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authorshivesh <s.p.mandalia@qmul.ac.uk>2019-09-23 18:41:22 +0100
committershivesh <s.p.mandalia@qmul.ac.uk>2019-09-23 18:41:22 +0100
commit7f20ccfb7dddc0d7d498a9bcd56e1285f999afb6 (patch)
tree6ec25d3c260a7611e376f809cfe7c368c1894b85 /plot_llh/.ipynb_checkpoints
parentf0189cde321f9fa91109829f7430ecfc06c96e97 (diff)
downloadGolemFlavor-7f20ccfb7dddc0d7d498a9bcd56e1285f999afb6.tar.gz
GolemFlavor-7f20ccfb7dddc0d7d498a9bcd56e1285f999afb6.zip
undo overwrite of thesis.ipynb
Diffstat (limited to 'plot_llh/.ipynb_checkpoints')
-rw-r--r--plot_llh/.ipynb_checkpoints/fig2-checkpoint.ipynb62
-rw-r--r--plot_llh/.ipynb_checkpoints/syst_variations-checkpoint.ipynb515
-rw-r--r--plot_llh/.ipynb_checkpoints/thesis-checkpoint.ipynb668
3 files changed, 843 insertions, 402 deletions
diff --git a/plot_llh/.ipynb_checkpoints/fig2-checkpoint.ipynb b/plot_llh/.ipynb_checkpoints/fig2-checkpoint.ipynb
index d2fcea7..38f9eaa 100644
--- a/plot_llh/.ipynb_checkpoints/fig2-checkpoint.ipynb
+++ b/plot_llh/.ipynb_checkpoints/fig2-checkpoint.ipynb
@@ -134,7 +134,7 @@
},
{
"cell_type": "code",
- "execution_count": 34,
+ "execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
@@ -163,19 +163,24 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "6.7289209e-39\n"
+ "1.48612238851e+38\n",
+ "6.8279454231019425\n",
+ "-6.8279454231019425\n"
]
}
],
"source": [
- "PS = 8.203e-20 # GeV^{-1}\n",
+ "PS = 1/8.203e-20 # GeV\n",
"PS_D6 = PS**2\n",
- "print PS_D6"
+ "print PS_D6\n",
+ "\n",
+ "print np.log10(1e45 / PS_D6)\n",
+ "print np.log10(1e-45 * PS_D6)"
]
},
{
"cell_type": "code",
- "execution_count": 63,
+ "execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
@@ -185,16 +190,16 @@
"T13_010 = np.genfromtxt('./frs/fr_DIM6_sfr_0_1_0_mfr_1_1_1_MixingScenario.T13_flat.txt')\n",
"T23_100 = np.genfromtxt('./frs/fr_DIM6_sfr_1_0_0_mfr_1_1_1_MixingScenario.T23_flat.txt')\n",
"\n",
- "# bc_chains = np.load('./chains/contour_REAL.npy')\n",
- "# flavour_angles = bc_chains[:,-2:]\n",
- "# flavour_ratios = np.array(\n",
- "# map(fr_utils.angles_to_fr, flavour_angles)\n",
- "# )"
+ "bc_chains = np.load('./chains/contour_REAL.npy')\n",
+ "flavour_angles = bc_chains[:,-2:]\n",
+ "flavour_ratios = np.array(\n",
+ " map(fr_utils.angles_to_fr, flavour_angles)\n",
+ ")"
]
},
{
"cell_type": "code",
- "execution_count": 64,
+ "execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
@@ -206,7 +211,7 @@
},
{
"cell_type": "code",
- "execution_count": 65,
+ "execution_count": 9,
"metadata": {},
"outputs": [
{
@@ -225,7 +230,7 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
@@ -249,7 +254,7 @@
},
{
"cell_type": "code",
- "execution_count": 45,
+ "execution_count": 49,
"metadata": {},
"outputs": [
{
@@ -276,8 +281,8 @@
"print 'min_scale', min_scale\n",
"print 'max_scale', max_scale\n",
"\n",
- "min_scale -= np.log10(PS_D6)\n",
- "max_scale -= np.log10(PS_D6)\n",
+ "min_scale += np.log10(PS_D6)\n",
+ "max_scale += np.log10(PS_D6)\n",
"\n",
"print 'min_scale', min_scale\n",
"print 'max_scale', max_scale"
@@ -285,7 +290,7 @@
},
{
"cell_type": "code",
- "execution_count": 66,
+ "execution_count": 46,
"metadata": {},
"outputs": [],
"source": [
@@ -298,22 +303,22 @@
"\n",
"norm = mpl.colors.Normalize(vmin=min_scale, vmax=max_scale)\n",
"\n",
- "color_010 = map(alp, map(cmap_010, map(norm, T13_010[:,-1]-np.log10(PS_D6))))\n",
- "color_100 = map(alp, map(cmap_100, map(norm, T23_100[:,-1]-np.log10(PS_D6))))"
+ "color_010 = map(alp, map(cmap_010, map(norm, T13_010[:,-1]+np.log10(PS_D6))))\n",
+ "color_100 = map(alp, map(cmap_100, map(norm, T23_100[:,-1]+np.log10(PS_D6))))"
]
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
- "../utils/plot.py:288: RuntimeWarning: divide by zero encountered in double_scalars\n",
+ "../utils/plot.py:297: RuntimeWarning: divide by zero encountered in double_scalars\n",
" circum_r = a*b*c/(4.0*area)\n",
- "../utils/plot.py:287: RuntimeWarning: invalid value encountered in sqrt\n",
+ "../utils/plot.py:296: RuntimeWarning: invalid value encountered in sqrt\n",
" area = np.sqrt(s*(s-a)*(s-b)*(s-c))\n",
"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/scipy/interpolate/_fitpack_impl.py:226: RuntimeWarning: Setting x[0][300]=x[0][0]\n",
" (i, m, i)))\n",
@@ -345,14 +350,14 @@
},
{
"cell_type": "code",
- "execution_count": 67,
+ "execution_count": 50,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 864x864 with 3 Axes>"
]
@@ -387,11 +392,12 @@
" linewidth = 2.5,\n",
" color = coverages[cov],\n",
" alpha = 1,\n",
- " zorder = 6\n",
+ " zorder = 6,\n",
+ " oversample = 1.5\n",
" )\n",
"# Text\n",
- "ax.text(0.34*nbins, 0.18*nbins, r'$68\\%$', fontsize=fontsize, rotation=3)\n",
- "ax.text(0.34*nbins, 0.075*nbins, r'$90\\%$', fontsize=fontsize, rotation=0)\n",
+ "ax.text(0.34*nbins, 0.233*nbins, r'$68\\%$', fontsize=fontsize, rotation=7, zorder=6)\n",
+ "ax.text(0.34*nbins, 0.13*nbins, r'$90\\%$', fontsize=fontsize, rotation=3, zorder=6)\n",
"\n",
"# # Plot BSM scatter\n",
"tax.scatter(T13_010[:,:-1]*nbins, marker='.', s=2, alpha=0.5, color=color_010, zorder=8)\n",
@@ -489,7 +495,7 @@
"\n",
"# Figure text\n",
"fig.text(\n",
- " 0.5, 0.038, r'${\\rm New\\:Physics\\:Scale}\\:[\\:{\\rm log}_{10} (\\Lambda^{(6)}\\:/\\:{\\rm M}^{2}_{\\rm Planck})\\: ]$',\n",
+ " 0.5, 0.038, r'${\\rm New\\:Physics\\:Scale}\\:[\\:{\\rm log}_{10} (\\Lambda^{-1}_{6}\\,\\cdot\\,{\\rm M}^{2}_{\\rm Planck})\\: ]$',\n",
" fontsize=fontsize+5, horizontalalignment='center'\n",
")\n",
"fig.text(\n",
diff --git a/plot_llh/.ipynb_checkpoints/syst_variations-checkpoint.ipynb b/plot_llh/.ipynb_checkpoints/syst_variations-checkpoint.ipynb
new file mode 100644
index 0000000..ff31a79
--- /dev/null
