE = 512\n", | |
"ORDERING = RING in fits file\n", | |
"INDXSCHM = IMPLICIT\n" | |
] | |
} | |
], | |
"source": [ | |
"beta_s = hp.read_map(template_dir+'synch_beta.fits')\n", | |
"beta_s_tot = np.copy(beta_s)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 612x388.8 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"hp.mollview(beta_s)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"remove mean value and compute power spectrum with anafast" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"beta_s = remove_mono(beta_s)\n", | |
"cl_beta_s = hp.anafast(beta_s)\n", | |
"ell = np.arange(len(cl_beta_s))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"correct spectrum for beam window function" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"NSIDE = 256\n", | |
"ORDERING = RING in fits file\n", | |
"INDXSCHM = IMPLICIT\n" | |
] | |
}, | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/global/homes/k/krach/usr/python_prefix_3.7/lib/python3.7/site-packages/healpy/fitsfunc.py:352: UserWarning: If you are not specifying the input dtype and using the default np.float64 dtype of read_map(), please consider that it will change in a future version to None as to keep the same dtype of the input file: please explicitly set the dtype if it is important to you.\n", | |
" \"If you are not specifying the input dtype and using the default \"\n" | |
] | |
} | |
], | |
"source": [ | |
"beta_spass = hp.read_map('SPASS_beta_fwhm2_ns256.fits')\n", | |
"beta_spass = hp.ud_grade(beta_spass, 512)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"beta_spass_nomono = beta_spass - np.mean(beta_spass[np.where(beta_spass<0)])\n", | |
"beta_spass_nomono[beta_spass==0] = 0" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/usr/common/software/tensorflow/intel-tensorflow/1.15.0-py37/lib/python3.7/site-packages/ipykernel/__main__.py:2: RuntimeWarning: divide by zero encountered in true_divide\n", | |
" from ipykernel import kernelapp as app\n" | |
] | |
} | |
], | |
"source": [ | |
"bl = hp.gauss_beam(fwhm=np.radians(5.), lmax=np.max(ell)) # beam window function at 5deg (pysm beta resolution)\n", | |
"cl_beta_s_corr = cl_beta_s/bl**2." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"read best fit of the power spectrum of the beta map from S-PASS after correction for the noise bias.\n", | |
"See Krachmalnicoff et al. 2018 for details." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.legend.Legend at 0x2aaadd7272d0>" | |
] | |
}, | |
"execution_count": 10, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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Ed5ZA50Xg5AoLe8AvdeDsFktHZpOqFsrOwt7V+eWdKtjbKT6YvYeWE7aw9eR1S4cmRJomCT8pitWD3pugxUS4ewWmN4G5HSH8uKUjszlKKeqXycPqgb4EtvUk/O4jOv26gy6/7eDQReu5UxIiLZEuneR6fB92TIJNoyHyPlR6B/w/gcx5LB1ZykVHgb2DWU/5MDKamdvOMSH4JLfuR9K8Qn4+alCCgjlczBqHEAmKq0un+2ooWN38scQjvi4dSfgpde86bBwJob8ZlTlrfgjV+0EGV0tHljz3b8IUf2MyWuufIVsBs57+zsNIft54it82nyEqWtOpWgH61ylOrswZzBqHEPGy8hE6IH34puOSE5qMNMbwF68Hwd8apRp2TzfulG2J1vBXX7hzyZiLMKkWHP7TrCFkcXZkaMNShAwNoH1VD2bvOI9fYBA/rj3O3YeRZo1FiLRGEn5qyVEU3poB766DNwrBsgEwuSYcX207pRp2/QrHV0L9/zOeVeQsDn90g7/6GdVGzSh3Fmf+26o86wf7EVAqN2P/PolfYDC/bZZyzEIklyT81ObhDT3WQPtZEB0Jc9vD783g4h5LR/Z6Vw7Bmk+heAPw6QPZC0OP1caEs72z4Gdfi5SbKJzThQmdKrG0X03K5MvC18uPUGfURhbtDiM6xkZ+kIq048IuS0eQItKHb0rRkUbXTvB3cP86lGsLdT83fgOwJo/vG/32D29B7y2vrhFwJgQWvw/3wqHeCPD5AOwsc6+w6Z9wvl99jEMX71Aqb2aGNSpJQMncMoZfmIcNjMEH6cO3DHtH8O5p1OCvPcSYoTe+qnEnff+mpaN7bs0ncP0EtPo57gVhCvtCny3G3f/aT2FOO4i4Zv44gdrFc7G0by3GdazIw8hoekwPpf3P29l9TsoxC5EQSfjm4JzFuLP/cA94vmWsvDWxOpwKsnRkxkPZ3dOh1kAoGhD/fpmyG+Wkm/4IZzfDpBrwz3qzhfkiOztFswr5WTfYj69bluP09Xu0mbSVnjNC+eeqlGMWIj6S8M0pS35oMQHe3wjOWWFmK6NkQ5SFKkjeOg9LB4BbZQj4NOH9lYKq70KvYHDJDbPbwOpPLFZfyNHeji4+BQkZ5s+QBiXYfuoGDX8KYegf+7l0S