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@smsharma
Last active August 2, 2019 15:50
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import os, sys\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"from tqdm import *\n",
"import healpy as hp\n",
"\n",
"sys.path.append(\"NPTFit-Sim/NPTFit-Sim\")\n",
"import ps_mc\n",
"\n",
"%matplotlib inline\n",
"%load_ext autoreload\n",
"%autoreload 2"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Assumes wget is available! Otherwise, use curl or download manually\n",
"# from https://dspace.mit.edu/handle/1721.1/105492\n",
"os.system(\"wget https://dspace.mit.edu/bitstream/handle/1721.1/105492/fermi_data.tar.gz?sequence=5\");\n",
"os.system(\"tar -xvf fermi_data.tar.gz?sequence=5\");\n",
"os.system(\"rm -r fermi_data.tar.gz*\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Generate blazars"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"534128.5702163124"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.load(\"blazarSCD.npz\")['Nblaz'][0]"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"A, n1, n2, n3, n4, Sb, l1, l2 = [np.log10(1.00665722e-05), 1.50000000e+01, 1.81013300e+00, 1.50710793e+00,\n",
"1.33945083e+00, 1.00000000e+02, 6.79378820e-02, 1.06334329e-02]\n",
"\n",
"Sb1 = Sb\n",
"Sb2 = Sb * l1\n",
"Sb3 = 0.01 # 1e-15 * exp_mean\n",
"\n",
"S = np.array([Sb1, Sb2, Sb3])\n",
"n = np.array([n1,n2,n3, -50.])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"fermi_exp = np.load(\"fermi_data/fermidata_exposure.npy\")\n",
"exp_mean = np.mean(fermi_exp)\n",
"\n",
"nside = 128\n",
"npix = hp.nside2npix(nside)\n",
"\n",
"temp = 1. * np.ones(npix).astype(float)\n",
"fermi_exp_flat = exp_mean * np.ones(npix).astype(float)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# Calculate flux break from counts break and mean exposure\n",
"F = S / exp_mean\n",
" \n",
"# Cornvert log-normilization term, A, into terms of flux\n",
"A += np.log10(exp_mean)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# Define parameters that specify the Fermi-LAT PSF at 2 GeV\n",
"fcore = 0.748988248179\n",
"score = 0.428653790656\n",
"gcore = 7.82363229341\n",
"stail = 0.715962650769\n",
"gtail = 3.61883748683\n",
"spe = 0.00456544262478\n",
"\n",
"# Define the full PSF in terms of two King functions\n",
"def king_fn(x, sigma, gamma):\n",
" return 1./(2.*np.pi*sigma**2.)*(1.-1./gamma)*(1.+(x**2./(2.*gamma*sigma**2.)))**(-gamma)\n",
"\n",
"def Fermi_PSF(r):\n",
" return fcore*king_fn(r/spe,score,gcore) + (1-fcore)*king_fn(r/spe,stail,gtail)\n",
"\n",
"# Lambda function to pass user defined PSF, includes Jacobian factor\n",
"psf_r = lambda r: Fermi_PSF(r)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"blazar_map, th_arr, ph_arr, fluxes = ps_mc.run(n,F,A,temp,fermi_exp_flat,psf_r,name=\"map\",save=False)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"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": [
"#View the output on a HEALPix map\n",
"hp.mollview(blazar_map,title=\"NPTFit-Sim Example\")"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"np.savez(\"fermi_data/blazar_map.npz\", \n",
" blazar_map=blazar_map,\n",
" th_arr=th_arr,\n",
" ph_arr=ph_arr,\n",
" fluxes=fluxes)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Scan"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loading the psf correction from: /Users/smsharma/Desktop/JeanTest/psf_dir/fermi_psf_2GeV.npy\n",
"The number of parameters to be fit is 7\n"
]
}
],
"source": [
"# Tranfer this bit to cluster\n",
"\n",
"import numpy as np\n",