+++ b/plot_llh/.ipynb_checkpoints/syst_variations-checkpoint.ipynb
@@ -0,0 +1,515 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%matplotlib inline"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/home/smandalia/.local/lib/python2.7/site-packages/matplotlib2tikz/__init__.py:31: UserWarning: matplotlib2tikz has been renamed to tikzplotlib (which is Python-3-only). matplotlib2tikz will no longer be supported.\n",
+ " warnings.warn(\"matplotlib2tikz has been renamed to tikzplotlib (which is Python-3-only). matplotlib2tikz will no longer be supported.\")\n"
+ ]
+ }
+ ],
+ "source": [
+ "\"\"\"Systematic variations of HESE 7yr sample\"\"\"\n",
+ "from copy import deepcopy\n",
+ "import numpy as np\n",
+ "import matplotlib as mpl\n",
+ "from matplotlib import pyplot as plt\n",
+ "plt.style.use('./paper.mplstyle')\n",
+ "\n",
+ "import matplotlib2tikz"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/cvmfs/icecube.opensciencegrid.org/py2-v3/RHEL_7_x86_64/lib/python2.7/site-packages/ipykernel_launcher.py:1: RuntimeWarning: to-Python converter for std::vector<golemfit::UnfoldingSegment, std::allocator<golemfit::UnfoldingSegment> > already registered; second conversion method ignored.\n",
+ " \"\"\"Entry point for launching an IPython kernel.\n",
+ "/cvmfs/icecube.opensciencegrid.org/py2-v3/RHEL_7_x86_64/lib/python2.7/site-packages/ipykernel_launcher.py:1: RuntimeWarning: to-Python converter for std::vector<golemfit::AstrophysicalNeutrinoModel, std::allocator<golemfit::AstrophysicalNeutrinoModel> > already registered; second conversion method ignored.\n",
+ " \"\"\"Entry point for launching an IPython kernel.\n",
+ "/cvmfs/icecube.opensciencegrid.org/py2-v3/RHEL_7_x86_64/lib/python2.7/site-packages/ipykernel_launcher.py:1: RuntimeWarning: to-Python converter for nusquids::marray<double, 3u, std::allocator<double> > already registered; second conversion method ignored.\n",
+ " \"\"\"Entry point for launching an IPython kernel.\n",
+ "/cvmfs/icecube.opensciencegrid.org/py2-v3/RHEL_7_x86_64/lib/python2.7/site-packages/ipykernel_launcher.py:1: RuntimeWarning: to-Python converter for nusquids::marray<double, 5u, std::allocator<double> > already registered; second conversion method ignored.\n",
+ " \"\"\"Entry point for launching an IPython kernel.\n"
+ ]
+ }
+ ],
+ "source": [
+ "import GolemFitPy as gf\n",
+ "\n",
+ "# setup fitter\n",
+ "datapaths = gf.DataPaths()\n",
+ "npp = gf.NewPhysicsParams()\n",
+ "\n",
+ "sparams = gf.SteeringParams(gf.sampleTag.MagicTau)\n",
+ "sparams.quiet = False\n",
+ "sparams.fastmode = False\n",
+ "sparams.minFitEnergy = 6E4 # GeV\n",
+ "sparams.maxFitEnergy = 1E7 # GeV\n",
+ "sparams.load_data_from_text_file = False\n",
+ "sparams.use_legacy_selfveto_calculation = False\n",
+ "sparams.do_HESE_reshuffle=False\n",
+ "\n",
+ "FITTER = gf.GolemFit(datapaths, sparams, npp)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "1.0 2.5 2.0 0.444444447756 0.0 8.0 7.0 1.0 1.0 0.0 10.0 9.99999968266e-21 0.990000009537 0.0 1.0 1.0 1.0 1.0 56400.0 0.0\n",
+ "convNorm = 1.0\n",
+ "promptNorm = 1.0\n",
+ "muonNorm = 1.0\n",
+ "astroNorm = 8.0\n",
+ "astroDeltaGamma = 2.5\n"
+ ]
+ }
+ ],
+ "source": [
+ "fitparams = gf.FitParameters(gf.sampleTag.MagicTau)\n",
+ "print fitparams.anisotropyScale,\n",
+ "print fitparams.astroDeltaGamma,\n",
+ "print fitparams.astroDeltaGammaSec,\n",
+ "print fitparams.astroFlavorAngle1,\n",
+ "print fitparams.astroFlavorAngle2,\n",
+ "print fitparams.astroNorm,\n",
+ "print fitparams.astroNormSec,\n",
+ "print fitparams.astroParticleBalance,\n",
+ "print fitparams.convNorm,\n",
+ "print fitparams.CRDeltaGamma,\n",
+ "print fitparams.cutoffEnergy,\n",
+ "print fitparams.darkNorm,\n",
+ "print fitparams.domEfficiency,\n",
+ "print fitparams.holeiceForward,\n",
+ "print fitparams.muonNorm,\n",
+ "print fitparams.NeutrinoAntineutrinoRatio,\n",
+ "print fitparams.piKRatio,\n",
+ "print fitparams.promptNorm,\n",
+ "print fitparams.timeSplit,\n",
+ "print fitparams.zenithCorrection\n",
+ "\n",
+ "nuisance = ('convNorm', 'promptNorm', 'muonNorm', 'astroNorm', 'astroDeltaGamma')\n",
+ "for n in nuisance:\n",
+ " print n, '=', fitparams.__getattribute__(n)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[0.111 0.111 0.111 0.111 0.111 0.111\n",
+ " 0.111 0.111 0.111 0.111 0.111 0.111\n",
+ " 0.111 0.111 0.111 0.111 0.111 0.111\n",
+ " 0.111 0.111 0.00184875]\n",
+ "[0.11109244 0.11109244 0.11109244 0.11109244 0.11109244 0.11109244\n",
+ " 0.11109244 0.11109244 0.11109244 0.11109244 0.11109244 0.11109244\n",
+ " 0.11109244 0.11109244 0.11109244 0.11109244 0.11109244 0.11109244\n",
+ " 0.11109244 0.11109244]\n",
+ "2635.5112\n"
+ ]
+ }
+ ],
+ "source": [
+ "binning = FITTER.GetEnergyBinsMC()\n",
+ "print np.diff(np.log10(binning))\n",
+ "print np.diff(np.log10(np.logspace(np.log10(6E4), np.log10(1E7), 21)))\n",
+ "\n",
+ "livetime = FITTER.GetLivetime()/(3600.*24)\n",
+ "print livetime"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def parse_exp(x):\n",
+ " h = np.sum(x, axis=(0,1,2,3))\n",
+ " return np.concatenate([[h[0]], h])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "null_exp = parse_exp(FITTER.GetExpectation(fitparams))\n",
+ "\n",
+ "d = fitparams.convNorm\n",
+ "fitparams.convNorm = 1.4\n",
+ "norm_conv_p = parse_exp(FITTER.GetExpectation(fitparams))\n",
+ "fitparams.convNorm = 0.6\n",
+ "norm_conv_n = parse_exp(FITTER.GetExpectation(fitparams))\n",
+ "fitparams.convNorm = d\n",
+ "\n",
+ "d = fitparams.promptNorm\n",
+ "fitparams.promptNorm = 2.4\n",
+ "prompt_p = parse_exp(FITTER.GetExpectation(fitparams))\n",
+ "fitparams.promptNorm = 0\n",
+ "prompt_n = parse_exp(FITTER.GetExpectation(fitparams))\n",
+ "fitparams.promptNorm = d\n",
+ "\n",
+ "d = fitparams.muonNorm\n",
+ "fitparams.muonNorm = 1.5\n",
+ "muon_p = parse_exp(FITTER.GetExpectation(fitparams))\n",
+ "fitparams.muonNorm = 0.5\n",
+ "muon_n = parse_exp(FITTER.GetExpectation(fitparams))\n",
+ "fitparams.muonNorm = d\n",
+ "\n",
+ "d = fitparams.astroNorm\n",
+ "fitparams.astroNorm = 12\n",
+ "astro_p = parse_exp(FITTER.GetExpectation(fitparams))\n",
+ "fitparams.astroNorm = 4\n",
+ "astro_n = parse_exp(FITTER.GetExpectation(fitparams))\n",
+ "fitparams.astroNorm = d\n",
+ "\n",
+ "d = fitparams.astroDeltaGamma\n",
+ "fitparams.astroDeltaGamma = 3\n",
+ "dastro_index_p = parse_exp(FITTER.GetExpectation(fitparams))\n",
+ "fitparams.astroDeltaGamma = 2\n",
+ "dastro_index_n = parse_exp(FITTER.GetExpectation(fitparams))\n",
+ "fitparams.astroDeltaGamma = d"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<matplotlib.figure.Figure at 0x7f11881b6a10>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fontsize = 16\n",
+ "\n",
+ "fig = plt.figure(figsize=(7, 5))\n",
+ "ax = fig.add_subplot(111)\n",
+ "\n",
+ "ax.set_xlim(binning[0], binning[-1])\n",
+ "ax.set_ylim(1E-1, 40)\n",
+ "\n",
+ "ax.set_xscale('log')\n",
+ "ax.set_yscale('log')\n",
+ "\n",
+ "ax.set_xlabel(r'Deposited Energy [GeV]', fontsize=fontsize)\n",
+ "ax.set_ylabel(r'Events per 2635 days', fontsize=fontsize)\n",
+ "\n",
+ "ax.tick_params(axis='x', labelsize=fontsize, which='both', direction='in')\n",
+ "ax.tick_params(axis='y', labelsize=fontsize, which='both', direction='in')\n",
+ "\n",
+ "ax.step(\n",
+ " binning, null_exp, drawstyle='steps-pre',\n",
+ " linewidth=2, linestyle='-', color='black'\n",
+ ")\n",
+ "\n",
+ "ax.step(\n",
+ " binning, norm_conv_p, drawstyle='steps-pre', label=r'$+40\\%\\:N_{\\rm{atm}}$',\n",
+ " linewidth=2, linestyle='--', color='blue'\n",
+ ")\n",
+ "ax.step(\n",
+ " binning, norm_conv_n, drawstyle='steps-pre', label=r'$-40\\%\\:N_{\\rm{atm}}$',\n",
+ " linewidth=2, linestyle=':', color='red'\n",
+ ")\n",
+ "\n",
+ "ax.legend(loc='upper right', prop={'size': fontsize})#, bbox_to_anchor=(0.96, 0.96), markerfirst=False)\n",
+ "\n",
+ "ax.text(\n",
+ " 8E4, 0.2, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize, color='r'\n",
+ ")\n",
+ "\n",
+ "matplotlib2tikz.save(\"plots/tex/syst_convnorm.tex\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<matplotlib.figure.Figure at 0x7f1179a73a10>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fontsize = 16\n",
+ "\n",
+ "fig = plt.figure(figsize=(7, 5))\n",
+ "ax = fig.add_subplot(111)\n",
+ "\n",
+ "ax.set_xlim(binning[0], binning[-1])\n",
+ "ax.set_ylim(1E-1, 40)\n",
+ "\n",
+ "ax.set_xscale('log')\n",
+ "ax.set_yscale('log')\n",
+ "\n",
+ "ax.set_xlabel(r'Deposited Energy [GeV]', fontsize=fontsize)\n",
+ "ax.set_ylabel(r'Events per 2635 days', fontsize=fontsize)\n",
+ "\n",
+ "ax.tick_params(axis='x', labelsize=fontsize, which='both', direction='in')\n",
+ "ax.tick_params(axis='y', labelsize=fontsize, which='both', direction='in')\n",
+ "\n",
+ "ax.step(\n",
+ " binning, null_exp, drawstyle='steps-pre',\n",
+ " linewidth=2, linestyle='-', color='black'\n",
+ ")\n",
+ "\n",
+ "ax.step(\n",
+ " binning, prompt_p, drawstyle='steps-pre', label=r'$N_{\\rm{prompt}}=2.4$',\n",
+ " linewidth=2, linestyle='--', color='blue'\n",
+ ")\n",
+ "ax.step(\n",
+ " binning, prompt_n, drawstyle='steps-pre', label=r'$N_{\\rm{prompt}}=0$',\n",
+ " linewidth=2, linestyle=':', color='red'\n",
+ ")\n",
+ "\n",
+ "ax.legend(loc='upper right', prop={'size': fontsize})#, bbox_to_anchor=(0.96, 0.96), markerfirst=False)\n",
+ "\n",
+ "ax.text(\n",
+ " 8E4, 0.2, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize, color='r'\n",
+ ")\n",
+ "\n",
+ "matplotlib2tikz.save(\"plots/tex/syst_prompt.tex\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<matplotlib.figure.Figure at 0x7f1179863390>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fontsize = 16\n",
+ "\n",
+ "fig = plt.figure(figsize=(7, 5))\n",
+ "ax = fig.add_subplot(111)\n",
+ "\n",
+ "ax.set_xlim(binning[0], binning[-1])\n",
+ "ax.set_ylim(1E-1, 40)\n",
+ "\n",
+ "ax.set_xscale('log')\n",
+ "ax.set_yscale('log')\n",
+ "\n",
+ "ax.set_xlabel(r'Deposited Energy [GeV]', fontsize=fontsize)\n",
+ "ax.set_ylabel(r'Events per 2635 days', fontsize=fontsize)\n",
+ "\n",
+ "ax.tick_params(axis='x', labelsize=fontsize, which='both', direction='in')\n",
+ "ax.tick_params(axis='y', labelsize=fontsize, which='both', direction='in')\n",
+ "\n",
+ "ax.step(\n",
+ " binning, null_exp, drawstyle='steps-pre',\n",
+ " linewidth=2, linestyle='-', color='black'\n",
+ ")\n",
+ "\n",
+ "ax.step(\n",
+ " binning, muon_p, drawstyle='steps-pre', label=r'$N_{\\rm{muon}}=1.5$',\n",
+ " linewidth=2, linestyle='--', color='blue'\n",
+ ")\n",
+ "ax.step(\n",
+ " binning, muon_n, drawstyle='steps-pre', label=r'$N_{\\rm{muon}}=0.5$',\n",
+ " linewidth=2, linestyle=':', color='red'\n",
+ ")\n",
+ "\n",
+ "ax.legend(loc='upper right', prop={'size': fontsize})#, bbox_to_anchor=(0.96, 0.96), markerfirst=False)\n",
+ "\n",
+ "ax.text(\n",
+ " 8E4, 0.2, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize, color='r'\n",
+ ")\n",
+ "\n",
+ "matplotlib2tikz.save(\"plots/tex/syst_muon.tex\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<matplotlib.figure.Figure at 0x7f1179a3fa90>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fontsize = 16\n",
+ "\n",
+ "fig = plt.figure(figsize=(7, 5))\n",
+ "ax = fig.add_subplot(111)\n",
+ "\n",
+ "ax.set_xlim(binning[0], binning[-1])\n",
+ "ax.set_ylim(1E-1, 40)\n",
+ "\n",
+ "ax.set_xscale('log')\n",
+ "ax.set_yscale('log')\n",
+ "\n",
+ "ax.set_xlabel(r'Deposited Energy [GeV]', fontsize=fontsize)\n",
+ "ax.set_ylabel(r'Events per 2635 days', fontsize=fontsize)\n",
