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@zonca
Created May 19, 2022 00:33
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "295ee87f-12bc-4581-b97b-167bcedf997d",
"metadata": {},
"outputs": [],
"source": [
"import pysm3\n",
"import healpy as hp\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from pysm3 import units as u"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "c5fa63df-67dd-4d60-b831-4b37cb09c2ef",
"metadata": {},
"outputs": [],
"source": [
"def anafast(m):\n",
" return hp.anafast(m, iter=10)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "1cef9792-8505-47c7-b84f-9f2247908fc2",
"metadata": {},
"outputs": [],
"source": [
"#!grep cl pysm3/data/presets.cfg"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "50bb3415-4583-4b71-a97a-fad76ce720f3",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/zonca/.virtualenvs/pysm/lib/python3.8/site-packages/healpy/fitsfunc.py:643: ComplexWarning: Casting complex values to real discards the imaginary part\n",
" alm.real[i] = almr\n",
"/home/zonca/.virtualenvs/pysm/lib/python3.8/site-packages/healpy/fitsfunc.py:644: ComplexWarning: Casting complex values to real discards the imaginary part\n",
" alm.imag[i] = almi\n"
]
}
],
"source": [
"alm = pysm3.template.read_alm(\"dust_gnilc/raw/gnilc_dust_largescale_template_logpoltens_alm_nside2048_lmax3072_complex64.fits\", has_polarization=True)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "75a7f06d-e765-4075-b69a-177fea853ca6",
"metadata": {},
"outputs": [],
"source": [
"small_scale_cl = pysm3.template.read_cl(\"dust_gnilc/raw/gnilc_dust_small_scales_logpoltens_cl_lmax16384.fits\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "b67b5b2c-b996-4884-83e6-44799b147462",
"metadata": {},
"outputs": [],
"source": [
"nside = 512\n",
"\n",
"lmax = 3*nside-1"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "c8805f95-23c0-4f9f-93b2-5363e120fbd6",
"metadata": {},
"outputs": [],
"source": [
"synalm_lmax = lmax"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "12d289b8-b45d-429c-ad5b-e465df06e7a5",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1535"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lmax"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "1b4efb22-3143-4a08-a395-eff846280b40",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1381.5"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
".90*lmax"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "73765c49-f4f5-49e8-b592-e31738f41b17",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1280.0"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"2.5*nside"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "a24c4b55-28b4-4e01-beff-30c14a769299",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/zonca/.virtualenvs/pysm/lib/python3.8/site-packages/healpy/sphtfunc.py:492: ComplexWarning: Casting complex values to real discards the imaginary part\n",
" (np.asarray(cl, dtype=np.float64) if cl is not None else None)\n"
]
}
],
"source": [
" alm_small_scale = hp.synalm(\n",
" list(small_scale_cl.value)\n",
" + [np.zeros_like(small_scale_cl[0])] * 3,\n",
" lmax=synalm_lmax,\n",
" new=True,\n",
" )\n",
" \n",
" lmax = min(synalm_lmax, 3 * nside - 1)\n",
" alm_small_scale = np.array(\n",
" [hp.almxfl(each, np.ones(int(lmax))) for each in alm_small_scale]\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "9ccd2831-e722-4803-b476-a6f66067cd88",
"metadata": {},
"outputs": [],
"source": [
"beamwidth = 14 * u.arcmin\n",
"gauss_beam = hp.gauss_beam(fwhm=beamwidth.to_value(u.rad), lmax=lmax)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "9d5e41af-98ff-4f7d-97bf-51adb86c763e",
"metadata": {},
"outputs": [],
"source": [
"map_healpix = hp.alm2map(hp.smoothalm(alm.value, fwhm=beamwidth.to_value(u.rad)), nside=nside) + hp.alm2map(hp.smoothalm(alm_small_scale, fwhm=beamwidth.to_value(u.rad)), nside=nside)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "3e01a573-73f1-4e88-9af9-dc68e35a0495",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.11451621372724687"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.rad2deg(hp.nside2resol(nside))"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "c637d7c6-30ca-4fdb-b2e1-8f4ffd659149",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 4.86406108e+00, 2.09116585e-02, -3.88398041e-03])"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"map_healpix.mean(axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "567ed740-4bbd-499d-8a1e-eaf3fb927247",
"metadata": {},
"outputs": [],
"source": [
"map_healpix = pysm3.utils.log_pol_tens_to_map(map_healpix)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "3d81c378-a0dd-4390-ab0a-2e001f4903c9",
"metadata": {},
"outputs": [],
"source": [
"alm_from_map = hp.map2alm(map_healpix, iter=10, lmax=lmax)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "93abfd1b-fbf7-4121-bc09-5a5db1bd9384",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1536,)"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gauss_beam.shape"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "10e138b3-4554-4d82-9d47-c5eabbe583e1",
"metadata": {},
"outputs": [],
"source": [
"alm_from_map = [hp.almxfl(each, gauss_beam) for each in alm_from_map]"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "f5d9762b-2990-448b-a022-6332d6936900",
"metadata": {},
"outputs": [],
"source": [
"map_healpix_through_alm = hp.alm2map(alm_from_map, nside=nside)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "049e569f-1f91-4601-b2f9-27553e0a8f8c",
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "d4c75bfb-55b7-4c78-8eae-c4ce49301a31",