"\n",
"from NPTFit import nptfit # module for performing scan\n",
"from NPTFit import create_mask as cm # module for creating the mask\n",
"from NPTFit import dnds_analysis # module for analysing the output\n",
"from NPTFit import psf_correction as pc # module for determining the PSF correction\n",
"\n",
"# Define parameters that specify the Fermi-LAT PSF at 2 GeV\n",
"fcore = 0.748988248179\n",
"score = 0.428653790656\n",
"gcore = 7.82363229341\n",
"stail = 0.715962650769\n",
"gtail = 3.61883748683\n",
"spe = 0.00456544262478\n",
"\n",
"fermi_exp = np.load(\"fermi_data/fermidata_exposure.npy\")\n",
"exp_mean = np.mean(fermi_exp)\n",
"\n",
"nside = 128\n",
"npix = hp.nside2npix(nside)\n",
"\n",
"temp = 1. * np.ones(npix).astype(float)\n",
"fermi_exp_flat = exp_mean * np.ones(npix).astype(float)\n",
"\n",
"# Define the full PSF in terms of two King functions\n",
"def king_fn(x, sigma, gamma):\n",
" return 1./(2.*np.pi*sigma**2.)*(1.-1./gamma)*(1.+(x**2./(2.*gamma*sigma**2.)))**(-gamma)\n",
"\n",
"def Fermi_PSF(r):\n",
" return fcore*king_fn(r/spe,score,gcore) + (1-fcore)*king_fn(r/spe,stail,gtail)\n",
"\n",
"# Lambda function to pass user defined PSF, includes Jacobian factor\n",
"psf_r = lambda r: Fermi_PSF(r)\n",
"\n",
"n = nptfit.NPTF(tag='HighLat_Example_2br')\n",
"\n",
"mask = cm.make_mask_total(nside, band_mask = True, band_mask_range = 5, mask_ring = True, inner = 20, outer = 180)\n",
"n.load_data(np.load(\"fermi_data/blazar_map.npz\")['blazar_map'], fermi_exp_flat)\n",
"n.load_mask(mask)\n",
"\n",
"n.add_template(temp, 'iso')\n",
"n.add_template(temp, 'iso_np', units='PS')\n",
"\n",
"n.add_poiss_model('iso','$A_\\mathrm{iso}$', [0,5], False)\n",
"\n",
"# n.add_non_poiss_model('iso_np',\n",
"# ['$A^\\mathrm{ps}_\\mathrm{iso}$',\n",
"# '$n_1$','$n_2$','$n_3$','$n_4$',\n",
"# '$S_b^{(1)}$','$S_b^{(2)}$','$S_b^{(3)}$'],\n",
"# [[-7,2],\n",
"# [2.05,5],[1.0,3.5],[1.0,3.5],[-1.99,1.99],\n",
"# [30,80],[1,30],[0.1,1]],\n",
"# [True,False,False,False,False,False,False,False])\n",
"\n",
"n.add_non_poiss_model('iso_np',\n",
" ['$A^\\mathrm{ps}_\\mathrm{iso}$',\n",
" '$n_1$','$n_2$','$n_3$',\n",
" '$S_b^{(1)}$','$S_b^{(2)}$'],\n",
" [[-6,2],\n",
" [2.05,10],[1.1,2.5],[-1.99,0.99],\n",
" [5,80],[0.05,5]],\n",
" [True,False,False,False,False,False,False,False])\n",
"\n",
"pc_inst = pc.PSFCorrection(delay_compute=True)\n",
"pc_inst.psf_r_func = lambda r: Fermi_PSF(r)\n",
"pc_inst.sample_psf_max = 10.*spe*(score+stail)/2.\n",
"pc_inst.psf_samples = 10000\n",
"pc_inst.psf_tag = 'fermi_psf_2GeV'\n",
"pc_inst.make_or_load_psf_corr()\n",
"\n",
"f_ary = pc_inst.f_ary\n",
"df_rho_div_f_ary = pc_inst.df_rho_div_f_ary\n",
"\n",
"n.configure_for_scan(f_ary=f_ary, df_rho_div_f_ary=df_rho_div_f_ary, nexp=1)\n",
"\n",
"# n.perform_scan(nlive=100)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Analyze"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" analysing data from /Users/smsharma/Desktop/JeanTest/chains/HighLat_Example_2br/.txt\n"
]
}
],
"source": [
"n.load_scan()\n",
"an = dnds_analysis.Analysis(n)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x1152 with 49 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"an.make_triangle()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"from scipy.stats import chi2\n",
"\n",
"def poisson_interval(k, alpha=0.32): \n",
" \"\"\" Uses chisquared info to get the poisson interval.poisson\n",
" Stolen from http://stackoverflow.com/questions/14813530/poisson-confidence-interval-with-numpy\n",
" \"\"\"\n",
" a = alpha\n",