+ "\n",
+ "ax.tick_params(axis='x', labelsize=fontsize, which='both', direction='in')\n",
+ "ax.tick_params(axis='y', labelsize=fontsize, which='both', direction='in')\n",
+ "\n",
+ "ax.step(\n",
+ " binning, null_exp, drawstyle='steps-pre',\n",
+ " linewidth=2, linestyle='-', color='black'\n",
+ ")\n",
+ "\n",
+ "ax.step(\n",
+ " binning, astro_p, drawstyle='steps-pre', label=r'$N_{\\rm{astro}}=12$',\n",
+ " linewidth=2, linestyle='--', color='blue'\n",
+ ")\n",
+ "ax.step(\n",
+ " binning, astro_n, drawstyle='steps-pre', label=r'$N_{\\rm{astro}}=4$',\n",
+ " linewidth=2, linestyle=':', color='red'\n",
+ ")\n",
+ "\n",
+ "ax.legend(loc='upper right', prop={'size': fontsize})#, bbox_to_anchor=(0.96, 0.96), markerfirst=False)\n",
+ "\n",
+ "ax.text(\n",
+ " 8E4, 0.2, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize, color='r'\n",
+ ")\n",
+ "\n",
+ "matplotlib2tikz.save(\"plots/tex/syst_astro.tex\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<matplotlib.figure.Figure at 0x7f11796f0e50>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fontsize = 16\n",
+ "\n",
+ "fig = plt.figure(figsize=(7, 5))\n",
+ "ax = fig.add_subplot(111)\n",
+ "\n",
+ "ax.set_xlim(binning[0], binning[-1])\n",
+ "ax.set_ylim(1E-1, 40)\n",
+ "\n",
+ "ax.set_xscale('log')\n",
+ "ax.set_yscale('log')\n",
+ "\n",
+ "ax.set_xlabel(r'Deposited Energy [GeV]', fontsize=fontsize)\n",
+ "ax.set_ylabel(r'Events per 2635 days', fontsize=fontsize)\n",
+ "\n",
+ "ax.tick_params(axis='x', labelsize=fontsize, which='both', direction='in')\n",
+ "ax.tick_params(axis='y', labelsize=fontsize, which='both', direction='in')\n",
+ "\n",
+ "ax.step(\n",
+ " binning, null_exp, drawstyle='steps-pre',\n",
+ " linewidth=2, linestyle='-', color='black'\n",
+ ")\n",
+ "\n",
+ "ax.step(\n",
+ " binning, dastro_index_p, drawstyle='steps-pre', label=r'$\\gamma_{\\rm{astro}}=3.0$',\n",
+ " linewidth=2, linestyle='--', color='blue'\n",
+ ")\n",
+ "ax.step(\n",
+ " binning, dastro_index_n, drawstyle='steps-pre', label=r'$\\gamma_{\\rm{astro}}=2.0$',\n",
+ " linewidth=2, linestyle=':', color='red'\n",
+ ")\n",
+ "\n",
+ "ax.legend(loc='upper right', prop={'size': fontsize})#, bbox_to_anchor=(0.96, 0.96), markerfirst=False)\n",
+ "\n",
+ "ax.text(\n",
+ " 8E4, 0.2, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize, color='r'\n",
+ ")\n",
+ "\n",
+ "matplotlib2tikz.save(\"plots/tex/syst_astro_index.tex\")"
+ ]
+ }
+ ],
+ "metadata": {
+ "anaconda-cloud": {},
+ "kernelspec": {
+ "display_name": "Python 2",
+ "language": "python",
+ "name": "python2"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 2
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython2",
+ "version": "2.7.13"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/plot_llh/.ipynb_checkpoints/thesis-checkpoint.ipynb b/plot_llh/.ipynb_checkpoints/thesis-checkpoint.ipynb
index ff31a79..a2784f3 100644
--- a/plot_llh/.ipynb_checkpoints/thesis-checkpoint.ipynb
+++ b/plot_llh/.ipynb_checkpoints/thesis-checkpoint.ipynb
@@ -6,71 +6,86 @@
"metadata": {},
"outputs": [],
"source": [
- "%matplotlib inline"
+ "%matplotlib inline\n",
+ "%load_ext autoreload\n",
+ "%autoreload 2"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/home/smandalia/.local/lib/python2.7/site-packages/matplotlib2tikz/__init__.py:31: UserWarning: matplotlib2tikz has been renamed to tikzplotlib (which is Python-3-only). matplotlib2tikz will no longer be supported.\n",
- " warnings.warn(\"matplotlib2tikz has been renamed to tikzplotlib (which is Python-3-only). matplotlib2tikz will no longer be supported.\")\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
- "\"\"\"Systematic variations of HESE 7yr sample\"\"\"\n",
- "from copy import deepcopy\n",
+ "import sys\n",
+ "sys.path.extend(['.', '..'])\n",
+ "\n",
"import numpy as np\n",
"import matplotlib as mpl\n",
- "from matplotlib import pyplot as plt\n",
+ "from matplotlib import rc\n",
+ "rc('text', usetex='True')\n",
+ "import matplotlib.pyplot as plt\n",
+ "from matplotlib.patches import Circle, Rectangle, Wedge\n",
+ "import matplotlib.colors as mcolors\n",
+ "from matplotlib.legend_handler import HandlerPatch\n",
"plt.style.use('./paper.mplstyle')\n",
"\n",
- "import matplotlib2tikz"
+ "mpl.rcParams['text.latex.preamble'] = [\n",
+ " r'\\usepackage{amsmath}',\n",
+ " r'\\usepackage{amssymb}',\n",
+ " r'\\usepackage{accents}',\n",
+ " r'\\DeclareSymbolFont{matha}{OML}{txmi}{m}{it}',\n",
+ " r'\\DeclareMathSymbol{\\nu}{\\mathord}{matha}{118}']\n",
+ "mpl.rcParams['text.latex.unicode'] = True\n",
+ "\n",
+ "from scipy import interpolate\n",
+ "from tqdm import tqdm_notebook as tqdm\n",
+ "import shapely.geometry as sg\n",
+ "import shapely.ops as so\n",
+ "\n",
+ "import warnings\n",
+ "with warnings.catch_warnings():\n",
+ " import ternary\n",
+ "\n",
+ " warnings.simplefilter(\"ignore\")\n",
+ " from utils import fr as fr_utils\n",
+ " from utils import misc as misc_utils\n",
+ " from utils import plot as plot_utils\n",
+ "\n",
+ "from unitarity import calc_unitarity_bounds\n",
+ "\n",
+ "tRed = list(np.array([226,101,95]) / 255.)\n",
+ "tBlue = list(np.array([96,149,201]) / 255.)\n",
+ "tGreen = list(np.array([170,196,109]) / 255.)\n",
+ "grey = list(mcolors.to_rgb('grey'))\n",
+ "nbins = 25\n",
+ "fontsize = 23"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/cvmfs/icecube.opensciencegrid.org/py2-v3/RHEL_7_x86_64/lib/python2.7/site-packages/ipykernel_launcher.py:1: RuntimeWarning: to-Python converter for std::vector<golemfit::UnfoldingSegment, std::allocator<golemfit::UnfoldingSegment> > already registered; second conversion method ignored.\n",
- " \"\"\"Entry point for launching an IPython kernel.\n",