8oxCxGbJHxLyFfBSJqVuxlr7E5tADdOmTeG6ChY9B7oGGjzm9H9lFi5S0PPv8G7F2yfCL/WhfATpos1AZmcHOhXpzgbhwXQo2Zh/tp3Cf9Rwfx3xRH+vSflmIWJdV5k6QgSTRK+pThlgmY/wVsz4eYZYxTMvrnmG8K58Xu4sMOIIXvhpB/v6AxNAo1l3W5fNOK3cBdVdhcnPnuzDH8P8aOZZ35+3XwG38AgJgSd5MFjGcopTKRYPUtHkGiS8C2tTHPjgWi+CrCkNyzuCQ/vmPacZzYZi7d7vQ3l26asrZKNoc9WY0bukg/goeVHK7i/kYkf3qrA6gG+VCucncA1x/ELDGL2jnNESjlmkY5JwrcGWd2h6zII+AwOLTbW1jXVeN/7N42VvHIUhcYjU6fNLPmg5SSIuAJrP0udNlNBybyZ+bVrVf7oXZ0C2TPx6Z+HaDA6hBUHLmPNw5GFlTq/3dIRpJgkfGthZw9+Q43JTmiY2hBCRkFMKnZFaG3Mmr1/HdpOTd16P+6VoUZ/2DMDTm5IvXZTQdVC2fmjd3V+facKjvaKvnP20GLCFrZIOWaRFFMbWjqCFJOEb208vKH3ZijbEv7+2lhQ/c6l1Gl7169wfAXU+8roQkpt/v+BHMWNshKPrGt4pFKKemXysGqAL6PaVeBGxGPelnLMIp2RhG+NnLMaI2daTDRKMkyqAUeXp6zN2KUTTMHRGVpOhNthxnBTK2Rvp2hb2Z0NH/nxWdPSHLx4mzfHbabfnD2cvW7eekFCmJskfGulFFR8G94PMZZVnP82LB8EkckYX/74vrFKV8Zsxg8RU5Yh8PCG6n0hdCqc3mi686SQs6M979UuQsiwAPrXKcaGo9eo9+NGPltykGt3H1o6PCFMQhK+tctZzKjAWaO/kUSnBMDVw0lrI6HSCakt4FPIXgSW9oNHEaY/XwpkcXbkowYl2TjMn47eBZi38wJ+I4MZteY4d6Qcs0hjJOHbAgcnaPANdF4M928YSX/nL4kbs394iVE6oeaA15dOSE1OmYwZxbcuwIavzHPOFMqd2ZmvW5Zj/WA/6pbOzfigk/iNDOLXTad5GClj+EU8uq20dARJIgnflhSra4x5L+IHK4cY6+neuxH//rfOw7IPjdIJdcw8XLJgDaj2PuycYtTesRGFcrowvlMllvWrRTm3rHyz4ih1f9jIQinHLOKSJb+lI0gSSfi2xjUXdFoAjb6DUxuMB7qng1/dLzoKFvWEmGSUTkgtdb8wSkH/1c94jmAq929C6DRj3YH/ucHZLSlusrx7Vma+W43Z71Ujh6sTQ/7YT5Mxm1h/5KqM4U+Pjq2wdASpQhK+LVLKGGnz3gajEueMlrB+hFF//6mN38OF7ckvnZAanFyg+Xj494wxxDQ1PbwN++bArDYwqjgsH2gMX3XOZsxWfpA65ZJrFsvJX31rMqFTJR5Hx/DejFDaTd5G6FkrKm8tTG9pf0tHkCok4duyfJ5GEbZK78Dm0fBbA7h5OnVLJ6RU4dpQ9T3YPil1ZireOg8LukJgMVjSxyjaVr0fvL8J+oVC+xkQcdWYC5BKd+JKKZp65mPtIF/+26oc52/ep+3kbbz3+y6OX7Gu+QbC3Gzrtz1Z8SqtOLzE6K+PiQbHTMadf6+NqTubNrkeRRj1/x2cjElljhmT3kZMDOyeCuu+NF5X7GL8MHOr/Oow082jjd94mo+HSl1SHH5s9x9HMW3LWSYHnyLicRRtKrkzqH4J3LIl43MJ2zCyqDFDPbb+e4wyJVbGKla8Ukq5KKV2K6XeNOd504WyLY3lCfN6wqM7Rr+9NSR7MOJoMQ5unISg/yb9+JunYUZzWPERuFeFD7ZB4+/AvUrccwpqDDBW6Vo1HK6fTHn8sWRycqBvQDFChgXwXq3CLN1/iYBRwXyzXMoxC+uWqISvlJqqlLqmlDoUa3sjpdRxpdRJpdTHiWhqOLAgOYGKRMjmAd1WwEfHIL+XpaN5WRF/o/7/tgmJLwwXEw3bJsLEGnD5gHHH3uVPozLn69jZGXMOHJxg0bsmW2DmDRcnPm1ahqAh/rSokJ+pW87gOzKI8X//w/3HUSY5p7CQ+CYrWnEPSVwS1aWjlPIFIoAZWutyT7bZAyeA+kAYsAvoCNgD38ZqogfgCeQEnIHrWusEawVIl04a8/CO0bXz4F9jEZUcxZ58FX3+3cnF2Df8BPzVF8J2QvGGxsPnpA6BO7oM5nc25iDU/7/U/zyxnLh6l8A1x1l35Cq5Mmfgw7rF6VDVA0d7eVRm8wKLw71Y6zg7ucLHF4wbDCsTX5dOovvwlVKFgOUvJPzqwAitdcMnrz8B0FrHTvZPj/8v4AKUAR4ArbTWrxQnV0r1AnoBFChQoPK5c+cSFZ+wEVcOGUXcbp4yVvm6c/Hl9zPnN0YVhYUaff2NRxrrACe3HMSygcbEs3eWGL9lmMHuczf5ftVxdp69SaEcmfioQUmals+HnZ0JS1oI04l6DN/EMUO9+ThjwIQVMkXCbws00lq/9+R1F6Ca1rpfAu10Q+7wxVOP7xl99DdOGj8Abpwy/py9MNT/GjLnSWH792GKn1G9s9fGhNu7e8X4NT1LvhSdVmtN0PFrfL/qOMev3qW8W1aGNypFreI5U9SusICVw2Dnz69ubzYWKnc1fzyJEF/Cd0hJm3FsS/Cnh9Z6egrOKdIaJxfIW974Mkn7mYwH2FMbwvSm0HVp/F1DVw8bk7dioo0yFu6Vk31apRR1SuXBr0Ruluy9yI/rTtD5tx3UKpaT4Y1KUd49a7LbFmZ2Me3cdKak8ykM8HjhtTuQSoXbhUhF+TyNBH73CkxrYozlj+1psrfPYFQVndE8VUpC2Nsp2lR25+8hfnz+ZhkOX7pNs/Gb6TtnD2ekHLONiK8rzrYe2ELKEv4uoLhSqrBSygnoACxNnbCESGUFqxv9+A9uGkn/5unn71098iTZO0G35dB9tbHs5Kw28M/6VDl9Bgd73q1VmJBhAXxYpxhBx65R/8eNfPrnQa7dkXLMVs2U5cTNLLHDMucC24CSSqkwpdS7WusooB+wBjgKLNBaJ7FurxBm5F4F3llqPDeY1hSu/xMr2a8wRgplyWdUQcxZAuZ2gCN/QdSj57OY98+DgwuNGkZXD0NEeKJDyOzsyOAGJdk4NIBO1Qowf9cF/AKDCVxzTMox2xobG5IJMtNWpEdXDxtLR6JAx4Cdg5HscxZ7eb8Ht2DOW3BhR8JtVu0JTUclOZSz1+/xw7oTLNt/iWyZHOkXUIzOPgVxdrRPclvCRH6tB2FxzB158yeo0t388SRCikfpWIIkfGEy4SeMO3uIO9k/9SjCmCymFGRxg6xuxnet4V648XViNeyfCx3nQcnGyQrn0MXbfL/6GJv+uU7+rM4Mql+C1pXcsZehnJb3a31jPkhsH2w35pNYIUn4QsT24BagIeMbKWsn6hH8UgcirkHfHZApe7Kb2nryOt+vPsb+sNuUyOPK0IalqFc6NyoN9SPblIhwGBXHzUDFzsYiP1bKKmrpCGFVMmZLebIHcMhglHJ48C+sGPx8u9ZwYg0cX53opmoUy8mSvjWZ+HYloqI1PZ+UY94l5ZgtY9XQuLdb733ya6VkHL4Q4qm85SDgE9jwf1C6mdHts+6L5/3/FTpBk5GQIXOCTSmlaFI+H/XL5OGP0DB+Wn+CdpO3UbdUboY2KkmpvFlM/GHEM9Fp60G6JHwhUkuNAXB8FfzZG6Ifg2te48HenUuwaRSc32asAhZ+HE79