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@joezuntz
Last active January 16, 2020 18:32
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"pylab inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pymaster as nmt\n",
"import healpy\n",
"import h5py\n",
"import sys\n",
"sys.path.append(\"../..\")\n",
"import txpipe\n",
"import txpipe.utils.nmt_utils\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"map_file = txpipe.data_types.DiagnosticMaps(\"../../data/2.1i/diagnostic_maps.hdf5\", \"r\")\n",
"md_file = h5py.File(\"../../data/2.1i/tracer_metdata.hdf5\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"pix_info = map_file.read_map_info('mask')\n",
"area = md_file['tracers'].attrs['area']\n",
"\n",
"nside = int(pix_info['nside'])\n",
"assert md_file['tracers'].attrs['area_unit'] == 'sq deg'"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"area = 306.2 sq deg\n",
"sigma_e = 0.268\n",
"n_eff = 1.32 / sq arcmin\n",
"Nside = 1024\n"
]
}
],
"source": [
"sigma_e = md_file['tracers/sigma_e'][3]\n",
"N_eff = md_file['tracers/N_eff'][3]\n",
"n_eff = md_file['tracers/n_eff'][3]\n",
"\n",
"f_sky = area / 41253\n",
"area_sr = f_sky * 4 * np.pi\n",
"width = np.sqrt(area_sr) #radians\n",
"\n",
"n_eff_sr = N_eff / area_sr\n",
"\n",
"print(f\"area = {area:.1f} sq deg\")\n",
"print(f\"sigma_e = {sigma_e:.3}\")\n",
"print(f\"n_eff = {n_eff:.3} / sq arcmin\")\n",
"print(f\"Nside = {nside}\")"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"g1= map_file.read_map(\"g1_3\")\n",
"g2= map_file.read_map(\"g2_3\")\n",
"g = np.array([g1,g2])\n",
"mask_orig = ((g1!=healpy.UNSEEN) & (g2!=healpy.UNSEEN)).astype(int)\n",
"R = md_file['tracers/R_total'][3]\n",
"Rinv = np.linalg.inv(R)\n",
"\n",
"g1, g2 = np.dot(Rinv, g)\n",
"g1[mask_orig==0] = 0\n",
"g2[mask_orig==0] = 0"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"mask = nmt.mask_apodization(mask_orig, 0.25, apotype=\"C1\")"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"86.23780120583314 163.76219879416686 13.180092707561132 107.81990729243887\n",
"The interval between parallels is 5 deg 0.00'.\n",
"The interval between meridians is 5 deg 0.00'.\n",
"86.23780120583314 163.76219879416686 13.180092707561132 107.81990729243887\n",
"The interval between parallels is 5 deg 0.00'.\n",
"The interval between meridians is 5 deg 0.00'.\n",
"86.23780120583314 163.76219879416686 13.180092707561132 107.81990729243887\n",
"The interval between parallels is 5 deg 0.00'.\n",
"The interval between meridians is 5 deg 0.00'.\n",
"86.23780120583314 163.76219879416686 13.180092707561132 107.81990729243887\n",
"The interval between parallels is 5 deg 0.00'.\n",
"The interval between meridians is 5 deg 0.00'.\n"
]
},
{
"data": {
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AwzbEIav8WMt+6+KYHeWG9e+pH2E88OB4/WTGNR99gd7+1xkYPFn/TaH77n+l/qQqV1x/mIHBk/T2v15/xv9t977Ml/7oGFA5ahkZnaGr+zVuvH0YgLu2HeWhh18FYM3lg0ycOMNjT05y250jANxx9yiPbJ8AYPn65wB4ZPsEd9w9CsBtd47w2JOTTJw4w5rLBwF46OFXuWvbUQBuvH2Yru7XGBmdWfJ9+t6+1867T7UXTOz0+/T+f/5C01+nTrxPn71nLOp7L+Y+bVg/Hb2eRnmBaZuqH/EetoH6ybUe281xG2fSJuq/uTZoB+tPktNtu5qeEfutC2jPjIjl8kh3v3XxvnBDm2vOleXR7o23D/O97Zdmdn1589zvuR3S9mexzZZi7WYpiyNdl0M3bzqRJqKTaVDA7YVm1R6ueFV7COmV537P7ZC2P4uDD+9rNwsuh+5q1qZOiHL1VStTJ0Tx3O+5HdL2Z3Gk633tZkHbC03SFoOIthhKu72Q1VnEZrTjST9qZ6u98tzvuR389+e5djuVy6H7QW5NnRBluO+y1AlRPPd7bgf//d7XbhZcDt1xfD89X1f3VOqEKJ77PbeD/37vazcLLofui/j+VcivffPV1AlRPPd7bgf//d7XbhZ0Im0ROoEmcq4yn0wr7Ym02q/oeVX7VVCvPPd7bgf//d7XbhZcDt11+H5xwVtvXpU6IYrnfs/t4L/f+9rNgrYXFqHtBZFzaXshjssj3dqzAXlVe9Yprzz3e26HzuiPORDxvnaz4HLo3hx+JXVClNMvXZ46IYrnfs/t4L/f+9rNgsuhW3v+y3Zr19ZC7XlWvfLc77kdOqM/Znshr7XbyVwO3TFeyuV22rV3tXP3ZFuuNy+e+z23g//+vNZuJ9OJtEXoRJrI+cp6Mq20J9JqL7XRbu0auLWXP/HKc7/ndvDfn9fa7WQuh+4l+H7Sj099ck3qhCie+z23g/9+72s3Cy6H7lrWpU6IcsMH/L4aKvju99wO/vu9r90suBy6+9iZOiFK7dVdvfLc77kd/Pd7X7tZ0Im0BegkmsjcdCJt6Vwe6dZex96rhx72/fR8nvs9t4P/fu9rNwsuh+4E46kTovT2T6dOiOK533M7dE7/Uh8Fel+7WdD2wgK0vSAyN20vLJ3LI9391pU6IcqNtw+nTojiud9zO8zdv3XDFjdD0PvazYLLobuRzakTotyz7c2pE6J47vfcDnP3p3hEttTb9L52s+By6K5ideqEKJs2XpA6IYrnfs/tMH9/3oN3qUfW3tduFlwO3R6eavtttPOb+NpbXmjbdefBc7/nduic/qWujzzWbqfTibR56CSayMK87CNnqbQn0g7bQOqEKA886PvHZjz3e24H//3e124WXA7daabaev3tPsodGT3d1utvN8/9ntvBf3+7164H2l6Yh7YXRBam7YWlcXmk22O7UydEueajnXEyZKk893tuB//93tduFlwO3Su5OnVClAe/7Pvp7Tz3e26HzupfyqNB72s3Cy6H7nJWpE6Isvoil3/tdZ77PbdDZ/UvZXvB+9rNQud8BVvQj++X/LjtTt8vzue533M7+O/3vnazoBNpc9BJNJHF6UTa0rg80h20g2277jwG7n33v9L222gnz/2e26Gz+p8Y6Wt5vbRz7Xrhcui2Uxn/9RaR/Gh7YQ7aXhBpTtkOUkq7vdBtu9p23XkM3CuuP9z222gnz/2e28F/fzvXrhcuh+5VXJ86Icp3v7E+dUIUz/2e26Gz+pdylOt97WbB5dA9zUzqhCgTJ86kTojiud9zO3RW/1IeFXpfu1lwOXQP0Zs6IcqnPz+WOiGK537P7dB5/a0OXu9rNws6kTaLTqKJtKZMJ9MKdyJt0iY4buP1J8UYsP7682/utceZtimO2VH22eMAHLJehm0IgD22gxk7xZiN0GeV33o5YD2M2hEAdtujAIzaEQ5YDwB99gxjNsKMnWKP7QDgoYdf5a5tR4HKiwB2db/GyOgMl255Hqg8n+m2e18GKk8+0tv/OgODJ+snOO67/5X6z1Jecf1hBgZP0tv/ev2JSrbd+zIf+ReVFxe8dMvzjIzO0NX9Wv0FB+/adpSHHn4VgDWXDzJx4gyPPTnJbXeOAHDH3aM8sn0CgOXrnwPgke0T3HH3KAC33TnCY09OMnHiDGsuH2zLffr13/rpefep9jyvnX6f3nLFUNNfp068T9dsfSHqe68d92mh9TRsQxyyytHtfuvib+z7TNsUe6tr+LANMGD9QOXJcI7bOJM2UT/hNmgH6z/b2227mp4RtRfAbMeMiOXySPewDfDOsKltHe0+2n3gwXE+9+m1bb2NdvLc77kdOre/2aPddq/ddsviSNfl0G0nbS+ItK4sWwyF215oVu2hiVe1h4teee733A7++72v3Sy4HLrXcVPqhCg/3PWO1AlRPPd7bgf//d7XbhZcDt1JJtpyvXltLQwMnczldtrFc7/ndujM/la2Ftq1dj1xOXSHeDZ1QpQv3n8sdUIUz/2e26Ez+1s5WPG+drOgE2kNdBJNpHVlOYkGJT6RVvu5P69qP4vpled+z+3Qmf2tHKx4X7tZcDl0V9N5P6fYiquvWpk6IYrnfs/t4L/f+9rNgrYXGmh7QWRpyrLFUNrthax+Ha9RngO39mufXnnu99wO/vvbsXa9cTl0P8itqROiDPddljohiud+z+3gv9/72s2Cy6E7Tmc9vV2rurqnUidE8dzvuR06t7/ZR4re124WXA7dF/H9q5Bf++arqROieO733A7++72v3SzoRFqVTqKJxCnDybTSnkirPddlVvIeuLXnVPXKc7/ndvDfn/Xa9cjl0F1Hti/Ol/e/0LfevCrX28ua537P7dDZ/c0cvGS9dj3S9kKVthdE4hV9i6G02wu1l9XwqvZSJ1557vfcDv77va/dLOhIFx3limSpyEe7pT3Srb2QXFby/iapvbifV577PbdD5/cvtpayXrseuRy6Y7yU6fXlfaS7c/dkrreXNc/9ntuh8/sXW0tZr12PtL2AthdEslLkrQUo8fZC7TXrvbrtzpHUCVE893tuB//93tduFlwO3UvI7kk/UhzlfuqTa3K/zSx57vfcDp3fv9h6ynLteuVy6K5lXeqEKDd84MLUCVE893tuB//93tduFlwO3X3sTJ0Q5dItvp/0w3O/53bw3+997Wah9CfSdBJNJFtFPplW2hNpwzaUOiHKQw/7enq+rRu2nLOQvPU38twOPvoXOpDxvnaz4HLoTjCeOiFKb/906oSmbd2whSdG+s5ZSJ76Z/PcDj76FzrS9b52s1Dq7QVtLYi0R1G3GEq7vbDfujK5nlTfGDfePpzkdrPiud9zO/jvz2rteuZy6G5kcybXk+pI955tb05yu1nx3O+5Hfz3Z7V2PXM5dFexOnVClE0bL0idEMVzv+d28N/vfe1mweXQ7eGp6OtIuZ977S0vJLvtLHju99wO/vuzWLvelfZEmk6iibSPTqTNz+WR7mEbSJ0Q5YEHff/YjOd+z+3gv9/72s2Cy6E7zVTqhCgjo6dTJ0Tx3O+5Hfz0z/dI0vvazYK2F0SkLYq4xVDa7YUe2506Ico1H/V9MsRzv+d28N/vfe1mweXQvZKro/586qPcB7/s++ntPPd7bgf//bFrtwhcDt3lrIj686kf9qy+yOVfe53nfs/t4L8/du0WgcuvYD9xL/mR+kj3tjt9vzif5/7U7bOfsa1Vqftjxa7dIijtiTRIP3xFiiz1I8p2KO2JtEE7GPXnZz9VYd7uu/+VZLedBc/9ntvBf3/s2i0Cl0NXRMSrUm4vaFtB8lZ7qN3s917jQ3PP369F22Io3PbCpE1w3MbrP8s3YP31Xxvca48zbVMcs6N8z7YDcMh66y//scd2MGOnGLMR+qyyWX/Aehi1IwDstkcBGLUj3HH3KAC33TnCY09OMnHiDGsuHwQqL4dy17ajQOW5S7u6X2NkdKb+goAPPDjOtntfBio/M9nb/zoDgye54vrDQOXhX+0h4BXXH2Zg8CS9/a/Xf75y270v87b3Vpov3fI8I6MzdHW/Vn+e1Lu2Ha2/JMuayweZOHGGx56c5LY7RwC44+5RHtk+AcDy9c8B8Mj2iVzv08ZrfnLefar9emqn36c3/txzTX+dsr5P/+Yr+5q+T/uti99+tJv/8aP959ynt1wxFPW9l/fX6Zf/4GkOWW/9Pu2znUzbFHvtcaDya8ED1g9Ufob3uI0zaRN02y6gsh1R25Lotl1Nz4ja8/YudUYcsB4A+uwZxmyEGTvFHttBFlwe6U7aBKvC0p4irhOOGgYGT7LpXX6fos9zf0x77aWLUvL4d994tBuzdjtB4Y50m3WamdQJUSZOnEmdEMVzf0z7EyN9yR8ue/67B/9rNwsuh+4helMnRPn058dSJ0Tx3B/bnvpI1/PfPfhfu1lwub0QI/WiESmT1I8Mslba7YXaxrtXtRM8Xnnu99wO/vpn/0y897WbBZdDdyUXpk6IsuHty1MnRPHc77kd/Pd7X7tZ0PaCiLRVkbYYSru9UPsZv1Z1ysCt/dylV577PbeDz/7GdbfUtVskLofuddyUOiHKD3e9I3VCFM/9ntvBf7/3tZsFl0N3kokl/blOeZgzMHQydUIUz/2e28F//1LXbpG4HLpDPLukP9cp2wtfvP9Y6oQonvs9t4P//qWu3SIpzYm0Thm4ImXUKY8yY5X2RFrtCTS8qj2piVee+z23g9/+2kGP97WbBZdDdzVrUydEufqqlakTonju99wO/vu9r90saHtBRNpO2wtnuTzSzep5LVOpPdeoV577PbeD3/7aQY/3tZsFl0e6M3aKFeENLV13Jx3pTpw44/qltD33e24H//03rX9vy2u3k5T2SHec1p7erpMGLkBX91TqhCie+z23g+/+rRu2tLx2i8jl0H0Rf78K2ehr33w1dUIUz/2e28F3/xMjfe7XbhZcbi+0qtOOdEXKyvsJtdJuL9ReNM6r2gv5eeW533M7+O/3vnaz4HLormN905ftxKPcW29elTohiud+z+3gv7+VtVtU2l4Qkdxoe8HpkW7t9em9Wr7+udQJUTz3e24H//3e124WCn+kq6Nckc7i+Wi3tEe6o3YkdUKUR7b7fk5Rz/2e20H9ReBy6I7xUlOX69Sj3J27J1MnRPHc77kd1F8Ehd5e6NShK1Jm2l5wqM+eSZ0Q5bY7R1InRPHc77kd0vfXBubWDVvOeXu+yzReduuGLbxtvY50V6QOWIpLuCx1QpRPfXJN6oQonvs9t0Pa/rmGbLODt8b72s2CyyPdtaxLnRDlhg9cmDohiud+z+2Qrj+rLQHvazcLLofuPnamTohy6RbfT/rhud9zO/jv38fO0p9r0Yk0EVlU1ie/nhjpc3lCrbQn0oZtKHVClIce9vv0fOC733M7+O8ftqHSHwy5HLoTjC96mU7+wvb2T6dOiOK533M7+O9vZu0WXWG3Fzp56Epn2rphi75v5pHlVkDt71jbC47st67UCVFuvH04dUIUz/0LtXsYuJ7/7qGydj0O2yy5HLob2Zw6Ico9296cOiGK537P7ZCuP6t/kDay2cU/bu3kcuiuYnXqhCibNl6QOiGK537P7eC/v3HtlnX4uhy6PTyVOiHKtbe8kDohiud+z+3gv9/72s2CTqSJyKJ0Iq2itCfSDtvAopdpfEKOZi6T9TfAQrf/wIPN/9jMUrqyuC+NT1IyWxb9rX595rrOZr52sz/XSnushe7jYvd/ruc3gLj+Vr4v2jUQm1m7RefySHfA+tkUrmp3Ttuof3Ht+o0l/d2n5b0/iyNdl0NXRCSF0m4v9Nju1AlR1J+O53ZQfxG4HLpXcnXqhCjqT8dzO6i/CFwO3eU+n3u9Tv3peG4H9RdBRw3dSZvguI3XH4IMWH/9bOdee5xpm+KYHaWHvwLgkPXWn3Fsj+1gxk4xZiP1l/M5YD31Vw7ebY8ClVcSPmA9QOVlf8ZshBk7xR7bAVSeBemQ9QKVX1k8ZkeZtin22uNA5ezrgPUDlYdKx22cSZug23YBMGgHGbSDAHTbrjnv0372nHefar/a7OE+/V/2NfV16sT79AOebPrr1In36a/5XtNfp068Tz9ib+brKe/7FEsn0kQpQFoXAAAGO0lEQVREmlTaE2m1f/m8Un86nttB/UXgcuiKiHil7QURkSaVdnuhtsnulfrT8dwO6i8Cl0e6kzbBquD36R3Vn47ndlB/aqU90j3NTOqEKOpPx3M7qL8IXA7dQ/SmToii/nQ8t4P6i8Dl9oKISAql3V6o/QaLV+pPx3M7qL8IXA7dlVyYOiGK+tPx3A7qLwJtL4iINKm02wu1J8vwSv3peG4H9ReByyPdaZtiZfD7MEX96XhuB/WnVtoj3UkmUidEUX86nttB/UXgcugO8WzqhCjqT8dzO6i/CFxuL4iIpFDa7YXaM9F7pf50PLeD+ovA5dBdzdrUCVHUn47ndlB/EWh7QUSkSaXdXsjqBeJSUX86nttB/UXg8kh3xk6xIryh3Tlto/50PLeD+lMr7ZHuOGOpE6KoPx3P7aD+InA5dF/k+dQJUdSfjud2UH8RuNxeEBFJobTbCwesJ3VCFPWn47kd1F8ELofuOtanToii/nQ8t4P6i0DbCyIiTSrt9sJuezR1QhT1p+O5HdRfBDrSFRFpUmmPdEftSOqEKOpPx3M7qL8IXA7dMV5KnRBF/el4bgf1F4G2F0REmlTa7YU+eyZ1QhT1p+O5HdRfBC6H7iVcljohivrT8dwO6i8Cl0N3LetSJ0RRfzqe20H9ReBy6O5jZ+qEKOpPx3M7qL8IdCJNRKRJpT2RNmxDqROiqD8dz+2g/iJwOXQnGE+dEEX96XhuB/UXgbYXRESaVNrthf3WlTohivrT8dwO6i