"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(map_healpix[0], min=0, max=1e3, title=\"I emission\")"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "7aa87967-081d-4e27-89cf-1ea925026e13",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(3, 4723201)"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"alm.shape"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "28d54d9a-eb69-403d-aa1c-a084afa8ac21",
"metadata": {},
"outputs": [],
"source": [
"nlon, nlat = pysm3.utils.lmax2nlon(lmax), pysm3.utils.lmax2nlat(lmax)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "029129d6-6e73-4622-a4cf-d8ed9548f421",
"metadata": {},
"outputs": [],
"source": [
"# map_gl = pysm3.utils.gl_alm2map(alm.value, lmax=lmax, nlon=nlon, nlat=nlat) + pysm3.utils.gl_alm2map(alm_small_scale, lmax=lmax, nlon=nlon, nlat=nlat)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "40c6d95b-0f15-47aa-bd87-e7b7956f60d9",
"metadata": {},
"outputs": [
{
"data": {
"text/latex": [
"$[[(17.242647+0i),~(-0.089230531+0i),~(-2.660846+0i),~\\dots,~(0+0i),~(0+0i),~(0+0i)],~\n",
" [(0+0i),~(0+0i),~(-0.082614965+0i),~\\dots,~(0+0i),~(0+0i),~(0+0i)],~\n",
" [(0+0i),~(0+0i),~(0.010931628+0i),~\\dots,~(0+0i),~(0+0i),~(-0+0i)]] \\; \\mathrm{\\mu K_{{RJ}}}$"
],
"text/plain": [
"<Quantity [[ 1.72426472e+01+0.j, -8.92305313e-02+0.j, -2.66084596e+00+0.j,\n",
" ..., 0.00000000e+00+0.j, 0.00000000e+00+0.j,\n",
" 0.00000000e+00+0.j],\n",
" [ 0.00000000e+00+0.j, 0.00000000e+00+0.j, -8.26149645e-02+0.j,\n",
" ..., 0.00000000e+00+0.j, 0.00000000e+00+0.j,\n",
" 0.00000000e+00+0.j],\n",
" [ 0.00000000e+00+0.j, 0.00000000e+00+0.j, 1.09316277e-02+0.j,\n",
" ..., 0.00000000e+00+0.j, 0.00000000e+00+0.j,\n",
" -0.00000000e+00+0.j]] uK_RJ>"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"alm"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "d3ac137e-c424-4944-bb4d-b66037b05a63",
"metadata": {},
"outputs": [],
"source": [
"map_gl = pysm3.utils.gl_alm2map(alm.value, lmax=lmax, nlon=nlon, nlat=nlat) + pysm3.utils.gl_alm2map(alm_small_scale, lmax=lmax, nlon=nlon, nlat=nlat)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "28cf3ab1-439a-4290-ad00-bfc0046983d4",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"6.870972823634812"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hp.nside2resol(nside, arcmin=True)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "423f2802-d71b-4ebd-a304-54f2b5f46a2c",
"metadata": {},
"outputs": [],
"source": [
"map_gl = pysm3.utils.log_pol_tens_to_map(map_gl)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "a1854446-b7a5-4c20-a9d4-d5c7ae5b6973",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([206.05853492, 4.93858556, -0.56850619])"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"map_gl.mean(axis=(1,2))"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "acdb4a28-f267-437f-ad70-8890c0aaf9cc",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(3, 1536, 3072)"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"map_gl.shape"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "e4919e08-038f-49c4-b70c-9d368b02b447",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"4718592"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"map_gl[0].size"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "2c66c787-b20a-49d0-9da2-769f51bcdb23",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f8c7ed00ca0>"
]
},
"execution_count": 33,
"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.imshow(map_gl[1])"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "cc54c301-8a4b-45a2-a491-a2f195d17cd9",
"metadata": {},
"outputs": [],
"source": [
"alm_from_map_gl = pysm3.utils.gl_map2alm(map_gl, lmax=lmax)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "07097e40-81de-49a7-ab6a-f857a0899edd",
"metadata": {},
"outputs": [],
"source": [
"alm_from_map_gl = hp.smoothalm(alm_from_map_gl, fwhm=beamwidth.to_value(u.rad))"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "efcc68f6-3886-4d80-8f09-fd8958647eda",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f8c7ecb5100>]"
]
},
"execution_count": 36,
"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(hp.alm2cl(alm_from_map_gl)[0])"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "cbc19b0a-f59d-44f0-9190-9dc6f25be048",
"metadata": {},
"outputs": [],
"source": [
"map_healpix_from_gl = hp.alm2map(alm_from_map_gl, nside=nside)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "259b697b-4f90-460c-904e-8ed29714c4b9",
"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(map_healpix_from_gl[0])"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "ce6c8e8b-7abf-4c79-b89c-83e08535c37b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 417.6x460.8 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"hp.gnomview(map_healpix_through_alm[0]-map_healpix[0], rot=[0,0], xsize=2000, reso=.5)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "06ad4a37-6605-4fca-a717-b70f9b7d9154",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 417.6x460.8 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"hp.gnomview(map_healpix_from_gl[0]-map_healpix[0], rot=[0,0], xsize=2000, reso=.5)"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "528f985e-daba-4298-a6b3-068d5861b0f2",
"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"
},
{
"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": [
"for i_pol,pol in enumerate(\"IQU\"):\n",
" hp.mollview(map_healpix_from_gl[i_pol]-map_healpix[i_pol], title=f\"GL - HEALPix: {pol}\" )"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "00b0775d-3ad3-410c-8e6d-c662bc3133db",
"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"
},
{
"data": {
"image/png": 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