diff options
Diffstat (limited to 'plot_llh')
27 files changed, 0 insertions, 12822 deletions
diff --git a/plot_llh/.ipynb_checkpoints/ahlers_unitarity_contour-checkpoint.ipynb b/plot_llh/.ipynb_checkpoints/ahlers_unitarity_contour-checkpoint.ipynb deleted file mode 100644 index ad5b35f..0000000 --- a/plot_llh/.ipynb_checkpoints/ahlers_unitarity_contour-checkpoint.ipynb +++ /dev/null @@ -1,151 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import healpy as H\n", - "import sys\n", - "import numpy as np\n", - "from pylab import *\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib.colors as clrs\n", - "import subprocess\n", - "import pickle\n", - "import matplotlib.tri as mtri\n", - "import matplotlib.lines as lines\n", - "import ternary\n", - "\n", - "rc('text', usetex=True)\n", - "rc('font',**{'family':'serif','serif':['Palatino']})" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/local/lib/python3.7/site-packages/ipykernel_launcher.py:37: RuntimeWarning: invalid value encountered in double_scalars\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 1800x1680 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#### Boundary and Gridlines\n", - "scale = 20\n", - "figure, tax = ternary.figure(scale=scale)\n", - "figure.set_size_inches(6, 5.6)\n", - "figure.set_dpi(300)\n", - "\n", - "plt.axis('off')\n", - "\n", - "tax.gridlines(color=\"gray\", multiple=0.1 * scale, linewidth=0.35, ls='-', alpha=0.5)\n", - "\n", - "# Set Axis labels and Title\n", - "fontsize = 7.25\n", - "tax.left_axis_label(r'$f_{\\tau,\\oplus}$', fontsize=fontsize, offset=0.175)\n", - "tax.right_axis_label(r'$f_{\\mu,\\oplus}$', fontsize=fontsize, offset=0.175)\n", - "tax.bottom_axis_label(r'$f_{e,\\oplus}$', fontsize=fontsize, offset=0.175)\n", - "\n", - "tax.boundary(linewidth=1.0)\n", - "\n", - "fe = 3.0/3.\n", - "fmu = 0.0/3.\n", - "A4 = []\n", - "\n", - "steps = 360\n", - "for chi in arange(0.0,2*np.pi,2*np.pi/(1.*steps)) :\n", - " \n", - " L = []\n", - " \n", - " for dchi in arange(-np.pi/2.+2.*np.pi/(1.*steps),np.pi/2.,2.*np.pi/(1.*steps)) :\n", - " omega = chi+dchi\n", - " x = (1.-fe-2.*fmu)*np.sin(omega)\n", - " y = (1.-2.*fe-fmu)*np.cos(omega)\n", - " z = (fmu-fe)*(np.cos(omega)-np.sin(omega))\n", - " \n", - " B = [0.0,(x+y+z)/3.,x/2.,y/2.,z/2.]\n", - " \n", - " if x**2 >= (y-z)**2/9. :\n", - " B.append(((3.*x+y+z)**2-4.*y*z)/24./x)\n", - " if y**2 >= (z-x)**2/9. :\n", - " B.append(((3.*y+z+x)**2-4.*z*x)/24./y)\n", - " if z**2 >= (x-y)**2/9. :\n", - " B.append(((3.*z+x+y)**2-4.*x*y)/24./z)\n", - "\n", - " L.append(max(B)/np.cos(dchi))\n", - " \n", - " A4.append([fe+np.cos(chi)*min(L),fmu+np.sin(chi)*min(L)])\n", - " \n", - "A4 = np.array(A4) \n", - "tax.plot(A4*scale, linewidth=1, marker=None, color='red', linestyle='solid')\n", - "\n", - "r = plt.plot(np.array([[-1000, -1000], [-1000, -1000]]) * scale, linewidth=4., marker=None, color = 'red', label='$(1:0:0)_s$')\n", - "g = plt.plot(np.array([[-1000, -1000], [-1000, -1000]]) * scale, linewidth=4., marker=None, color = 'green', label='$(0:1:0)_s$')\n", - "b = plt.plot(np.array([[-1000, -1000], [-1000, -1000]]) * scale, linewidth=4., marker=None, color = 'blue', label='$(1:2:0)_s$')\n", - "\n", - "black = plt.plot(np.array([[-1000, 0], [-1000, 0]]) * scale, linewidth=1., marker=None, color='black', label='This work')\n", - "dotted = plt.plot(np.array([[-1000, 0], [-1000, 0]]) * scale, linewidth=0.4, marker=None, color='black', linestyle='dashed', label='Xu+, 2014')\n", - "\n", - "handles1 = [black[0], dotted[0]]\n", - "handles2 = [r[0], g[0], b[0]]\n", - "\n", - "tax.clear_matplotlib_ticks() # Remove default Matplotlib Axes\n", - "\n", - "tax.set_axis_limits({'b': [0., 1.], 'l': [0., 1.], 'r': [0., 1.]})\n", - "\n", - "tax.get_ticks_from_axis_limits(multiple=10.)\n", - "tax.set_custom_ticks(fontsize=3.5, multiple=10., offset=0.022, linewidth=0.5, tick_formats= {'b': \"%.1f\", 'l': \"%.1f\", 'r': \"%.1f\"})\n", - "\n", - "first_legend = plt.legend(handles=handles2, bbox_to_anchor=(0.75, 0.85), loc='center left', borderaxespad=0.,fancybox=True,framealpha=0.0,frameon=True,numpoints=1, scatterpoints = 1,handlelength=0.6, fontsize=4.5)\n", - "tax.ax.set_aspect('equal')\n", - "\n", - "ax = plt.gca().add_artist(first_legend)\n", - "\n", - "tax.legend(handles=handles1, bbox_to_anchor=(0, 0.90), loc='center left', borderaxespad=0.,fancybox=True,framealpha=0.0,frameon=True,numpoints=1, scatterpoints = 1,handlelength=0.6, fontsize=4.5)\n", - "tax.ax.set_aspect('equal')\n", - "\n", - "#ternary.plt.tight_layout()\n", - "tax._redraw_labels()\n", - "\n", - "ternary.plt.show()" - ] - } - ], - "metadata": { - "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": "2.7.15" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/plot_llh/.ipynb_checkpoints/bayes_factor-checkpoint.ipynb b/plot_llh/.ipynb_checkpoints/bayes_factor-checkpoint.ipynb deleted file mode 100644 index 2dbe742..0000000 --- a/plot_llh/.ipynb_checkpoints/bayes_factor-checkpoint.ipynb +++ /dev/null @@ -1,228 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%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" - ] - } - ], - "source": [ - "\"\"\"Bayes factor plots\"\"\"\n", - "import sys\n", - "sys.path.extend(['.', '..'])\n", - "\n", - "import numpy as np\n", - "from matplotlib import pyplot as plt\n", - "\n", - "import warnings\n", - "with warnings.catch_warnings():\n", - " warnings.simplefilter(\"ignore\")\n", - " from sens import parse_args\n", - " from utils import plot as plot_utils\n", - " from utils.fr import SCALE_BOUNDARIES\n", - " from utils.misc import get_units\n", - "\n", - "import matplotlib2tikz" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "DIM = 6\n", - "SC_010 = [(0, 1, 0), 'OET']\n", - "SC_100 = [(1, 0, 0), 'OUT']\n", - "\n", - "DATADIR = '/data/user/smandalia/flavour_ratio/data/sensitivity/DIM{0}/bayesian/real/fr_stat_DIM{0}_sfr'.format(DIM)\n", - "\n", - "SEGMENTS = 10\n", - "\n", - "args_010 = parse_args('--dimension {0} --source-ratio {1} {2} {3} --stat-method bayesian'.format(DIM, *SC_010[0]))\n", - "args_100 = parse_args('--dimension {0} --source-ratio {1} {2} {3} --stat-method bayesian'.format(DIM, *SC_100[0]))" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "boundaries = SCALE_BOUNDARIES[DIM]\n", - "eval_scales = np.linspace(boundaries[0], boundaries[1], SEGMENTS-1)\n", - "eval_scales = np.concatenate([[-100.], eval_scales])" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "scales, stat [(-100.0, -29.555862612249648), (-56.0, -29.766019647372207), (-52.75, -29.623184822825394), (-49.5, -29.928550147551004), (-46.25, -30.610604313154642), (-43.0, -37.94956693781441), (-39.75, -40.40734055766876), (-36.5, -40.60191617254397), (-33.25, -40.302401793524595), (-30.0, -40.61265085007461)]\n", - "[reduced_ev > np.log(10**(BAYES_K))] 264\n", - "limit = -45.1082397392\n", - "scales, stat [(-100.0, -29.555862612249648), (-56.0, -29.766019647372207), (-52.75, -29.623184822825394), (-49.5, -29.928550147551004), (-46.25, -30.610604313154642), (-43.0, -37.94956693781441), (-39.75, -40.40734055766876), (-36.5, -40.60191617254397), (-33.25, -40.302401793524595), (-30.0, -40.61265085007461)]\n", - "[reduced_ev > np.log(10**(BAYES_K))] 264\n" - ] - } - ], - "source": [ - "base_infile = DATADIR + '_{0}_{1}_{2}_'.format(*SC_010[0]) + SC_010[1] + '_scale_'\n", - "\n", - "d_010 = []\n", - "for scale in eval_scales:\n", - " infile = base_infile + '{0:.0E}'.format(np.power(10, scale)) + '.npy'\n", - " d_010.append(np.load(infile)[0])\n", - "d_010 = np.dstack(d_010)[0]\n", - "\n", - "lim_010 = plot_utils.get_limit(d_010[0], d_010[1], args_010, mask_initial=True)\n", - "sc, st = plot_utils.get_limit(d_010[0], d_010[1], args_010, mask_initial=True, return_interp=True)\n", - "d_010 = np.vstack([sc, st])" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[-100. -56. -52.75 -49.5 -46.25\n", - " -43. -39.75 -36.5 -33.25 -30. ]\n", - " [ -31.98570191 -31.93911116 -31.9159181 -31.26814871 -34.16971184\n", - " -35.1842944 -35.26534428 -35.31729645 -35.24392331 -35.29710952]]\n", - "scales, stat [(-100.0, -31.9857019100975), (-56.0, -31.939111164736115), (-52.75, -31.915918104898985), (-49.5, -31.268148706631592), (-46.25, -34.16971184021791), (-43.0, -35.184294403803335), (-39.75, -35.26534428423956), (-36.5, -35.31729644732499), (-33.25, -35.24392330992847), (-30.0, -35.29710952128992)]\n", - "[reduced_ev > np.log(10**(BAYES_K))] 228\n", - "limit = -46.0829187287\n", - "scales, stat [(-100.0, -31.9857019100975), (-56.0, -31.939111164736115), (-52.75, -31.915918104898985), (-49.5, -31.268148706631592), (-46.25, -34.16971184021791), (-43.0, -35.184294403803335), (-39.75, -35.26534428423956), (-36.5, -35.31729644732499), (-33.25, -35.24392330992847), (-30.0, -35.29710952128992)]\n", - "[reduced_ev > np.log(10**(BAYES_K))] 228\n" - ] - } - ], - "source": [ - "base_infile = DATADIR + '_{0}_{1}_{2}_'.format(*SC_100[0]) + SC_100[1] + '_scale_'\n", - "\n", - "d_100 = []\n", - "for scale in eval_scales:\n", - " infile = base_infile + '{0:.0E}'.format(np.power(10, scale)) + '.npy'\n", - " d_100.append(np.load(infile)[0])\n", - "d_100 = np.dstack(d_100)[0]\n", - "print d_100\n", - "\n", - "lim_100 = plot_utils.get_limit(d_100[0], d_100[1], args_100, mask_initial=True)\n", - "sc, st = plot_utils.get_limit(d_100[0], d_100[1], args_100, mask_initial=True, return_interp=True)\n", - "d_100 = np.vstack([sc, st])" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<matplotlib.figure.Figure at 0x7f3d24097c50>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "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(boundaries)\n", - "ax.set_ylim(-1, 12)\n", - "\n", - "ax.set_xlabel(r'${\\rm log}_{10}\\left[\\Lambda^{-1}_{'+ \\\n", - " r'{0}'.format(DIM)+r'}'+ \\\n", - " get_units(DIM)+r'\\right]$', fontsize=fontsize)\n", - "\n", - "ax.set_ylabel(r'$\\text{Bayes\\:Factor}\\:\\left[\\text{ln}\\left(B_{0/1}\\right)\\right]$')\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.plot(d_010[0], d_010[1], color='g', lw=2, ls='-')\n", - "ax.text(\n", - " -40, 9.7, r'$\\left(0:1:0\\right)_\\text{S}\\text{\\:w/\\:}\\mathcal{O}_{e\\tau}\\text{\\:texture}$',\n", - " fontsize=fontsize-3, color='g'\n", - ")\n", - "\n", - "ax.plot(d_100[0], d_100[1], color='b', lw=2, ls='-',)\n", - "ax.text(\n", - " -41, 3.7, r'$\\left(1:0:0\\right)_\\text{S}\\text{\\:w/\\:}\\mathcal{O}_{\\mu\\tau}\\text{\\:texture}$',\n", - " fontsize=fontsize-3, color='b'\n", - ")\n", - "\n", - "ax.axhline(y=np.log(10**(plot_utils.BAYES_K)), color='k', linewidth=1.5, ls='--')\n", - "ax.text(\n", - " -54, 2.6, r'$B_{0/1}='+r'{0}$'.format(int(10**(plot_utils.BAYES_K))),\n", - " fontsize=fontsize-3, color='k'\n", - ")\n", - "ax.vlines(lim_010, ymin=-10, ymax=np.log(10**plot_utils.BAYES_K), color='g', linewidth=1.5, linestyles='--')\n", - "ax.vlines(lim_100, ymin=-10, ymax=np.log(10**plot_utils.BAYES_K), color='b', linewidth=1.5, linestyles='--')\n", - "\n", - "ax.text(\n", - " -55, 11, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize, color='r'\n", - ")\n", - "\n", - "matplotlib2tikz.save(\"plots/tex/bayes_factor.tex\")" - ] - } - ], - "metadata": { - "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": "2.7.15" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/plot_llh/.ipynb_checkpoints/fig2-checkpoint.ipynb b/plot_llh/.ipynb_checkpoints/fig2-checkpoint.ipynb deleted file mode 100644 index 38f9eaa..0000000 --- a/plot_llh/.ipynb_checkpoints/fig2-checkpoint.ipynb +++ /dev/null @@ -1,533 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "%load_ext autoreload\n", - "%autoreload 2" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "\"\"\"Figure 2\"\"\"\n", - "import sys\n", - "sys.path.extend(['.', '..'])\n", - "\n", - "import numpy as np\n", - "import matplotlib as mpl\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", - "import matplotlib.gridspec as gridspec\n", - "plt.style.use('./paper.mplstyle')\n", - "\n", - "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", - "fontsize = 23\n", - "nbins = 25" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[1, 0, 0] -> [ 0.550 0.183 0.267] = [ 0.537 0.501]\n", - "[0, 1, 0] -> [ 0.183 0.438 0.379] = [ 0.385 -0.410]\n", - "[1, 2, 0] -> [ 0.305 0.353 0.342] = [ 0.433 -0.072]\n", - "[0, 0, 1] -> [ 0.267 0.379 0.354] = [ 0.418 -0.174]\n", - "-> [ 0.260 0.418 0.322] = [ 0.460 -0.233]\n", - "[0.26, 0.4179999999999999, 0.32200000000000006]\n", - "-> [ 0.533 0.230 0.237] = [ 0.582 0.397]\n", - "-> [ 0.206 0.434 0.361] = [ 0.409 -0.356]\n" - ] - } - ], - "source": [ - "s = [1, 0, 0]\n", - "m = fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n", - "print s, r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n", - "s = [0, 1, 0]\n", - "m = fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n", - "print s, r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n", - "s = [1, 2, 0]\n", - "m = fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n", - "print s, r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n", - "s = [0, 0, 1]\n", - "m = fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n", - "print s, r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n", - "m = [0.26, 0.418, 0.322]\n", - "print r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n", - "print map(float, fr_utils.angles_to_fr(fr_utils.fr_to_angles(m)))\n", - "m = [0.533, 0.230, 0.237]\n", - "print r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n", - "m = [0.206, 0.434, 0.361]\n", - "print r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "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", - " # create \n", - " p = Circle(xy=(x, y), radius=r)\n", - "\n", - " # update with data from oryginal object\n", - " self.update_prop(p, orig_handle, legend)\n", - "\n", - " # move xy to legend\n", - " p.set_transform(trans)\n", - "\n", - " return [p]" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "def alp(x):\n", - " y = list(x)\n", - " y[-1] = 0.7\n", - " return y\n", - "\n", - "def cmap_discretize(cmap, N):\n", - " colors_i = np.concatenate((np.linspace(0, 1., N), (0.,0.,0.,0.)))\n", - " colors_rgba = cmap(colors_i)\n", - " indices = np.linspace(0, 1., N+1)\n", - " cdict = {}\n", - " for ki,key in enumerate(('red','green','blue')):\n", - " cdict[key] = [ (indices[i], colors_rgba[i-1,ki], colors_rgba[i,ki]) for i in xrange(N+1) ]\n", - " # Return colormap object.\n", - " return mpl.colors.LinearSegmentedColormap(cmap.name + \"_%d\"%N, cdict, 1024)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1.48612238851e+38\n", - "6.8279454231019425\n", - "-6.8279454231019425\n" - ] - } - ], - "source": [ - "PS = 1/8.203e-20 # GeV\n", - "PS_D6 = PS**2\n", - "print PS_D6\n", - "\n", - "print np.log10(1e45 / PS_D6)\n", - "print np.log10(1e-45 * PS_D6)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "# Load chains for NuFIT + BSM textures + HESE contour\n", - "SM_X = np.load('./chains/mc_x.npy')\n", - "\n", - "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", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "# Process only n points for plotting\n", - "n = 10000\n", - "T13_010 = np.vstack([T13_010[T13_010[:,2]<0.1][:int(n/5.)], T13_010[T13_010[:,2]>=0.1][:int(4*n/5.)]])\n", - "T23_100 = np.vstack([T23_100[T23_100[:,0]<=0.9][:int(4*n/5.)], T23_100[T23_100[:,0]>0.9][:int(n/5.)]])" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(10000, 4)\n", - "(10000, 4)\n" - ] - } - ], - "source": [ - "print T13_010.shape\n", - "print T23_100.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "# Calculate unitary boundaries\n", - "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))\n", - "\n", - "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)\n", - "\n", - "p1 = sg.Polygon(map(plot_utils.project, f_m_010))\n", - "p2 = sg.Polygon(map(plot_utils.project, f_m_100))\n", - "c = so.cascaded_union([p1,p2])\n", - "f_m_x = np.array(map(\n", - " lambda x: plot_utils.project_toflavour(x, nbins), zip(*c.exterior.xy)\n", - "))" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "min_scale -52.0\n", - "max_scale -40.0\n", - "min_scale -13.827945423101944\n", - "max_scale -1.8279454231019443\n" - ] - } - ], - "source": [ - "# Work out upper and lower axis\n", - "d = [T13_010, T23_100]\n", - "min_scale = 1E100\n", - "max_scale = -1E100\n", - "\n", - "for i in d:\n", - " min_scale = min_scale if min_scale < np.min(i[:,-1]) else np.min(i[:,-1])\n", - " max_scale = max_scale if max_scale > np.max(i[:,-1]) else np.max(i[:,-1])\n", - "\n", - "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", - "\n", - "print 'min_scale', min_scale\n", - "print 'max_scale', max_scale" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [], - "source": [ - "# Colouring\n", - "cmap_g = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"lime\", \"gold\", \"darkorange\"])\n", - "cmap_b = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"blue\", \"fuchsia\", \"darkmagenta\"])\n", - "cmap_010 = cmap_discretize(cmap_g, 10)\n", - "cmap_100 = cmap_discretize(cmap_b, 10)\n", - "cmap_001 = cmap_discretize(cmap_b, 10)\n", - "\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))))" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "../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": [ - "# 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": 50, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 864x864 with 3 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "gs = gridspec.GridSpec(2, 1, height_ratios=[40, 1])\n", - "gs.update(hspace=0.3, wspace=0.15)\n", - "\n", - "# Axis\n", - "ax = fig.add_subplot(gs[0])\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 HESE contour\n", - "coverages = {68: 'grey', 90: 'darkgrey'}\n", - "for cov in coverages.iterkeys():\n", - " plot_utils.flavour_contour(\n", - " frs = flavour_ratios,\n", - " ax = ax,\n", - " nbins = nbins,\n", - " coverage = cov,\n", - " linewidth = 2.5,\n", - " color = coverages[cov],\n", - " alpha = 1,\n", - " zorder = 6,\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", - "\n", - "# # Plot BSM scatter\n", - "tax.scatter(T13_010[:,:-1]*nbins, marker='.', s=2, alpha=0.5, color=color_010, zorder=8)\n", - "tax.scatter(T23_100[:,:-1]*nbins, marker='.', s=2, alpha=0.5, color=color_100, zorder=8)\n", - "\n", - "# Plot unitary regions\n", - "for f_m, col in reversed(zip((f_m_120, f_m_x), (tRed, grey))):\n", - " plot_utils.tax_fill(\n", - " ax=ax,\n", - " points=f_m,\n", - " nbins=nbins,\n", - " linewidth = 0.5,\n", - " facecolor = col+[0.3],\n", - " edgecolor = col,\n", - " zorder = 3\n", - " )\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.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", - "# Legend Right\n", - "l_size = fontsize\n", - "legend_elements = []\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor=grey+[0.8], edgecolor='k',\n", - " linewidth=2., label=r'$\\rm New\\:Physics\\:Territory$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor=tRed, edgecolor='k',\n", - " linewidth=2., label=r'$(1:2:0\\smash{)_{\\rm S}}$')\n", - ")\n", - "legend = plt.legend(\n", - " handles=legend_elements,\n", - " loc=(0.65, 0.8),\n", - " fontsize=l_size,\n", - " handler_map={Circle: HandlerCircle()}\n", - ")\n", - "plt.setp(legend.get_title(), fontsize=l_size)\n", - "legend.get_frame().set_linestyle('-')\n", - "ax.add_artist(legend)\n", - "\n", - "# Legend Left\n", - "legend_elements = []\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='none', hatch='XXX', edgecolor='k',\n", - " linewidth=2., label=r'$\\rm Standard\\:Model$')\n", - ")\n", - "legend = plt.legend(\n", - " handles=legend_elements,\n", - " loc=(-0.05, 0.85),\n", - " fontsize=l_size,\n", - " handler_map={Circle: HandlerCircle()}\n", - ")\n", - "plt.setp(legend.get_title(), fontsize=l_size)\n", - "legend.get_frame().set_linestyle('-')\n", - "\n", - "# Colorbar Left\n", - "gs00 = gridspec.GridSpecFromSubplotSpec(1, 2, subplot_spec=gs[1])\n", - "ax0 = fig.add_subplot(gs00[0])\n", - "cb = mpl.colorbar.ColorbarBase(\n", - " ax0, cmap=cmap_010, norm=norm, orientation='horizontal'\n", - ")\n", - "cb.ax.tick_params(labelsize=fontsize-5)\n", - "ax0.text(\n", - " 0.5, 2, r'$(0:1:0\\smash{)_{\\rm S}}\\:{\\rm w}/\\:\\mathcal{O}_{e\\tau}\\:{\\rm texture}$',\n", - " fontsize=fontsize, rotation=0, verticalalignment='center', horizontalalignment='center'\n", - ")\n", - "\n", - "# Colorbar Right\n", - "ax1 = fig.add_subplot(gs00[1])\n", - "cb = mpl.colorbar.ColorbarBase(\n", - " ax1, cmap=cmap_100, norm=norm, orientation='horizontal'\n", - ")\n", - "cb.ax.tick_params(labelsize=fontsize-5)\n", - "ax1.text(\n", - " 0.5, 2, r'$(1:0:0\\smash{)_{\\rm S}}\\:\\:{\\rm w}/\\:\\mathcal{O}_{\\mu\\tau}\\:{\\rm texture}$',\n", - " fontsize=fontsize, rotation=0, verticalalignment='center', horizontalalignment='center'\n", - ")\n", - "\n", - "# Figure text\n", - "fig.text(\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", - " 0.75, 0.86, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize,\n", - " horizontalalignment='center', color='r'\n", - ")\n", - "\n", - "# Save\n", - "fig.savefig('./plots/fig2.png', bbox_inches='tight', dpi=150)\n", - "fig.savefig('./plots/fig2.pdf', bbox_inches='tight', dpi=150)" - ] - } - ], - "metadata": { - "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": "2.7.15" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/plot_llh/.ipynb_checkpoints/full_trajectories-checkpoint.ipynb b/plot_llh/.ipynb_checkpoints/full_trajectories-checkpoint.ipynb deleted file mode 100644 index 1a0e63e..0000000 --- a/plot_llh/.ipynb_checkpoints/full_trajectories-checkpoint.ipynb +++ /dev/null @@ -1,1122 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "%load_ext autoreload\n", - "%autoreload 2" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "sm_010 = np.load('./chains/mcmc_DIM3_sfr_0_1_0_mfr_3.29685E+15_7.88411E+15_6.83344E+15_fix_scale_0.1_sigma_100000_proc.npy')\n", - "sm_100 = np.load('./chains/mcmc_DIM3_sfr_1_0_0_mfr_1.98171E+16_6.59371E+15_9.61795E+15_fix_scale_0.1_sigma_100000_proc.npy')\n", - "sm_120 = np.load('./chains/mcmc_DIM3_sfr_1_2_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_0.1_sigma_10000000_proc.npy')\n", - "sm_120_uni = np.load('./chains/mcmc_unitary_DIM3_sfr_1_2_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_0.1_sigma_10000000_proc.npy')\n", - "\n", - "bsm_1e45 = np.load('./chains/mcmc_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_MixingScenario.T13_sigma_10000000_sc_1E-45_proc.npy')\n", - "\n", - "bsm_010 = np.load('./chains/mcmc_chains_DIM3_sfr_0_1_0_mfr_0_1_0_MixingScenario.T13_sigma_010.npy')\n", - "bsm_100 = np.load('./chains/mcmc_chains_DIM3_sfr_1_0_0_mfr_1_0_0_MixingScenario.T23_sigma_010.npy')" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[0.30464772 0.38851294 0.30683934]\n", - " [0.30464772 0.38851294 0.30683934]\n", - " [0.30464772 0.38851294 0.30683934]\n", - " ...