- "/cvmfs/icecube.opensciencegrid.org/py2-v3/RHEL_7_x86_64/lib/python2.7/site-packages/ipykernel_launcher.py:1: RuntimeWarning: to-Python converter for std::vector<golemfit::AstrophysicalNeutrinoModel, std::allocator<golemfit::AstrophysicalNeutrinoModel> > already registered; second conversion method ignored.\n",
- " \"\"\"Entry point for launching an IPython kernel.\n",
- "/cvmfs/icecube.opensciencegrid.org/py2-v3/RHEL_7_x86_64/lib/python2.7/site-packages/ipykernel_launcher.py:1: RuntimeWarning: to-Python converter for nusquids::marray<double, 3u, std::allocator<double> > already registered; second conversion method ignored.\n",
- " \"\"\"Entry point for launching an IPython kernel.\n",
- "/cvmfs/icecube.opensciencegrid.org/py2-v3/RHEL_7_x86_64/lib/python2.7/site-packages/ipykernel_launcher.py:1: RuntimeWarning: to-Python converter for nusquids::marray<double, 5u, std::allocator<double> > already registered; second conversion method ignored.\n",
- " \"\"\"Entry point for launching an IPython kernel.\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
- "import GolemFitPy as gf\n",
+ "class HandlerCircle(HandlerPatch):\n",
+ " def create_artists(self, legend, orig_handle,\n",
+ " xdescent, ydescent, width, height,\n",
+ " fontsize, trans):\n",
+ " r = 10\n",
+ " x = r + width//2 + 10\n",
+ " y = height//2 - 3\n",
"\n",
- "# setup fitter\n",
- "datapaths = gf.DataPaths()\n",
- "npp = gf.NewPhysicsParams()\n",
+ " # create \n",
+ " p = Circle(xy=(x, y), radius=r)\n",
"\n",
- "sparams = gf.SteeringParams(gf.sampleTag.MagicTau)\n",
- "sparams.quiet = False\n",
- "sparams.fastmode = False\n",
- "sparams.minFitEnergy = 6E4 # GeV\n",
- "sparams.maxFitEnergy = 1E7 # GeV\n",
- "sparams.load_data_from_text_file = False\n",
- "sparams.use_legacy_selfveto_calculation = False\n",
- "sparams.do_HESE_reshuffle=False\n",
+ " # update with data from oryginal object\n",
+ " self.update_prop(p, orig_handle, legend)\n",
"\n",
- "FITTER = gf.GolemFit(datapaths, sparams, npp)"
+ " # move xy to legend\n",
+ " p.set_transform(trans)\n",
+ "\n",
+ " return [p]"
]
},
{
@@ -82,41 +97,24 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "1.0 2.5 2.0 0.444444447756 0.0 8.0 7.0 1.0 1.0 0.0 10.0 9.99999968266e-21 0.990000009537 0.0 1.0 1.0 1.0 1.0 56400.0 0.0\n",
- "convNorm = 1.0\n",
- "promptNorm = 1.0\n",
- "muonNorm = 1.0\n",
- "astroNorm = 8.0\n",
- "astroDeltaGamma = 2.5\n"
+ "[array([0.33333333, 0.66666667, 0. ]), array([0.30535346, 0.3527747 , 0.34187184])]\n",
+ "[array([0., 1., 0.]), array([0.18301213, 0.43765598, 0.37933189])]\n",
+ "[array([1., 0., 0.]), array([0.55003613, 0.18301213, 0.26695174])]\n"
]
}
],
"source": [
- "fitparams = gf.FitParameters(gf.sampleTag.MagicTau)\n",
- "print fitparams.anisotropyScale,\n",
- "print fitparams.astroDeltaGamma,\n",
- "print fitparams.astroDeltaGammaSec,\n",
- "print fitparams.astroFlavorAngle1,\n",
- "print fitparams.astroFlavorAngle2,\n",
- "print fitparams.astroNorm,\n",
- "print fitparams.astroNormSec,\n",
- "print fitparams.astroParticleBalance,\n",
- "print fitparams.convNorm,\n",
- "print fitparams.CRDeltaGamma,\n",
- "print fitparams.cutoffEnergy,\n",
- "print fitparams.darkNorm,\n",
- "print fitparams.domEfficiency,\n",
- "print fitparams.holeiceForward,\n",
- "print fitparams.muonNorm,\n",
- "print fitparams.NeutrinoAntineutrinoRatio,\n",
- "print fitparams.piKRatio,\n",
- "print fitparams.promptNorm,\n",
- "print fitparams.timeSplit,\n",
- "print fitparams.zenithCorrection\n",
- "\n",
- "nuisance = ('convNorm', 'promptNorm', 'muonNorm', 'astroNorm', 'astroDeltaGamma')\n",
- "for n in nuisance:\n",
- " print n, '=', fitparams.__getattribute__(n)"
+ "s = [1, 2, 0]\n",
+ "SM_120 = [fr_utils.normalise_fr(s), fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))]\n",
+ "s = [0, 1, 0]\n",
+ "SM_010 = [fr_utils.normalise_fr(s), fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))]\n",
+ "s = [1, 0, 0]\n",
+ "SM_100 = [fr_utils.normalise_fr(s), fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))]\n",
+ "print SM_120\n",
+ "print SM_010\n",
+ "print SM_100\n",
+ "\n",
+ "SM_X = np.load('./chains/mc_x.npy')"
]
},
{
@@ -125,95 +123,61 @@
"metadata": {},
"outputs": [
{
- "name": "stdout",
+ "name": "stderr",
"output_type": "stream",
"text": [
- "[0.111 0.111 0.111 0.111 0.111 0.111\n",
- " 0.111 0.111 0.111 0.111 0.111 0.111\n",
- " 0.111 0.111 0.111 0.111 0.111 0.111\n",
- " 0.111 0.111 0.00184875]\n",
- "[0.11109244 0.11109244 0.11109244 0.11109244 0.11109244 0.11109244\n",
- " 0.11109244 0.11109244 0.11109244 0.11109244 0.11109244 0.11109244\n",
- " 0.11109244 0.11109244 0.11109244 0.11109244 0.11109244 0.11109244\n",
- " 0.11109244 0.11109244]\n",
- "2635.5112\n"
+ "../utils/plot.py:297: RuntimeWarning: divide by zero encountered in double_scalars\n",
+ " circum_r = a*b*c/(4.0*area)\n",
+ "../utils/plot.py:296: RuntimeWarning: invalid value encountered in sqrt\n",
+ " area = np.sqrt(s*(s-a)*(s-b)*(s-c))\n",
+ "/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/scipy/interpolate/_fitpack_impl.py:226: RuntimeWarning: Setting x[0][300]=x[0][0]\n",
+ " (i, m, i)))\n",
+ "/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/scipy/interpolate/_fitpack_impl.py:226: RuntimeWarning: Setting x[1][300]=x[1][0]\n",
+ " (i, m, i)))\n"
]
}
],
"source": [
- "binning = FITTER.GetEnergyBinsMC()\n",
- "print np.diff(np.log10(binning))\n",
- "print np.diff(np.log10(np.logspace(np.log10(6E4), np.log10(1E7), 21)))\n",
- "\n",
- "livetime = FITTER.GetLivetime()/(3600.*24)\n",
- "print livetime"
+ "# Calculate nufit boundary\n",
+ "polys = []\n",
+ "for x in (SM_X[SM_X[:,0]>=(1/3.)], SM_X[SM_X[:,0]<(1/3.)]):\n",
+ " polys.append(plot_utils.flavour_contour(\n",
+ " frs = x,\n",
+ " plot = False,\n",