8Cl0N3I5tTJ0RRfzqe20H9ReBy6K5ideqEKOpPx3M7qL8IXA7dHp5KnRBF/el4bgf1F4FOpImINCmLE2kdNXRFRIrO5faCiIhXGroiIjnS0BURyZGGrohIjjR0RURypKErIpIjDV0RkRxp6IqI5EhDV0QkRxq6IiI50tAVEcmRhq6ISI40dEVEcqShKyKSIw1dEZEcaeiKiORIQ1dEJEcauiIiOdLQFRHJkYauiEiONHRFRHKkoSsikiMNXRGRHGnoiojkSENXRCRHGroiIjnS0BURydGK1AHtcnFYbyeZhhAItQ+G+v9V3298e/bn5nq/+kbDh89/f7E/D7bgn5n7eu28z8/1Z4AQKped9/OzrrOJ6232co2a7m342ILdC3zcWug6/+PWcuc5pfN8KWsfnPXVOOdbrvqdMMf12HmXrV1P47fVOR+rf272x2Zfl837uXOvr+FyYZ6PN9y3+ucaruu822nhes+5T7MvE6C2qs+/XOPHz6793r+ZfsLMbqEDFHbonmSa96/4KIRlhGUBwjJYFipDeNmyynda/b+B0PD5cz5Xf7/29qzLNX4OsBAqjx8aPj/7Y43vW6iuthCw+sdqlz17fVZ/v/EywLKzb8/+3HnvL1vocnP9N5zz/kKXrQ/O2seZ/88sdp3nvM1il7V5r7f+ORo/Zw2fP/t+4+fC7MtR+/js/1YuVx8esy5T+Wu26v9gWf3tc99fxqz3G/5b+Vz17cb/sdDHzpz3/vL6+5XPLW98OxjLqH289rEzLKP633Cmfvmz/z17eeDcy1O5vcplKpet3cby2p+tXnY5jR+3+nWefbvWSvWysDzAckL17cAyQvX9UH1/WfXtylsAy9f/+OIWxkdbaXtBRCRHGroiIjnS0BURyZGGrohIjjR0RURypKErIpIjDV0RkRxp6IqI5EhDV0QkR8HMFr+UQyGEvwVeT90hIh3hjWb2D1NHQIF/DRh43czelzpCRNILIexP3VCj7QURkRxp6IqI5KjIQ/eh1AEi0jE6Zh4U9kSaiEgnKvKRrohIx9HQFRHJUeGGbgjhlhDC34UQngsh/MfUPSKSTgjh6yGEo9Wf2+8IhRq6IYTlwFeBXwA2A58IIWxOWyUiCf0J0BGvjVZTqKELXAs8Z2ZDZnYS+HPglxI3iUgiZrYXOJa6o1HRhu4lwAsN7w9XPyYi0hGKNnRFRDpa0Ybui8A7Gt6/tPoxEZGOULSh+9fAu0MIl4UQLgA+Dnw3cZOISF2hhq6ZzQCfAZ4ADgH/08wOpq0SkVRCCN8Cvg+8J4QwHEL49eRN+jVgEZH8FOpIV0Sk02noiojkSENXRCRHGroiIjnS0BURyZGGrohIjjR0RURy9P8Bwh2FZTojlUMAAAAASUVORK5CYII=\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"
},
{
"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": [
"healpy.cartview(mask_orig, lonra=[45,76], latra=[-50,-20])\n",
"healpy.graticule(dpar=5, dmer=5)\n",
"\n",
"healpy.cartview(mask, lonra=[45,76], latra=[-50,-20])\n",
"healpy.graticule(dpar=5, dmer=5)\n",
"\n",
"healpy.cartview(g1, lonra=[45,76], latra=[-50,-20], min=-0.3, max=0.3)\n",
"healpy.graticule(dpar=5, dmer=5)\n",
"\n",
"healpy.cartview(g2, lonra=[45,76], latra=[-50,-20], min=-0.3, max=0.3)\n",
"healpy.graticule(dpar=5, dmer=5)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"field = nmt.NmtField(mask, [g1, g2], templates=None) \n",
"field_neg = nmt.NmtField(mask, [g1, -g2], templates=None) "
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"nlb = max(1,int(2 * np.pi / width))\n",
"# This wrapper around NmtBin just adds \n",
"ell_bins = nmt.NmtBin(nside, nlb=nlb)\n",
"ell = ell_bins.get_effective_ells()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"w00 = nmt.NmtWorkspace()\n",
"w00.compute_coupling_matrix(field, field, ell_bins)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"# JAZ not sure if this should have an f_sky factor in or if that's\n",
"# accounted for by the couple_cell?\n",
"noise_level = sigma_e**2 / n_eff_sr\n",
"n = w00.wsp.lmax + 1\n",
"N1 = np.ones(n) * noise_level\n",
"N2 = [N1, N1, N1, N1]\n",
"cl_noise = w00.couple_cell(N2)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"c1 = nmt.compute_full_master(field, field, ell_bins, cl_noise=cl_noise, cl_guess=None, workspace=w00)\n",