\n", - " [0.16430342 0.42135965 0.41433693]\n", - " [0.13771339 0.44716916 0.41511745]\n", - " [0.13771339 0.44716916 0.41511745]]\n" - ] - } - ], - "source": [ - "print bsm_1e45" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(40000, 3) (40000, 3) (10000, 3)\n" - ] - } - ], - "source": [ - "print sm_010.shape, sm_100.shape, sm_120.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[0.37553977 0.32469747 0.29976276]\n", - " [0.35422184 0.32631003 0.31946813]\n", - " [0.35422184 0.32631003 0.31946813]\n", - " ...\n", - " [0.3765814 0.33614714 0.28727146]\n", - " [0.3765814 0.33614714 0.28727146]\n", - " [0.3765814 0.33614714 0.28727146]]\n" - ] - } - ], - "source": [ - "print sm_120" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "ename": "IOError", - "evalue": "./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-45_sigma_10000000.txt not found.", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mIOError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m<ipython-input-8-32ad8757b861>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mbsm_1e45_redone\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenfromtxt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-45_sigma_10000000.txt'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mbsm_1e42_redone\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenfromtxt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-42_sigma_10000000.txt'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mbsm_1e30_redone\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenfromtxt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-30_sigma_10000000.txt'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mbsm_010_t13_f\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenfromtxt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_MixingScenario.T13_sigma_10000000.txt'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/local/anaconda2/lib/python2.7/site-packages/numpy/lib/npyio.pyc\u001b[0m in \u001b[0;36mgenfromtxt\u001b[0;34m(fname, dtype, comments, delimiter, skip_header, skip_footer, converters, missing_values, filling_values, usecols, names, excludelist, deletechars, replace_space, autostrip, case_sensitive, defaultfmt, unpack, usemask, loose, invalid_raise, max_rows, encoding)\u001b[0m\n\u001b[1;32m 1687\u001b[0m \u001b[0mfname\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1688\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbasestring\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1689\u001b[0;31m \u001b[0mfhd\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0miter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_datasource\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'rt'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mencoding\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1690\u001b[0m \u001b[0mown_fhd\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1691\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/local/anaconda2/lib/python2.7/site-packages/numpy/lib/_datasource.pyc\u001b[0m in \u001b[0;36mopen\u001b[0;34m(path, mode, destpath, encoding, newline)\u001b[0m\n\u001b[1;32m 258\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 259\u001b[0m \u001b[0mds\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mDataSource\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdestpath\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 260\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmode\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mencoding\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnewline\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnewline\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 261\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 262\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/local/anaconda2/lib/python2.7/site-packages/numpy/lib/_datasource.pyc\u001b[0m in \u001b[0;36mopen\u001b[0;34m(self, path, mode, encoding, newline)\u001b[0m\n\u001b[1;32m 614\u001b[0m encoding=encoding, newline=newline)\n\u001b[1;32m 615\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 616\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mIOError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"%s not found.\"\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mpath\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 617\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 618\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mIOError\u001b[0m: ./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-45_sigma_10000000.txt not found." - ] - } - ], - "source": [ - "bsm_1e45_redone = np.genfromtxt('./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-45_sigma_10000000.txt')\n", - "bsm_1e42_redone = np.genfromtxt('./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-42_sigma_10000000.txt')\n", - "bsm_1e30_redone = np.genfromtxt('./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-30_sigma_10000000.txt')\n", - "bsm_010_t13_f = np.genfromtxt('./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_MixingScenario.T13_sigma_10000000.txt')\n", - "\n", - "print bsm_1e45_redone.shape\n", - "print bsm_1e42_redone.shape\n", - "print bsm_1e30_redone.shape\n", - "print bsm_010_t13_f[:,:-1].shape" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib as mpl\n", - "import matplotlib.pyplot as plt\n", - "from matplotlib.patches import Circle\n", - "from matplotlib.legend_handler import HandlerPatch\n", - "import matplotlib.gridspec as gridspec\n", - "\n", - "from scipy import interpolate\n", - "\n", - "import ternary" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[4.24138244e-03 3.06813681e-01 6.88944937e-01 2.34316066e-03\n", - " 6.42617953e-01 3.55038887e-01 3.98424527e-03 2.38034475e-01\n", - " 7.57981280e-01 1.85873303e-03 7.47360118e-01 2.50781149e-01]\n", - " [1.02100395e-01 2.38679390e-01 6.59220214e-01 2.26570797e-01\n", - " 4.93377801e-01 2.80051402e-01 1.09359466e-01 1.65212361e-01\n", - " 7.25428173e-01 2.35934718e-01 6.08010059e-01 1.56055223e-01]\n", - " [2.52239502e-01 1.42289922e-01 6.05470576e-01 4.15291021e-01\n", - " 3.59870470e-01 2.24838509e-01 2.33469416e-01 8.91797869e-02\n", - " 6.77350797e-01 4.52535945e-01 4.33980928e-01 1.13483126e-01]\n", - " [3.68351571e-01 8.26973453e-02 5.48951083e-01 5.92164115e-01\n", - " 1.97335547e-01 2.10500337e-01 3.26662769e-01 3.83846610e-02\n", - " 6.34952570e-01 6.48292082e-01 2.61042953e-01 9.06649650e-02]\n", - " [5.16972192e-01 1.91319942e-03 4.81114609e-01 7.41232430e-01\n", - " 1.98363517e-03 2.56783935e-01 3.86792430e-01 8.82077324e-04\n", - " 6.12325493e-01 9.06104571e-01 3.59369535e-03 9.03017336e-02]]\n" - ] - } - ], - "source": [ - "bc = np.genfromtxt('./bayes_contours.csv', delimiter=',', skip_header=2)\n", - "print bc\n", - "\n", - "def swap(x):\n", - " y = x.T\n", - " return np.vstack([y[1], y[-1], y[0]]).T\n", - "\n", - "def interp(i):\n", - " x, y, z = i.T\n", - " p = np.linspace(0, 1, len(x))\n", - " q = np.linspace(0, 1, 100)\n", - " s = 0.2\n", - " x_ = interpolate.splev(q, interpolate.splrep(p, x, s=s))\n", - " y_ = interpolate.splev(q, interpolate.splrep(p, y, s=s))\n", - " z_ = interpolate.splev(q, interpolate.splrep(p, z, s=s))\n", - " return np.vstack([x_, y_, z_]).T\n", - "\n", - "contour_68_upper = interp(swap(bc[:,:3]))\n", - "contour_68_lower = interp(swap(bc[:,3:6]))\n", - "contour_90_upper = interp(swap(bc[:,6:9]))\n", - "contour_90_lower = interp(swap(bc[:,9:]))" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "plt.style.use('./paper.mplstyle')" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "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", - " # create \n", - " p = Circle(xy=(x, y), radius=r)\n", - "\n", - " # update with data from oryginal object\n", - " self.update_prop(p, orig_handle, legend)\n", - "\n", - " # move xy to legend\n", - " p.set_transform(trans)\n", - "\n", - " return [p]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "ax = fig.add_subplot(111)\n", - "ax.set_aspect('equal')\n", - "\n", - "# Boundary and Gridlines\n", - "scale = 1\n", - "fig, tax = ternary.figure(ax=ax, scale=scale)\n", - "\n", - "# Draw Boundary and Gridlines\n", - "tax.boundary(linewidth=2.0)\n", - "tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n", - "tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n", - "\n", - "# Set Axis labels and Title\n", - "fontsize = 23\n", - "tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", - "tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", - "tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n", - "\n", - "# Remove default Matplotlib axis\n", - "tax.get_axes().axis('off')\n", - "tax.clear_matplotlib_ticks()\n", - "\n", - "# Plot\n", - "tax.scatter(sm_010, marker='.', s=0.2, alpha=0.2, color='red')\n", - "#tax.scatter(sm_100, marker='.', s=0.2, alpha=0.2, color='green')\n", - "#tax.scatter(sm_120_uni, marker='.', s=0.2, alpha=0.2, color='blue')\n", - "#tax.scatter(bsm_010, marker='.', s=0.2, alpha=0.2, color='red')\n", - "#tax.scatter(bsm_100, marker='.', s=0.2, alpha=0.2, color='green')\n", - "\n", - "#tax.scatter(bsm_1e45, marker='.', s=10, alpha=0.4, color='purple')\n", - "#tax.scatter(bsm_1e42_redone, marker='.', s=2, alpha=0.4, color='blue')\n", - "tax.scatter(bsm_010_t13_f[:,:-1], marker='.', s=2, alpha=0.4, color='blue')\n", - "\n", - "# Contour\n", - "tax.plot(contour_68_upper, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", - "tax.plot(contour_68_lower, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", - "tax.plot(contour_90_upper, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", - "tax.plot(contour_90_lower, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", - "\n", - "# Lines\n", - "marker_style = dict(\n", - " linestyle=' ', color='darkorange', linewidth=1.2,\n", - " markersize=14, zorder=0\n", - ")\n", - "\n", - "p1 = (0.18301213, 0.43765598, 0.37933189)\n", - "p2 = (0, 1, 0)\n", - "divisions = 46\n", - "x_d = np.linspace(p1[0], p2[0], divisions+1)\n", - "y_d = np.linspace(p1[1], p2[1], divisions+1)\n", - "z_d = np.linspace(p1[2], p2[2], divisions+1)\n", - "for n in xrange(divisions-2):\n", - " p = (x_d[n], y_d[n], z_d[n])\n", - " q = (x_d[n+1], y_d[n+1], z_d[n+1])\n", - " tax.line(p, q, marker=(3, 2, 180+46.5), **marker_style)\n", - "\n", - "p1 = (0.55003613, 0.18301213, 0.26695174)\n", - "p2 = (1, 0, 0)\n", - "divisions = 35\n", - "x_d = np.linspace(p1[0], p2[0], divisions+1)\n", - "y_d = np.linspace(p1[1], p2[1], divisions+1)\n", - "z_d = np.linspace(p1[2], p2[2], divisions+1)\n", - "for n in xrange(divisions-2):\n", - " p = (x_d[n], y_d[n], z_d[n])\n", - " q = (x_d[n+1], y_d[n+1], z_d[n+1])\n", - " tax.line(p, q, marker=(3, 2, 180+63), **marker_style)\n", - "\n", - "# Text\n", - "ax.text(0.36, 0.53, r'$\\mathcal{O}_{e\\tau}$', fontsize=fontsize,\n", - " rotation=0, verticalalignment='center')\n", - "ax.text(0.445, 0.54, r'$\\Lambda_d\\Longrightarrow$', fontsize=fontsize+5,\n", - " rotation=80, verticalalignment='center')\n", - "ax.text(0.68, 0.09, r'$\\mathcal{O}_{\\mu\\tau}$', fontsize=fontsize,\n", - " rotation=0, verticalalignment='center')\n", - "ax.text(0.7, 0.14, r'$\\Lambda_d\\Longrightarrow$', fontsize=fontsize+5,\n", - " rotation=-23, verticalalignment='center')\n", - "ax.text(0.34, 0.2, r'$68\\%$', fontsize=fontsize, rotation=5)\n", - "ax.text(0.34, 0.1, r'$90\\%$', fontsize=fontsize, rotation=5)\n", - "\n", - "# Legend\n", - "l_size = fontsize\n", - "legend_elements = []\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", - ")\n", - "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", - " title='Source composition',\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", - "\n", - "# Set ticks\n", - "tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n", - " fontsize=fontsize, tick_formats='%.1f')\n", - "\n", - "tax._redraw_labels()\n", - "\n", - "# save\n", - "fig.savefig('./plots/fr_recolour.png', bbox_inches='tight', dpi=150)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "import sys\n", - "sys.path.extend(['.', '..'])" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "from utils import fr as fr_utils\n", - "from utils import misc as misc_utils\n", - "from utils.enums import Texture" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[1, 0, 0] -> [0.55003613 0.18301213 0.26695174]\n", - "[0, 1, 0] -> [0.18301213 0.43765598 0.37933189]\n", - "[1, 2, 0] -> [0.30535346 0.3527747 0.34187184]\n" - ] - } - ], - "source": [ - "s = [1, 0, 0]\n", - "print s, '->', fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n", - "s = [0, 1, 0]\n", - "print s, '->', fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n", - "s = [1, 2, 0]\n", - "print s, '->', fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "sc = np.linspace(-47, -42, 400)\n", - "energy = 1e6\n", - "\n", - "s = [1, 0, 0]\n", - "frs_100 = []\n", - "for x in sc:\n", - " u = fr_utils.params_to_BSMu(x, texture=Texture.OUT, dim=6, energy=energy)\n", - " frs_100.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", - "frs_100 = np.vstack(frs_100)\n", - " \n", - "s = [0, 1, 0]\n", - "frs_010 = []\n", - "for x in sc:\n", - " u = fr_utils.params_to_BSMu(x, texture=Texture.OET, dim=6, energy=energy)\n", - " frs_010.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", - "frs_010 = np.vstack(frs_010)\n", - "\n", - "s = [1, 2, 0]\n", - "frs_120 = []\n", - "for x in sc:\n", - " u = fr_utils.params_to_BSMu(x, texture=Texture.OEU, dim=6, energy=energy)\n", - " frs_120.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", - "frs_120 = np.vstack(frs_120)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0.18301213 0.43765598 0.37933189]\n" - ] - } - ], - "source": [ - "u = fr_utils.params_to_BSMu(-60, texture=Texture.OET, dim=6, energy=energy)\n", - "print fr_utils.u_to_fr([0, 1, 0], np.array(u, dtype=np.complex128))" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 864x864 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "ax = fig.add_subplot(111)\n", - "ax.set_aspect('equal')\n", - "\n", - "# Boundary and Gridlines\n", - "scale = 1\n", - "fig, tax = ternary.figure(ax=ax, scale=scale)\n", - "\n", - "# Draw Boundary and Gridlines\n", - "tax.boundary(linewidth=2.0)\n", - "tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n", - "tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n", - "\n", - "# Set Axis labels and Title\n", - "fontsize = 23\n", - "tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", - "tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", - "tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n", - "\n", - "# Remove default Matplotlib axis\n", - "tax.get_axes().axis('off')\n", - "tax.clear_matplotlib_ticks()\n", - "\n", - "# Plot\n", - "tax.scatter(frs_010, marker='o', s=2, alpha=1, color='green')\n", - "tax.scatter(frs_100, marker='o', s=2, alpha=1, color='blue')\n", - "tax.scatter(frs_120, marker='o', s=2, alpha=1, color='red')\n", - "\n", - "# Legend\n", - "l_size = fontsize\n", - "legend_elements = []\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", - ")\n", - "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", - " title='Source composition',\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", - "\n", - "# Set ticks\n", - "tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n", - " fontsize=fontsize, tick_formats='%.1f')\n", - "\n", - "tax._redraw_labels()" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "scen = Texture.OEU\n", - "\n", - "s = [1, 0, 0]\n", - "frs_100_T12 = []\n", - "for x in sc:\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=6, energy=energy)\n", - " frs_100_T12.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", - "frs_100_T12 = np.vstack(frs_100_T12)\n", - " \n", - "s = [0, 1, 0]\n", - "frs_010_T12 = []\n", - "for x in sc:\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=6, energy=energy)\n", - " frs_010_T12.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", - "frs_010_T12 = np.vstack(frs_010_T12)\n", - "\n", - "s = [1, 2, 0]\n", - "frs_120_T12 = []\n", - "for x in sc:\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=6, energy=energy)\n", - " frs_120_T12.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", - "frs_120_T12 = np.vstack(frs_120_T12)" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 864x864 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "ax = fig.add_subplot(111)\n", - "ax.set_aspect('equal')\n", - "\n", - "# Boundary and Gridlines\n", - "scale = 1\n", - "fig, tax = ternary.figure(ax=ax, scale=scale)\n", - "\n", - "# Draw Boundary and Gridlines\n", - "tax.boundary(linewidth=2.0)\n", - "tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n", - "tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n", - "\n", - "# Set Axis labels and Title\n", - "fontsize = 23\n", - "tax.set_title(r'$\\mathcal{O}_{e\\mu}\\:operator$', fontsize=fontsize+10, pad=35)\n", - "tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", - "tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", - "tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n", - "\n", - "# Remove default Matplotlib axis\n", - "tax.get_axes().axis('off')\n", - "tax.clear_matplotlib_ticks()\n", - "\n", - "# Plot\n", - "tax.scatter(frs_010_T12, marker='o', s=2, alpha=1, color='green')\n", - "tax.scatter(frs_100_T12, marker='o', s=2, alpha=1, color='blue')\n", - "tax.scatter(frs_120_T12, marker='o', s=2, alpha=1, color='red')\n", - "\n", - "# Legend\n", - "l_size = fontsize\n", - "legend_elements = []\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", - ")\n", - "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", - " title='Source composition',\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", - "\n", - "# Set ticks\n", - "tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n", - " fontsize=fontsize, tick_formats='%.1f')\n", - "\n", - "tax._redraw_labels()" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [], - "source": [ - "scen = Texture.OUT\n", - "\n", - "s = [1, 0, 0]\n", - "frs_100_T23 = []\n", - "for x in sc:\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=6, energy=energy)\n", - " frs_100_T23.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", - "frs_100_T23 = np.vstack(frs_100_T23)\n", - " \n", - "s = [0, 1, 0]\n", - "frs_010_T23 = []\n", - "for x in sc:\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=6, energy=energy)\n", - " frs_010_T23.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", - "frs_010_T23 = np.vstack(frs_010_T23)\n", - "\n", - "s = [1, 2, 0]\n", - "frs_120_T23 = []\n", - "for x in sc:\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=6, energy=energy)\n", - " frs_120_T23.