+ " nbins = nbins,\n",
+ " coverage = 95,\n",
+ " oversample = 15,\n",
+ " delaunay = True,\n",
+ " d_alpha = 0.04,\n",
+ " d_gauss = 0.02,\n",
+ " smoothing = 4,\n",
+ " hist_smooth = 0.03\n",
+ " ))\n",
+ "p1 = sg.Polygon(polys[0])\n",
+ "p2 = sg.Polygon(polys[1])\n",
+ "nufit_bound = so.cascaded_union([p1,p2]).exterior.xy"
]
},
{
"cell_type": "code",
"execution_count": 6,
- "metadata": {},
- "outputs": [],
- "source": [
- "def parse_exp(x):\n",
- " h = np.sum(x, axis=(0,1,2,3))\n",
- " return np.concatenate([[h[0]], h])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [],
- "source": [
- "null_exp = parse_exp(FITTER.GetExpectation(fitparams))\n",
- "\n",
- "d = fitparams.convNorm\n",
- "fitparams.convNorm = 1.4\n",
- "norm_conv_p = parse_exp(FITTER.GetExpectation(fitparams))\n",
- "fitparams.convNorm = 0.6\n",
- "norm_conv_n = parse_exp(FITTER.GetExpectation(fitparams))\n",
- "fitparams.convNorm = d\n",
- "\n",
- "d = fitparams.promptNorm\n",
- "fitparams.promptNorm = 2.4\n",
- "prompt_p = parse_exp(FITTER.GetExpectation(fitparams))\n",
- "fitparams.promptNorm = 0\n",
- "prompt_n = parse_exp(FITTER.GetExpectation(fitparams))\n",
- "fitparams.promptNorm = d\n",
- "\n",
- "d = fitparams.muonNorm\n",
- "fitparams.muonNorm = 1.5\n",
- "muon_p = parse_exp(FITTER.GetExpectation(fitparams))\n",
- "fitparams.muonNorm = 0.5\n",
- "muon_n = parse_exp(FITTER.GetExpectation(fitparams))\n",
- "fitparams.muonNorm = d\n",
- "\n",
- "d = fitparams.astroNorm\n",
- "fitparams.astroNorm = 12\n",
- "astro_p = parse_exp(FITTER.GetExpectation(fitparams))\n",
- "fitparams.astroNorm = 4\n",
- "astro_n = parse_exp(FITTER.GetExpectation(fitparams))\n",
- "fitparams.astroNorm = d\n",
- "\n",
- "d = fitparams.astroDeltaGamma\n",
- "fitparams.astroDeltaGamma = 3\n",
- "dastro_index_p = parse_exp(FITTER.GetExpectation(fitparams))\n",
- "fitparams.astroDeltaGamma = 2\n",
- "dastro_index_n = parse_exp(FITTER.GetExpectation(fitparams))\n",
- "fitparams.astroDeltaGamma = d"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {},
+ "metadata": {
+ "scrolled": false
+ },
"outputs": [
{
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/font_manager.py:1331: UserWarning: findfont: Font family [u'serif'] not found. Falling back to DejaVu Sans\n",
+ " (prop.get_family(), self.defaultFamily[fontext]))\n"
+ ]
+ },
+ {
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7f11881b6a10>"
+ "<Figure size 864x864 with 1 Axes>"
]
},
"metadata": {},
@@ -221,227 +185,147 @@
}
],
"source": [
- "fontsize = 16\n",
+ "# Figure\n",
+ "fig = plt.figure(figsize=(12, 12))\n",
"\n",
- "fig = plt.figure(figsize=(7, 5))\n",
+ "# Axis\n",
"ax = fig.add_subplot(111)\n",
- "\n",
- "ax.set_xlim(binning[0], binning[-1])\n",
- "ax.set_ylim(1E-1, 40)\n",
- "\n",
- "ax.set_xscale('log')\n",
- "ax.set_yscale('log')\n",
- "\n",
- "ax.set_xlabel(r'Deposited Energy [GeV]', fontsize=fontsize)\n",
- "ax.set_ylabel(r'Events per 2635 days', fontsize=fontsize)\n",
- "\n",
- "ax.tick_params(axis='x', labelsize=fontsize, which='both', direction='in')\n",
- "ax.tick_params(axis='y', labelsize=fontsize, which='both', direction='in')\n",
- "\n",
- "ax.step(\n",
- " binning, null_exp, drawstyle='steps-pre',\n",
- " linewidth=2, linestyle='-', color='black'\n",
- ")\n",
- "\n",
- "ax.step(\n",
- " binning, norm_conv_p, drawstyle='steps-pre', label=r'$+40\\%\\:N_{\\rm{atm}}$',\n",
- " linewidth=2, linestyle='--', color='blue'\n",
+ "#ax_labels = [r'$f_{e,\\oplus}$', r'$f_{\\mu,\\oplus}$', r'$f_{\\tau,\\oplus}$']\n",
+ "ax_labels = [r'$\\nu_e\\:\\:{\\rm fraction}\\:\\left( f_{e,\\oplus}\\right)$',\n",
+ " r'$\\nu_\\mu\\:\\:{\\rm fraction}\\:\\left( f_{\\mu,\\oplus}\\right)$',\n",
+ " r'$\\nu_\\tau\\:\\:{\\rm fraction}\\:\\left( f_{\\tau,\\oplus}\\right)$']\n",
+ "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels, rot_ax_labels=True)\n",
+ "\n",
+ "# Plot\n",
+ "tax.scatter([SM_120[0]*nbins], marker='o', s=350, facecolors=tRed,\n",
+ " edgecolors='k', linewidth=2.3, zorder=10,\n",
+ " label=r'$(1:2:0\\smash{)_{\\rm S}}$')\n",
+ "tax.scatter([SM_010[0]*nbins], marker='s', s=350, facecolors=tGreen,\n",
+ " edgecolors='k', linewidth=2.3, zorder=10,\n",
+ " label=r'$(0:1:0\\smash{)_{\\rm S}}$')\n",
+ "tax.scatter([SM_100[0]*nbins], marker='^', s=350, facecolors=tBlue,\n",
+ " edgecolors='k', linewidth=2.3, zorder=10,\n",
+ " label=r'$(1:0:0\\smash{)_{\\rm S}}$')\n",
+ "\n",
+ "tax.scatter([SM_120[1]*nbins], marker='o', s=350, edgecolors='k',\n",
+ " facecolors='white', linewidth=2.3, zorder=10)\n",
+ "tax.scatter([SM_010[1]*nbins], marker='s', s=350, edgecolors='k',\n",
+ " facecolors='white', linewidth=2.3, zorder=10)\n",
+ "tax.scatter([SM_100[1]*nbins], marker='^', s=350, edgecolors='k',\n",
+ " facecolors='white', linewidth=2.3, zorder=10)\n",
+ "\n",
+ "ax.annotate(\"\", xy=np.array([0.415, 0.44])*nbins, xytext=np.array([0.499, 0.83])*nbins,\n",
+ " arrowprops=dict(arrowstyle=\"-|>\",facecolor='k',lw=2), zorder=5)\n",
+ "ax.annotate(\"\", xy=np.array([0.505, 0.335])*nbins, xytext=np.array([0.64, 0.55])*nbins,\n",
+ " arrowprops=dict(arrowstyle=\"-|>\",facecolor='k',lw=2), zorder=5)\n",
+ "ax.annotate(\"\", xy=np.array([0.67, 0.14])*nbins, xytext=np.array([0.975, 0.014])*nbins,\n",
+ " arrowprops=dict(arrowstyle=\"-|>\",facecolor='k',lw=2), zorder=5)\n",
+ "\n",
+ "# Legend\n",
+ "l_size = fontsize\n",
+ "legend = plt.legend(loc=(0.7, 0.75), title=r'Source composition',\n",
+ " fontsize=l_size, prop={'size': fontsize})\n",
+ "plt.setp(legend.get_title(), fontsize=l_size)\n",
+ "ax.add_artist(legend)\n",
+ "\n",
+ "# Plot NuFIT boundary\n",
+ "ax.fill(\n",
+ " nufit_bound[0], nufit_bound[1],\n",
+ " linewidth = 1.5,\n",
+ " edgecolor = 'None',\n",
+ " facecolor = 'white',\n",