"c2 = nmt.compute_full_master(field_neg, field_neg, ell_bins, cl_noise=cl_noise, cl_guess=None, workspace=w00)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x114c81710>"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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h1plKVvs+W87rZN9nX8wyCuT75Jf9EPz9w5XKRLYcrfC1vu1v9iugs/dkS3xefI0f82pfc33f2FAmydM2yrd5w0Wm/kpkzVjjCez2UXB3JXSt+1VYnftgh46a7tkQ6PcJXKlMFPpc3vQ+QMxJ4SZGfwjANincwm0VGJNXZOmGWdb7AppWrsfJmEHGlkFlfo0puu6uhHaaa2r7HBiWr0Pp29ei9P7xAIDS+8ej9O1rYfioxOXzuzrrKdjfJwtXokaw/LCFQOQfnubrcfY4+9xEO8oN0vHl9bIgv9x4gOnb+b7tayV3S7nNt/XcLeU1vknvKDcYj/OUdWvg8+nGFsJfb3C7deBSi6WOvFL+ALYQiMhTnk7XdLa+IS02Av3bjLCZZbN4ZCrG3mXqfzct3ou/Y4CxT96qZeDtlE2H3+LN5181DDkHFhvLwhq6+WpdFIhstx7ioDIR1aBV2gjzAPKk3m0x+bcdXH6cNwOypR3jELf+Ldupq5X5wL41QPFyJNxyEzbvjTNurLN6JHDnZODKJacLBw3zshyuh4iYONH55jwu5LIyzMvSZHMfIMRSVwgXphFpTuutQb2dx+/qlE1HC94urhqBtR+uMt4wfzifOQGENQIAREZ+abzvzsnAF69e/fbuYHOjyP6JiFs03mb/h7iyUqcf5vO3VqDgSiebbLcFVzrVWKXs7qI7Lfh6C00i0imPtwa1mr5pYTd90z5zavfYlm4tzrIPJrVt0ZkY1RybX3gVLfZ9aikrX3od2uEvMOT/E5G/KUJOXDpyv9sFRBnPkXDTr4H8iZhw5gIyhr539bWYu3scJSZ0UWJUc+SteAe3NVyEhunP4+LORcjb3hgjhz3p8jn8RRctBCIKYi70kXszy8bdRWFpsRHoPfMlDBs2F+vnGmc3ff/xNsTlPIHIX20AUscgo0US9qVnX90Ss81j2Fd5DBnN4mwDm3msYfVIYPOrNbLURkycWOcWqWnXHER2w7mYeHESZl96GBMvTkJ2w7lIu+YgDPOyal1056vWmctcGXkOlh/OMiLyD7dnGWm4I5yns4zMO7/ZrDFwUL/4vHin91me+/PpxvURn0+v+dz26xfsb5tmGdnsRGc1y8h8rR3NWKp1HYUbwFlGROQpt7OhargjnCtpue3HDQoqqrGk4CjSYlviy/gUXFw1wvH+0pX5mHD2F6d7T5u7ey7uXIScLvcbu3tWvGM7w6mOVgTufAYFVzrZjp9c6WTpTvNlAj5v6SIgMP01UZCrzDfOnkl/3vivfReKxqynphZUVGP8O7sAAJm926L38E6YeHGS8UMYsF3sdnw3Mh5YCMSkG7tn7BbCWXf35P54wKa7x0YtAdG6y+vJQ5857fIydz/lfPEnTQf3a6OLaadm3DGNKAjVsiPc/GOt/bbTmPmDN+43zVBy/DTeerKr5XldeU6HA+mmAfPZh2/AkhMPY9SNH2Byu2+B47sx//KAq6/N9Jq/iX0cEWXLET70HUtQsM6DZM6ZNGXz3/HRN0tr1GHCzQ8go3C15VomLE3Avm9/AobkIef0fo/3sQipaadEFMRq2RFO630ArBedmaem7qg4hVFp0TZByNOd33KaNkJC/kQsOfEwAGDJiYeRkD8ROU0bWV7b/h3rgNUjsf+Of+DBg72M6btXPgoUGOtm6fKyajXN6P2sJY0HYJXS4+7XbbufAMu19UfXEqedEpF3HC3gikkHYtKRBli6SF45tQOvtLzDp1k+q7OzLfP/3ZmaamafqdXcTWPO1JrU7BE0PNYOWUOTMX773Xjrzi+QuXIPku40vob77tiLzzdVorTTXzFj83XIGpqM+NgIQL1kXM9wYyIMH5XYrDEwzyhyupDNqvtpQpf7/bsXhCsjz8Hyw1lGRPqTvSdb3thQJgc7dDTOsPEh88wcX2QTdTSjx3qGk/l+61lG8XnxtrOHrDmY2eRoJlGNGV1Wj8vOal9rtlhXgbOMiCgY5O7NxfKdxwDA7RXKjjiau9+i311YJHt8nk30qZ6xKD7zPoCrmVPtu5+crr52ceaVzbiA9XhM75eQ8cBC7Pv2J+xLN7YwrLPFaoGDykSkmd3T/obwlUtqlJ8fOgopf37e6/O7u2FObXKKcxx+0NoPNjvbEKh/mxHYsKPL1S4xB/mLDB+V1J6vqJZV3wkViz3OL+XqoDLHEIg05ovdtvTG8qF5C4Apxo+Z92dcwhernkZSs0dQUnUawZbr09Vv3eYUH/O3ViD76CCbD+kBtxjf17RrDtrOvIq5C1g9EpGmlBdO/yYuD8BTMXZ/E6bxmAlNG3n5Cuumiy4jrkMgPdN6pk0wMm+MYz2Lxlzu6YwfR9zdMMdVriT6c/QaLK/t+G4Yfn7I4cwrwLO/Ca26iazpvsvo4sWLqKqqwoULFwJUK9LSddddh6ioKDRsqFGuej8J9L7HgWTuctEyvbOWakv056ybCai7O8uffxP1psuoqqoKzZo1Q3R0NJRSga4O+ZCI4NSpU6iqqkJMTEygq+MV6/TNk3q3rTfBALg6GBvswcBZN05tvPnWHox/E7roMqrNhQsX0LJlSwaDEKSUQsuWLUOi9efNXgB654+uDl9w1o3Tv80I106wfQ4Mf32u1uyl1plRzX8Ts7r+gLAv5wbF34TuAwIABoMQFgrvrbvpm+sjd/P0aJHXxzxV1Xqbz6yhyZjR+1nXTtA6BZHXrkHc+rcsXUURSZcAWLWOTKnC9+9Yh80vvIplvS9gSOX/4Z57+wbF30RIBIRACwsLQ1JSkuVn5syZAIBevXqhQ4cOlvKHH344wDWlQPBmL4D6wt20DFqlcSg+877LO7PVYJ/1FEB1cQOHx8RuycRD+z5F/I4/WPaSdvY34XBPaI3ofgwhGISHh6O4uNjhfStWrEBqap1jORTCnM1GCYY+40AKxkHm3L25aHisnVvpL2yYFqMZsnMBNLMUm7uQjvZ/HM0nZCCtxzjgneWW7TRLtlY4TPMN2Kbn0Fq9Cgj1cT44UbCqzs5G71+9Zbltn0fIXl15h7xl7q7xdJtPAEBlPgwL8lB9oFmNuyImTsT5788hvN9dMM89Ks1YjhZYjm5DRwE9vV+o5616FRDMg0bmN9i6b9cb58+fR1JSkuX2lClT8OijjwIAhg0bhvDwcABAnz59MGvWLK+eiyiUmKdzurKHs8d7PtfBPtCM3343sN0YaLKGGhfRuRQQKvNhmDKmZjcRriayi6zMx6WwufjXxdvRadVBvDl0HLIbzkXDx7rbHG+Yl+VeQjwfqVcBwXrQyJdzf9llROQaZx90Q+5UgIuTeXytrkDj8ufD8d2InLEYkabFaJYP8cQLiOyfaDxm/xo0uEbhSuffATiIjt0fQMN2XY0L1qzSVUQ+nWn54Pdleo661LtBZeu5v24PGhGRVyKfzkRcWanlA878e0Rm7d967WcVmdc2BJU7n6mRwC5i4kREvr706kBz6TrsT8/BjLJWONz30RrbaQaa3wKCUupWpdRipdQHVmVNlFJLlVILlVLD/FGP+jwfnCjQ7Pc+Boz/J685fV+tj7OfVVRjzMBqfr9FZb6x3I3jfBloLN07VllPv4l9HMNN+yYMnPMKFsmeOqebapWewxGXAoJS6m2l1Eml1H678r5KqUNKqXKl1Au1nUNEjojIGLvi3wH4QETGAhjoVs09oNV8cPMYgvnnhReuXophw4ZZyu+9915vXwKRrlkv/oqYONF3eZ1M8/stH/bmTKOtU2o9zvDX52yO8+UiOktfv9V+0xFly7Gs9wVLz0T4yiV1TkH250wsV8cQ8gBkAVhmLlBKhQHIBtAHQBWAQqXUWgBhAGbYPX60iJx0cN4oAOYOu8uuV9sztc0H96br6PJlx1XfsmWLx+ckCkW243h9sLyWWTxuzSqyXgNgSje9tv1riLjSCWlWhxVc6YTq9q9hoOm46hUfIXJ9nna7ktntNx0ecxfiV48Ebmpuec5gmoLsUkAQkXylVLRdcTcA5SJyBACUUqsAPCgiMwD0d/H5q2AMCsXwQ/cV54MTBZ6rOXzcnlVkvSFN+vOIuOVeJ7MK7wV+VWE8Djdpu0Wlg/2mDT8/hOr7x1sO8dcMIld48yHcGsA3VrerTGUOKaVaKqXmA0hWSk0xFf8TwENKqVwA65w8bpxSqkgpVWQwGLyoLhEFA83G8ay6ZlC0GGnXHHSYiqLdytdRmrEcpatuAuAg35AHnKbScDDQHPl/sxwOrAc6GAB+nHYqIqcAPGVX9hOAUXU8bgGABYAx/bVmFSQizVmP47mz+KvOwV67rhnzhjRpQ/JsWyPXHASuXWPpJirtGIe40T/bfot3ppbdzHIrFusmiV9tvGkhHAfQxup2lKnM57hBDlFo8DSvU50ftg66ZjAkD0f3bbNpjRzdt81ynOVbvdXGNbVydeDaDf6cQeQKlzfIMY0hfCQi8abbDQB8DeAeGANBIYChInJAk5rC8QY5paWliIuL0+opKQjwPSZP2LdG7G8nLE3A5h/Hu9dVY7VPck7pMuQ62NbSV6k0fMnVDXJcnXb6LoAvAXRQSlUppcaIyCUAmQA2ACgF8L6WwYAo5Lk6l55c4kprxO1+e6uB64y44TW2Cd03Yl/QBQN3uBQQRORxEblRRBqKSJSILDaVfyIi7UUkVkRe1aqSwd5lZE5/3aVLF6SkpKCgoAAAcPToUYSHh1vuS0tLw6FDhwJcWwpaGnRJ1GeOsocWn3kf2UcH1bpXcq0q84Evs4DER40D2NYBPBQCt4jo5qdr165i7+DBgzXK/K1JkyaW3z/99FNJT08XEZHKykrp3Lmz5b758+fL8OHD/V4/vQuG99hvjmwVeT1G5PPpxn+PbA10jUJWfF68ew8wvzc75tX4NzurfVC/VwCKxIXPWF3kMvJZC8EPTfIff/wRLVq0cPs+IgC2c+lTx2g7R57cYx64Tss0/rt9NtD2XuCLV5HxwMKQeK90ke1URNYBWJeamjrWqxOZm+Tm2QjWU9W8YE5dceHCBZw4cQKbN2+23FdRUYGkpCScOXMG586dw86dO716LgpxdnPpEXNXSHzQBCNX8xblFOcYxwWsE9DZLYILmffIlWZEsPz4pMtIgya5dZdRQUGBdOrUSa5cuVKjy2jVqlVy3333ef189U296TIy/22a/ybtb+vRtjdr1v/IVmO5TjjsWtJZ1x5CqcvIpzRukvfo0QPV1dVwtKp64MCByM/Pd/AoIjidS+/SHHkf89k+vqE4UG7ds9D7pas5lOy7o3VIFwHBp7OM7JvkPn4Ty8rKcPnyZbRs2bLGfdu3b0dsLLfqJCccpDlATHpAcuVbb2LjFfuN580fpMd3B/UU25ziHMsMJMBuNlIQBW5fq19jCE6Wt7u0bL0W1ltoigiWLl2KsLAwAFfHEEQEjRo1wqJFi7x6CUS646y/XYPxPF+pLbHe/K0VSLzSvEYW1ZLLrW1z8+iQLgKCz9QW2b0ICM7SX0dHR+P8+fMen5fInzTbx9fZQLldumpvv5j5i1Z7swcFVwYaAv0DYACABW3btq0xWFJvBhzrMb7H/newQ0ffnKiugfLPp4tM/ZXx3yCVvSe7RtmOcoMkT9sob2wok+RpG2VHucGjc+duKa/x2B3lBsndUu7R+ZxBKA0qi8g6ERnXvLmXuyoRkX/V1irXeDzPVxylovDJ3uzb5+DOBgdtdm3cv2MdCpdP9X4HOQ/pIiAQkX/5LAuns4Fy6zVBOpyp45M9HVqnIH7HH7Cs9wVkrtyD1atXoPVnGbjn3r4B27SLAYGIatB8sxZvZuoEOAmgr/Zmzzm9H4gbgPj8DOTcuB699/8JmzrPRPxNzQM224oBgYj8z5sptgFa22Bem+Hpng72cvfmAvEP4fKlX9C9ajEOt3kEn5WexMVVIwK2TkMXs4yUUgMADGjbtm2gq0JEgRagGUrV2dmIfDrTp3uz7//vadxy+Ro0DrsO3f+3EqlhDZBx8Y8YeaWTzbRWf9FFCyHYB5XN6a/NPzNnzgQA9OrVCx06dLCUP/zwww4f/+GHH2LatGluPefs2bPRqVMnJCYm4p577sF//vMfAIDBYEDfvn29e0FEwU6nSQDtF7w9Xv4i0mIi8Fb83cCl82gglzDpnrY4netiOm7Sz/40AAASU0lEQVQf00ULIdiFh4ejuLjY4X0rVqxAamrtGxX97W9/w9q1a916zuTkZBQVFaFx48bIzc3F888/j/feew+RkZG48cYbsWPHDtxxxx1unZNIN/yUBNDXazNqLHhLN5179Ujja9k5H/GnNiHso40w3HK99mM5dnTRQtCCyxtiaOzrr7/Gtddei4gIx83NxYsXo3379ujWrRvGjh2LzEzjH8jdd9+Nxo0bAwC6d++Oqqoqy2MGDRqEFStWaF95qt8CNbjrx1xCkU9nIq6sFHFlpQBg+d2nH9TWr+WxFUDZOgA+TB/ihnobEHL35vrsXObUFeaf9957z3LfsGHDLOXPPfdcjcfu2LEDKSmOB5D++9//4q9//Sv+/e9/Y8eOHSgrK3N43OLFi3H//fdbbqempmLbtm1eviqiOgQqcV2I5BKa0GWCzWsxzMtC6f3jUfr2tZZjSjvG+S7RoAvYZeQD3nQZnThxApGRkQ7v++qrr9CzZ09cf/31AIAhQ4bg66+/tjlm+fLlKCoqwtatWy1lrVq1wn//+193XwaRewKVfsLRTKSYdM2f12drM0zsF7yZWx32LQPzbX90H+kiIPhqllFOcY5Ny8A8sDOhy4SAbYwdHh4OcxbXy5cvo2vXrgCMqbKdtRzMNm3ahFdffRVbt27Ftdde/VZx4cIFhIeHa1dpIrNQ3SjGAX98IEc+nYnIpzMtYxXmrip/0UWXka9mGWUkZWDfiH2WzIXm3wMVDAAgLi4O5eXlAIyzlYqLi1FcXIxp06bhtttuw9atW/H999/j0qVLWLNmjeVxe/bswfjx47F27Vq0atXK5pxff/014uPj/fo6qJ7SSfqJoGc3HmNpjfh5gZouWgjBzjr9NQD07dvXMvV02LBhlm/rERER2LRpk81j09PT8cc//hEiAqWUzX2tW7fGiy++iG7duuH6669Hx44dYQ6Kzz33HM6ePYshQ4YAAG6++WbLTKUvvvgC/fr10+bFEplplE6+XrLb3jeyfyKw45L/F6i5kgEvWH58soWmiaMMhoEyadIk+eyzzxzed+bMGRERuXjxovTv31/++c9/1nm+u+66S7777juf1jGQmO00SIXA9phBRcNtORFK2U61EMhuInsvvvgizp075/C+V155BUlJSYiPj0dMTAwGDRpU67kMBgMmT56MFi1aaFFVoquCaIe3kBAEi+3YZRQEbrjhBgwcONDhfX//+9/dOldkZGSdQYOIgpCfFtvVpt62EIiIAsHholg/LrarDQMCEZEfOVwUGySL7XTRZcRsp0QU0gK02M6eLloIEuTZTomIamOf5dT8e7DkVDPTRUAIdub01126dEFKSgoKCgoAAEePHkV4eLjlvrS0NBw6dMjhOU6cOIH+/fu79byfffYZunbtioSEBHTt2hWbN2+23Hfvvffi+++/9/xFEZHPmGc1BtOiWEcYEHzAnMto7969mDFjBqZMmWK5LzY21nLfiBEj8Nprrzk8x+zZszF27Fi3njciIgLr1q3Dvn37sHTpUjz55JOW+5588knk5ATXtw8iCm71NiBolUHwxx9/dLoGoLb71qxZ43Rjm8LCQiQmJloypprTUiQnJ+Omm24CAHTu3Bnnz5/Hzz//DMCYC+ndd9/19uUQkRccdRWZy4ORLgaVtWDeDs8XzKkrLly4gBMnTth03VRUVCApKQlnzpzBuXPnsHPnzhqPr6ysRIsWLWwS1FkbNWoUFi5ciB49euCFF15weMyaNWuQkpJiOUeLFi3w888/49SpU2jZsqUPXiURuavGhjimLqNgVW9bCL5k7jIqKyvDp59+iuHDh8O4Wvxql1FFRQXmzJmDcePG1Xh8bSmwf/jhB5w5cwY9evQAAAwdOrTGMQcOHMCf/vQnvPXWWzblTINNRO6oVwHBMC8LpR3jLKllzb/7svuoR48eqK6uhsFgqHHfwIEDkZ9fc6FJeHg4Lly4YLk9atQoJCUl4YEHHqjz+aqqqjB48GAsW7YMsbG2m38zDTZR8JjQZUKgq1CnetVlZM41DhiDgRa5xsvKynD58mW0bNmyRn6i7du31/jQBoD27dvj6NGjlttLliyxub9Zs2bYuXMnbr/9dqxatcpS/sMPP6Bfv36YOXNmjf2TRQT/+9//EB0d7f2LIiKvBduMIkfqVUDQinX6axHB0qVLERYWBuDqGIKIoFGjRli0aFGNxzdp0gSxsbEoLy+Ho8V3ixcvxtixY3HNNdegZ8+elhTYWVlZKC8vx7Rp0zBt2jQAwMaNG9GqVSvs2rUL3bt3R4MGfIuJyDX19tPCl9vhXb582WF5dHQ0zp8/79I5MjMzkZeXh+nTp9e4r3PnzigpKQEAzJw507Il58svv4yXX37Z4fneeecdZGQE/zcSIgoefgsISqlbAbwEoLmIPOyszF/8sR2eOwYPHoxTp045vO/jjz/GjBkzcOnSJdxyyy3Iy8ur83zx8fG45557fFxLIgplyjwbptaDlHobQH8AJ0Uk3qq8L4B/AAgDsEhEZrpwrg/sP/wdlTmSmpoqRUVFNmWlpaWIi4ur8zWQfvE9JvKOUmqXiKTWdZyrLYQ8AFkAllk9QRiAbAB9AFQBKFRKrYUxOMywe/xoETnp4nMREVEAuBQQRCRfKRVtV9wNQLmIHAEApdQqAA+KyAwYWxNERKQj3qxDaA3gG6vbVaYyh5RSLZVS8wEkK6WmOCtz8LhxSqkipVSRo7n9RETkG34bVBaRUwCeqqvMweMWAFgAGMcQNKsgEVE9500L4TiANla3o0xlPqeUGqCUWnD69GktTu81c/rrzp07o0uXLnjjjTdw5cqVQFcLTZs2dev4V155xeEezq+88goaN26MkyevDgO5cu60tDS3np+IAsubgFAIoJ1SKkYp1QjAYwDW+qZatoJ9gxxzLqMDBw7gs88+w/r16/GXv/wl0NXyqYiICLzxxhtuPca8LwQR6YNLAUEp9S6ALwF0UEpVKaXGiMglAJkANgAoBfC+iBzQrqr60KpVKyxYsABZWVkQEVy+fBnPPfccbrvtNiQmJtokoHv99deRkJCALl26WLKYFhcXo3v37khMTMTgwYMtm9z06tUL5im31dXVlpQUeXl5ePDBB9GrVy+0a9fOaSCaNWuWpQ5Tp061lL/66qto37497rzzTqeb9wDA6NGj8d577+G7776rcd/s2bMRHx+P+Ph4zJkzx1JubkWcOHEC6enpSEpKQnx8PLZt2wbAuKq6R48eSElJwZAhQ3D27Nk6ry8RacelgCAij4vIjSLSUESiRGSxqfwTEWkvIrEi8qpWlQz2LiN7t956Ky5fvoyTJ09i8eLFaN68OQoLC1FYWIiFCxeisrIS69evx7/+9S/s3LkTe/fuxfPPPw8AGD58OF5//XWUlJQgISHBpZbGV199hTVr1qCkpASrV6+G/VqNjRs34vDhw/jqq69QXFyMXbt2IT8/H7t27cKqVatQXFyMTz75BIWFhU6fo2nTphg9ejT+8Y9/2JTv2