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", - "frs_120_T23 = np.vstack(frs_120_T23)" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 864x864 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "ax = fig.add_subplot(111)\n", - "ax.set_aspect('equal')\n", - "\n", - "# Boundary and Gridlines\n", - "scale = 1\n", - "fig, tax = ternary.figure(ax=ax, scale=scale)\n", - "\n", - "# Draw Boundary and Gridlines\n", - "tax.boundary(linewidth=2.0)\n", - "tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n", - "tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n", - "\n", - "# Set Axis labels and Title\n", - "fontsize = 23\n", - "tax.set_title(r'$\\mathcal{O}_{\\mu\\tau}\\:operator$', fontsize=fontsize+10, pad=35)\n", - "tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", - "tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", - "tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n", - "\n", - "# Remove default Matplotlib axis\n", - "tax.get_axes().axis('off')\n", - "tax.clear_matplotlib_ticks()\n", - "\n", - "# Plot\n", - "tax.scatter(frs_010_T23, marker='o', s=2, alpha=1, color='green')\n", - "tax.scatter(frs_100_T23, marker='o', s=2, alpha=1, color='blue')\n", - "tax.scatter(frs_120_T23, marker='o', s=2, alpha=1, color='red')\n", - "\n", - "# Legend\n", - "l_size = fontsize\n", - "legend_elements = []\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", - ")\n", - "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", - " title='Source composition',\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", - "\n", - "# Set ticks\n", - "tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n", - " fontsize=fontsize, tick_formats='%.1f')\n", - "\n", - "tax._redraw_labels()" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "scen = Texture.OET\n", - "\n", - "s = [1, 0, 0]\n", - "frs_100_T13 = []\n", - "for x in sc:\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=6, energy=energy)\n", - " frs_100_T13.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", - "frs_100_T13 = np.vstack(frs_100_T13)\n", - " \n", - "s = [0, 1, 0]\n", - "frs_010_T13 = []\n", - "for x in sc:\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=6, energy=energy)\n", - " frs_010_T13.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", - "frs_010_T13 = np.vstack(frs_010_T13)\n", - "\n", - "s = [1, 2, 0]\n", - "frs_120_T13 = []\n", - "for x in sc:\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=6, energy=energy)\n", - " frs_120_T13.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", - "frs_120_T13 = np.vstack(frs_120_T13)" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 864x864 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "ax = fig.add_subplot(111)\n", - "ax.set_aspect('equal')\n", - "\n", - "# Boundary and Gridlines\n", - "scale = 1\n", - "fig, tax = ternary.figure(ax=ax, scale=scale)\n", - "\n", - "# Draw Boundary and Gridlines\n", - "tax.boundary(linewidth=2.0)\n", - "tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n", - "tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n", - "\n", - "# Set Axis labels and Title\n", - "fontsize = 23\n", - "tax.set_title(r'$\\mathcal{O}_{e\\tau}\\:operator$', fontsize=fontsize+10, pad=35)\n", - "tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", - "tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", - "tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n", - "\n", - "# Remove default Matplotlib axis\n", - "tax.get_axes().axis('off')\n", - "tax.clear_matplotlib_ticks()\n", - "\n", - "# Plot\n", - "tax.scatter(frs_010_T13, marker='o', s=2, alpha=1, color='green')\n", - "tax.scatter(frs_100_T13, marker='o', s=2, alpha=1, color='blue')\n", - "tax.scatter(frs_120_T13, marker='o', s=2, alpha=1, color='red')\n", - "\n", - "# Legend\n", - "l_size = fontsize\n", - "legend_elements = []\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", - ")\n", - "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", - " title='Source composition',\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", - "\n", - "# Set ticks\n", - "tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n", - " fontsize=fontsize, tick_formats='%.1f')\n", - "\n", - "tax._redraw_labels()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "ax = fig.add_subplot(111)\n", - "ax.set_aspect('equal')\n", - "\n", - "# Boundary and Gridlines\n", - "scale = 1\n", - "fig, tax = ternary.figure(ax=ax, scale=scale)\n", - "\n", - "# Draw Boundary and Gridlines\n", - "tax.boundary(linewidth=2.0)\n", - "tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n", - "tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n", - "\n", - "# Set Axis labels and Title\n", - "fontsize = 23\n", - "tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", - "tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", - "tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n", - "\n", - "# Remove default Matplotlib axis\n", - "tax.get_axes().axis('off')\n", - "tax.clear_matplotlib_ticks()\n", - "\n", - "# Plot\n", - "tax.scatter(sm_010, marker='.', s=0.2, alpha=0.2, color='green')\n", - "tax.scatter(sm_100, marker='.', s=0.2, alpha=0.2, color='blue')\n", - "tax.scatter(sm_120, marker='.', s=0.2, alpha=0.2, color='red')\n", - "tax.scatter([[0.5, 0.5, 0]], marker='*', s=1000, alpha=1.0, color='red', zorder=100)\n", - "tax.scatter([[0, 1, 0]], marker='*', s=1000, alpha=1.0, color='green', zorder=100)\n", - "tax.scatter([[1, 0, 0]], marker='*', s=1000, alpha=1.0, color='blue', zorder=100)\n", - "\n", - "# Contour\n", - "tax.plot(contour_68_upper, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", - "tax.plot(contour_68_lower, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", - "tax.plot(contour_90_upper, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", - "tax.plot(contour_90_lower, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", - "\n", - "# Lines\n", - "marker_style = dict(\n", - " linestyle=' ', color='darkorange', linewidth=1.2,\n", - " markersize=14, zorder=0\n", - ")\n", - "\n", - "p1 = (0.18301213, 0.43765598, 0.37933189)\n", - "p2 = (0, 1, 0)\n", - "divisions = 46\n", - "x_d = np.linspace(p1[0], p2[0], divisions+1)\n", - "y_d = np.linspace(p1[1], p2[1], divisions+1)\n", - "z_d = np.linspace(p1[2], p2[2], divisions+1)\n", - "for n in xrange(divisions-2):\n", - " p = (x_d[n], y_d[n], z_d[n])\n", - " q = (x_d[n+1], y_d[n+1], z_d[n+1])\n", - " tax.line(p, q, marker=(3, 2, 180+46.5), **marker_style)\n", - "\n", - "p1 = (0.55003613, 0.18301213, 0.26695174)\n", - "p2 = (1, 0, 0)\n", - "divisions = 35\n", - "x_d = np.linspace(p1[0], p2[0], divisions+1)\n", - "y_d = np.linspace(p1[1], p2[1], divisions+1)\n", - "z_d = np.linspace(p1[2], p2[2], divisions+1)\n", - "for n in xrange(divisions-2):\n", - " p = (x_d[n], y_d[n], z_d[n])\n", - " q = (x_d[n+1], y_d[n+1], z_d[n+1])\n", - " tax.line(p, q, marker=(3, 2, 180+63), **marker_style)\n", - " \n", - "p1 = (0.30535346, 0.3527747, 0.34187184)\n", - "p2 = (0.5, 0.5, 0)\n", - "divisions = 29\n", - "x_d = np.linspace(p1[0], p2[0], divisions+1)\n", - "y_d = np.linspace(p1[1], p2[1], divisions+1)\n", - "z_d = np.linspace(p1[2], p2[2], divisions+1)\n", - "for n in xrange(divisions-2):\n", - " p = (x_d[n], y_d[n], z_d[n])\n", - " q = (x_d[n+1], y_d[n+1], z_d[n+1])\n", - " tax.line(p, q, marker=(3, 2, 180), **marker_style)\n", - "\n", - "# Text\n", - "ax.text(0.55, 0.39, r'$\\mathcal{O}_{e\\mu}$', fontsize=fontsize,\n", - " rotation=0, verticalalignment='center')\n", - "ax.text(0.58, 0.33, r'$\\Lambda_d\\Longrightarrow$', fontsize=fontsize+5,\n", - " rotation=23, verticalalignment='center')\n", - "ax.text(0.36, 0.53, r'$\\mathcal{O}_{e\\tau}$', fontsize=fontsize,\n", - " rotation=0, verticalalignment='center')\n", - "ax.text(0.445, 0.54, r'$\\Lambda_d\\Longrightarrow$', fontsize=fontsize+5,\n", - " rotation=80, verticalalignment='center')\n", - "ax.text(0.68, 0.09, r'$\\mathcal{O}_{\\mu\\tau}$', fontsize=fontsize,\n", - " rotation=0, verticalalignment='center')\n", - "ax.text(0.7, 0.14, r'$\\Lambda_d\\Longrightarrow$', fontsize=fontsize+5,\n", - " rotation=-23, verticalalignment='center')\n", - "ax.text(0.34, 0.2, r'$68\\%$', fontsize=fontsize, rotation=5)\n", - "ax.text(0.34, 0.1, r'$90\\%$', fontsize=fontsize, rotation=5)\n", - "\n", - "# Legend\n", - "l_size = fontsize\n", - "legend_elements = []\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", - ")\n", - "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", - " title='Source composition',\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", - "\n", - "# Set ticks\n", - "tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n", - " fontsize=fontsize, tick_formats='%.1f')\n", - "\n", - "tax._redraw_labels()\n", - "\n", - "# save\n", - "fig.savefig('./plots/fr_star.png', bbox_inches='tight', dpi=150)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "gs = gridspec.GridSpec(1, 2, width_ratios=[40, 1])\n", - "gs.update(hspace=0.4, wspace=0.15)\n", - "\n", - "ax = fig.add_subplot(gs[0])\n", - "ax.set_aspect('equal')\n", - "\n", - "norm = mpl.colors.Normalize(vmin=np.min(sc), vmax=np.max(sc))\n", - "\n", - "# Boundary and Gridlines\n", - "scale = 1\n", - "fig, tax = ternary.figure(ax=ax, scale=scale)\n", - "\n", - "# Draw Boundary and Gridlines\n", - "tax.boundary(linewidth=2.0)\n", - "tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n", - "tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n", - "\n", - "# Set Axis labels and Title\n", - "fontsize = 23\n", - "tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", - "tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", - "tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n", - "\n", - "# Remove default Matplotlib axis\n", - "tax.get_axes().axis('off')\n", - "tax.clear_matplotlib_ticks()\n", - "\n", - "# Plot\n", - "tax.scatter(sm_010, marker='.', s=0.8, alpha=0.2, color='green', zorder=90)\n", - "tax.scatter(sm_100, marker='.', s=0.8, alpha=0.2, color='blue', zorder=90)\n", - "tax.scatter(sm_120_uni, marker='.', s=0.8, alpha=0.2, color='red')\n", - "tax.scatter([[0, 1, 0]], marker='*', s=1000, alpha=1.0, color='green', zorder=100)\n", - "tax.scatter([[1, 0, 0]], marker='*', s=1000, alpha=1.0, color='blue', zorder=100)\n", - "\n", - "# Contour\n", - "tax.plot(contour_68_upper, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", - "tax.plot(contour_68_lower, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", - "tax.plot(contour_90_upper, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", - "tax.plot(contour_90_lower, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", - "\n", - "# Lines\n", - "marker_style = dict(\n", - " linestyle=' ', color='darkorange', linewidth=1.2,\n", - " markersize=14, zorder=0\n", - ")\n", - "\n", - "# Trajectories\n", - "def alp(x):\n", - " y = list(x)\n", - " y[-1] = 0.2\n", - " return y\n", - "\n", - "#cmap = mpl.cm.hsv\n", - "cmap_b = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"black\", \"aqua\", \"blue\"])\n", - "cmap_g = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"black\", \"lime\", \"green\"])\n", - "#cmap_b = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"black\", \"aqua\", \"c\", \"blue\", \"darkblue\"])\n", - "#cmap_g = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"black\", \"springgreen\", \"lime\", \"green\", \"darkgreen\"])\n", - "#cmap_r = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"black\", \"lightsalmon\", \"red\"])\n", - "c_g = map(alp, map(cmap_g, map(norm, sc)))\n", - "tax.scatter(frs_010_T13, marker='o', s=10, color=c_g)\n", - "c_b= map(alp, map(cmap_b, map(norm, sc)))\n", - "tax.scatter(frs_100_T23, marker='o', s=10, color=c_b)\n", - "#c_r= map(alp, map(cmap_r, map(norm, sc)))\n", - "#tax.scatter(frs_120_T12, marker='o', s=10, color=c_r)\n", - "\n", - "# Text\n", - "#ax.text(0.63, 0.46, r'$\\mathcal{O}_{e\\mu}$', fontsize=fontsize,\n", - "# rotation=0, verticalalignment='center')\n", - "ax.text(0.437, 0.66, r'$\\mathcal{O}_{e\\tau}$', fontsize=fontsize,\n", - " rotation=0, verticalalignment='center')\n", - "ax.text(0.72, 0.09, r'$\\mathcal{O}_{\\mu\\tau}$', fontsize=fontsize,\n", - " rotation=0, verticalalignment='center')\n", - "ax.text(0.34, 0.2, r'$68\\%$', fontsize=fontsize, rotation=5)\n", - "ax.text(0.34, 0.1, r'$90\\%$', fontsize=fontsize, rotation=5)\n", - "\n", - "# Legend\n", - "l_size = fontsize\n", - "legend_elements = []\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", - ")\n", - "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", - " title='Source composition',\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", - "\n", - "# Colorbar\n", - "gs00 = gridspec.GridSpecFromSubplotSpec(2, 1, subplot_spec=gs[1])\n", - "ax0 = fig.add_subplot(gs00[0])\n", - "cb = mpl.colorbar.ColorbarBase(ax0, cmap=cmap_g, norm=norm)\n", - "cb.ax.tick_params(labelsize=fontsize-5)\n", - "ax1 = fig.add_subplot(gs00[1])\n", - "cb = mpl.colorbar.ColorbarBase(ax1, cmap=cmap_b, norm=norm)\n", - "cb.ax.tick_params(labelsize=fontsize-5)\n", - "cb.set_label(r'${\\rm New\\:Physics\\:Scale}\\:[\\:{\\rm log}_{10} (\\Lambda^{-1}_{d=6}\\:/\\:{\\rm GeV}^{-2})\\: ]$',\n", - " fontsize=fontsize+5, labelpad=20, horizontalalignment='left')\n", - "#ax2 = fig.add_subplot(gs00[2])\n", - "#cb = mpl.colorbar.ColorbarBase(ax2, cmap=cmap_r, norm=norm)\n", - "#cb.ax.tick_params(labelsize=fontsize-5)\n", - "\n", - "# Set ticks\n", - "tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n", - " fontsize=fontsize, tick_formats='%.1f')\n", - "\n", - "tax._redraw_labels()\n", - "\n", - "# save\n", - "fig.savefig('./plots/fr_star.png', bbox_inches='tight', dpi=150)" - ] - } - ], - "metadata": { - "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": "2.7.15" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/plot_llh/.ipynb_checkpoints/procedings-checkpoint.ipynb b/plot_llh/.ipynb_checkpoints/procedings-checkpoint.ipynb deleted file mode 100644 index e8d32d4..0000000 --- a/plot_llh/.ipynb_checkpoints/procedings-checkpoint.ipynb +++ /dev/null @@ -1,851 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "%load_ext autoreload\n", - "%autoreload 2" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "../utils/plot.py:24: UserWarning: \n", - "This call to matplotlib.use() has no effect because the backend has already\n", - "been chosen; matplotlib.use() must be called *before* pylab, matplotlib.pyplot,\n", - "or matplotlib.backends is imported for the first time.\n", - "\n", - "The backend was *originally* set to 'module://ipykernel.pylab.backend_inline' by the following code:\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/runpy.py\", line 174, in _run_module_as_main\n", - " \"__main__\", fname, loader, pkg_name)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/runpy.py\", line 72, in _run_code\n", - " exec code in run_globals\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel_launcher.py\", line 16, in <module>\n", - " app.launch_new_instance()\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/traitlets/config/application.py\", line 658, in launch_instance\n", - " app.start()\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/kernelapp.py\", line 499, in start\n", - " self.io_loop.start()\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/tornado/ioloop.py\", line 1073, in start\n", - " handler_func(fd_obj, events)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/tornado/stack_context.py\", line 300, in null_wrapper\n", - " return fn(*args, **kwargs)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/zmq/eventloop/zmqstream.py\", line 450, in _handle_events\n", - " self._handle_recv()\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/zmq/eventloop/zmqstream.py\", line 480, in _handle_recv\n", - " self._run_callback(callback, msg)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/zmq/eventloop/zmqstream.py\", line 432, in _run_callback\n", - " callback(*args, **kwargs)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/tornado/stack_context.py\", line 300, in null_wrapper\n", - " return fn(*args, **kwargs)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/kernelbase.py\", line 283, in dispatcher\n", - " return self.dispatch_shell(stream, msg)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/kernelbase.py\", line 233, in dispatch_shell\n", - " handler(stream, idents, msg)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/kernelbase.py\", line 399, in execute_request\n", - " user_expressions, allow_stdin)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/ipkernel.py\", line 208, in do_execute\n", - " res = shell.run_cell(code, store_history=store_history, silent=silent)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/zmqshell.py\", line 537, in run_cell\n", - " return super(ZMQInteractiveShell, self).run_cell(*args, **kwargs)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/IPython/core/interactiveshell.py\", line 2724, in run_cell\n", - " self.events.trigger('post_run_cell')\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/IPython/core/events.py\", line 74, in trigger\n", - " func(*args, **kwargs)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/pylab/backend_inline.py\", line 164, in configure_once\n", - " activate_matplotlib(backend)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/IPython/core/pylabtools.py\", line 315, in activate_matplotlib\n", - " matplotlib.pyplot.switch_backend(backend)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/pyplot.py\", line 231, in switch_backend\n", - " matplotlib.use(newbackend, warn=False, force=True)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/__init__.py\", line 1422, in use\n", - " reload(sys.modules['matplotlib.backends'])\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/backends/__init__.py\", line 16, in <module>\n", - " line for line in traceback.format_stack()\n", - "\n", - "\n", - " mpl.use('Agg')\n" - ] - } - ], - "source": [ - "import sys\n", - "sys.path.extend(['.', '..'])\n", - "\n", - "import numpy as np\n", - "import matplotlib as mpl\n", - "from matplotlib import rc\n", - "rc('text', usetex='True')\n", - "import matplotlib.pyplot as plt\n", - "from matplotlib.patches import Circle\n", - "from matplotlib.legend_handler import HandlerPatch\n", - "import matplotlib.gridspec as gridspec\n", - "plt.style.use('./paper.mplstyle')\n", - "\n", - "import ternary\n", - "\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", - "from utils.enums import Texture" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "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", - " # create \n", - " p = Circle(xy=(x, y), radius=r)\n", - "\n", - " # update with data from oryginal object\n", - " self.update_prop(p, orig_handle, legend)\n", - "\n", - " # move xy to legend\n", - " p.set_transform(trans)\n", - "\n", - " return [p]" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "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", - "SM_X = np.load('./chains/mc_x.npy')" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "dim = 6\n", - "sc = np.linspace(-52, -42, 400)\n", - "energy_binning = np.logspace(np.log10(6e4), 7, 20)\n", - "spectral_index = -2\n", - "\n", - "bin_centres = np.sqrt(energy_binning[:-1]*energy_binning[1:])\n", - "bin_width = np.abs(np.diff(energy_binning))\n", - "\n", - "nbins = 25\n", - "fontsize = 23" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "s = [1, 0, 0]\n", - "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n", - "frs_100 = []\n", - "for x in sc:\n", - " mf_perbin = []\n", - " for i_sf, sf_perbin in enumerate(source_flux):\n", - " u = fr_utils.params_to_BSMu(x, texture=Texture.OUT, dim=dim, energy=bin_centres[i_sf])\n", - " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n", - " mf_perbin.append(fr)\n", - " measured_flux = np.array(mf_perbin).T\n", - " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n", - " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n", - " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n", - " frs_100.append(fr)\n", - "frs_100 = np.vstack(frs_100)\n", - " \n", - "s = [0, 1, 0]\n", - "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n", - "frs_010 = []\n", - "for x in sc:\n", - " mf_perbin = []\n", - " for i_sf, sf_perbin in enumerate(source_flux):\n", - " u = fr_utils.params_to_BSMu(x, texture=Texture.OET, dim=dim, energy=bin_centres[i_sf])\n", - " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n", - " mf_perbin.append(fr)\n", - " measured_flux = np.array(mf_perbin).T\n", - " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n", - " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n", - " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n", - " frs_010.append(fr)\n", - "frs_010 = np.vstack(frs_010)\n", - "\n", - "s = [1, 2, 0]\n", - "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n", - "frs_120 = []\n", - "for x in sc:\n", - " mf_perbin = []\n", - " for i_sf, sf_perbin in enumerate(source_flux):\n", - " u = fr_utils.params_to_BSMu(x, texture=Texture.OEU, dim=dim, energy=bin_centres[i_sf])\n", - " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n", - " mf_perbin.append(fr)\n", - " measured_flux = np.array(mf_perbin).T\n", - " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n", - " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n", - " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n", - " frs_120.append(fr)\n", - "frs_120 = np.vstack(frs_120)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/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", - "../utils/plot.py:255: RuntimeWarning: divide by zero encountered in double_scalars\n", - " circum_r = a*b*c/(4.0*area)\n", - "/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", - "text/plain": [ - "<Figure size 864x864 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "gs = gridspec.GridSpec(2, 1, height_ratios=[40, 1])\n", - "gs.update(hspace=0.3, wspace=0.15)\n", - "\n", - "# Axis\n", - "ax = fig.add_subplot(gs[0])\n", - "ax_labels = [r'$f_{e}^{\\oplus}$', r'$f_{\\mu}^{\\oplus}$', r'$f_{\\tau}^{\\oplus}$']\n", - "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels)\n", - "\n", - "# Plot\n", - "tax.scatter(frs_010*nbins, marker='o', s=2, alpha=1, color='green')\n", - "tax.scatter(frs_100*nbins, marker='o', s=2, alpha=1, color='blue')\n", - "tax.scatter(frs_120*nbins, marker='o', s=2, alpha=1, color='red')\n", - "\n", - "plot_utils.flavour_contour(\n", - " frs = SM_120,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 100,\n", - " linewidth = 2,\n", - " color = 'red',\n", - " alpha = 0.2,\n", - " zorder = 1\n", - ")\n", - "plot_utils.flavour_contour(\n", - " frs = SM_100,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 100,\n", - " linewidth = 2,\n", - " color = 'gainsboro',\n", - " alpha = 1,\n", - " zorder = 0\n", - ")\n", - "plot_utils.flavour_contour(\n", - " frs = SM_010,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 100,\n", - " linewidth = 2,\n", - " color = 'gainsboro',\n", - " alpha = 1,\n", - " zorder = 0\n", - ")\n", - "\n", - "plot_utils.flavour_contour(\n", - " frs = SM_X,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 90,\n", - " linewidth = 1.2,\n", - " edgecolor = 'k',\n", - " facecolor = 'none',\n", - " alpha = 0.8,\n", - " zorder = 2,\n", - " oversample = 10,\n", - " delaunay = True,\n", - " d_alpha = 0.1,\n", - " smoothing = 4,\n", - " hatch = 'XXX'\n", - ")\n", - "\n", - "# Legend\n", - "l_size = fontsize\n", - "legend_elements = []\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", - ")\n", - "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", - " title='Source composition',\n", - " fontsize=l_size,\n", - " handler_map={Circle: HandlerCircle()})\n", - "plt.setp(legend.get_title(), fontsize=l_size)\n", - "legend.get_frame().set_linestyle('-')" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "scen = Texture.OEU\n", - "\n", - "s = [1, 0, 0]\n", - "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n", - "frs_100_T12 = []\n", - "for x in sc:\n", - " mf_perbin = []\n", - " for i_sf, sf_perbin in enumerate(source_flux):\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n", - " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n", - " mf_perbin.append(fr)\n", - " measured_flux = np.array(mf_perbin).T\n", - " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n", - " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n", - " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n", - " frs_100_T12.append(fr)\n", - "frs_100_T12 = np.vstack(frs_100_T12)\n", - "\n", - "s = [0, 1, 0]\n", - "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n", - "frs_010_T12 = []\n", - "for x in sc:\n", - " mf_perbin = []\n", - " for i_sf, sf_perbin in enumerate(source_flux):\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n", - " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n", - " mf_perbin.append(fr)\n", - " measured_flux = np.array(mf_perbin).T\n", - " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n", - " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n", - " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n", - " frs_010_T12.append(fr)\n", - "frs_010_T12 = np.vstack(frs_010_T12)\n", - "\n", - "s = [1, 2, 0]\n", - "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n", - "frs_120_T12 = []\n", - "for x in sc:\n", - " mf_perbin = []\n", - " for i_sf, sf_perbin in enumerate(source_flux):\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n", - " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n", - " mf_perbin.append(fr)\n", - " measured_flux = np.array(mf_perbin).T\n", - " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n", - " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n", - " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n", - " frs_120_T12.append(fr)\n", - "frs_120_T12 = np.vstack(frs_120_T12)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 864x864 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "gs = gridspec.GridSpec(2, 1, height_ratios=[40, 1])\n", - "gs.update(hspace=0.3, wspace=0.15)\n", - "\n", - "# Axis\n", - "ax = fig.add_subplot(gs[0])\n", - "ax_labels = [r'$f_{e}^{\\oplus}$', r'$f_{\\mu}^{\\oplus}$', r'$f_{\\tau}^{\\oplus}$']\n", - "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels)\n", - "tax.set_title(r'$\\mathcal{O}_{e\\mu}\\:operator$', fontsize=fontsize+10, pad=35)\n", - "\n", - "# Plot\n", - "tax.scatter(frs_010_T12*nbins, marker='o', s=2, alpha=1, color='green')\n", - "tax.scatter(frs_100_T12*nbins, marker='o', s=2, alpha=1, color='blue')\n", - "tax.scatter(frs_120_T12*nbins, marker='o', s=2, alpha=1, color='red')\n", - "\n", - "plot_utils.flavour_contour(\n", - " frs = SM_120,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 100,\n", - " linewidth = 2,\n", - " color = 'red',\n", - " alpha = 0.2,\n", - " zorder = 1\n", - ")\n", - "plot_utils.flavour_contour(\n", - " frs = SM_100,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 100,\n", - " linewidth = 2,\n", - " color = 'gainsboro',\n", - " alpha = 1,\n", - " zorder = 0\n", - ")\n", - "plot_utils.flavour_contour(\n", - " frs = SM_010,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 100,\n", - " linewidth = 2,\n", - " color = 'gainsboro',\n", - " alpha = 1,\n", - " zorder = 0\n", - ")\n", - "\n", - "plot_utils.flavour_contour(\n", - " frs = SM_X,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 90,\n", - " linewidth = 1.2,\n", - " edgecolor = 'k',\n", - " facecolor = 'none',\n", - " alpha = 0.8,\n", - " zorder = 2,\n", - " oversample = 10,\n", - " delaunay = True,\n", - " d_alpha = 0.1,\n", - " smoothing = 4,\n", - " hatch = 'XXX'\n", - ")\n", - "\n", - "# Legend\n", - "l_size = fontsize\n", - "legend_elements = []\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", - ")\n", - "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", - " title='Source composition',\n", - " fontsize=l_size,\n", - " handler_map={Circle: HandlerCircle()})\n", - "plt.setp(legend.get_title(), fontsize=l_size)\n", - "legend.get_frame().set_linestyle('-')" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "scen = Texture.OUT\n", - "\n", - "s = [1, 0, 0]\n", - "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n", - "frs_100_T23 = []\n", - "for x in sc:\n", - " mf_perbin = []\n", - " for i_sf, sf_perbin in enumerate(source_flux):\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n", - " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n", - " mf_perbin.append(fr)\n", - " measured_flux = np.array(mf_perbin).T\n", - " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n", - " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n", - " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n", - " frs_100_T23.append(fr)\n", - "frs_100_T23 = np.vstack(frs_100_T23)\n", - "\n", - "s = [0, 1, 0]\n", - "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n", - "frs_010_T23 = []\n", - "for x in sc:\n", - " mf_perbin = []\n", - " for i_sf, sf_perbin in enumerate(source_flux):\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n", - " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n", - " mf_perbin.append(fr)\n", - " measured_flux = np.array(mf_perbin).T\n", - " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n", - " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n", - " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n", - " frs_010_T23.append(fr)\n", - "frs_010_T23 = np.vstack(frs_010_T23)\n", - "\n", - "s = [1, 2, 0]\n", - "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n", - "frs_120_T23 = []\n", - "for x in sc:\n", - " mf_perbin = []\n", - " for i_sf, sf_perbin in enumerate(source_flux):\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n", - " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n", - " mf_perbin.append(fr)\n", - " measured_flux = np.array(mf_perbin).T\n", - " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n", - " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n", - " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n", - " frs_120_T23.append(fr)\n", - "frs_120_T23 = np.vstack(frs_120_T23)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 864x864 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "gs = gridspec.GridSpec(2, 1, height_ratios=[40, 1])\n", - "gs.update(hspace=0.3, wspace=0.15)\n", - "\n", - "# Axis\n", - "ax = fig.add_subplot(gs[0])\n", - "ax_labels = [r'$f_{e}^{\\oplus}$', r'$f_{\\mu}^{\\oplus}$', r'$f_{\\tau}^{\\oplus}$']\n", - "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels)\n", - "tax.set_title(r'$\\mathcal{O}_{\\mu\\tau}\\:operator$', fontsize=fontsize+10, pad=35)\n", - "\n", - "# Plot\n", - "tax.scatter(frs_010_T23*nbins, marker='o', s=2, alpha=1, color='green')\n", - "tax.scatter(frs_100_T23*nbins, marker='o', s=2, alpha=1, color='blue')\n", - "tax.scatter(frs_120_T23*nbins, marker='o', s=2, alpha=1, color='red')\n", - "\n", - "plot_utils.flavour_contour(\n", - " frs = SM_120,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 100,\n", - " linewidth = 2,\n", - " color = 'red',\n", - " alpha = 0.2,\n", - " zorder = 1\n", - ")\n", - "plot_utils.flavour_contour(\n", - " frs = SM_100,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 100,\n", - " linewidth = 2,\n", - " color = 'gainsboro',\n", - " alpha = 1,\n", - " zorder = 0\n", - ")\n", - "plot_utils.flavour_contour(\n", - " frs = SM_010,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 100,\n", - " linewidth = 2,\n", - " color = 'gainsboro',\n", - " alpha = 1,\n", - " zorder = 0\n", - ")\n", - "\n", - "plot_utils.flavour_contour(\n", - " frs = SM_X,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 90,\n", - " linewidth = 1.2,\n", - " edgecolor = 'k',\n", - " facecolor = 'none',\n", - " alpha = 0.8,\n", - " zorder = 2,\n", - " oversample = 10,\n", - " delaunay = True,\n", - " d_alpha = 0.1,\n", - " smoothing = 4,\n", - " hatch = 'XXX'\n", - ")\n", - "\n", - "# Legend\n", - "l_size = fontsize\n", - "legend_elements = []\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", - ")\n", - "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", - " title='Source composition',\n", - " fontsize=l_size,\n", - " handler_map={Circle: HandlerCircle()})\n", - "plt.setp(legend.get_title(), fontsize=l_size)\n", - "legend.get_frame().set_linestyle('-')" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "scen = Texture.OET\n", - "\n", - "s = [1, 0, 0]\n", - "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n", - "frs_100_T13 = []\n", - "for x in sc:\n", - " mf_perbin = []\n", - " for i_sf, sf_perbin in enumerate(source_flux):\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n", - " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n", - " mf_perbin.append(fr)\n", - " measured_flux = np.array(mf_perbin).T\n", - " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n", - " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n", - " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n", - " frs_100_T13.append(fr)\n", - "frs_100_T13 = np.vstack(frs_100_T13)\n", - "\n", - "s = [0, 1, 0]\n", - "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n", - "frs_010_T13 = []\n", - "for x in sc:\n", - " mf_perbin = []\n", - " for i_sf, sf_perbin in enumerate(source_flux):\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n", - " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n", - " mf_perbin.append(fr)\n", - " measured_flux = np.array(mf_perbin).T\n", - " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n", - " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n", - " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n", - " frs_010_T13.append(fr)\n", - "frs_010_T13 = np.vstack(frs_010_T13)\n", - "\n", - "s = [1, 2, 0]\n", - "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n", - "frs_120_T13 = []\n", - "for x in sc:\n", - " mf_perbin = []\n", - " for i_sf, sf_perbin in enumerate(source_flux):\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n", - " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n", - " mf_perbin.append(fr)\n", - " measured_flux = np.array(mf_perbin).T\n", - " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n", - " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n", - " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n", - " frs_120_T13.append(fr)\n", - "frs_120_T13 = np.vstack(frs_120_T13)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 864x864 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "gs = gridspec.GridSpec(2, 1, height_ratios=[40, 1])\n", - "gs.update(hspace=0.3, wspace=0.15)\n", - "\n", - "# Axis\n", - "ax = fig.add_subplot(gs[0])\n", - "ax_labels = [r'$f_{e}^{\\oplus}$', r'$f_{\\mu}^{\\oplus}$', r'$f_{\\tau}^{\\oplus}$']\n", - "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels)\n", - "tax.set_title(r'$\\mathcal{O}_{e\\tau}\\:operator$', fontsize=fontsize+10, pad=35)\n", - "\n", - "# Plot\n", - "tax.scatter(frs_010_T13*nbins, marker='o', s=2, alpha=1, color='green')\n", - "tax.scatter(frs_100_T13*nbins, marker='o', s=2, alpha=1, color='blue')\n", - "tax.scatter(frs_120_T13*nbins, marker='o', s=2, alpha=1, color='red')\n", - "\n", - "plot_utils.flavour_contour(\n", - " frs = SM_120,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 100,\n", - " linewidth = 2,\n", - " color = 'red',\n", - " alpha = 0.2,\n", - " zorder = 1\n", - ")\n", - "plot_utils.flavour_contour(\n", - " frs = SM_100,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 100,\n", - " linewidth = 2,\n", - " color = 'gainsboro',\n", - " alpha = 1,\n", - " zorder = 0\n", - ")\n", - "plot_utils.flavour_contour(\n", - " frs = SM_010,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 100,\n", - " linewidth = 2,\n", - " color = 'gainsboro',\n", - " alpha = 1,\n", - " zorder = 0\n", - ")\n", - "\n", - "plot_utils.flavour_contour(\n", - " frs = SM_X,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 90,\n", - " linewidth = 1.2,\n", - " edgecolor = 'k',\n", - " facecolor = 'none',\n", - " alpha = 0.8,\n", - " zorder = 2,\n", - " oversample = 10,\n", - " delaunay = True,\n", - " d_alpha = 0.1,\n", - " smoothing = 4,\n", - " hatch = 'XXX'\n", - ")\n", - "\n", - "# Legend\n", - "l_size = fontsize\n", - "legend_elements = []\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", - ")\n", - "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", - " title='Source composition',\n", - " fontsize=l_size,\n", - " handler_map={Circle: HandlerCircle()})\n", - "plt.setp(legend.get_title(), fontsize=l_size)\n", - "legend.get_frame().set_linestyle('-')" - ] - } - ], - "metadata": { - "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": "2.7.15" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/plot_llh/.ipynb_checkpoints/syst_variations-checkpoint.ipynb b/plot_llh/.ipynb_checkpoints/syst_variations-checkpoint.ipynb deleted file mode 100644 index bafca99..0000000 --- a/plot_llh/.ipynb_checkpoints/syst_variations-checkpoint.ipynb +++ /dev/null @@ -1,539 +0,0 @@ -{ - "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-v3.1.1/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-v3.1.1/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-v3.1.1/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-v3.1.1/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": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<matplotlib.figure.Figure at 0x7f8e1459e850>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "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(0.9, 1.1)\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", - "ax.set_ylabel(r'Ratio to baseline', 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 / null_exp, drawstyle='steps-pre',\n", - " linewidth=2, linestyle='-', color='black'\n", - ")\n", - "\n", - "ax.step(\n", - " binning, norm_conv_p / null_exp, drawstyle='steps-pre', label=r'$+40\\%\\:N_{\\rm{atm}}$',\n", - " linewidth=2, linestyle='--', color='blue'\n", - ")\n", - "ax.step(\n", - " binning, norm_conv_n / null_exp, 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", - "ax.text(\n", - " 0.5, 0.1, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize, color='r', transform=ax.transAxes\n", - ")\n", - "\n", - "matplotlib2tikz.save(\"plots/tex/syst_convnorm.tex\")" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<matplotlib.figure.Figure at 0x7f8e14e42290>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "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", - "ax.set_ylim(0.9, 1.1)\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", - "ax.set_ylabel(r'Ratio to baseline', 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 / null_exp, drawstyle='steps-pre',\n", - " linewidth=2, linestyle='-', color='black'\n", - ")\n", - "\n", - "ax.step(\n", - " binning, prompt_p / null_exp, drawstyle='steps-pre', label=r'$N_{\\rm{prompt}}=2.4$',\n", - " linewidth=2, linestyle='--', color='blue'\n", - ")\n", - "ax.step(\n", - " binning, prompt_n / null_exp, 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", - "ax.text(\n", - " 0.5, 0.1, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize, color='r', transform=ax.transAxes\n", - ")\n", - "\n", - "matplotlib2tikz.save(\"plots/tex/syst_prompt.tex\")" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<matplotlib.figure.Figure at 0x7f8e14be2150>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "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", - "ax.set_ylim(0.9, 1.1)\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", - "ax.set_ylabel(r'Ratio to baseline', 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 / null_exp, drawstyle='steps-pre',\n", - " linewidth=2, linestyle='-', color='black'\n", - ")\n", - "\n", - "ax.step(\n", - " binning, muon_p / null_exp, drawstyle='steps-pre', label=r'$N_{\\rm{muon}}=1.5$',\n", - " linewidth=2, linestyle='--', color='blue'\n", - ")\n", - "ax.step(\n", - " binning, muon_n / null_exp, 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", - "ax.text(\n", - " 0.5, 0.1, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize, color='r', transform=ax.transAxes\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 0x7f8e14bc2f10>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "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 0x7f8e14957490>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "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": "2.7.15" - } - }, - "nbformat": 4, - "nbformat_minor": 1 -} diff --git a/plot_llh/.ipynb_checkpoints/thesis-checkpoint.ipynb b/plot_llh/.ipynb_checkpoints/thesis-checkpoint.ipynb deleted file mode 100644 index a2784f3..0000000 --- a/plot_llh/.ipynb_checkpoints/thesis-checkpoint.ipynb +++ /dev/null @@ -1,435 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "%load_ext autoreload\n", - "%autoreload 2" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import sys\n", - "sys.path.extend(['.', '..'])\n", - "\n", - "import numpy as np\n", - "import matplotlib as mpl\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", - "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": [], - "source": [ - "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", - " # create \n", - " p = Circle(xy=(x, y), radius=r)\n", - "\n", - " # update with data from oryginal object\n", - " self.update_prop(p, orig_handle, legend)\n", - "\n", - " # move xy to legend\n", - " p.set_transform(trans)\n", - "\n", - " return [p]" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[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": [ - "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')" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "../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": [ - "# 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": { - "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", - "text/plain": [ - "<Figure size 864x864 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "\n", - "# Axis\n", - "ax = fig.add_subplot(111)\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.