+ " alpha = 1,\n",
+ " zorder = 4,\n",
")\n",
- "ax.step(\n",
- " binning, norm_conv_n, drawstyle='steps-pre', label=r'$-40\\%\\:N_{\\rm{atm}}$',\n",
- " linewidth=2, linestyle=':', color='red'\n",
+ "ax.fill(\n",
+ " nufit_bound[0], nufit_bound[1], \n",
+ " linewidth = 1.5,\n",
+ " edgecolor = 'k',\n",
+ " facecolor = 'None',\n",
+ " alpha = 1,\n",
+ " zorder = 5,\n",
+ " hatch = 'XXX'\n",
")\n",
"\n",
- "ax.legend(loc='upper right', prop={'size': fontsize})#, bbox_to_anchor=(0.96, 0.96), markerfirst=False)\n",
- "\n",
- "ax.text(\n",
- " 8E4, 0.2, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize, color='r'\n",
+ "legend_elements = []\n",
+ "legend_elements.append(\n",
+ " Circle((0., 0.), 0.1, facecolor='none', hatch='XXX', edgecolor='k',\n",
+ " linewidth=2., label=r'Standard Model')\n",
")\n",
- "\n",
- "matplotlib2tikz.save(\"plots/tex/syst_convnorm.tex\")"
+ "legend = plt.legend(handles=legend_elements, loc=(-0.05, 0.85),\n",
+ " fontsize=l_size,\n",
+ " handler_map={Circle: HandlerCircle()})\n",
+ "plt.setp(legend.get_title(), fontsize=l_size)\n",
+ "legend.get_frame().set_linestyle('-')\n",
+ "ax.add_artist(legend)\n",
+ "\n",
+ "fig.savefig('./plots/thesis.pdf', bbox_inches='tight', dpi=150)"
]
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 7,
"metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<matplotlib.figure.Figure at 0x7f1179a73a10>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
- "fontsize = 16\n",
- "\n",
- "fig = plt.figure(figsize=(7, 5))\n",
- "ax = fig.add_subplot(111)\n",
- "\n",
- "ax.set_xlim(binning[0], binning[-1])\n",
- "ax.set_ylim(1E-1, 40)\n",
- "\n",
- "ax.set_xscale('log')\n",
- "ax.set_yscale('log')\n",
- "\n",
- "ax.set_xlabel(r'Deposited Energy [GeV]', fontsize=fontsize)\n",
- "ax.set_ylabel(r'Events per 2635 days', fontsize=fontsize)\n",
- "\n",
- "ax.tick_params(axis='x', labelsize=fontsize, which='both', direction='in')\n",
- "ax.tick_params(axis='y', labelsize=fontsize, which='both', direction='in')\n",
- "\n",
- "ax.step(\n",
- " binning, null_exp, drawstyle='steps-pre',\n",
- " linewidth=2, linestyle='-', color='black'\n",
- ")\n",
- "\n",
- "ax.step(\n",
- " binning, prompt_p, drawstyle='steps-pre', label=r'$N_{\\rm{prompt}}=2.4$',\n",
- " linewidth=2, linestyle='--', color='blue'\n",
- ")\n",
- "ax.step(\n",
- " binning, prompt_n, drawstyle='steps-pre', label=r'$N_{\\rm{prompt}}=0$',\n",
- " linewidth=2, linestyle=':', color='red'\n",
- ")\n",
- "\n",
- "ax.legend(loc='upper right', prop={'size': fontsize})#, bbox_to_anchor=(0.96, 0.96), markerfirst=False)\n",
- "\n",
- "ax.text(\n",
- " 8E4, 0.2, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize, color='r'\n",
- ")\n",
- "\n",
- "matplotlib2tikz.save(\"plots/tex/syst_prompt.tex\")"
+ "# Load chains for Unitary MCMC + HESE contour\n",
+ "SM_120 = np.load('./chains/fr_INJ_1_2_0.npy')\n",
+ "SM_100 = np.load('./chains/fr_INJ_1_0_0.npy')\n",
+ "SM_010 = np.load('./chains/fr_INJ_0_1_0.npy')\n",
+ "\n",
+ "bc_chains = np.load('./chains/contour_REAL.npy')\n",
+ "flavour_angles = bc_chains[:,-2:]\n",
+ "flavour_ratios = np.array(\n",
+ " map(fr_utils.angles_to_fr, flavour_angles)\n",
+ ")"
]
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 8,
"metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<matplotlib.figure.Figure at 0x7f1179863390>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
- "fontsize = 16\n",
- "\n",
- "fig = plt.figure(figsize=(7, 5))\n",
- "ax = fig.add_subplot(111)\n",
- "\n",
- "ax.set_xlim(binning[0], binning[-1])\n",
- "ax.set_ylim(1E-1, 40)\n",
- "\n",
- "ax.set_xscale('log')\n",
- "ax.set_yscale('log')\n",
- "\n",
- "ax.set_xlabel(r'Deposited Energy [GeV]', fontsize=fontsize)\n",
- "ax.set_ylabel(r'Events per 2635 days', fontsize=fontsize)\n",
- "\n",
- "ax.tick_params(axis='x', labelsize=fontsize, which='both', direction='in')\n",
- "ax.tick_params(axis='y', labelsize=fontsize, which='both', direction='in')\n",
- "\n",
- "ax.step(\n",
- " binning, null_exp, drawstyle='steps-pre',\n",
- " linewidth=2, linestyle='-', color='black'\n",
- ")\n",
- "\n",
- "ax.step(\n",
- " binning, muon_p, drawstyle='steps-pre', label=r'$N_{\\rm{muon}}=1.5$',\n",
- " linewidth=2, linestyle='--', color='blue'\n",
- ")\n",
- "ax.step(\n",
- " binning, muon_n, drawstyle='steps-pre', label=r'$N_{\\rm{muon}}=0.5$',\n",
- " linewidth=2, linestyle=':', color='red'\n",
- ")\n",
- "\n",
- "ax.legend(loc='upper right', prop={'size': fontsize})#, bbox_to_anchor=(0.96, 0.96), markerfirst=False)\n",
- "\n",
- "ax.text(\n",
- " 8E4, 0.2, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize, color='r'\n",
- ")\n",
- "\n",
- "matplotlib2tikz.save(\"plots/tex/syst_muon.tex\")"
+ "# Only plot n points\n",
+ "n = 8000\n",
+ "SM_120 = SM_120[:n]\n",
+ "SM_100 = SM_100[:n]\n",
+ "SM_010 = SM_010[:n]"
]
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 86,
"metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<matplotlib.figure.Figure at 0x7f1179a3fa90>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
- "fontsize = 16\n",
- "\n",
- "fig = plt.figure(figsize=(7, 5))\n",
- "ax = fig.add_subplot(111)\n",
- "\n",
- "ax.set_xlim(binning[0], binning[-1])\n",
- "ax.set_ylim(1E-1, 40)\n",
- "\n",
- "ax.set_xscale('log')\n",
- "ax.set_yscale('log')\n",
- "\n",
- "ax.set_xlabel(r'Deposited Energy [GeV]', fontsize=fontsize)\n",
- "ax.set_ylabel(r'Events per 2635 days', fontsize=fontsize)\n",
- "\n",
- "ax.tick_params(axis='x', labelsize=fontsize, which='both', direction='in')\n",
- "ax.tick_params(axis='y', labelsize=fontsize, which='both', direction='in')\n",
- "\n",
- "ax.step(\n",
- " binning, null_exp, drawstyle='steps-pre',\n",
- " linewidth=2, linestyle='-', color='black'\n",