bZSX6LoM8pSNszlHezs6VStAq4puTNt6hknBp2g8ZhOtKroxuH4J3N/IZOYPKJ6zzVt8SfhCpBZ7B2g52Vhxq1RT8PnAmOkLxgLyi3vBwu6g7CB/RWNG7/LB0H3VawtwZXSy5wP/YnTyLsDE4FNM33qW5fsv09mnIP3qFCO7i5OZPqCwdZLwhUhNOYtBr6BXtxesAX22wMXdkM/LeLC7ZyYs7Qf75xgPAROQLZMT/2lSmm41CvHT+hNM33qGBaEX6OVbhHdrFcYlg/x3TnVppCzyU/LQVghzcc4KRes8H8Xj9TZ4VIO1nxsLsSdS/mwZGdm2AmsG+lKjaA5+XHcCv8BgZm47S2T0KwVohUlIwhdCJIWdHTT90ViQff2IJB9ePE9mprxThUV9alAklwuf/3WYej9uZOn+S8TE2GZCsirRkcaaCnHJWcK8saQSSfhCWFLecuDTB/b8DtPfhGMrjcle57YZq31dTbhaSeWCbzC/lw/TulUlo6M9H87dS7Pxmwk5EY41z7OxeiGB8b9Xc4D54khF0uknhKXV/RJc88COn2Fex5ffK1ADeqx6/nrt58bsTq9OL+2mlCKgVG58S+Ri6f6L/LD2BO9M3UmNojkY3qgUFTyymeGDpDG3w+Lenrss2Nlm6QtJ+EJYmoMT1PzQGNVzdCmEHzNG8ZzfDlt+gptnjAVhrh2DrWON2j+5SoFbpVeasrdTtKroTpPy+Ziz4zzj/j5JiwlbaFI+L0MalKRILitZ2N4mpL3ZzdKlI4S1sHeAcq0h4D9GTZ6q7wEKDsw33t8zA+wcwSU3LHrPqPoZjwwO9nSvaZRjHlC3OMHHw6k/OoRPFh/kqpRjTiHb7SaThC+EtcrmAYVrG4XZIh8a30s1gdZTjFLNq4YlODzQNYMDg+qXYOPQADpXK8DC3RfwCwxi5Opj3H6QtmaRprq0d4MvCV8Iq1ahE/x7FtZ9bizeUqmr8UOg9kewd5ZRviERD2ZzZc7AVy3KsWGwPw3L5mVi8Cl8RwYxJeQUDyOjTf850hIbfhAuCV8Ia1a6GThmgp1TIGsBKBJgbK/zmVGDf+tYWPOfRCehAjkyMaZDRVZ8WAsvj2z8b+UxAkYFs2DXBaJkDH+aJwlfCGuWwRVKNzf+XKnL8xIMSkGTQKjWB7ZPhN3TXz7u3g2jZPOhRXE2WzZ/Vn7v4c3cnj7kzuLMsEUHaDRmE2sOX5GhnIuxPNkAAB1wSURBVGDMiN47K+73shUwbyypSBK+ENau2vuQtzxUeufl7UpBw/9BYT9Y+xn8e87YHhNt1PO5uBt2//7apqsXzcGSD2owuXMlYrTm/Zm7aTNpKztO3zDRh7ER8SV7MJ6h2ChJ+EJYO7dK0HszZM776nt2dtBiPKDgr77GRK11X8CpDcbQzXNbjJm8r6GUolG5fKwd6Mu3rctz8dYD2k/ZTo/puzh25Y5pPpPVi++JrTLWUbBRkvCFsHXZCkDD/8LZTTCpBmwbDxU6QrMxEBMFJ9cnqhkHezs6ehcgeEgAwxuVIvTsTRqP2cTg+fu4cPO+iT+ErbDt7i6ZeCVEWlDpHaO/HwVZPcCtMqAhUw5jxa2yreHSXshTzpjo9RoZnezp41/UKMe88STTt5xl+YHLvO1TgH4BxcjhmsEsH8mi0uiSknKHL0RaoBSUa2NM3PKoanT12NlD8Ybwz1qjj/+XAJhcC85uefnYmBhjQZaoRy9tzprJkU8alyZ4qD+tK7nx+9az+AUGM2b9P9x7FGXGDydSiyR8IdKyko3g4S2jm6dsa4h6ANObwJK+xkgegM0/wMxW8Fe/58M7oyONyV1AvqwZ+a6NJ2sH+VGrWE5Grz+BX2AQv289y+OoNDiUU2u4esTSUZiEJHwh0rKidSB7Uag5ENpOhQ92GH8+MA/GVYI1n0LQt5CtIBxcAJt/NBLekj4woRpEXHvWVLHcrkzuUpnFH9SgaC5XvlxqlGP+a9/FtFWOefd0OL/V0lGYhLLmMbdVqlTRoaGhlg5DCNum9at90lePGN08pzbAG4Xh/Y2wbCAcXgyFahsPgMGo11/13Tia1ASfCGfk6uMcvXyHMvmyMKxRSfxK5ELZev/38kEQOjXu93IUh/7Wn5OUUru11lVib5eHtkKkdXEl4DxloMtiCAs1hns6Z4XWv0BWN9g6zhjbf+cSHFkSZ8JXShFQMjd+xXOxdP8lflh3nG7TduFTJDsfNy6NV1otx9x9paUjSBHp0hEiPXOvAlndjT/bO0CDb+D9EOgwB8q2hLOb4d71eA+3s1O0rOjGhsH+jGhWhn+uRtBywhb6zNrNqfAIM30IM3LNbekIUkQSvhDiZfkqGEM8y7QAHQOHFid4iJODHd1qFmbjsAAG1itOyIlwGowO4ZPFB7hy29bKMdt4l9RrSMIXQsQtTzljkfW/v4Ybp+D2xVeLtG0MhODvn710zeDAwHol2DgsgC4+BVm4Owy/wCC+W3WM2/elHLOlScIXQsRNKWjzKyg7mOANo8tAyChjyGbYbtg3F4K+geD/wamglw7N6ZqBEc3LsmGwP43L5eXnkFP4BgYxeaOVl2PWGu5etnQUJiOjdIQQr3d6I+ybbTzEvbADCvjAmRDjvXxe8Oiu0fXTL9R4DhCHI5fuMHLNMYKPh5M3izOD6henTSV3HOyt7J5z7yyjJlF8Rry+LpG1iG+UjpX9bQshrE4RP6NCZNup4JjRSPYBnxqVOtvPgnoj4N8zxhDPeJTJn4Xp3b2Z18uHvFmdGb7oIA1/CmH1ISsrx3wubY6/f0qGZQohEsc1N3RaYFTfLNHwhe15jJo9++a8vD0OPkVy8OcHNVhz+CqBa47Re9ZuKhbIxvBGpfApksPEHyCFshexdAQpJnf4QojEK+DzalJ3cILy7eD4Srh/M8EmjHLMeVkz0JfvWpfn8q2HdJiynW7TdnLkkhWXY+4ZlPA+Vk4SvhAi5Sp2hujHsOtXuHbMqNCZQPJ3sLejg3cBgof683HjUuw59y9Nx21i4Ly9FizH/JohmTZcB/8pSfhCiJTLWx5KNIYtY+Hn2jC3vVGb/94NeBQBBxdC1GPY+QvcDnvpUGdHe3r7FWXTsDq871uUVYeuUOeHYEYsPcz1iEfxnFAkh4zSEUKkjsv74WdfY/y+/8ewsAcUrGmUbTiyBDzbw4H54JTZKOvg4R1nM1duP2TMhhMsCA3D2cGOnr5FeK92EVwzmPiR4+mNMKN5/O/byAgdiH+UjiR8IUTqCQuFHMWM7o/dv8PygcaQzacy5wM7R6Pfv/dmY9RPPE5ei+CHtcdZdegKOVyc6F+nGJ2qFcTJwUQdE3M6wIlV8b+fBhK+dOkIIVKPe5Xnfd2Vu8J766HeV1Clh7GtXBtoPgZunDTG9r9GsdyuTOpcmSV9a1IiT2ZGLDtC3R+DWbLXROWYbb3KZyJIwhdCmI5bZag1EKr2NJZerNgFigRAzhJweAk8vmc86H385CHt43tw5dBLTXh5ZGNOz2r83sObzBkcGTh/H03HbSbo+DXrGsNvAyThCyFML08ZGHQIcpcy7qTLtHi+6PqKj2D3NGO/kFEwxR8e/PvS4Uop/ErkYnn/Wozp4MW9R1F0n7aLDlO2s/f8v6+eL7X132P6c5iBJHwhhPmVawMo+Pes8froMuP7P+sgJtIoyxwHOztFCy831g/246vmZTkVHkGriVvpPXM3J6+ZsBxzjqKma9uMJOELIcwvd2n4cC98chH8/wPnt8PFPXD1oPH+6Y2vPdzJwY6uNQqxcWgAg+qVYNM/4TQYvZGPF9liOWbzkYQvhLCM7IWNuvue7cDeEea0N7Zn9YBdv8D6rxJswiWDAwPqFSdkWABdaxRi0R6jHPO3q44mrRzznhnGTOE0zmwJXyllp5T6r1JqnFKqq7nOK4SwctmLQN0v4N418OkLbX4D52ywfRJEPkhUEzlcM/Bls7L8/ZE/TcvnY0rIaWqP/JtJwYksx7zzlxR+CNuQqISvlJqqlLqmlDoUa3sjpdRxpdRJpdTHCTTTAnADIoGwBPYVQqQn1fvBoMPQ6H9QoJpRmTPqAcxoCeHH4fpJo3Tx0eUQfiLeZjyyZ+LH9l6s/LA2VQpl5/vVx/ALDGLuzvNERcfEe1x6kaiJV0opXyACmKG1Lvdkmz1wAqiPkcB3AR0Be+DbWE30ePL1r9b6Z6XUQq1124TOKxOvhEinoh7BN0/Wjy1Y06jQefWQsRhLwZrQbXmimtlx+gbfrT7G3vO3KJLLhaENStKoXF5U7DH3k2vBlYPxN2RDk64ghROvtNYhQOxKSN7ASa31aa31Y2Ae0EJrfVBr/Wasr2sYPxSejp+y4iVvhBAW55ABuiyBkk3g3BYj2YMxa/fsJrj+T6KaqVYkB4v71ODnLpWxU4o+s/fQcuJWtp6KtTD76+57C/sl7zNYoZT04bsBF154HfZkW3wWAw2VUuOAkPh2Ukr1UkqFKqVCw8PDUxCeEMKmFQ2AlpPAyfX5NrfKxvedU+DEGqMgWwKUUjQsm5fVA2ozso0n1+48pNMvO3hn6k4OX7oNO35+PjooLl2XpvCDWI+UJPy45iHH+3NSa31fa/2u1rq/1nrCa/aborWuorWukitXrhSEJ4SweRmzQaUnYzze+Qve22DM0t05Bea8BYt6JLopB3s73qrqQdAQf/7TpBT7L9yi6djNPFzzpYmCtz4pSfhhgMcLr92BSykLRwghYvEdAnW/hIK1jFm62Qo+f+/oMqNIWxI4O9rTy7coIcMC+MC/KFHpqIM5JQl/F1BcKVVYKeUEdADSzu8+QgjrkCk71B78fIH0qu8Z3/uFQhF/WDbAWHBl5TCj/n4iZc3oyDCfTLiqxA39TAsSOyxzLrANKKmUClNKvau1jgL6AWuAo8ACrfVh04UqhBBAyUbw5S3IWRwafgtoY8GVnT/D1jFJa2vcKwNZ0rTEjtLpqLXOp7V21Fq7a61/e7J9pda6hNa6qNb6v6YNVQghnng6rDJXqefbMr4Bu6dDdJQxYSsRD3SJfv2KWg/IwOI9YUSbohyzBUhpBSGE7bKzMx7iAjT63hiv/3UO+G9e+KPb64+9eTrB5ju/MYvBC/bTdOwmgo7ZfjlmSfhCCNvWY40xS7dQzZe3H18Bl/bGf9zYigk2/Uf/+oztWJEHkdF0n76L9lO2s8cc5ZhNRBK+EMK2ZcoOWd2NLwDXvDDsDCh7o7b+1vHJbtrOTtG8Qn7WDfLj/1qU5XR4BK0nbqXXjFBOXrubOvGbkSR8IUTaMegI9N1u/BB42r+/9lO4eiRFzTo52PFOdaMc8+D6Jdh66gYNRocwbOF+Lt2ynVE+soi5ECJtunrYKLh2YAE8uAlv/gR3Lxszdy/uhsOLE24jnho6NyIeMSHoFLO2nwMF3WoU4gP/omTL5JTKHyJ54qulIwlfCJG2RYTDDyWMOjxJlUDRtAs37zN6/Qn+3HsR1wwO9PEvSvcahcnoZJ/MYFNHioqnCSGEzXLNBR7Vkn5cnnIJ7uKRPRM/vuXFqgG18S6UnZGrj+M/Kog5O6yzHLMkfCFE2mfnkPRj+mxJ9K6l8mbht25VWfB+ddyyZeQ/fx6kwegQVh68bFVDOSXhCyHSvgxZjO9vjjbpabwLZ2dRnxpM6VIZezvFB7P30HLCFraevJ7wwWYgCV8IkfY1CYTaH0HFdyB3GZOeSilFg7J5WT3Ql5FtPQm/+4hOv+6gy287OHTRsgup2NxD28jISMLCwnj4UFamF0nn7OyMu7s7jo6Olg5FWMqWMbDui9fv0342lH4zVU73MDKamdvOMSH4JLfuR9K8Qn4+alCCgjlcUqX9uKSZUTpnzpwhc+bM5MiR49VlyoR4Da01N27c4O7duxQuXNjS4QhL0RqOLoUF78S/jwmWNLz9IJIpIaf4bfMZoqI1naoVoH+d4uTKnCHVz5VmRuk8fPhQkr1IFqUUOXLkkN8O0zuloEwLGH4WqvU2tjma7m77qawZHRnasBQhQwNoX9WD2TvO4xcYxI9rj3P3YaTJzw82mPABSfYi2eTaEc9kfAPqjTD+nLecsX5umRbQb7dJT5s7izP/bVWe9YP9CCiVm7F/n8QvMJjfNp/hkYlXY0nGWCUhhEgjHDNC12XGmPtM2c166sI5XZjQqRLv+95i5OrjfL38CFM3n2Fw/RK0rOiGvV3q35zY5B1+elaoUCGuX0/ZEK+zZ88yZ86ceN8fOnQoZcuWZejQoUyePJkZM2YAMH36dC5dklUsRRpT2Nfsyf5Fnu7ZmPVeNWa+680bLo589Md+mozZZJIRPXKHnw49TfidOnWK8/2ff/6Z8PBwMmR4+WHS9OnTKVeuHPnz5zdHmEKkK7WL56Jm0ZysOHiZ8X+f5A2X1K/LI3f4SXTv3j2aNm1KhQoVKFeuHPPnzweMO+/hw4fj7e2Nt7c3J0+eBGDZsmVUq1aNihUrUq9ePa5evQrAxo0b8fLywsvLi4oVK3L37l0uX76Mr68vXl5elCtXjk2bNsUZQ2Bg4CvnCQ8Pp02bNlStWpWqVauyZcuWeM/z8ccfs2nTJry8vBg9+uWJKM2bN+fevXtUq1aN+fPnM2LECEaNGsXChQsJDQ3l7bffxsvLiwcPbKdCoBC2ws5O0axCflYPrI1btoyp3r5N3+F/tewwRy7dSdU2y+TPwpfNysb7/urVq8mfPz8rVqwA4Pbt5792ZcmShZ07dzJjxgwGDhzI8uXLqVWrFtu3b0cpxa+//srIkSP54YcfGDVqFBMmTKBmzZpERETg7OzMlClTaNiwIZ9++inR0dHcv38/zhjiOs+AAQMYNGgQtWrV4vz58zRs2JCjR4/GeZ7vvvuOUaNGsXz58lfaXrp0Ka6uruzbtw+AESNGANC2bVvGjx/PqFGjqFIlfa0DKoS5mWpwgU0nfEsoX748Q4YMYfjw4bz55pvUrl372XsdO3Z89n3QoEEAhIWF0b59ey5fvszjx4+fjf+uWbMmgwcP5u2336Z169a4u7tTtWpVevToQWRkJC1btsTLyyvOGOI6z/r16zly5HnN7zt37nD37t04zyOESJ9sOuG/7k7cVEqUKMHu3btZuXIln3zyCQ0aNOCLL4xZey/+VH765/79+zN48GCaN29OcHDwszvmjz/+mKZNm7Jy5Up8fHxYv349vr6+hISEsGLFCrp06cLQoUN5551XJ4fEdZ6YmBi2bdtGxowv/xoY13mEEOmT9OEn0aVLl8iUKROdO3dmyJAh7Nmz59l7T/vz58+fT/Xq1QGjy8fNzQ2A33///dm+p06donz58gwfPpwqVapw7Ngxzp07R+7cuenZsyfvvvvuS22/KK7zNGjQgPHjny/l9rRLJq7zZM6cmbt3k748W3KPE0JYB5u+w7eEgwcPMnToUOzs7HB0dGTSpEnP3nv06BHVqlUjJiaGuXPnAkYfeLt27XBzc8PHx4czZ84A8NNPPxEUFIS9vT1lypShcePGzJs3j8DAQBwdHXF1dX02HDK2uM4zduxY+vbti6enJ1FRUfj6+jJ58uQ4z2NnZ4eDgwMVKlSgW7duz7qFEtKtWzd69+5NxowZ4/xtQghh3Wyuls7Ro0cpXbq0hSKKX6FChQgNDSVnzpyWDkUkwFqvISFSS5qppSOEECJ5pEsnlZw9e9bSIQghxGvJHb4QQqQTkvCFECKdkIQvhBDphCR8IYRIJyTh2xBXV1dLh2AR+/btY+XKlUk+zt/fn9jDeoVIzyThC5OKjn55BR+tNTExMUlqI7kJXwjxMkn4SXT27FlKlSpF165d8fT0pG3btty/f58NGzbQqlWrZ/utW7eO1q1bEx0dTbdu3ShXrhzly5d/Vo7Y39+fQYMG4evrS+nSpdm1axetW7emePHifPbZZ/Ge/6OPPqJSpUrUrVuX8PBwwCif0KhRIypXrkzt2rU5duwYEH9p5hEjRtC1a1caNGhAoUKFWLx4McOGDaN8+fI0atSIyMhX19c8efIk9erVo0KFClSqVIlTp06htWbo0KHPPtvTkg/BwcEEBATQqVMnypcvz9mzZyldujQffPABlSpV4sKFC6xdu5bq1atTqVIl2rVrR0REBAC7du2iRo0aVKhQAW9vb27fvs0XX3zB/Pnz8fLyYv78+dy7d48ePXpQtWpVKlasyF9//QXAgwcP6NChA56enrRv315KOAsRm9baar8qV66sYzty5MjzFyuHaz21Sep+rRz+yjlfdObMGQ3ozZs3a6217t69uw4MDNQxMTG6ZMmS+tq1a1prrTt27KiXLl2qQ0NDdb169Z4d/++//2qttfbz89PDhg3TWmv9008/6Xz58ulLly7phw8fajc3N339+vVXzg3oWbNmaa21/uqrr3Tfvn211lrXqVNHnzhxQmut9fbt23VAQIDWWuubN2/qmJgYrbXWv/zyix48eLDWWusvv/xS16xZUz9+/Fjv27dPZ8yYUa9cuVJrrXXLli31n3/++cq5vb299eLFi7XWWj948EDfu3dPL1y4UNerV09HRUXpK1euaA8PD33p0iUdFBSkM2XKpE+fPv3s70wppbdt26a11jo8PFzXrl1bR0REaK21/u677/RXX32lHz16pAsXLqx37typtdb69u3bOjIyUk+bNu3ZZ9Va608++UTPnDnz2d9n8eLFdUREhP7hhx909+7dtdZa79+/X9vb2+tdu3a98lleuoaESIOAUB1HTpWJV8ng4eFBzZo1AejcuTNjx45lyJAhdOnShVmzZtG9e3e2bdvGjBkzuHv3LqdPn6Z///40bdqUBg0aPGunefPmgFFyuWzZsuTLlw+AIkWKcOHCBXLkyPHSee3s7Gjfvv2z87Zu3ZqIiAi2bt1Ku3btnu336NEjIP7SzACNGzfG0dGR8uXLEx0dTaNGjZ7FEnsS2d27d7l48eKz32CcnZ0B2Lx5Mx07dsTe3p48efLg5+fHrl27yJIlC97e3i+dr2DBgvj4+ACwfft2jhw58uzv8PHjx1SvXp3jx4+TL18+qlatChh1/+Oydu1ali5dyqhRowB4+PAh58+fJyQkhA8//BAAT09PPD094zxeiPTKthN+4+8sctrYixM8fd29e3eaNWuGs7Mz7dq1w8HBgTfeeIP9+/ezZs0aJkyYwIIFC5g6dSrAsyUE7ezsXlpO0M7OjqioqETFERMTQ7Zs2Z5Vx3xRfKWZY5/b0dHx2WeI69w6nnpL8W0HcHFxife11pr69es/K/z21IEDBxK18IPWmkWLFlGyZMlX3jPVwhFCpAXSh58M58+fZ9u2bQDMnTuXWrVqAZA/f37y58/PN998Q7du3QC4fv06MTExtGnThq+//jrekseJERMTw8KFCwGYM2cOtWrVIkuWLBQuXJg//vgDMJLh/v37gfhLMydVlixZcHd3Z8mSJYDxG8T9+/fx9fVl/vz5REdHEx4eTkhICN7e3gm25+Pjw5YtW54tz3j//n1OnDhBqVKluHTpErt27QKM3yyioqJeKcvcsGFDxo0b9+wHzt69ewHw9fVl9uzZABw6dIgDBw4k+zMLkRZJwk+G0qVL8/vvv+Pp6cnNmzfp06fPs/fefvttPDw8KFOmDAAXL17E398fLy8vunXrxrfffpvs87q4uHD48GEqV67M33///WzhldmzZ/Pbb79RoUIFypYt++wh5tPSzLVr105xFc+ZM2cyduxYPD09qVGjBleuXKFVq1Z4enpSoUIF6tSpw8iRI8mbN2+CbeXKlYvp06fTsWNHPD098fHx4dixYzg5OTF//nz69+9PhQoVqF+/Pg8fPiQgIIAjR448e2j7+eefExkZiaenJ+XKlePzzz8HoE+fPkRERODp6cnIkSMT9cNHiPREyiMn0dmzZ3nzzTc5dOhQnO/369ePihUr8u6775o5MpFYlr6GhDC1+Moj23YfvpWpXLkyLi4u/PDDD5YORQghXiEJP4kKFSoU79397t27zRyNEEIknk324VtzN5SwbnLtiPTM5hK+s7MzN27ckP+4Ism01ty4cePZPAIh0hub69Jxd3cnLCzsWVkBIZLC2dkZd3d3S4chhEWYLeErpQoA44HrwAmtdbJmTTk6Or40g1MIIUTiJKpLRyk1VSl1TSl1KNb2Rkqp40qpk0qpjxNopgSwQmvdAyiTzHiFEEIkU2L78KcDjV7coJSyByYAjTESeEelVBmlVHml1PJYX7mBvUAHpdTfQFDqfQQhhBCJkaguHa11iFKqUKzN3sBJrfVpAKXUPKCF1vpb4M3YbSilhgBfPmlrITAtJYELIYRImpT04bsBF154HQZUe83+q4ERSqlOwNn4dlJK9QJ6PXkZoZQ6DmQFbsdzSHzv5cR4XmCtXveZrKHt5LSR2GMSs19C+8T3/uuOs+ZrwpTXQ2q0b8rrITH7puT99JgjCsa5Na6ayXF9AYWAQy+8bgf8+sLrLsC4xLaXlC9gSlLfI5560Nby9brPZA1tJ6eNxB6TmP0S2uc1/+6vu1as9pow5fWQGu2b8npIyb93Iv/dJUc8+UrJOPwwwOOF1+7ApRS09zrLkvmeNTNl3KnRdnLaSOwxidkvoX3ie1+uB9O0b8rrITH7puR9uSaeSHTxtCd9+Mu11uWevHYATgB1gYvALqCT1vpwageZHEqpUB1H8SCRfsk1IV6UHq+HxA7LnAtsA0oqpcKUUu9qraOAfsAa4CiwwFqS/RNTLB2AsDpyTYgXpbvrwarLIwshhEg9NldLRwghRPJIwhdCiHRCEr4QQqQT6SbhK6VclFK/K6V+UUq9bel4hGUppYoopX57MutbCJRSLZ/kh7+UUg0sHY8p2HTCT2JRt9bAQq11T6C52YMVJpeU60FrfVprLQsPp3FJvCaWPMkP3YD2FgjX5Gw64ZOEom4YE8OeloKINmOMwnymk/jrQaQP00n6NfHZk/fTHJtO+FrrEOBmrM3PirpprR8D84AWGDODn658YdOfW8QtideDSAeSck0ow/fAKq31HnPHag5pMfHFVdTNDVgMtFFKTcJ2p1qLpIvzelBK5VBKTQYqKqU+sUxowkLiyxH9gXpAW6VUb0sEZmo2t8RhIqg4tmmt9T2gu7mDERYX3/VwA0iT/6lFguK7JsYCY80djDmlxTt8cxZ1E9ZPrgcRW7q9JtJiwt8FFFdKFVZKOQEdgKUWjklYjlwPIrZ0e03YdMK30aJuwkTkehCxyTXxMimeJoQQ6YRN3+ELIYRIPEn4QgiRTkjCF0KIdEISvhBCpBOS8IUQIp2QhC+EEOmEJHwhhEgnJOELIUQ6IQlfCCHSif8HgW48G9hazVQAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"cl_spass = hp.read_cl('cl_fit_spass.fits')\n", | |