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", - "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", - "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": 7, - "metadata": {}, - "outputs": [], - "source": [ - "# 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": 8, - "metadata": {}, - "outputs": [], - "source": [ - "# 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": 86, - "metadata": {}, - "outputs": [], - "source": [ - "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": 87, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 864x864 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "\n", - "# Axis\n", - "ax = fig.add_subplot(111)\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", - "fig.savefig('./plots/unitarity.pdf', bbox_inches='tight', dpi=150)" - ] - } - ], - "metadata": { - "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": "2.7.15" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/plot_llh/.ipynb_checkpoints/trajectory-checkpoint.ipynb b/plot_llh/.ipynb_checkpoints/trajectory-checkpoint.ipynb deleted file mode 100644 index 565d4f2..0000000 --- a/plot_llh/.ipynb_checkpoints/trajectory-checkpoint.ipynb +++ /dev/null @@ -1,1076 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "%load_ext autoreload\n", - "%autoreload 2" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "../utils/plot.py:24: UserWarning: \n", - "This call to matplotlib.use() has no effect because the backend has already\n", - "been chosen; matplotlib.use() must be called *before* pylab, matplotlib.pyplot,\n", - "or matplotlib.backends is imported for the first time.\n", - "\n", - "The backend was *originally* set to 'module://ipykernel.pylab.backend_inline' by the following code:\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/runpy.py\", line 174, in _run_module_as_main\n", - " \"__main__\", fname, loader, pkg_name)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/runpy.py\", line 72, in _run_code\n", - " exec code in run_globals\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel_launcher.py\", line 16, in <module>\n", - " app.launch_new_instance()\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/traitlets/config/application.py\", line 658, in launch_instance\n", - " app.start()\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/kernelapp.py\", line 499, in start\n", - " self.io_loop.start()\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/tornado/ioloop.py\", line 1073, in start\n", - " handler_func(fd_obj, events)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/tornado/stack_context.py\", line 300, in null_wrapper\n", - " return fn(*args, **kwargs)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/zmq/eventloop/zmqstream.py\", line 450, in _handle_events\n", - " self._handle_recv()\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/zmq/eventloop/zmqstream.py\", line 480, in _handle_recv\n", - " self._run_callback(callback, msg)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/zmq/eventloop/zmqstream.py\", line 432, in _run_callback\n", - " callback(*args, **kwargs)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/tornado/stack_context.py\", line 300, in null_wrapper\n", - " return fn(*args, **kwargs)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/kernelbase.py\", line 283, in dispatcher\n", - " return self.dispatch_shell(stream, msg)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/kernelbase.py\", line 233, in dispatch_shell\n", - " handler(stream, idents, msg)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/kernelbase.py\", line 399, in execute_request\n", - " user_expressions, allow_stdin)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/ipkernel.py\", line 208, in do_execute\n", - " res = shell.run_cell(code, store_history=store_history, silent=silent)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/zmqshell.py\", line 537, in run_cell\n", - " return super(ZMQInteractiveShell, self).run_cell(*args, **kwargs)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/IPython/core/interactiveshell.py\", line 2724, in run_cell\n", - " self.events.trigger('post_run_cell')\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/IPython/core/events.py\", line 74, in trigger\n", - " func(*args, **kwargs)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/pylab/backend_inline.py\", line 164, in configure_once\n", - " activate_matplotlib(backend)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/IPython/core/pylabtools.py\", line 315, in activate_matplotlib\n", - " matplotlib.pyplot.switch_backend(backend)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/pyplot.py\", line 231, in switch_backend\n", - " matplotlib.use(newbackend, warn=False, force=True)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/__init__.py\", line 1422, in use\n", - " reload(sys.modules['matplotlib.backends'])\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/backends/__init__.py\", line 16, in <module>\n", - " line for line in traceback.format_stack()\n", - "\n", - "\n", - " mpl.use('Agg')\n" - ] - } - ], - "source": [ - "import sys\n", - "sys.path.extend(['.', '..'])\n", - "\n", - "import numpy as np\n", - "import matplotlib as mpl\n", - "from matplotlib import rc\n", - "rc('text', usetex='True')\n", - "import matplotlib.pyplot as plt\n", - "from matplotlib.patches import Circle\n", - "from matplotlib.legend_handler import HandlerPatch\n", - "import matplotlib.gridspec as gridspec\n", - "plt.style.use('./paper.mplstyle')\n", - "\n", - "from scipy import interpolate\n", - "\n", - "from tqdm import tqdm_notebook as tqdm\n", - "import ternary\n", - "\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", - "#from utils.enums import MixingScenario" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[1, 0, 0] -> [ 0.550 0.183 0.267] = [ 0.537 0.501]\n", - "[0, 1, 0] -> [ 0.183 0.438 0.379] = [ 0.385 -0.410]\n", - "[1, 2, 0] -> [ 0.305 0.353 0.342] = [ 0.433 -0.072]\n", - "[0, 0, 1] -> [ 0.267 0.379 0.354] = [ 0.418 -0.174]\n", - "-> [ 0.260 0.418 0.322] = [ 0.460 -0.233]\n", - "[0.26, 0.4179999999999999, 0.32200000000000006]\n", - "-> [ 0.533 0.230 0.237] = [ 0.582 0.397]\n", - "-> [ 0.206 0.434 0.361] = [ 0.409 -0.356]\n" - ] - } - ], - "source": [ - "s = [1, 0, 0]\n", - "m = fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n", - "print s, r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n", - "s = [0, 1, 0]\n", - "m = fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n", - "print s, r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n", - "s = [1, 2, 0]\n", - "m = fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n", - "print s, r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n", - "s = [0, 0, 1]\n", - "m = fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n", - "print s, r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n", - "m = [0.26, 0.418, 0.322]\n", - "print r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n", - "print map(float, fr_utils.angles_to_fr(fr_utils.fr_to_angles(m)))\n", - "m = [0.533, 0.230, 0.237]\n", - "print r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n", - "m = [0.206, 0.434, 0.361]\n", - "print r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-> [ 0.000 0.000 1.000] = [ 0.000 0.000]\n", - "[0.0, 0.0, 1.0]\n", - "-> [ 0.000 0.010 0.990] = [ 0.000 -1.000]\n", - "[0.0, 0.010000000000000009, 0.99]\n", - "-> [ 0.010 0.000 0.990] = [ 0.000 1.000]\n", - "[0.01, 8.88178419700126e-18, 0.99]\n", - "[4.999999999999449e-07, 0.0099995, 0.99]\n" - ] - } - ], - "source": [ - "m = [0, 0, 1]\n", - "print r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n", - "print map(float, fr_utils.angles_to_fr(fr_utils.fr_to_angles(m)))\n", - "m = [0, 0.01, 0.99]\n", - "print r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n", - "print map(float, fr_utils.angles_to_fr(fr_utils.fr_to_angles(m)))\n", - "m = [0.01, 0, 0.99]\n", - "print r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n", - "print map(float, fr_utils.angles_to_fr(fr_utils.fr_to_angles(m)))\n", - "\n", - "print map(float, fr_utils.angles_to_fr([0.0001, -0.9999]))" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "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", - "SM_X = np.load('./chains/mc_x.npy')\n", - "SM_U = np.load('./chains/mc_unitary.npy')\n", - "\n", - "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", - "#T13_010 = np.genfromtxt('./frs/fr_DIM4_sfr_0_1_0_mfr_1_1_1_MixingScenario.T13_flat.txt')\n", - "#T23_100 = np.genfromtxt('./frs/fr_DIM4_sfr_1_0_0_mfr_1_1_1_MixingScenario.T23_flat.txt')" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(200000, 3) (200000, 3) (69648, 4) (69023, 4)\n" - ] - } - ], - "source": [ - "print SM_120.shape, SM_100.shape, T13_010.shape, T23_100.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "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", - ")\n", - "\n", - "nbins = 25" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "T13_010_an = np.array(map(fr_utils.fr_to_angles, T13_010[:,:-1]))\n", - "T23_100_an = np.array(map(fr_utils.fr_to_angles, T23_100[:,:-1]))" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "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", - " # create \n", - " p = Circle(xy=(x, y), radius=r)\n", - "\n", - " # update with data from oryginal object\n", - " self.update_prop(p, orig_handle, legend)\n", - "\n", - " # move xy to legend\n", - " p.set_transform(trans)\n", - "\n", - " return [p]" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "def cmap_discretize(cmap, N):\n", - " colors_i = np.concatenate((np.linspace(0, 1., N), (0.,0.,0.,0.)))\n", - " colors_rgba = cmap(colors_i)\n", - " indices = np.linspace(0, 1., N+1)\n", - " cdict = {}\n", - " for ki,key in enumerate(('red','green','blue')):\n", - " cdict[key] = [ (indices[i], colors_rgba[i-1,ki], colors_rgba[i,ki]) for i in xrange(N+1) ]\n", - " # Return colormap object.\n", - " return mpl.colors.LinearSegmentedColormap(cmap.name + \"_%d\"%N, cdict, 1024)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "6.7289209e-39\n" - ] - } - ], - "source": [ - "PS = 8.203e-20 # GeV^{-1}\n", - "PS_D6 = PS**2\n", - "print PS_D6" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "min_scale -52.0\n", - "max_scale -40.0\n", - "min_scale -13.827945423101944\n", - "max_scale -1.8279454231019443\n" - ] - } - ], - "source": [ - "d = [T13_010, T23_100]\n", - "min_scale = 1E100\n", - "max_scale = -1E100\n", - "\n", - "for i in d:\n", - " min_scale = min_scale if min_scale < np.min(i[:,-1]) else np.min(i[:,-1])\n", - " max_scale = max_scale if max_scale > np.max(i[:,-1]) else np.max(i[:,-1])\n", - "\n", - "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", - "\n", - "print 'min_scale', min_scale\n", - "print 'max_scale', max_scale\n", - "\n", - "#min_scale = -10\n", - "#max_scale = 8" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "fontsize = 23\n", - "\n", - "def alp(x):\n", - " y = list(x)\n", - " y[-1] = 0.7\n", - " return y\n", - "\n", - "#cmap_010 = plt.get_cmap('jet', 10)\n", - "#cmap_100 = plt.get_cmap('jet', 10)\n", - "cmap_g = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"lime\", \"gold\", \"darkorange\"])\n", - "cmap_b = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"blue\", \"fuchsia\", \"darkmagenta\"])\n", - "cmap_010 = cmap_discretize(cmap_g, 10)\n", - "cmap_100 = cmap_discretize(cmap_b, 10)\n", - "cmap_001 = cmap_discretize(cmap_b, 10)\n", - "\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))))" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[0.36384429 0.33097686 0.30517885]\n", - " [0.3642224 0.33090046 0.30487714]\n", - " [0.3642224 0.33090046 0.30487714]\n", - " ...\n", - " [0.40636667 0.35579595 0.23783738]\n", - " [0.40636667 0.35579595 0.23783738]\n", - " [0.40636667 0.35579595 0.23783738]]\n", - "(200000, 3)\n", - "\n", - "[[0.54269219 0.226958 0.23034981]\n", - " [0.54269219 0.226958 0.23034981]\n", - " [0.54269219 0.226958 0.23034981]\n", - " ...\n", - " [0.34185681 0.29456371 0.36357948]\n", - " [0.34185681 0.29456371 0.36357948]\n", - " [0.34185681 0.29456371 0.36357948]]\n" - ] - } - ], - "source": [ - "print SM_120\n", - "print SM_120.shape\n", - "print\n", - "print SM_100" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/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", - "../utils/plot.py:255: RuntimeWarning: divide by zero encountered in double_scalars\n", - " circum_r = a*b*c/(4.0*area)\n", - "/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", - "text/plain": [ - "<Figure size 864x864 with 3 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "gs = gridspec.GridSpec(2, 1, height_ratios=[40, 1])\n", - "gs.update(hspace=0.3, wspace=0.15)\n", - "\n", - "# Axis\n", - "ax = fig.add_subplot(gs[0])\n", - "ax_labels = [r'$f_{e}^{\\oplus}$', r'$f_{\\mu}^{\\oplus}$', r'$f_{\\tau}^{\\oplus}$']\n", - "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels)\n", - "\n", - "coverages = {68: 'grey', 90: 'darkgrey'}\n", - "for cov in coverages.iterkeys():\n", - " plot_utils.flavour_contour(\n", - " frs = flavour_ratios,\n", - " ax = ax,\n", - " nbins = nbins,\n", - " coverage = cov,\n", - " linewidth = 2.3,\n", - " color = coverages[cov],\n", - " alpha=0.6,\n", - " zorder=5\n", - " )\n", - "\n", - "# Trajectories\n", - "tax.scatter(T13_010[:,:-1]*nbins, marker='o', s=0.03, color=color_010, zorder=10)\n", - "tax.scatter(T23_100[:,:-1]*nbins, marker='o', s=0.03, color=color_100, zorder=10)\n", - "\n", - "# SM\n", - "#tax.scatter(SM_120*nbins, marker='o', s=0.03, alpha=0.06, color='red', zorder=2)\n", - "\n", - "#SM_010100 = np.concatenate([SM_100, SM_010])\n", - "plot_utils.flavour_contour(\n", - " frs = SM_120,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 100,\n", - " linewidth = 2,\n", - " color = 'red',\n", - " alpha = 0.2,\n", - " zorder = 1\n", - ")\n", - "plot_utils.flavour_contour(\n", - " frs = SM_100,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 100,\n", - " linewidth = 2,\n", - " color = 'gainsboro',\n", - " alpha = 1,\n", - " zorder = 0\n", - ")\n", - "plot_utils.flavour_contour(\n", - " frs = SM_010,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 100,\n", - " linewidth = 2,\n", - " color = 'gainsboro',\n", - " alpha = 1,\n", - " zorder = 0\n", - ")\n", - "\n", - "# plot_utils.flavour_contour(\n", - "# frs = SM_U,\n", - "# ax = ax,\n", - "# fill = True,\n", - "# nbins = nbins,\n", - "# coverage = 100,\n", - "# linewidth = 2,\n", - "# color = 'gainsboro',\n", - "# alpha = 1,\n", - "# zorder = 0\n", - "# )\n", - "# plot_utils.flavour_contour(\n", - "# frs = SM_U,\n", - "# ax = ax,\n", - "# fill = True,\n", - "# nbins = nbins,\n", - "# coverage = 100,\n", - "# linewidth = 2,\n", - "# color = 'gainsboro',\n", - "# alpha = 1,\n", - "# zorder = 0,\n", - "# oversample = 4,\n", - "# delaunay = True,\n", - "# d_alpha = 1.2,\n", - "# smoothing = 4\n", - "# )\n", - "#tax.scatter(SM_U*nbins, marker='o', s=0.9, alpha=0.12, color='red', zorder=3)\n", - "\n", - "#tax.scatter(SM_100*nbins, marker='o', s=0.09, alpha=0.12, color='lightgrey', zorder=0)\n", - "#tax.scatter(SM_010*nbins, marker='o', s=0.09, alpha=0.12, color='lightgrey', zorder=0)\n", - "\n", - "plot_utils.flavour_contour(\n", - " frs = SM_X,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 90,\n", - " linewidth = 1.2,\n", - " edgecolor = 'k',\n", - " facecolor = 'none',\n", - " alpha = 0.8,\n", - " zorder = 2,\n", - " oversample = 10,\n", - " delaunay = True,\n", - " d_alpha = 0.1,\n", - " smoothing = 4,\n", - " hatch = 'XXX'\n", - ")\n", - "\n", - "# Text\n", - "#ax.text(0.63, 0.46, r'$\\mathcal{O}_{e\\mu}$', fontsize=fontsize,\n", - "# rotation=0, verticalalignment='center')\n", - "ax.text(0.34*nbins, 0.14*nbins, r'$68\\%$', fontsize=fontsize, rotation=3)\n", - "ax.text(0.34*nbins, 0.035*nbins, r'$90\\%$', fontsize=fontsize, rotation=0)\n", - "\n", - "# Legend\n", - "l_size = fontsize\n", - "legend_elements = []\n", - "# legend_elements.append(\n", - "# Circle((0., 0.), 0.1, facecolor='lime', alpha=0.7, edgecolor='k',\n", - "# linewidth=2., label=r'$\\left (0:1:0\\right )\\:w/\\:{\\rm New\\:Physics}$')\n", - "# )\n", - "# legend_elements.append(\n", - "# Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", - "# linewidth=2., label=r'$\\left (1:0:0\\right )\\:w/\\:{\\rm New\\:Physics}$')\n", - "# )\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='grey', alpha=0.7, edgecolor='k',\n", - " #linewidth=2., label=r'$\\left (0:1:0\\right ) + \\left (1:0:0\\right )$')\n", - " linewidth=2., label=r'$\\rm New\\:Physics\\:Territory$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='red', alpha=0.8, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:2:0\\right )\\:{\\rm subset}$')\n", - ")\n", - "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", - " #title='Maximum New Physics',\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", - "legend_elements = []\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='none', hatch='XXX', edgecolor='k',\n", - " linewidth=2., label=r'$\\rm Standard\\:Model$')\n", - ")\n", - "legend = plt.legend(handles=legend_elements, loc=(-0.05, 0.85),\n", - " #title='Standard Model',\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", - "\n", - "# Colorbar\n", - "gs00 = gridspec.GridSpecFromSubplotSpec(1, 2, subplot_spec=gs[1])\n", - "ax0 = fig.add_subplot(gs00[0])\n", - "cb = mpl.colorbar.ColorbarBase(ax0, cmap=cmap_010, norm=norm, orientation='horizontal')\n", - "cb.ax.tick_params(labelsize=fontsize-5)\n", - "ax0.text(0.5, 2, r'$\\left (0:1:0\\right )\\:{\\rm w}/\\:\\mathcal{O}_{e\\tau}\\:{\\rm texture}$', fontsize=fontsize,\n", - " rotation=0, verticalalignment='center', horizontalalignment='center')\n", - "\n", - "\n", - "ax1 = fig.add_subplot(gs00[1])\n", - "cb = mpl.colorbar.ColorbarBase(ax1, cmap=cmap_100, norm=norm, orientation='horizontal')\n", - "cb.ax.tick_params(labelsize=fontsize-5)\n", - "#cb.set_label(r'${\\rm New\\:Physics\\:Scale}\\:[\\:{\\rm log}_{10} (\\Lambda^{-1}_{d=6}\\:/\\:{\\rm GeV}^{-2})\\: ]$',\n", - "# fontsize=fontsize+5, labelpad=20, horizontalalignment='left')\n", - "ax1.text(0.5, 2, r'$\\left (1:0:0\\right )\\:\\:{\\rm w}/\\:\\mathcal{O}_{\\mu\\tau}\\:{\\rm texture}$', fontsize=fontsize,\n", - " rotation=0, verticalalignment='center', horizontalalignment='center')\n", - "\n", - "fig.text(0.5, 0.038, r'${\\rm New\\:Physics\\:Scale}\\:[\\:{\\rm log}_{10} (\\Lambda_{6}\\:/\\:{\\rm M}^{2}_{\\rm Planck})\\: ]$',\n", - " fontsize=fontsize+5, horizontalalignment='center')\n", - "\n", - "# save\n", - "fig.savefig('./plots/fig2.png', bbox_inches='tight', dpi=150)\n", - "fig.savefig('./plots/fig2.pdf', bbox_inches='tight', dpi=150)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "ename": "IOError", - "evalue": "[Errno 2] No such file or directory: 'kf.npy'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mIOError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m<ipython-input-16-95425441735f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mtax\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplot_utils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_tax\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mscale\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnbins\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max_labels\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0max_labels\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m \u001b[0mKF_FR\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'kf.npy'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 8\u001b[0m plot_utils.flavour_contour(\n\u001b[1;32m 9\u001b[0m \u001b[0mfrs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mKF_FR\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/numpy/lib/npyio.pyc\u001b[0m in \u001b[0;36mload\u001b[0;34m(file, mmap_mode, allow_pickle, fix_imports, encoding)\u001b[0m\n\u001b[1;32m 382\u001b[0m \u001b[0mown_fid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 383\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbasestring\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 384\u001b[0;31m \u001b[0mfid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"rb\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 385\u001b[0m \u001b[0mown_fid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 386\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mis_pathlib_path\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mIOError\u001b[0m: [Errno 2] No such file or directory: 'kf.npy'" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 432x432 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "nbins = 25\n", - "\n", - "fig = plt.figure(figsize=(6, 6))\n", - "ax = fig.add_subplot(111)\n", - "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels)\n", - "\n", - "KF_FR = np.load('kf.npy')\n", - "plot_utils.flavour_contour(\n", - " frs = KF_FR,\n", - " ax = ax,\n", - " nbins = nbins,\n", - " coverage = 68,\n", - " linewidth = 1,\n", - " color = 'black'\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(10, 10))\n", - "gs = gridspec.GridSpec(1, 2, width_ratios=[40, 1])\n", - "gs.update(hspace=0.3, wspace=0.15)\n", - "\n", - "ax = fig.add_subplot(gs[0])\n", - "\n", - "ax.set_xlim(0, 1)\n", - "ax.set_ylim(-1, 1)\n", - "\n", - "ax.tick_params(axis='x', labelsize=fontsize)\n", - "ax.tick_params(axis='y', labelsize=fontsize)\n", - "\n", - "ax.set_xlabel(r'$sin^4\\phi$', fontsize=fontsize+5)\n", - "ax.set_ylabel(r'$cos\\left (2\\psi\\right )$', fontsize=fontsize+5)\n", - "\n", - "for ymaj in ax.yaxis.get_majorticklocs():\n", - " ax.axhline(y=ymaj, ls='--', color='gray', alpha=0.4, linewidth=0.5)\n", - "for xmaj in ax.xaxis.get_majorticklocs():\n", - " ax.axvline(x=xmaj, ls='--', color='gray', alpha=0.4, linewidth=0.5)\n", - "\n", - "# HESE data\n", - "ax.plot(contour_68_upper_an[:,0], contour_68_upper_an[:,1], linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", - "ax.plot(contour_68_lower_an[:,0], contour_68_lower_an[:,1], linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", - "ax.plot(contour_90_upper_an[:,0], contour_90_upper_an[:,1], linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", - "ax.plot(contour_90_lower_an[:,0], contour_90_lower_an[:,1], linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", - "\n", - "# Plot\n", - "ax.scatter(T13_010_an[:,0], T13_010_an[:,1], marker='o', s=0.03, color=color_010)\n", - "ax.scatter(T23_100_an[:,0], T23_100_an[:,1], marker='o', s=0.03, color=color_100)\n", - "\n", - "# Legend\n", - "l_size = fontsize\n", - "legend_elements = []\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='lime', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", - ")\n", - "legend = plt.legend(handles=legend_elements, loc=(0.03, 0.78),\n", - " title='Source composition',\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", - "\n", - "# Colorbar\n", - "gs00 = gridspec.GridSpecFromSubplotSpec(2, 1, subplot_spec=gs[1])\n", - "ax0 = fig.add_subplot(gs00[0])\n", - "cb = mpl.colorbar.ColorbarBase(ax0, cmap=cmap_010, norm=norm)\n", - "cb.ax.tick_params(labelsize=fontsize-5)\n", - "ax0.text(-1.5, 0.5, r'$\\mathcal{O}_{e\\tau}\\:texture$', fontsize=fontsize,\n", - " rotation=90, verticalalignment='center', horizontalalignment='center')\n", - "\n", - "\n", - "ax1 = fig.add_subplot(gs00[1])\n", - "cb = mpl.colorbar.ColorbarBase(ax1, cmap=cmap_100, norm=norm)\n", - "cb.ax.tick_params(labelsize=fontsize-5)\n", - "ax1.text(-1.5, 0.5, r'$\\mathcal{O}_{\\mu\\tau}\\:texture$', fontsize=fontsize,\n", - " rotation=90, verticalalignment='center', horizontalalignment='center')\n", - "\n", - "fig.text(0.98, 0.5, r'${\\rm New\\:Physics\\:Scale}\\:[\\:{\\rm log}_{10} (\\Lambda^{-1}_{d=6}\\:/\\:{\\rm GeV}^{-2})\\: ]$',\n", - " fontsize=fontsize+5, horizontalalignment='center', verticalalignment='center', rotation=-90)\n", - "\n", - "# Text\n", - "ax.text(0.34, 0.12, r'$68\\%$', fontsize=fontsize, rotation=12)\n", - "ax.text(0.33, 0.26, r'$90\\%$', fontsize=fontsize, rotation=18)\n", - "\n", - "fig.savefig('./plots/fr_an_trajectory.png', bbox_inches='tight', dpi=150)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "sc = np.linspace(-52, -40, 1000)\n", - "energy = 1e6\n", - " \n", - "s = [0, 1, 0]\n", - "frs_010 = []\n", - "for x in sc:\n", - " u = fr_utils.params_to_BSMu(x, fix_mixing=MixingScenario.T13, dim=6, energy=energy)\n", - " frs_010.