rULS5Yswc6dO/Hvf/8bCxcuxJ49e2yOWblyJe677z7LRkFJSUmorq7G9OnTsWnTJuzevRupqamYPXu2q5eYSJeCdR8EM12krhCRdQDWpaam1rql2Lb3v0b1N779lhnRpinueqS9x4/fuHEjSkpK8MEHHwAATp8+jcOHD2PTpk0YNWoUGjduDAC4/vrrcfr0afzwww/o2bMnAGDEiBEYMmRInc/Rp08fy54Hv/vd77B9+3ZLegtzHTZu3Ijk5GQAwNmzZ3H48GGcOXMGgwcPttRh4MCBtT7PpEmTkJSUhGeffdZStn37dgwePBhNmjSxPP+2bdsszwUAt912G0aPHo2LFy9i0KBBSEpKwtatW3Hw4EFLUr5ffvnFkuKbKFTl7s0N6iR3uggISqkBAAY4SvwWjI4cOYKwsDC0atUKIoJ58+bhvvvuszlmw4YNbp2zQYMGloFq61TZAKCUqvW2iGDKlCkYP368Tbl1944rfv3rX2Po0KHIzs5263Hp6enIz8/Hxx9/jJEjR2Ly5Mlo0aIF+vTpw13diIKJiOjmp2vXrmLv4MGDNcr8rUmTJpbfT548KX369JE///nPIiLy1ltvyYMPPii//PKLiIgcOnRIzp49K+vXr5cePXrITz/9JCIip06dEhGRxMREyc/PFxGRqVOnyjPPPCMiImPGjJGcnBwREXnzzTfllltuERGRJUuWyI033iinTp2Sc+fOSUJCghQWFtrUa8OGDdKtWzc5c+aMiIhUVVXJt99+K7t27ZKEhAQ5d+6c/Pjjj9K2bVuZNWtWjdc3depUS7nBYJDo6Gi59tprRUQs5/jpp5/k7Nmz0rlzZ9m9e7fN8x89elQuXbokIiLz5s2TP/zhD3Ly5Elp06aNHD58WEREzp49K4cOHXJ4fYPhPSbyVPaebInPi6/xk70n2+ljcreUy45yg03ZjnKD5G4p96gOAIrEhc9YXbQQgp05/fXFixfRoEEDPPnkk5g8eTIA4Pe//z2OHj2KlJQUiAgiIyPx4Ycfom/fviguLkZqaioaNWqEBx54AK+99hqWLl2Kp556CufOncOtt95q2Rvh2WefxSOPPIIFCxagX79+Ns/frVs3PPTQQ6iqqsITTzxh010EAL/97W9RWlpq6ZJp2rQpli9fjpSUFDz66KPo0qULWrVqhdtuu63O1xoREYHBgwfjzTffBACkpKRg5MiR6Natm+X1WncXAcCWLVswa9YsNGzYEE2bNsWyZcsQGRmJvLw8PP7445Z9oKdPn4727T3vniMKRp5so5kY1RyZK/cga2gy0mIjUFBRbbmtJZeS2wULJrerKS8vD0VFRcjK8t2ub8Gmvr/HFDrc2VfZHASeuP1mLN95zBIcPOFqcjtdbKGpt1lGRESOuLONZlpsBJ64/WbM3VyOJ26/2eNg4A5dBAQJ8oVpgTRy5MiQbh0QhRJ3ZhgVVFRj+c5jmNS7LZbvPIaCimoNa2aki4BARFSfWI8ZTP5tB2QNTUbmyj2aBwVdBIS6uoz0NA5C7uF7S/VRSdVpmzGDtNgIZA1NRkmVtt3muh9UrqysRLNmzdCyZcsa8+9J30QEp06dwpkzZxATExPo6hDplq93TAtaUVFRqKqqAvdKCE3XXXcdoqKiAl0NonpB9wGhYcOG/PZIROQDuhhDICIi7ekiIHAdAhGR9nQRELgOgYhIe7qaZaSUMgD4D4DmAOybC66URQDQfnWH47po8VhXjnV2jDvlvLbuH+PN9dXjtXX38XUdG2rX1tFza/VYR8feIiKRdT7SlQx4wfYDYIEnZXAx458W9dPisa4c6+wYd8p5bd0/xpvrq8dr6+vrG2rX1tvr6+u/XWc/uugycmCdF2X+4M3zuvNYV451dow75by27h/jzfXV47V19/F1HRtq19bb5/b1365Duuoy8pZSqkhcWJxB7uO11Q6vrXZ4bW3ptYXgqQWBrkAI47XVDq+tdnhtrdSrFgIRETlX31oIRETkBAMCEREBYEAgIiKTehsQlFJNlFJLlVILlVLDAl2fUKOUulUptVgp9UGg6xJqlFKDTH+37ymlfhvo+oQSpVScUmq+UuoDpZTr+12GiJAKCEqpt5VSJ5VS++3K+yqlDimlypVSL5iKfwfgAxEZC2Cg3yurQ+5cXxE5IiJjAlNT/XHz2n5o+rt9CsCjgaivnrh5bUtF5CkAjwC4IxD1DaSQCggA8gD0tS5QSoUByAZwP4BOAB5XSnUCEAXgG9Nhl/1YRz3Lg+vXl9yTB/ev7cum+6l2eXDj2iqlBgL4GMAn/q1m4IVUQBCRfADf2RV3A1Bu+sb6C4BVAB4EUAVjUABC7Dpoxc3rS25w59oqo9cBrBeR3f6uq964+3crImtF5H4A9a4ruT58ELbG1ZYAYAwErQH8E8BDSqlcBHY5u945vL5KqZZKqfkAkpVSUwJTNd1z9rf7NIB7ATyslHoqEBULAc7+bnsppeYqpd5CPWwh6H7HNE+JyE8ARgW6HqFKRE7B2MdNPiYicwHMDXQ9QpGIbAGwJcDVCJj60EI4DqCN1e0oUxn5Bq+vdnhttcNr60B9CAiFANoppWKUUo0APAZgbYDrFEp4fbXDa6sdXlsHQiogKKXeBfAlgA5KqSql1BgRuQQgE8AGAKUA3heRA4Gsp17x+mqH11Y7vLauY3I7IiICEGItBCIi8hwDAhERAWBAICIiEwYEIiICwIBAREQmDAhERASAAYGIiEwYEIiICAADAhERmfx/AFBPCbXCwaAAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"loglog(ell, c1[0], 'x', label='EE')\n",
"loglog(ell, c1[3], 'x', label='BB')\n",
"loglog(ell, c2[0], '+', label='EE (-g2)')\n",
"loglog(ell, c2[3], '+', label='BB (-g2)')\n",
"loglog(np.arange(n)+1, N1, '-', label='Decoupled Noise')\n",
"legend()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.7.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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