" low, high = (chi2.ppf(a/2, 2*k) / 2, chi2.ppf(1-a/2, 2*k + 2) / 2)\n",
" if k == 0: \n",
" low = 0.0\n",
" return low, high\n"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"blaz_file = np.load(\"fermi_data/blazar_map.npz\")\n",
"blazar_map, th_arr, ph_arr, fluxes = blaz_file['blazar_map'], blaz_file['th_arr'], blaz_file['ph_arr'], blaz_file['fluxes']"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"to_include = []\n",
"\n",
"for i in range(len(th_arr)):\n",
" source_pix = hp.ang2pix(nside, th_arr[i], ph_arr[i])\n",
" if mask[source_pix] == 0:\n",
" to_include.append(i)\n",
" \n",
"flux_values_reduced = fluxes[to_include]\n",
"# flux_values_reduced = sim_map[3]"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"flux_min = 1e-12\n",
"flux_max = 1e-6\n",
"flux_bins = 20\n",
"\n",
"area_factor = 1. - np.sum(mask) / float(hp.nside2npix(nside))\n",
"errors_sigma = [poisson_interval(i) for i in range(10000)]\n",
"\n",
"\n",
"deg = 180 / np.pi\n",
"sr = 4 * np.pi\n",
"srdeg2 = sr * deg**2 # (180/np.pi)**2\n",
"\n",
"counts, bin_edges = np.histogram(flux_values_reduced, bins=np.logspace(\n",
" int(np.log10(flux_min)), int(np.log10(flux_max)), flux_bins))\n",
"\n",
"bin_centres = 10**((np.log10(bin_edges[:-1]) +\n",
" np.log10(bin_edges[1:])) / 2.)\n",
"bin_centers = bin_centres # British to American\n",
"bin_width = bin_edges[1:] - bin_edges[:-1]\n",
"\n",
"x_counts = bin_centres\n",
"y_counts = np.array(counts / (area_factor * bin_width * srdeg2))\n",
"y_counts_err = np.array(\n",
" np.sqrt(counts) / (area_factor * bin_width * srdeg2))\n",
"errors = [errors_sigma[count] for count in counts]\n",
"error_L = []\n",
"error_H = []\n",
"for i in range(len(counts)):\n",
" error_L.append(counts[i] - errors[i][0] - 10**-8)\n",
" error_H.append(errors[i][1] - counts[i])\n",
"\n",
"error_L = np.array(error_L) / \\\n",
" (area_factor * bin_width * srdeg2)\n",
"error_H = np.array(error_H) / \\\n",
" (area_factor * bin_width * srdeg2)\n",
"\n",
"x_errors_L = np.array(\n",
" [bin_centers[i] - bin_edges[i] for i in range(np.size(bin_centers))])\n",
"x_errors_H = np.array(\n",
" [bin_edges[i + 1] - bin_centers[i] for i in range(np.size(bin_centers))])\n"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.lines.Line2D at 0x1a26f96860>"
]
},
"execution_count": 34,
"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": [
"an.plot_source_count_median('iso_np',smin=0.01,smax=1000000,nsteps=10000,color='tomato',spow=2)\n",
"an.plot_source_count_band('iso_np',smin=0.01,smax=1000000,nsteps=10000,qs=[0.16,0.5,0.84],color='tomato',alpha=0.3,spow=2)\n",
"an.plot_source_count_band('iso_np',smin=0.01,smax=1000000,nsteps=10000,qs=[0.025,0.5,0.975],color='tomato',alpha=0.1,spow=2)\n",
"\n",
"plt.errorbar(x_counts,x_counts**2*y_counts,xerr=[x_errors_L,x_errors_H],\n",
" yerr=x_counts**2*np.array([error_L,error_H]), fmt='o', \n",
" color='black', label='3FGL PS')\n",
"\n",
"plt.yscale('log')\n",
"plt.xscale('log')\n",
"plt.xlim([1e-13,1e-7])\n",
"plt.ylim([1e-14,1e-10])\n",
"plt.tick_params(axis='x', length=5, width=2, labelsize=18)\n",
"plt.tick_params(axis='y', length=5, width=2, labelsize=18)\n",
"plt.ylabel('$F^2 dN/dF$ [counts cm$^{-2}$s$^{-1}$deg$^{-2}$]', fontsize=18)\n",
"plt.xlabel('$F$ [counts cm$^{-2}$ s$^{-1}$]', fontsize=18)\n",
"plt.title('High Latitudes Isotropic NPTF', y=1.02)\n",
"\n",
"plt.axvline(1 / exp_mean, ls='--')"
]
},
{
"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": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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