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", - "frs_010 = np.vstack(frs_010)\n", - "\n", - "s = [1, 0, 0]\n", - "frs_100 = []\n", - "for x in sc:\n", - " u = fr_utils.params_to_BSMu(x, fix_mixing=MixingScenario.T23, dim=6, energy=energy)\n", - " frs_100.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", - "frs_100 = np.vstack(frs_100)\n", - "\n", - "s = [0, 0, 1]\n", - "frs_001 = []\n", - "for x in sc:\n", - " u = fr_utils.params_to_BSMu(x, fix_mixing=MixingScenario.T12, dim=6, energy=energy)\n", - " frs_001.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", - "frs_001 = np.vstack(frs_001)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "frs_010_an = np.array(map(fr_utils.fr_to_angles, frs_010))\n", - "frs_100_an = np.array(map(fr_utils.fr_to_angles, frs_100))\n", - "frs_001_an = np.array(map(fr_utils.fr_to_angles, frs_001))\n", - "\n", - "norm = mpl.colors.Normalize(vmin=-52, vmax=-40)\n", - "\n", - "color_fe_010 = map(alp, map(cmap_010, map(norm, sc)))\n", - "color_fe_100 = map(alp, map(cmap_100, map(norm, sc)))\n", - "color_fe_001 = map(alp, map(cmap_001, map(norm, sc)))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "print frs_001[-20:]\n", - "print frs_001_an[-20:]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(10, 10))\n", - "gs = gridspec.GridSpec(1, 2, width_ratios=[40, 1])\n", - "gs.update(hspace=0.3, wspace=0.15)\n", - "\n", - "ax = fig.add_subplot(gs[0])\n", - "\n", - "ax.set_xlim(0, 1)\n", - "ax.set_ylim(-1, 1)\n", - "\n", - "ax.tick_params(axis='x', labelsize=fontsize)\n", - "ax.tick_params(axis='y', labelsize=fontsize)\n", - "\n", - "ax.set_xlabel(r'$sin^4\\phi$', fontsize=fontsize+5)\n", - "ax.set_ylabel(r'$cos\\left (2\\psi\\right )$', fontsize=fontsize+5)\n", - "\n", - "for ymaj in ax.yaxis.get_majorticklocs():\n", - " ax.axhline(y=ymaj, ls='--', color='gray', alpha=0.4, linewidth=0.5)\n", - "for xmaj in ax.xaxis.get_majorticklocs():\n", - " ax.axvline(x=xmaj, ls='--', color='gray', alpha=0.4, linewidth=0.5)\n", - "\n", - "# HESE data\n", - "ax.plot(contour_68_upper_an[:,0], contour_68_upper_an[:,1], linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", - "ax.plot(contour_68_lower_an[:,0], contour_68_lower_an[:,1], linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", - "ax.plot(contour_90_upper_an[:,0], contour_90_upper_an[:,1], linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", - "ax.plot(contour_90_lower_an[:,0], contour_90_lower_an[:,1], linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", - "\n", - "# Plot\n", - "ax.scatter(frs_010_an[:,0], frs_010_an[:,1], marker='o', s=3, color=color_fe_010)\n", - "ax.scatter(frs_100_an[:,0], frs_100_an[:,1], marker='o', s=3, color=color_fe_100)\n", - "ax.scatter(frs_001_an[:,0], frs_001_an[:,1], marker='o', s=3, color=color_fe_001)\n", - "\n", - "# Legend\n", - "l_size = fontsize\n", - "legend_elements = []\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='lime', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", - ")\n", - "legend = plt.legend(handles=legend_elements, loc=(0.03, 0.78),\n", - " title='Source composition',\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", - "\n", - "# Colorbar\n", - "gs00 = gridspec.GridSpecFromSubplotSpec(2, 1, subplot_spec=gs[1])\n", - "ax0 = fig.add_subplot(gs00[0])\n", - "cb = mpl.colorbar.ColorbarBase(ax0, cmap=cmap_010, norm=norm)\n", - "cb.ax.tick_params(labelsize=fontsize-5)\n", - "ax0.text(-1.5, 0.5, r'$\\mathcal{O}_{e\\tau}\\:texture$', fontsize=fontsize,\n", - " rotation=90, verticalalignment='center', horizontalalignment='center')\n", - "\n", - "\n", - "ax1 = fig.add_subplot(gs00[1])\n", - "cb = mpl.colorbar.ColorbarBase(ax1, cmap=cmap_100, norm=norm)\n", - "cb.ax.tick_params(labelsize=fontsize-5)\n", - "ax1.text(-1.5, 0.5, r'$\\mathcal{O}_{\\mu\\tau}\\:texture$', fontsize=fontsize,\n", - " rotation=90, verticalalignment='center', horizontalalignment='center')\n", - "\n", - "fig.text(0.98, 0.5, r'${\\rm New\\:Physics\\:Scale}\\:[\\:{\\rm log}_{10} (\\Lambda^{-1}_{d=6}\\:/\\:{\\rm GeV}^{-2})\\: ]$',\n", - " fontsize=fontsize+5, horizontalalignment='center', verticalalignment='center', rotation=-90)\n", - "\n", - "# Text\n", - "ax.text(0.45, 0.185, r'$68\\%$', fontsize=fontsize, rotation=5)\n", - "ax.text(0.45, 0.52, r'$90\\%$', fontsize=fontsize, rotation=-4)\n", - "\n", - "fig.savefig('./plots/fr_an_fe_trajectory.png', bbox_inches='tight', dpi=150)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(60000, 3)\n", - "(60000, 3)\n" - ] - } - ], - "source": [ - "MCMC_010_sc = np.load('./chains/mcmc_chain_DIM6_sfr_0_1_0_mfr_1_1_1_MixingScenario.T13.npy')[:,-1]\n", - "MCMC_010_frs = np.load('./chains/mcmc_chain_DIM6_sfr_0_1_0_mfr_1_1_1_MixingScenario.T13_proc.npy')\n", - "print MCMC_010_frs.shape\n", - "\n", - "MCMC_100_sc = np.load('./chains/mcmc_chain_DIM6_sfr_1_0_0_mfr_1_1_1_MixingScenario.T23.npy')[:,-1]\n", - "MCMC_100_frs = np.load('./chains/mcmc_chain_DIM6_sfr_1_0_0_mfr_1_1_1_MixingScenario.T23_proc.npy')\n", - "print MCMC_100_frs.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "#min_scale = np.min(MCMC_100_sc)\n", - "#max_scale = np.max(MCMC_100_sc)\n", - "min_scale = -52\n", - "max_scale = -40\n", - "norm = mpl.colors.Normalize(vmin=min_scale, vmax=max_scale)\n", - "\n", - "color_MCMC_100 = map(alp, map(cmap_100, map(norm, MCMC_100_sc)))\n", - "color_MCMC_010 = map(alp, map(cmap_010, map(norm, MCMC_010_sc)))" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 864x864 with 3 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "#gs = gridspec.GridSpec(1, 2, width_ratios=[40, 1])\n", - "gs = gridspec.GridSpec(2, 1, height_ratios=[40, 1])\n", - "gs.update(hspace=0.3, wspace=0.15)\n", - "\n", - "ax = fig.add_subplot(gs[0])\n", - "ax.set_aspect('equal')\n", - "\n", - "# Boundary and Gridlines\n", - "scale = 1\n", - "fig, tax = ternary.figure(ax=ax, scale=scale)\n", - "\n", - "# Draw Boundary and Gridlines\n", - "tax.boundary(linewidth=2.0)\n", - "tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n", - "tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n", - "\n", - "# Set Axis labels and Title\n", - "fontsize = 23\n", - "tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", - "tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", - "tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n", - "\n", - "# Remove default Matplotlib axis\n", - "tax.get_axes().axis('off')\n", - "tax.clear_matplotlib_ticks()\n", - "\n", - "# Plot\n", - "#tax.scatter(SM_120, marker='o', s=0.03, alpha=0.3, color='red')\n", - "#tax.scatter([[0, 1, 0]], marker='*', s=500, alpha=1.0, color='green', zorder=100)\n", - "#tax.scatter([[1, 0, 0]], marker='*', s=500, alpha=1.0, color='blue', zorder=100)\n", - "\n", - "# Contour\n", - "tax.plot(contour_68_upper, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", - "tax.plot(contour_68_lower, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", - "tax.plot(contour_90_upper, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", - "tax.plot(contour_90_lower, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", - "\n", - "# Lines\n", - "marker_style = dict(\n", - " linestyle=' ', color='darkorange', linewidth=1.2,\n", - " markersize=14, zorder=0\n", - ")\n", - "\n", - "# Trajectories\n", - "tax.scatter(MCMC_010_frs, marker='o', s=0.03, color=color_MCMC_010)\n", - "tax.scatter(MCMC_100_frs, marker='o', s=0.03, color=color_MCMC_100)\n", - "\n", - "# Text\n", - "#ax.text(0.63, 0.46, r'$\\mathcal{O}_{e\\mu}$', fontsize=fontsize,\n", - "# rotation=0, verticalalignment='center')\n", - "ax.text(0.34, 0.2, r'$68\\%$', fontsize=fontsize, rotation=5)\n", - "ax.text(0.34, 0.1, r'$90\\%$', fontsize=fontsize, rotation=5)\n", - "\n", - "# Legend\n", - "l_size = fontsize\n", - "legend_elements = []\n", - "#legend_elements.append(\n", - "# Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", - "# linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", - "#)\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='lime', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", - ")\n", - "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", - " title='Source composition',\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", - "\n", - "# Colorbar\n", - "gs00 = gridspec.GridSpecFromSubplotSpec(1, 2, subplot_spec=gs[1])\n", - "ax0 = fig.add_subplot(gs00[0])\n", - "cb = mpl.colorbar.ColorbarBase(ax0, cmap=cmap_010, norm=norm, orientation='horizontal')\n", - "cb.ax.tick_params(labelsize=fontsize-5)\n", - "ax0.text(0.5, 2, r'$\\mathcal{O}_{e\\tau}\\:texture$', fontsize=fontsize,\n", - " rotation=0, verticalalignment='center', horizontalalignment='center')\n", - "\n", - "\n", - "ax1 = fig.add_subplot(gs00[1])\n", - "cb = mpl.colorbar.ColorbarBase(ax1, cmap=cmap_100, norm=norm, orientation='horizontal')\n", - "cb.ax.tick_params(labelsize=fontsize-5)\n", - "#cb.set_label(r'${\\rm New\\:Physics\\:Scale}\\:[\\:{\\rm log}_{10} (\\Lambda^{-1}_{d=6}\\:/\\:{\\rm GeV}^{-2})\\: ]$',\n", - "# fontsize=fontsize+5, labelpad=20, horizontalalignment='left')\n", - "ax1.text(0.5, 2, r'$\\mathcal{O}_{\\mu\\tau}\\:texture$', fontsize=fontsize,\n", - " rotation=0, verticalalignment='center', horizontalalignment='center')\n", - "\n", - "fig.text(0.5, 0.038, r'${\\rm New\\:Physics\\:Scale}\\:[\\:{\\rm log}_{10} (\\Lambda^{-1}_{d=6}\\:/\\:{\\rm GeV}^{-2})\\: ]$',\n", - " fontsize=fontsize+5, horizontalalignment='center')\n", - "\n", - "# Set ticks\n", - "tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n", - " fontsize=fontsize, tick_formats='%.1f')\n", - "\n", - "tax._redraw_labels()\n", - "\n", - "# save\n", - "#fig.savefig('./plots/fr_trajectory.png', bbox_inches='tight', dpi=150)\n", - "#fig.savefig('./plots/fr_trajectory.pdf', bbox_inches='tight', dpi=150)" - ] - } - ], - "metadata": { - "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": "2.7.15" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/plot_llh/.ipynb_checkpoints/unitary_bounds-checkpoint.ipynb b/plot_llh/.ipynb_checkpoints/unitary_bounds-checkpoint.ipynb deleted file mode 100644 index 4d79dfd..0000000 --- a/plot_llh/.ipynb_checkpoints/unitary_bounds-checkpoint.ipynb +++ /dev/null @@ -1,238 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "%load_ext autoreload\n", - "%autoreload 2" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "\"\"\"From 'Unitary bounds of astrophysical neutrinos' DOI 10.1103/PhysRevD.98.123023\"\"\"\n", - "import sys\n", - "sys.path.extend(['.', '..'])\n", - "\n", - "import numpy as np\n", - "import matplotlib as mpl\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", - "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", - "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 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": [], - "source": [ - "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": 4, - "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": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.legend.Legend at 0x7f24e1534210>" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, - { - "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", - "text/plain": [ - "<Figure size 864x864 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "\n", - "# Axis\n", - "ax = fig.add_subplot(111)\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 scatter\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 fill\n", - "for f_m, col in reversed(zip((f_m_120, f_m_010, f_m_100), (tRed, tGreen, tBlue))):\n", - " plot_utils.tax_fill(\n", - " ax=ax,\n", - " points=f_m,\n", - " nbins=nbins,\n", - " linewidth = 3,\n", - " facecolor = col+[0.4],\n", - " edgecolor = col,\n", - " zorder = 5\n", - " )\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)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "p1 = sg.Polygon(map(plot_utils.project, f_m_010))\n", - "p2 = sg.Polygon(map(plot_utils.project, f_m_100))\n", - "c = so.cascaded_union([p1,p2])\n", - "f_m_x = np.array(map(lambda x: plot_utils.project_toflavour(x, nbins), zip(*c.exterior.xy)))" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 864x864 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "\n", - "# Axis\n", - "ax = fig.add_subplot(111)\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 fill\n", - "for f_m, col in reversed(zip((f_m_120, f_m_x), (tRed, grey))):\n", - " plot_utils.tax_fill(\n", - " ax=ax,\n", - " points=f_m,\n", - " nbins=nbins,\n", - " linewidth = 3,\n", - " facecolor = col+[0.4],\n", - " edgecolor = col,\n", - " zorder = 4\n", - " )" - ] - } - ], - "metadata": { - "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": "2.7.15" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/plot_llh/\ b/plot_llh/\ deleted file mode 100644 index 5afb8dd..0000000 --- a/plot_llh/\ +++ /dev/null @@ -1,236 +0,0 @@ -#! /usr/bin/env python -""" -Make triangle plot -""" - -from __future__ import absolute_import, division - -import sys -sys.path.extend(['.', '..']) - -import numpy as np -from scipy import interpolate - -import matplotlib as mpl -import matplotlib.gridspec as gridspec -import matplotlib.pyplot as plt -from matplotlib.patches import Circle -from matplotlib.legend_handler import HandlerPatch -plt.style.use('./paper.mplstyle') - -import ternary - -from utils import fr as fr_utils -from utils import misc as misc_utils -from utils.enums import MixingScenario - - -OUTFOLDER = './plots/' -OUTFORMAT = ['png', 'pdf'] -FONTSIZE = 23 - - -class HandlerCircle(HandlerPatch): - def create_artists(self, legend, orig_handle, - xdescent, ydescent, width, height, - fontsize, trans): - r = 10 - x = r + width//2 + 10 - y = height//2 - 3 - - # create - p = Circle(xy=(x, y), radius=r) - - # update with data from oryginal object - self.update_prop(p, orig_handle, legend) - - # move xy to legend - p.set_transform(trans) - - return [p] - - -def swap(x): - y = x.T - return np.vstack([y[1], y[-1], y[0]]).T - - -def interp(i): - x, y, z = i.T - p = np.linspace(0, 1, len(x)) - q = np.linspace(0, 1, 100) - s = 0.2 - x_ = interpolate.splev(q, interpolate.splrep(p, x, s=s)) - y_ = interpolate.splev(q, interpolate.splrep(p, y, s=s)) - z_ = interpolate.splev(q, interpolate.splrep(p, z, s=s)) - return np.vstack([x_, y_, z_]).T - - -def setupfigure(tax, show_120=True): - # Draw Boundary and Gridlines - tax.boundary(linewidth=2.0) - tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, - ls='--') - tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, - ls=':') - - # Set Axis labels and Title - tax.left_axis_label(r"$f_{\tau}^{\oplus}$", fontsize=FONTSIZE+8, - offset=0.2, rotation=0) - tax.right_axis_label(r"$f_{\mu}^{\oplus}$", fontsize=FONTSIZE+8, - offset=0.2, rotation=0) - tax.bottom_axis_label(r"$f_{e}^{\oplus}$", fontsize=FONTSIZE+8, - position=(0.55, -0.20/2, 0.5), rotation=0) - - # Remove default Matplotlib axis - tax.get_axes().axis('off') - tax.clear_matplotlib_ticks() - - # Legend - l_size = FONTSIZE - legend_elements = [] - if show_120: - legend_elements.append( - Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k', - linewidth=2., label=r'$\left (1:2:0\right )$') - ) - legend_elements.append( - Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k', - linewidth=2., label=r'$\left (0:1:0\right )$') - ) - legend_elements.append( - Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k', - linewidth=2., label=r'$\left (1:0:0\right )$') - ) - legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8), - title='Source composition', - fontsize=l_size, - handler_map={Circle: HandlerCircle()}) - plt.setp(legend.get_title(), fontsize=l_size) - legend.get_frame().set_linestyle('-') - - # Set ticks - tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03, - fontsize=FONTSIZE, tick_formats='%.1f') - - tax._redraw_labels() - - return - - -# Load contours -bc = np.genfromtxt('./bayes_contours.csv', delimiter=',', skip_header=2) -print bc - -contour_68_upper = interp(swap(bc[:,:3])) -contour_68_lower = interp(swap(bc[:,3:6])) -contour_90_upper = interp(swap(bc[:,6:9])) -contour_90_lower = interp(swap(bc[:,9:])) - -# Load data -sm_010 = np.load('./mcmc_DIM3_sfr_0_1_0_mfr_3.29685E+15_7.88411E+15_6.83344E+15_fix_scale_0.1_sigma_100000_proc.npy') -sm_100 = np.load('./mcmc_DIM3_sfr_1_0_0_mfr_1.98171E+16_6.59371E+15_9.61795E+15_fix_scale_0.1_sigma_100000_proc.npy') -bsm_010 = np.load('./mcmc_chains_DIM3_sfr_0_1_0_mfr_0_1_0_MixingScenario.T13_sigma_010.npy') -bsm_100 = np.load('./mcmc_chains_DIM3_sfr_1_0_0_mfr_1_0_0_MixingScenario.T23_sigma_010.npy') - -# Figure -fig = plt.figure(figsize=(12, 12)) -ax = fig.add_subplot(111) -ax.set_aspect('equal') - -# Boundary and Gridlines -scale = 1 -fig, tax = ternary.figure(ax=ax, scale=scale) -setupfigure(tax, show_120=False) - -# Plot -tax.scatter(sm_010, marker='.', s=0.2, alpha=0.2, color='green') -tax.scatter(sm_100, marker='.', s=0.2, alpha=0.2, color='blue') -tax.scatter(bsm_010, marker='.', s=0.2, alpha=0.2, color='green') -tax.scatter(bsm_100, marker='.', s=0.2, alpha=0.2, color='blue') - -# Contour -tax.plot(contour_68_upper, linewidth=2.3, color='grey', zorder=0, alpha=0.6) -tax.plot(contour_68_lower, linewidth=2.3, color='grey', zorder=0, alpha=0.6) -tax.plot(contour_90_upper, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6) -tax.plot(contour_90_lower, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6) - -# Lines -marker_style = dict( - linestyle=' ', color='darkorange', linewidth=1.2, - markersize=14, zorder=0 -) - -p1 = (0.18301213, 0.43765598, 0.37933189) -p2 = (0, 1, 0) -divisions = 46 -x_d = np.linspace(p1[0], p2[0], divisions+1) -y_d = np.linspace(p1[1], p2[1], divisions+1) -z_d = np.linspace(p1[2], p2[2], divisions+1) -for n in xrange(divisions-2): - p = (x_d[n], y_d[n], z_d[n]) - q = (x_d[n+1], y_d[n+1], z_d[n+1]) - tax.line(p, q, marker=(3, 2, 180+46.5), **marker_style) - -p1 = (0.55003613, 0.18301213, 0.26695174) -p2 = (1, 0, 0) -divisions = 35 -x_d = np.linspace(p1[0], p2[0], divisions+1) -y_d = np.linspace(p1[1], p2[1], divisions+1) -z_d = np.linspace(p1[2], p2[2], divisions+1) -for n in xrange(divisions-2): - p = (x_d[n], y_d[n], z_d[n]) - q = (x_d[n+1], y_d[n+1], z_d[n+1]) - tax.line(p, q, marker=(3, 2, 180+63), **marker_style) - -# Text -ax.text(0.36, 0.53, r'$\mathcal{O}_{e\tau}$', fontsize=FONTSIZE, - rotation=0, verticalalignment='center') -ax.text(0.445, 0.54, r'$\Lambda_d\Longrightarrow$', fontsize=FONTSIZE+5, - rotation=80, verticalalignment='center') -ax.text(0.68, 0.09, r'$\mathcal{O}_{\mu\tau}$', fontsize=FONTSIZE, - rotation=0, verticalalignment='center') -ax.text(0.7, 0.14, r'$\Lambda_d\Longrightarrow$', fontsize=FONTSIZE+5, - rotation=-23, verticalalignment='center') -ax.text(0.34, 0.2, r'$68\%$', fontsize=FONTSIZE, rotation=5) -ax.text(0.34, 0.1, r'$90\%$', fontsize=FONTSIZE, rotation=5) - -# Save -outfile = 'fr' -for of in OUTFORMAT: - print 'Saving as {0}'.format(OUTFOLDER + outfile+'.'