"ell_spass = np.arange(len(cl_spass))\n", | |
"plt.loglog(ell_spass[1:200], cl_spass[1:200], label='spass best fit')\n", | |
"plt.loglog(ell[1:200], cl_beta_s_corr[1:200], label='pysm beam corrected')\n", | |
"plt.ylim([1e-8, 1e0])\n", | |
"plt.legend()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"retrieve spass best fit parameters" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"cl_spass_par = np.polyfit(np.log10(ell_spass[1:]), np.log10(cl_spass[1:]), 1)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"define function to fit for the amplitude assuming S-PASS best fit " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def func(x, B):\n", | |
" return (cl_spass_par[0]*x+cl_spass_par[1])+B" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"now fit pysm spectrum with the function above. This allows to find the multiplication factor needed to rescale the pysm map at the level seen from spass data. We fit in the bin range [10,30]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from scipy.optimize import curve_fit\n", | |
"popt, pcov = curve_fit(func, np.log10(ell[10:30]), np.log10(cl_beta_s_corr[10:30]))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.legend.Legend at 0x2aaadb962e50>" | |
] | |
}, | |
"execution_count": 14, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.loglog(ell_spass[1:200], cl_spass[1:200], label='spass best fit')\n", | |
"plt.loglog(ell[1:200], cl_beta_s_corr[1:200]/10**popt, label='pysm rescaled')\n", | |
"plt.ylim([1e-8, 1e0])\n", | |
"plt.legend()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"rescaling factor to be applied to pysm map" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"mr = 1/np.sqrt(10**popt)\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"now we build a gaussian realization of the spass best fit power spectrum, we smooth it at the target angular resolution (now 2deg) of the final beta map and we filter out the large angular scales (with an inverse beam window function at 5deg). We then add this gaussian map to the rescaled pysm one." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 20, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Sigma is 0.000000 arcmin (0.000000 rad) \n", | |
"-> fwhm is 0.000000 arcmin\n", | |
"Sigma is 50.959308 arcmin (0.014823 rad) \n", | |
"-> fwhm is 120.000000 arcmin\n", | |
"Sigma is 0.000000 arcmin (0.000000 rad) \n", | |
"-> fwhm is 0.000000 arcmin\n", | |
"Sigma is 0.000000 arcmin (0.000000 rad) \n", | |
"-> fwhm is 0.000000 arcmin\n" | |
] | |
} | |
], | |
"source": [ | |
"lmax = np.max(ell)\n", | |
"nside = 512\n", | |
"beta_gauss_or = gauss_map(cl_spass, nside=nside)\n", | |
"beta_gauss = hp.smoothing(beta_gauss_or, fwhm=np.radians(2.))\n", | |
"high_pass = high_pass_filter(np.radians(5.), lmax)\n", | |
"beta_gauss_filt = apply_filter(beta_gauss, high_pass, nside=nside)\n", | |
"beta_s_ug = hp.ud_grade(beta_s, nside)\n", | |
"beta_s_rescaled = beta_s_ug*mr\n", | |
"beta_new = beta_s_rescaled + beta_gauss_filt" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"0.2820654365850436" | |
] | |
}, | |
"execution_count": 21, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"np.std(beta_gauss_or)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"plot final map (restoring the mean value)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 22, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 612x388.8 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"hp.mollview(beta_new+np.mean(beta_s_tot), min=-3.4, max=-2.6)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 23, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 612x388.8 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 612x388.8 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"beta_new_spassreg = np.copy(beta_new)\n", | |