- ")\n",
- "\n",
- "ax.step(\n",
- " binning, astro_p, drawstyle='steps-pre', label=r'$N_{\\rm{astro}}=12$',\n",
- " linewidth=2, linestyle='--', color='blue'\n",
- ")\n",
- "ax.step(\n",
- " binning, astro_n, drawstyle='steps-pre', label=r'$N_{\\rm{astro}}=4$',\n",
- " linewidth=2, linestyle=':', color='red'\n",
- ")\n",
- "\n",
- "ax.legend(loc='upper right', prop={'size': fontsize})#, bbox_to_anchor=(0.96, 0.96), markerfirst=False)\n",
- "\n",
- "ax.text(\n",
- " 8E4, 0.2, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize, color='r'\n",
- ")\n",
- "\n",
- "matplotlib2tikz.save(\"plots/tex/syst_astro.tex\")"
+ "f_s_120 = fr_utils.normalise_fr((1, 2, 0))\n",
+ "f_s_010 = fr_utils.normalise_fr((0, 1, 0))\n",
+ "f_s_100 = fr_utils.normalise_fr((1, 0, 0))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "n_samples = 1000\n",
+ "f_m_120 = calc_unitarity_bounds(f_s_120, n_samples)\n",
+ "f_m_010 = calc_unitarity_bounds(f_s_010, n_samples)\n",
+ "f_m_100 = calc_unitarity_bounds(f_s_100, n_samples)"
]
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 87,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7f11796f0e50>"
+ "<Figure size 864x864 with 1 Axes>"
]
},
"metadata": {},
@@ -449,49 +333,85 @@
}
],
"source": [
- "fontsize = 16\n",
+ "# Figure\n",
+ "fig = plt.figure(figsize=(12, 12))\n",
"\n",
- "fig = plt.figure(figsize=(7, 5))\n",
+ "# Axis\n",
"ax = fig.add_subplot(111)\n",
- "\n",
- "ax.set_xlim(binning[0], binning[-1])\n",
- "ax.set_ylim(1E-1, 40)\n",
- "\n",
- "ax.set_xscale('log')\n",
- "ax.set_yscale('log')\n",
- "\n",
- "ax.set_xlabel(r'Deposited Energy [GeV]', fontsize=fontsize)\n",
- "ax.set_ylabel(r'Events per 2635 days', fontsize=fontsize)\n",
- "\n",
- "ax.tick_params(axis='x', labelsize=fontsize, which='both', direction='in')\n",
- "ax.tick_params(axis='y', labelsize=fontsize, which='both', direction='in')\n",
- "\n",
- "ax.step(\n",
- " binning, null_exp, drawstyle='steps-pre',\n",
- " linewidth=2, linestyle='-', color='black'\n",
- ")\n",
- "\n",
- "ax.step(\n",
- " binning, dastro_index_p, drawstyle='steps-pre', label=r'$\\gamma_{\\rm{astro}}=3.0$',\n",
- " linewidth=2, linestyle='--', color='blue'\n",
- ")\n",
- "ax.step(\n",
- " binning, dastro_index_n, drawstyle='steps-pre', label=r'$\\gamma_{\\rm{astro}}=2.0$',\n",
- " linewidth=2, linestyle=':', color='red'\n",
- ")\n",
- "\n",
- "ax.legend(loc='upper right', prop={'size': fontsize})#, bbox_to_anchor=(0.96, 0.96), markerfirst=False)\n",
- "\n",
- "ax.text(\n",
- " 8E4, 0.2, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize, color='r'\n",
+ "#ax_labels = [r'$f_{e,\\oplus}$', r'$f_{\\mu,\\oplus}$', r'$f_{\\tau,\\oplus}$']\n",
+ "ax_labels = [r'$\\nu_e\\:\\:{\\rm fraction}\\:\\left( f_{e,\\oplus}\\right)$',\n",
+ " r'$\\nu_\\mu\\:\\:{\\rm fraction}\\:\\left( f_{\\mu,\\oplus}\\right)$',\n",
+ " r'$\\nu_\\tau\\:\\:{\\rm fraction}\\:\\left( f_{\\tau,\\oplus}\\right)$']\n",
+ "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels, rot_ax_labels=True)\n",
+ "\n",
+ "# Plot source dots\n",
+ "tax.scatter([f_s_120*nbins], marker='o', s=350, facecolors=tRed,\n",
+ " edgecolors='k', linewidth=2.3, zorder=10,\n",
+ " label=r'$(1:2:0\\smash{)_{\\rm S}}$')\n",
+ "tax.scatter([f_s_010*nbins], marker='s', s=350, facecolors=tGreen,\n",
+ " edgecolors='k', linewidth=2.3, zorder=10,\n",
+ " label=r'$(0:1:0\\smash{)_{\\rm S}}$')\n",
+ "tax.scatter([f_s_100*nbins], marker='^', s=350, facecolors=tBlue,\n",
+ " edgecolors='k', linewidth=2.3, zorder=10,\n",
+ " label=r'$(1:0:0\\smash{)_{\\rm S}}$')\n",
+ "\n",
+ "# Plot unitary boundaries\n",
+ "for f_m, col, zorder in reversed(zip((f_m_120, f_m_010, f_m_100), (tRed, tGreen, tBlue), (9, 5, 5))):\n",
+ " plot_utils.tax_fill(\n",
+ " ax=ax,\n",
+ " points=f_m,\n",
+ " nbins=nbins,\n",
+ " facecolor = col+[0.2],\n",
+ " edgecolor = None,\n",
+ " zorder = 5\n",
+ " )\n",
+ " tax.plot(\n",
+ " f_m*nbins,\n",
+ " linewidth = 3,\n",
+ " color = col,\n",
+ " zorder = zorder\n",
+ " )\n",
+ "\n",
+ "# Plot unitary points\n",
+ "tax.scatter(SM_120*nbins, marker='.', s=2, alpha=0.5, color=tRed, zorder=8)\n",
+ "tax.scatter(SM_010*nbins, marker='.', s=2, alpha=0.5, color=tGreen, zorder=7)\n",
+ "tax.scatter(SM_100*nbins, marker='.', s=2, alpha=0.5, color=tBlue, zorder=6)\n",
+ " \n",
+ "# Legend\n",
+ "l_size = fontsize\n",
+ "legend = plt.legend(loc=(0.7, 0.75), title=r'Source composition',\n",
+ " fontsize=l_size, prop={'size': fontsize})\n",
+ "plt.setp(legend.get_title(), fontsize=l_size)\n",
+ "ax.add_artist(legend)\n",
+ "\n",
+ "# Plot HESE contour\n",
+ "coverages = {68: 'grey', 90: 'darkgrey'}\n",
+ "for cov in coverages.iterkeys():\n",
+ " plot_utils.flavour_contour(\n",
+ " frs = flavour_ratios,\n",
+ " fill = True,\n",
+ " ax = ax,\n",
+ " nbins = nbins,\n",
+ " coverage = cov,\n",
+ " linewidth = 2.5,\n",
+ " color = coverages[cov],\n",
+ " alpha = 0.2,\n",
+ " zorder = 4,\n",
+ " oversample = 1.5\n",
+ " )\n",
+ "# Text\n",
+ "ax.text(0.34*nbins, 0.233*nbins, r'$68\\%$', fontsize=fontsize, rotation=7, zorder=6)\n",
+ "ax.text(0.34*nbins, 0.13*nbins, r'$90\\%$', fontsize=fontsize, rotation=3, zorder=6)\n",
+ "fig.text(\n",
+ " 0.3, 0.8, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize,\n",
+ " horizontalalignment='center', color='r'\n",
")\n",
"\n",
- "matplotlib2tikz.save(\"plots/tex/syst_astro_index.tex\")"
+ "fig.savefig('./plots/unitarity.pdf', bbox_inches='tight', dpi=150)"
]
}
],
"metadata": {
- "anaconda-cloud": {},
"kernelspec": {
"display_name": "Python 2",
"language": "python",
@@ -507,9 +427,9 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
- "version": "2.7.13"
+ "version": "2.7.15"
}
},
"nbformat": 4,
- "nbformat_minor": 1
+ "nbformat_minor": 2
}