+of) - fig.savefig(OUTFOLDER + outfile+'.'+of, bbox_inches='tight', dpi=150) - -# Scenarios -scenarios = [MixingScenario.T12, MixingScenario.T13, MixingScenario.T23] -srcs = [(1, 0, 0), (0, 1, 0), (1, 2, 0)] -colours = {0:'blue', 1:'green', 2:'red'} -ev_sc = np.linspace(-60, -20, 4E3) - -for i, sc in enumerate(scenarios): - # Figure - fig = plt.figure(figsize=(18, 6)) - gs = gridspec.GridSpec(1, 3, width_ratios=[1, 1, 1]) - gs.update(hspace=0.4, wspace=0.15) - ax = fig.add_subplot(gs[i]) - ax.set_aspect('equal') - - # Boundary and Gridlines - scale = 1 - fig, tax = ternary.figure(ax=ax, scale=scale) - setupfigure(tax) - - # Calculate and plot - for src in srcs: - frs = [] - for e in ev_sc: - u = fr_utils.params_to_BSMu(e, fix_mixing=sc, dim=6, energy=1e6) - frs.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128))) - frs = np.vstack(frs) - tax.scatter(frs, marker='o', s=2, alpha=1, color=colours[i]) - - # Save - outfile = 'fr_sc_{0}'.format(sc) - for of in OUTFORMAT: - print 'Saving as {0}'.format(OUTFOLDER + outfile+'.'+of) - fig.savefig(OUTFOLDER + outfile+'.'+of, bbox_inches='tight', dpi=150) diff --git a/plot_llh/ahlers_unitarity_contour.ipynb b/plot_llh/ahlers_unitarity_contour.ipynb deleted file mode 100644 index 9cf76eb..0000000 --- a/plot_llh/ahlers_unitarity_contour.ipynb +++ /dev/null @@ -1,151 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import healpy as H\n", - "import sys\n", - "import numpy as np\n", - "from pylab import *\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib.colors as clrs\n", - "import subprocess\n", - "import pickle\n", - "import matplotlib.tri as mtri\n", - "import matplotlib.lines as lines\n", - "import ternary\n", - "\n", - "rc('text', usetex=True)\n", - "rc('font',**{'family':'serif','serif':['Palatino']})" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/local/lib/python3.7/site-packages/ipykernel_launcher.py:37: RuntimeWarning: invalid value encountered in double_scalars\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 1800x1680 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#### Boundary and Gridlines\n", - "scale = 20\n", - "figure, tax = ternary.figure(scale=scale)\n", - "figure.set_size_inches(6, 5.6)\n", - "figure.set_dpi(300)\n", - "\n", - "plt.axis('off')\n", - "\n", - "tax.gridlines(color=\"gray\", multiple=0.1 * scale, linewidth=0.35, ls='-', alpha=0.5)\n", - "\n", - "# Set Axis labels and Title\n", - "fontsize = 7.25\n", - "tax.left_axis_label(r'$f_{\\tau,\\oplus}$', fontsize=fontsize, offset=0.175)\n", - "tax.right_axis_label(r'$f_{\\mu,\\oplus}$', fontsize=fontsize, offset=0.175)\n", - "tax.bottom_axis_label(r'$f_{e,\\oplus}$', fontsize=fontsize, offset=0.175)\n", - "\n", - "tax.boundary(linewidth=1.0)\n", - "\n", - "fe = 3.0/3.\n", - "fmu = 0.0/3.\n", - "A4 = []\n", - "\n", - "steps = 360\n", - "for chi in arange(0.0,2*np.pi,2*np.pi/(1.*steps)) :\n", - " \n", - " L = []\n", - " \n", - " for dchi in arange(-np.pi/2.+2.*np.pi/(1.*steps),np.pi/2.,2.*np.pi/(1.*steps)) :\n", - " omega = chi+dchi\n", - " x = (1.-fe-2.*fmu)*np.sin(omega)\n", - " y = (1.-2.*fe-fmu)*np.cos(omega)\n", - " z = (fmu-fe)*(np.cos(omega)-np.sin(omega))\n", - " \n", - " B = [0.0,(x+y+z)/3.,x/2.,y/2.,z/2.]\n", - " \n", - " if x**2 >= (y-z)**2/9. :\n", - " B.append(((3.*x+y+z)**2-4.*y*z)/24./x)\n", - " if y**2 >= (z-x)**2/9. :\n", - " B.append(((3.*y+z+x)**2-4.*z*x)/24./y)\n", - " if z**2 >= (x-y)**2/9. :\n", - " B.append(((3.*z+x+y)**2-4.*x*y)/24./z)\n", - "\n", - " L.append(max(B)/np.cos(dchi))\n", - " \n", - " A4.append([fe+np.cos(chi)*min(L),fmu+np.sin(chi)*min(L)])\n", - " \n", - "A4 = np.array(A4) \n", - "tax.plot(A4*scale, linewidth=1, marker=None, color='red', linestyle='solid')\n", - "\n", - "r = plt.plot(np.array([[-1000, -1000], [-1000, -1000]]) * scale, linewidth=4., marker=None, color = 'red', label='$(1:0:0)_s$')\n", - "g = plt.plot(np.array([[-1000, -1000], [-1000, -1000]]) * scale, linewidth=4., marker=None, color = 'green', label='$(0:1:0)_s$')\n", - "b = plt.plot(np.array([[-1000, -1000], [-1000, -1000]]) * scale, linewidth=4., marker=None, color = 'blue', label='$(1:2:0)_s$')\n", - "\n", - "black = plt.plot(np.array([[-1000, 0], [-1000, 0]]) * scale, linewidth=1., marker=None, color='black', label='This work')\n", - "dotted = plt.plot(np.array([[-1000, 0], [-1000, 0]]) * scale, linewidth=0.4, marker=None, color='black', linestyle='dashed', label='Xu+, 2014')\n", - "\n", - "handles1 = [black[0], dotted[0]]\n", - "handles2 = [r[0], g[0], b[0]]\n", - "\n", - "tax.clear_matplotlib_ticks() # Remove default Matplotlib Axes\n", - "\n", - "tax.set_axis_limits({'b': [0., 1.], 'l': [0., 1.], 'r': [0., 1.]})\n", - "\n", - "tax.get_ticks_from_axis_limits(multiple=10.)\n", - "tax.set_custom_ticks(fontsize=3.5, multiple=10., offset=0.022, linewidth=0.5, tick_formats= {'b': \"%.1f\", 'l': \"%.1f\", 'r': \"%.1f\"})\n", - "\n", - "first_legend = plt.legend(handles=handles2, bbox_to_anchor=(0.75, 0.85), loc='center left', borderaxespad=0.,fancybox=True,framealpha=0.0,frameon=True,numpoints=1, scatterpoints = 1,handlelength=0.6, fontsize=4.5)\n", - "tax.ax.set_aspect('equal')\n", - "\n", - "ax = plt.gca().add_artist(first_legend)\n", - "\n", - "tax.legend(handles=handles1, bbox_to_anchor=(0, 0.90), loc='center left', borderaxespad=0.,fancybox=True,framealpha=0.0,frameon=True,numpoints=1, scatterpoints = 1,handlelength=0.6, fontsize=4.5)\n", - "tax.ax.set_aspect('equal')\n", - "\n", - "#ternary.plt.tight_layout()\n", - "tax._redraw_labels()\n", - "\n", - "ternary.plt.show()" - ] - } - ], - "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 -} diff --git a/plot_llh/bayes_factor.ipynb b/plot_llh/bayes_factor.ipynb deleted file mode 100644 index 2dbe742..0000000 --- a/plot_llh/bayes_factor.ipynb +++ /dev/null @@ -1,228 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%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" - ] - } - ], - "source": [ - "\"\"\"Bayes factor plots\"\"\"\n", - "import sys\n", - "sys.path.extend(['.', '..'])\n", - "\n", - "import numpy as np\n", - "from matplotlib import pyplot as plt\n", - "\n", - "import warnings\n", - "with warnings.catch_warnings():\n", - " warnings.simplefilter(\"ignore\")\n", - " from sens import parse_args\n", - " from utils import plot as plot_utils\n", - " from utils.fr import SCALE_BOUNDARIES\n", - " from utils.misc import get_units\n", - "\n", - "import matplotlib2tikz" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "DIM = 6\n", - "SC_010 = [(0, 1, 0), 'OET']\n", - "SC_100 = [(1, 0, 0), 'OUT']\n", - "\n", - "DATADIR = '/data/user/smandalia/flavour_ratio/data/sensitivity/DIM{0}/bayesian/real/fr_stat_DIM{0}_sfr'.format(DIM)\n", - "\n", - "SEGMENTS = 10\n", - "\n", - "args_010 = parse_args('--dimension {0} --source-ratio {1} {2} {3} --stat-method bayesian'.format(DIM, *SC_010[0]))\n", - "args_100 = parse_args('--dimension {0} --source-ratio {1} {2} {3} --stat-method bayesian'.format(DIM, *SC_100[0]))" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "boundaries = SCALE_BOUNDARIES[DIM]\n", - "eval_scales = np.linspace(boundaries[0], boundaries[1], SEGMENTS-1)\n", - "eval_scales = np.concatenate([[-100.], eval_scales])" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "scales, stat [(-100.0, -29.555862612249648), (-56.0, -29.766019647372207), (-52.75, -29.623184822825394), (-49.5, -29.928550147551004), (-46.25, -30.610604313154642), (-43.0, -37.94956693781441), (-39.75, -40.40734055766876), (-36.5, -40.60191617254397), (-33.25, -40.302401793524595), (-30.0, -40.61265085007461)]\n", - "[reduced_ev > np.log(10**(BAYES_K))] 264\n", - "limit = -45.1082397392\n", - "scales, stat [(-100.0, -29.555862612249648), (-56.0, -29.766019647372207), (-52.75, -29.623184822825394), (-49.5, -29.928550147551004), (-46.25, -30.610604313154642), (-43.0, -37.94956693781441), (-39.75, -40.40734055766876), (-36.5, -40.60191617254397), (-33.25, -40.302401793524595), (-30.0, -40.61265085007461)]\n", - "[reduced_ev > np.log(10**(BAYES_K))] 264\n" - ] - } - ], - "source": [ - "base_infile = DATADIR + '_{0}_{1}_{2}_'.format(*SC_010[0]) + SC_010[1] + '_scale_'\n", - "\n", - "d_010 = []\n", - "for scale in eval_scales:\n", - " infile = base_infile + '{0:.0E}'.format(np.power(10, scale)) + '.npy'\n", - " d_010.append(np.load(infile)[0])\n", - "d_010 = np.dstack(d_010)[0]\n", - "\n", - "lim_010 = plot_utils.get_limit(d_010[0], d_010[1], args_010, mask_initial=True)\n", - "sc, st = plot_utils.get_limit(d_010[0], d_010[1], args_010, mask_initial=True, return_interp=True)\n", - "d_010 = np.vstack([sc, st])" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[-100. -56. -52.75 -49.5 -46.25\n", - " -43. -39.75 -36.5 -33.25 -30. ]\n", - " [ -31.98570191 -31.93911116 -31.9159181 -31.26814871 -34.16971184\n", - " -35.1842944 -35.26534428 -35.31729645 -35.24392331 -35.29710952]]\n", - "scales, stat [(-100.0, -31.9857019100975), (-56.0, -31.939111164736115), (-52.75, -31.915918104898985), (-49.5, -31.268148706631592), (-46.25, -34.16971184021791), (-43.0, -35.184294403803335), (-39.75, -35.26534428423956), (-36.5, -35.31729644732499), (-33.25, -35.24392330992847), (-30.0, -35.29710952128992)]\n", - "[reduced_ev > np.log(10**(BAYES_K))] 228\n", - "limit = -46.0829187287\n", - "scales, stat [(-100.0, -31.9857019100975), (-56.0, -31.939111164736115), (-52.75, -31.915918104898985), (-49.5, -31.268148706631592), (-46.25, -34.16971184021791), (-43.0, -35.184294403803335), (-39.75, -35.26534428423956), (-36.5, -35.31729644732499), (-33.25, -35.24392330992847), (-30.0, -35.29710952128992)]\n", - "[reduced_ev > np.log(10**(BAYES_K))] 228\n" - ] - } - ], - "source": [ - "base_infile = DATADIR + '_{0}_{1}_{2}_'.format(*SC_100[0]) + SC_100[1] + '_scale_'\n", - "\n", - "d_100 = []\n", - "for scale in eval_scales:\n", - " infile = base_infile + '{0:.0E}'.format(np.power(10, scale)) + '.npy'\n", - " d_100.append(np.load(infile)[0])\n", - "d_100 = np.dstack(d_100)[0]\n", - "print d_100\n", - "\n", - "lim_100 = plot_utils.get_limit(d_100[0], d_100[1], args_100, mask_initial=True)\n", - "sc, st = plot_utils.get_limit(d_100[0], d_100[1], args_100, mask_initial=True, return_interp=True)\n", - "d_100 = np.vstack([sc, st])" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<matplotlib.figure.Figure at 0x7f3d24097c50>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "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(boundaries)\n", - "ax.set_ylim(-1, 12)\n", - "\n", - "ax.set_xlabel(r'${\\rm log}_{10}\\left[\\Lambda^{-1}_{'+ \\\n", - " r'{0}'.format(DIM)+r'}'+ \\\n", - " get_units(DIM)+r'\\right]$', fontsize=fontsize)\n", - "\n", - "ax.set_ylabel(r'$\\text{Bayes\\:Factor}\\:\\left[\\text{ln}\\left(B_{0/1}\\right)\\right]$')\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.plot(d_010[0], d_010[1], color='g', lw=2, ls='-')\n", - "ax.text(\n", - " -40, 9.7, r'$\\left(0:1:0\\right)_\\text{S}\\text{\\:w/\\:}\\mathcal{O}_{e\\tau}\\text{\\:texture}$',\n", - " fontsize=fontsize-3, color='g'\n", - ")\n", - "\n", - "ax.plot(d_100[0], d_100[1], color='b', lw=2, ls='-',)\n", - "ax.text(\n", - " -41, 3.7, r'$\\left(1:0:0\\right)_\\text{S}\\text{\\:w/\\:}\\mathcal{O}_{\\mu\\tau}\\text{\\:texture}$',\n", - " fontsize=fontsize-3, color='b'\n", - ")\n", - "\n", - "ax.axhline(y=np.log(10**(plot_utils.BAYES_K)), color='k', linewidth=1.5, ls='--')\n", - "ax.text(\n", - " -54, 2.6, r'$B_{0/1}='+r'{0}$'.format(int(10**(plot_utils.BAYES_K))),\n", - " fontsize=fontsize-3, color='k'\n", - ")\n", - "ax.vlines(lim_010, ymin=-10, ymax=np.log(10**plot_utils.BAYES_K), color='g', linewidth=1.5, linestyles='--')\n", - "ax.vlines(lim_100, ymin=-10, ymax=np.log(10**plot_utils.BAYES_K), color='b', linewidth=1.5, linestyles='--')\n", - "\n", - "ax.text(\n", - " -55, 11, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize, color='r'\n", - ")\n", - "\n", - "matplotlib2tikz.save(\"plots/tex/bayes_factor.tex\")" - ] - } - ], - "metadata": { - "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": "2.7.15" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/plot_llh/command b/plot_llh/command deleted file mode 100644 index f38a7cc..0000000 --- a/plot_llh/command +++ /dev/null @@ -1,3 +0,0 @@ -python sample.py --fix-mixing T23 --fix-source-ratio True --source-ratio 1 0 0 --sigma-ratio 0.01 --threads 4 --outfile ./mcmc_chains --nsteps 400 -python fr.py --likelihood gaussian --fix-source-ratio True --source-ratio 0 1 0 --measured-ratio 0.18301213 0.43765598 0.37933189 --no-bsm True --sigma-ratio 100 --fix-scale True --scale 1E-1 --threads 4 --energy-dependance mono --nsteps 200 --plot-angles False --plot-elements False -python fr.py --likelihood gaussian --fix-source-ratio True --source-ratio 1 0 0 --measured-ratio 0.55003613 0.18301213 0.26695174 --no-bsm True --sigma-ratio 100 --fix-scale True --scale 1E-1 --threads 4 --energy-dependance mono --nsteps 200 --plot-angles False --plot-elements False diff --git a/plot_llh/fig2.ipynb b/plot_llh/fig2.ipynb deleted file mode 100644 index 38f9eaa..0000000 --- a/plot_llh/fig2.ipynb +++ /dev/null @@ -1,533 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "%load_ext autoreload\n", - "%autoreload 2" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "\"\"\"Figure 2\"\"\"\n", - "import sys\n", - "sys.path.extend(['.', '..'])\n", - "\n", - "import numpy as np\n", - "import matplotlib as mpl\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", - "import matplotlib.gridspec as gridspec\n", - "plt.style.use('./paper.mplstyle')\n", - "\n", - "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", - "fontsize = 23\n", - "nbins = 25" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[1, 0, 0] -> [ 0.550 0.183 0.267] = [ 0.537 0.501]\n", - "[0, 1, 0] -> [ 0.183 0.438 0.379] = [ 0.385 -0.410]\n", - "[1, 2, 0] -> [ 0.305 0.353 0.342] = [ 0.433 -0.072]\n", - "[0, 0, 1] -> [ 0.267 0.379 0.354] = [ 0.418 -0.174]\n", - "-> [ 0.260 0.418 0.322] = [ 0.460 -0.233]\n", - "[0.26, 0.4179999999999999, 0.32200000000000006]\n", - "-> [ 0.533 0.230 0.237] = [ 0.582 0.397]\n", - "-> [ 0.206 0.434 0.361] = [ 0.409 -0.356]\n" - ] - } - ], - "source": [ - "s = [1, 0, 0]\n", - "m = fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n", - "print s, r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n", - "s = [0, 1, 0]\n", - "m = fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n", - "print s, r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n", - "s = [1, 2, 0]\n", - "m = fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n", - "print s, r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n", - "s = [0, 0, 1]\n", - "m = fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n", - "print s, r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n", - "m = [0.26, 0.418, 0.322]\n", - "print r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n", - "print map(float, fr_utils.angles_to_fr(fr_utils.fr_to_angles(m)))\n", - "m = [0.533, 0.230, 0.237]\n", - "print r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n", - "m = [0.206, 0.434, 0.361]\n", - "print r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "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", - " # create \n", - " p = Circle(xy=(x, y), radius=r)\n", - "\n", - " # update with data from oryginal object\n", - " self.update_prop(p, orig_handle, legend)\n", - "\n", - " # move xy to legend\n", - " p.set_transform(trans)\n", - "\n", - " return [p]" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "def alp(x):\n", - " y = list(x)\n", - " y[-1] = 0.7\n", - " return y\n", - "\n", - "def cmap_discretize(cmap, N):\n", - " colors_i = np.concatenate((np.linspace(0, 1., N), (0.,0.,0.,0.)))\n", - " colors_rgba = cmap(colors_i)\n", - " indices = np.linspace(0, 1., N+1)\n", - " cdict = {}\n", - " for ki,key in enumerate(('red','green','blue')):\n", - " cdict[key] = [ (indices[i], colors_rgba[i-1,ki], colors_rgba[i,ki]) for i in xrange(N+1) ]\n", - " # Return colormap object.\n", - " return mpl.colors.LinearSegmentedColormap(cmap.name + \"_%d\"%N, cdict, 1024)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1.48612238851e+38\n", - "6.8279454231019425\n", - "-6.8279454231019425\n" - ] - } - ], - "source": [ - "PS = 1/8.203e-20 # GeV\n", - "PS_D6 = PS**2\n", - "print PS_D6\n", - "\n", - "print np.log10(1e45 / PS_D6)\n", - "print np.log10(1e-45 * PS_D6)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "# Load chains for NuFIT + BSM textures + HESE contour\n", - "SM_X = np.load('./chains/mc_x.npy')\n", - "\n", - "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", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "# Process only n points for plotting\n", - "n = 10000\n", - "T13_010 = np.vstack([T13_010[T13_010[:,2]<0.1][:int(n/5.)], T13_010[T13_010[:,2]>=0.1][:int(4*n/5.)]])\n", - "T23_100 = np.vstack([T23_100[T23_100[:,0]<=0.9][:int(4*n/5.)], T23_100[T23_100[:,0]>0.9][:int(n/5.)]])" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(10000, 4)\n", - "(10000, 4)\n" - ] - } - ], - "source": [ - "print T13_010.shape\n", - "print T23_100.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "# Calculate unitary boundaries\n", - "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))\n", - "\n", - "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)\n", - "\n", - "p1 = sg.Polygon(map(plot_utils.project, f_m_010))\n", - "p2 = sg.Polygon(map(plot_utils.project, f_m_100))\n", - "c = so.cascaded_union([p1,p2])\n", - "f_m_x = np.array(map(\n", - " lambda x: plot_utils.project_toflavour(x, nbins), zip(*c.exterior.xy)\n", - "))" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "min_scale -52.0\n", - "max_scale -40.0\n", - "min_scale -13.827945423101944\n", - "max_scale -1.8279454231019443\n" - ] - } - ], - "source": [ - "# Work out upper and lower axis\n", - "d = [T13_010, T23_100]\n", - "min_scale = 1E100\n", - "max_scale = -1E100\n", - "\n", - "for i in d:\n", - " min_scale = min_scale if min_scale < np.min(i[:,-1]) else np.min(i[:,-1])\n", - " max_scale = max_scale if max_scale > np.max(i[:,-1]) else np.max(i[:,-1])\n", - "\n", - "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", - "\n", - "print 'min_scale', min_scale\n", - "print 'max_scale', max_scale" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [], - "source": [ - "# Colouring\n", - "cmap_g = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"lime\", \"gold\", \"darkorange\"])\n", - "cmap_b = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"blue\", \"fuchsia\", \"darkmagenta\"])\n", - "cmap_010 = cmap_discretize(cmap_g, 10)\n", - "cmap_100 = cmap_discretize(cmap_b, 10)\n", - "cmap_001 = cmap_discretize(cmap_b, 10)\n", - "\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))))" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "../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": [ - "# 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": 50, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 864x864 with 3 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "gs = gridspec.GridSpec(2, 1, height_ratios=[40, 1])\n", - "gs.update(hspace=0.3, wspace=0.15)\n", - "\n", - "# Axis\n", - "ax = fig.add_subplot(gs[0])\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 HESE contour\n", - "coverages = {68: 'grey', 90: 'darkgrey'}\n", - "for cov in coverages.iterkeys():\n", - " plot_utils.flavour_contour(\n", - " frs = flavour_ratios,\n", - " ax = ax,\n", - " nbins = nbins,\n", - " coverage = cov,\n", - " linewidth = 2.5,\n", - " color = coverages[cov],\n", - " alpha = 1,\n", - " zorder = 6,\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", - "\n", - "# # Plot BSM scatter\n", - "tax.scatter(T13_010[:,:-1]*nbins, marker='.', s=2, alpha=0.5, color=color_010, zorder=8)\n", - "tax.scatter(T23_100[:,:-1]*nbins, marker='.', s=2, alpha=0.5, color=color_100, zorder=8)\n", - "\n", - "# Plot unitary regions\n", - "for f_m, col in reversed(zip((f_m_120, f_m_x), (tRed, grey))):\n", - " plot_utils.tax_fill(\n", - " ax=ax,\n", - " points=f_m,\n", - " nbins=nbins,\n", - " linewidth = 0.5,\n", - " facecolor = col+[0.3],\n", - " edgecolor = col,\n", - " zorder = 3\n", - " )\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.