"beta_new_spassreg[beta_spass_nomono==0] = 0\n", | |
"hp.mollview(beta_new_spassreg, min=-0.4, max=0.4)\n", | |
"hp.mollview(beta_spass_nomono, min=-0.4, max=0.4)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 24, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"[1.5722501]\n" | |
] | |
} | |
], | |
"source": [ | |
"print(mr) #scaling factor applied to pysm original map " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 25, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"0.10685840662422949" | |
] | |
}, | |
"execution_count": 25, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"np.std(beta_new)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 26, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 612x388.8 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"hp.mollview(beta_s_tot, min=-3.4, max=-2.6)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 27, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/usr/common/software/tensorflow/intel-tensorflow/1.15.0-py37/lib/python3.7/site-packages/ipykernel/__main__.py:1: MatplotlibDeprecationWarning: \n", | |
"The 'normed' kwarg was deprecated in Matplotlib 2.1 and will be removed in 3.1. Use 'density' instead.\n", | |
" if __name__ == '__main__':\n", | |
"/usr/common/software/tensorflow/intel-tensorflow/1.15.0-py37/lib/python3.7/site-packages/ipykernel/__main__.py:2: MatplotlibDeprecationWarning: \n", | |
"The 'normed' kwarg was deprecated in Matplotlib 2.1 and will be removed in 3.1. Use 'density' instead.\n", | |
" from ipykernel import kernelapp as app\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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bp0raKel3kzxYU6lNq7IdwtIxB2yvl/Rdkr7RTHmNqrQ1hO3L1P0B/64k326otqYNG4tTJJ0v6YHeJO5MSffY3pykkf2cZ6X1cY+k63uPr5f0D/0HJPmFJN+XZF7SRyTdPokhXcHQsehtFXC3umNwZ4O11a3KdgjLx+dqSf+S6bwqbOhY9H7d/wtJm5MM/IE+JVYdiyQvJtmQZL6XDw+qOyaNbbo/K0F9s6TLbT+h7g0QbpYk2y3b28daWfOqjMXPSbpE0g229/Y+LhhPuaPT6zkvbYewT9Knkzxq+/dsb+4ddquk020/KenDWn2F0MSqOBZ/pO5vl3f2vgemco+fimMxVlxCDgCFm5UZNQBMLIIaAApHUANA4QhqACgcQQ0AhSOoAaBwBDUAFO7/ASm4aFN2nTQsAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"h = plt.hist(beta_s, bins=100, normed=1)\n", | |
"h = plt.hist(beta_new, bins=100, normed=1, alpha=0.5)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"compute power spectrum of the new map" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 28, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"cl_beta_new = hp.anafast(beta_new)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 29, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.legend.Legend at 0x2aaadbe68a50>" | |
] | |
}, | |
"execution_count": 29, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.loglog(cl_beta_s, lw=3, label='pysm original')\n", | |
"plt.loglog(cl_beta_new, lw=3, label='pysm updated')\n", | |
"plt.loglog(cl_spass, lw=3, label='spass best fit')\n", | |
"\n", | |
"plt.ylim([1e-9, 1e0])\n", | |
"plt.legend()\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### General code that does not required input other than the PySM2 beta synchrotron template" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 31, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import healpy as hp\n", | |
"import numpy as np" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 32, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def remove_mono(hmap):\n", | |
" map_nomono = hmap-np.mean(hmap)\n", | |
" return map_nomono\n", | |
"\n", | |
"def gauss_map(cl, nside=256, lmax=None):\n", | |
" beta_sim_gauss = hp.synfast(cl, nside, lmax=lmax)\n", | |
" return beta_sim_gauss\n", | |
"\n", | |
"def high_pass_filter(fwhm, lmax):\n", | |
" ell = np.arange(lmax)+1\n", | |
" B = hp.gauss_beam(np.radians(5.), lmax)\n", | |
" return 1-B**2.\n", | |
" \n", | |
"def apply_filter(hmap, filter, nside=256):\n", | |
" lmax = len(filter)\n", | |
" alm = hp.map2alm(hmap, lmax=lmax)\n", | |
" almf = hp.almxfl(alm, filter)\n", | |
" hmap_out = hp.alm2map(almf, nside)\n", | |
" return hmap_out" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"load PySM beta synch template and remove the mean value" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 33, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"NSIDE = 512\n", | |
"ORDERING = RING in fits file\n", | |
"INDXSCHM = IMPLICIT\n" | |
] | |
}, | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/global/homes/k/krach/usr/python_prefix_3.7/lib/python3.7/site-packages/healpy/fitsfunc.py:352: UserWarning: If you are not specifying the input dtype and using the default np.float64 dtype of read_map(), please consider that it will change in a future version to None as to keep the same dtype of the input file: please explicitly set the dtype if it is important to you.\n", | |
" \"If you are not specifying the input dtype and using the default \"\n" | |
] | |
} | |
], | |
"source": [ | |
"nside = 2048\n", | |
"lmax = 2048\n", | |
"\n", | |
"template_dir = '/global/project/projectdirs/cmb/www/pysm-data/pysm_2/'\n", | |
"beta_s_pysm = hp.read_map(template_dir+'synch_beta.fits')\n", | |
"beta_s_pysm = remove_mono(beta_s_pysm)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"generate the theoretical power spectrum for beta_synch (numbers come from S-PASS analysis)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 34, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/usr/common/software/tensorflow/intel-tensorflow/1.15.0-py37/lib/python3.7/site-packages/ipykernel/__main__.py:2: RuntimeWarning: divide by zero encountered in power\n", | |
" from ipykernel import kernelapp as app\n" | |
] | |
} | |
], | |
"source": [ | |
"ell = np.arange(lmax+1)\n", | |
"cl_spass_fit = 10**(-0.82655497)*ell**(-2.60860208)\n", | |
"cl_spass_fit[0] = 0" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"generate gaussian map, filter it to remove the large scales and add it to the pysm template.\n", | |
"Note that the pysm template has also been rescaled to match the amplitude of fluctuations observed in S-PASS analysis (pysm template is multiplied by 1.57). The new template has mean value -3.1" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 35, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/global/homes/k/krach/usr/python_prefix_3.7/lib/python3.7/site-packages/healpy/sphtfunc.py:400: FutureChangeWarning: The order of the input cl's will change in a future release.\n", | |
"Use new=True keyword to start using the new order.\n", | |
"See documentation of healpy.synalm.\n", | |
" category=FutureChangeWarning,\n" | |
] | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Sigma is 0.000000 arcmin (0.000000 rad) \n", | |
"-> fwhm is 0.000000 arcmin\n", | |
"Sigma is 0.000000 arcmin (0.000000 rad) \n", | |
"-> fwhm is 0.000000 arcmin\n" | |
] | |
} | |
], | |
"source": [ | |
"beta_gauss = gauss_map(cl_spass_fit, nside=nside, lmax=lmax)\n", | |
"high_pass = high_pass_filter(np.radians(5.), lmax)\n", | |
"beta_gauss_filt = apply_filter(beta_gauss, high_pass, nside=nside)\n", | |
"beta_s_pysm_ug = hp.ud_grade(beta_s_pysm, nside)\n", | |
"beta_s_pysm_rescaled = beta_s_pysm_ug * 1.5722501\n", | |
"beta_update = beta_s_pysm_rescaled + beta_gauss_filt - 3.1" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 36, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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