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", - "# Legend Right\n", - "l_size = fontsize\n", - "legend_elements = []\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor=grey+[0.8], edgecolor='k',\n", - " linewidth=2., label=r'$\\rm New\\:Physics\\:Territory$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor=tRed, edgecolor='k',\n", - " linewidth=2., label=r'$(1:2:0\\smash{)_{\\rm S}}$')\n", - ")\n", - "legend = plt.legend(\n", - " handles=legend_elements,\n", - " loc=(0.65, 0.8),\n", - " fontsize=l_size,\n", - " handler_map={Circle: HandlerCircle()}\n", - ")\n", - "plt.setp(legend.get_title(), fontsize=l_size)\n", - "legend.get_frame().set_linestyle('-')\n", - "ax.add_artist(legend)\n", - "\n", - "# Legend Left\n", - "legend_elements = []\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='none', hatch='XXX', edgecolor='k',\n", - " linewidth=2., label=r'$\\rm Standard\\:Model$')\n", - ")\n", - "legend = plt.legend(\n", - " handles=legend_elements,\n", - " loc=(-0.05, 0.85),\n", - " fontsize=l_size,\n", - " handler_map={Circle: HandlerCircle()}\n", - ")\n", - "plt.setp(legend.get_title(), fontsize=l_size)\n", - "legend.get_frame().set_linestyle('-')\n", - "\n", - "# Colorbar Left\n", - "gs00 = gridspec.GridSpecFromSubplotSpec(1, 2, subplot_spec=gs[1])\n", - "ax0 = fig.add_subplot(gs00[0])\n", - "cb = mpl.colorbar.ColorbarBase(\n", - " ax0, cmap=cmap_010, norm=norm, orientation='horizontal'\n", - ")\n", - "cb.ax.tick_params(labelsize=fontsize-5)\n", - "ax0.text(\n", - " 0.5, 2, r'$(0:1:0\\smash{)_{\\rm S}}\\:{\\rm w}/\\:\\mathcal{O}_{e\\tau}\\:{\\rm texture}$',\n", - " fontsize=fontsize, rotation=0, verticalalignment='center', horizontalalignment='center'\n", - ")\n", - "\n", - "# Colorbar Right\n", - "ax1 = fig.add_subplot(gs00[1])\n", - "cb = mpl.colorbar.ColorbarBase(\n", - " ax1, cmap=cmap_100, norm=norm, orientation='horizontal'\n", - ")\n", - "cb.ax.tick_params(labelsize=fontsize-5)\n", - "ax1.text(\n", - " 0.5, 2, r'$(1:0:0\\smash{)_{\\rm S}}\\:\\:{\\rm w}/\\:\\mathcal{O}_{\\mu\\tau}\\:{\\rm texture}$',\n", - " fontsize=fontsize, rotation=0, verticalalignment='center', horizontalalignment='center'\n", - ")\n", - "\n", - "# Figure text\n", - "fig.text(\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", - " 0.75, 0.86, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize,\n", - " horizontalalignment='center', color='r'\n", - ")\n", - "\n", - "# Save\n", - "fig.savefig('./plots/fig2.png', bbox_inches='tight', dpi=150)\n", - "fig.savefig('./plots/fig2.pdf', bbox_inches='tight', dpi=150)" - ] - } - ], - "metadata": { - "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": "2.7.15" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/plot_llh/full_trajectories.ipynb b/plot_llh/full_trajectories.ipynb deleted file mode 100644 index 1a0e63e..0000000 --- a/plot_llh/full_trajectories.ipynb +++ /dev/null @@ -1,1122 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "%load_ext autoreload\n", - "%autoreload 2" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "sm_010 = np.load('./chains/mcmc_DIM3_sfr_0_1_0_mfr_3.29685E+15_7.88411E+15_6.83344E+15_fix_scale_0.1_sigma_100000_proc.npy')\n", - "sm_100 = np.load('./chains/mcmc_DIM3_sfr_1_0_0_mfr_1.98171E+16_6.59371E+15_9.61795E+15_fix_scale_0.1_sigma_100000_proc.npy')\n", - "sm_120 = np.load('./chains/mcmc_DIM3_sfr_1_2_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_0.1_sigma_10000000_proc.npy')\n", - "sm_120_uni = np.load('./chains/mcmc_unitary_DIM3_sfr_1_2_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_0.1_sigma_10000000_proc.npy')\n", - "\n", - "bsm_1e45 = np.load('./chains/mcmc_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_MixingScenario.T13_sigma_10000000_sc_1E-45_proc.npy')\n", - "\n", - "bsm_010 = np.load('./chains/mcmc_chains_DIM3_sfr_0_1_0_mfr_0_1_0_MixingScenario.T13_sigma_010.npy')\n", - "bsm_100 = np.load('./chains/mcmc_chains_DIM3_sfr_1_0_0_mfr_1_0_0_MixingScenario.T23_sigma_010.npy')" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[0.30464772 0.38851294 0.30683934]\n", - " [0.30464772 0.38851294 0.30683934]\n", - " [0.30464772 0.38851294 0.30683934]\n", - " ...\n", - " [0.16430342 0.42135965 0.41433693]\n", - " [0.13771339 0.44716916 0.41511745]\n", - " [0.13771339 0.44716916 0.41511745]]\n" - ] - } - ], - "source": [ - "print bsm_1e45" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(40000, 3) (40000, 3) (10000, 3)\n" - ] - } - ], - "source": [ - "print sm_010.shape, sm_100.shape, sm_120.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[0.37553977 0.32469747 0.29976276]\n", - " [0.35422184 0.32631003 0.31946813]\n", - " [0.35422184 0.32631003 0.31946813]\n", - " ...\n", - " [0.3765814 0.33614714 0.28727146]\n", - " [0.3765814 0.33614714 0.28727146]\n", - " [0.3765814 0.33614714 0.28727146]]\n" - ] - } - ], - "source": [ - "print sm_120" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "ename": "IOError", - "evalue": "./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-45_sigma_10000000.txt not found.", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mIOError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m<ipython-input-8-32ad8757b861>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mbsm_1e45_redone\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenfromtxt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-45_sigma_10000000.txt'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mbsm_1e42_redone\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenfromtxt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-42_sigma_10000000.txt'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mbsm_1e30_redone\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenfromtxt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-30_sigma_10000000.txt'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mbsm_010_t13_f\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenfromtxt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_MixingScenario.T13_sigma_10000000.txt'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/local/anaconda2/lib/python2.7/site-packages/numpy/lib/npyio.pyc\u001b[0m in \u001b[0;36mgenfromtxt\u001b[0;34m(fname, dtype, comments, delimiter, skip_header, skip_footer, converters, missing_values, filling_values, usecols, names, excludelist, deletechars, replace_space, autostrip, case_sensitive, defaultfmt, unpack, usemask, loose, invalid_raise, max_rows, encoding)\u001b[0m\n\u001b[1;32m 1687\u001b[0m \u001b[0mfname\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1688\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbasestring\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1689\u001b[0;31m \u001b[0mfhd\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0miter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_datasource\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'rt'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mencoding\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1690\u001b[0m \u001b[0mown_fhd\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1691\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/local/anaconda2/lib/python2.7/site-packages/numpy/lib/_datasource.pyc\u001b[0m in \u001b[0;36mopen\u001b[0;34m(path, mode, destpath, encoding, newline)\u001b[0m\n\u001b[1;32m 258\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 259\u001b[0m \u001b[0mds\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mDataSource\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdestpath\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 260\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmode\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mencoding\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnewline\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnewline\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 261\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 262\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/local/anaconda2/lib/python2.7/site-packages/numpy/lib/_datasource.pyc\u001b[0m in \u001b[0;36mopen\u001b[0;34m(self, path, mode, encoding, newline)\u001b[0m\n\u001b[1;32m 614\u001b[0m encoding=encoding, newline=newline)\n\u001b[1;32m 615\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 616\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mIOError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"%s not found.\"\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mpath\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 617\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 618\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mIOError\u001b[0m: ./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-45_sigma_10000000.txt not found." - ] - } - ], - "source": [ - "bsm_1e45_redone = np.genfromtxt('./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-45_sigma_10000000.txt')\n", - "bsm_1e42_redone = np.genfromtxt('./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-42_sigma_10000000.txt')\n", - "bsm_1e30_redone = np.genfromtxt('./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-30_sigma_10000000.txt')\n", - "bsm_010_t13_f = np.genfromtxt('./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_MixingScenario.T13_sigma_10000000.txt')\n", - "\n", - "print bsm_1e45_redone.shape\n", - "print bsm_1e42_redone.shape\n", - "print bsm_1e30_redone.shape\n", - "print bsm_010_t13_f[:,:-1].shape" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib as mpl\n", - "import matplotlib.pyplot as plt\n", - "from matplotlib.patches import Circle\n", - "from matplotlib.legend_handler import HandlerPatch\n", - "import matplotlib.gridspec as gridspec\n", - "\n", - "from scipy import interpolate\n", - "\n", - "import ternary" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[4.24138244e-03 3.06813681e-01 6.88944937e-01 2.34316066e-03\n", - " 6.42617953e-01 3.55038887e-01 3.98424527e-03 2.38034475e-01\n", - " 7.57981280e-01 1.85873303e-03 7.47360118e-01 2.50781149e-01]\n", - " [1.02100395e-01 2.38679390e-01 6.59220214e-01 2.26570797e-01\n", - " 4.93377801e-01 2.80051402e-01 1.09359466e-01 1.65212361e-01\n", - " 7.25428173e-01 2.35934718e-01 6.08010059e-01 1.56055223e-01]\n", - " [2.52239502e-01 1.42289922e-01 6.05470576e-01 4.15291021e-01\n", - " 3.59870470e-01 2.24838509e-01 2.33469416e-01 8.91797869e-02\n", - " 6.77350797e-01 4.52535945e-01 4.33980928e-01 1.13483126e-01]\n", - " [3.68351571e-01 8.26973453e-02 5.48951083e-01 5.92164115e-01\n", - " 1.97335547e-01 2.10500337e-01 3.26662769e-01 3.83846610e-02\n", - " 6.34952570e-01 6.48292082e-01 2.61042953e-01 9.06649650e-02]\n", - " [5.16972192e-01 1.91319942e-03 4.81114609e-01 7.41232430e-01\n", - " 1.98363517e-03 2.56783935e-01 3.86792430e-01 8.82077324e-04\n", - " 6.12325493e-01 9.06104571e-01 3.59369535e-03 9.03017336e-02]]\n" - ] - } - ], - "source": [ - "bc = np.genfromtxt('./bayes_contours.csv', delimiter=',', skip_header=2)\n", - "print bc\n", - "\n", - "def swap(x):\n", - " y = x.T\n", - " return np.vstack([y[1], y[-1], y[0]]).T\n", - "\n", - "def interp(i):\n", - " x, y, z = i.T\n", - " p = np.linspace(0, 1, len(x))\n", - " q = np.linspace(0, 1, 100)\n", - " s = 0.2\n", - " x_ = interpolate.splev(q, interpolate.splrep(p, x, s=s))\n", - " y_ = interpolate.splev(q, interpolate.splrep(p, y, s=s))\n", - " z_ = interpolate.splev(q, interpolate.splrep(p, z, s=s))\n", - " return np.vstack([x_, y_, z_]).T\n", - "\n", - "contour_68_upper = interp(swap(bc[:,:3]))\n", - "contour_68_lower = interp(swap(bc[:,3:6]))\n", - "contour_90_upper = interp(swap(bc[:,6:9]))\n", - "contour_90_lower = interp(swap(bc[:,9:]))" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "plt.style.use('./paper.mplstyle')" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "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", - " # create \n", - " p = Circle(xy=(x, y), radius=r)\n", - "\n", - " # update with data from oryginal object\n", - " self.update_prop(p, orig_handle, legend)\n", - "\n", - " # move xy to legend\n", - " p.set_transform(trans)\n", - "\n", - " return [p]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "ax = fig.add_subplot(111)\n", - "ax.set_aspect('equal')\n", - "\n", - "# Boundary and Gridlines\n", - "scale = 1\n", - "fig, tax = ternary.figure(ax=ax, scale=scale)\n", - "\n", - "# Draw Boundary and Gridlines\n", - "tax.boundary(linewidth=2.0)\n", - "tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n", - "tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n", - "\n", - "# Set Axis labels and Title\n", - "fontsize = 23\n", - "tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", - "tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", - "tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n", - "\n", - "# Remove default Matplotlib axis\n", - "tax.get_axes().axis('off')\n", - "tax.clear_matplotlib_ticks()\n", - "\n", - "# Plot\n", - "tax.scatter(sm_010, marker='.', s=0.2, alpha=0.2, color='red')\n", - "#tax.scatter(sm_100, marker='.', s=0.2, alpha=0.2, color='green')\n", - "#tax.scatter(sm_120_uni, marker='.', s=0.2, alpha=0.2, color='blue')\n", - "#tax.scatter(bsm_010, marker='.', s=0.2, alpha=0.2, color='red')\n", - "#tax.scatter(bsm_100, marker='.', s=0.2, alpha=0.2, color='green')\n", - "\n", - "#tax.scatter(bsm_1e45, marker='.', s=10, alpha=0.4, color='purple')\n", - "#tax.scatter(bsm_1e42_redone, marker='.', s=2, alpha=0.4, color='blue')\n", - "tax.scatter(bsm_010_t13_f[:,:-1], marker='.', s=2, alpha=0.4, color='blue')\n", - "\n", - "# Contour\n", - "tax.plot(contour_68_upper, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", - "tax.plot(contour_68_lower, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", - "tax.plot(contour_90_upper, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", - "tax.plot(contour_90_lower, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", - "\n", - "# Lines\n", - "marker_style = dict(\n", - " linestyle=' ', color='darkorange', linewidth=1.2,\n", - " markersize=14, zorder=0\n", - ")\n", - "\n", - "p1 = (0.18301213, 0.43765598, 0.37933189)\n", - "p2 = (0, 1, 0)\n", - "divisions = 46\n", - "x_d = np.linspace(p1[0], p2[0], divisions+1)\n", - "y_d = np.linspace(p1[1], p2[1], divisions+1)\n", - "z_d = np.linspace(p1[2], p2[2], divisions+1)\n", - "for n in xrange(divisions-2):\n", - " p = (x_d[n], y_d[n], z_d[n])\n", - " q = (x_d[n+1], y_d[n+1], z_d[n+1])\n", - " tax.line(p, q, marker=(3, 2, 180+46.5), **marker_style)\n", - "\n", - "p1 = (0.55003613, 0.18301213, 0.26695174)\n", - "p2 = (1, 0, 0)\n", - "divisions = 35\n", - "x_d = np.linspace(p1[0], p2[0], divisions+1)\n", - "y_d = np.linspace(p1[1], p2[1], divisions+1)\n", - "z_d = np.linspace(p1[2], p2[2], divisions+1)\n", - "for n in xrange(divisions-2):\n", - " p = (x_d[n], y_d[n], z_d[n])\n", - " q = (x_d[n+1], y_d[n+1], z_d[n+1])\n", - " tax.line(p, q, marker=(3, 2, 180+63), **marker_style)\n", - "\n", - "# Text\n", - "ax.text(0.36, 0.53, r'$\\mathcal{O}_{e\\tau}$', fontsize=fontsize,\n", - " rotation=0, verticalalignment='center')\n", - "ax.text(0.445, 0.54, r'$\\Lambda_d\\Longrightarrow$', fontsize=fontsize+5,\n", - " rotation=80, verticalalignment='center')\n", - "ax.text(0.68, 0.09, r'$\\mathcal{O}_{\\mu\\tau}$', fontsize=fontsize,\n", - " rotation=0, verticalalignment='center')\n", - "ax.text(0.7, 0.14, r'$\\Lambda_d\\Longrightarrow$', fontsize=fontsize+5,\n", - " rotation=-23, verticalalignment='center')\n", - "ax.text(0.34, 0.2, r'$68\\%$', fontsize=fontsize, rotation=5)\n", - "ax.text(0.34, 0.1, r'$90\\%$', fontsize=fontsize, rotation=5)\n", - "\n", - "# Legend\n", - "l_size = fontsize\n", - "legend_elements = []\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", - ")\n", - "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", - " title='Source composition',\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", - "\n", - "# Set ticks\n", - "tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n", - " fontsize=fontsize, tick_formats='%.1f')\n", - "\n", - "tax._redraw_labels()\n", - "\n", - "# save\n", - "fig.savefig('./plots/fr_recolour.png', bbox_inches='tight', dpi=150)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "import sys\n", - "sys.path.extend(['.', '..'])" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "from utils import fr as fr_utils\n", - "from utils import misc as misc_utils\n", - "from utils.enums import Texture" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[1, 0, 0] -> [0.55003613 0.18301213 0.26695174]\n", - "[0, 1, 0] -> [0.18301213 0.43765598 0.37933189]\n", - "[1, 2, 0] -> [0.30535346 0.3527747 0.34187184]\n" - ] - } - ], - "source": [ - "s = [1, 0, 0]\n", - "print s, '->', fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n", - "s = [0, 1, 0]\n", - "print s, '->', fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n", - "s = [1, 2, 0]\n", - "print s, '->', fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "sc = np.linspace(-47, -42, 400)\n", - "energy = 1e6\n", - "\n", - "s = [1, 0, 0]\n", - "frs_100 = []\n", - "for x in sc:\n", - " u = fr_utils.params_to_BSMu(x, texture=Texture.OUT, dim=6, energy=energy)\n", - " frs_100.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", - "frs_100 = np.vstack(frs_100)\n", - " \n", - "s = [0, 1, 0]\n", - "frs_010 = []\n", - "for x in sc:\n", - " u = fr_utils.params_to_BSMu(x, texture=Texture.OET, dim=6, energy=energy)\n", - " frs_010.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", - "frs_010 = np.vstack(frs_010)\n", - "\n", - "s = [1, 2, 0]\n", - "frs_120 = []\n", - "for x in sc:\n", - " u = fr_utils.params_to_BSMu(x, texture=Texture.OEU, dim=6, energy=energy)\n", - " frs_120.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", - "frs_120 = np.vstack(frs_120)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0.18301213 0.43765598 0.37933189]\n" - ] - } - ], - "source": [ - "u = fr_utils.params_to_BSMu(-60, texture=Texture.OET, dim=6, energy=energy)\n", - "print fr_utils.u_to_fr([0, 1, 0], np.array(u, dtype=np.complex128))" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 864x864 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "ax = fig.add_subplot(111)\n", - "ax.set_aspect('equal')\n", - "\n", - "# Boundary and Gridlines\n", - "scale = 1\n", - "fig, tax = ternary.figure(ax=ax, scale=scale)\n", - "\n", - "# Draw Boundary and Gridlines\n", - "tax.boundary(linewidth=2.0)\n", - "tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n", - "tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n", - "\n", - "# Set Axis labels and Title\n", - "fontsize = 23\n", - "tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", - "tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", - "tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n", - "\n", - "# Remove default Matplotlib axis\n", - "tax.get_axes().axis('off')\n", - "tax.clear_matplotlib_ticks()\n", - "\n", - "# Plot\n", - "tax.scatter(frs_010, marker='o', s=2, alpha=1, color='green')\n", - "tax.scatter(frs_100, marker='o', s=2, alpha=1, color='blue')\n", - "tax.scatter(frs_120, marker='o', s=2, alpha=1, color='red')\n", - "\n", - "# Legend\n", - "l_size = fontsize\n", - "legend_elements = []\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", - ")\n", - "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", - " title='Source composition',\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", - "\n", - "# Set ticks\n", - "tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n", - " fontsize=fontsize, tick_formats='%.1f')\n", - "\n", - "tax._redraw_labels()" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "scen = Texture.OEU\n", - "\n", - "s = [1, 0, 0]\n", - "frs_100_T12 = []\n", - "for x in sc:\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=6, energy=energy)\n", - " frs_100_T12.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", - "frs_100_T12 = np.vstack(frs_100_T12)\n", - " \n", - "s = [0, 1, 0]\n", - "frs_010_T12 = []\n", - "for x in sc:\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=6, energy=energy)\n", - " frs_010_T12.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", - "frs_010_T12 = np.vstack(frs_010_T12)\n", - "\n", - "s = [1, 2, 0]\n", - "frs_120_T12 = []\n", - "for x in sc:\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=6, energy=energy)\n", - " frs_120_T12.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", - "frs_120_T12 = np.vstack(frs_120_T12)" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 864x864 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "ax = fig.add_subplot(111)\n", - "ax.set_aspect('equal')\n", - "\n", - "# Boundary and Gridlines\n", - "scale = 1\n", - "fig, tax = ternary.figure(ax=ax, scale=scale)\n", - "\n", - "# Draw Boundary and Gridlines\n", - "tax.boundary(linewidth=2.0)\n", - "tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n", - "tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n", - "\n", - "# Set Axis labels and Title\n", - "fontsize = 23\n", - "tax.set_title(r'$\\mathcal{O}_{e\\mu}\\:operator$', fontsize=fontsize+10, pad=35)\n", - "tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", - "tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", - "tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n", - "\n", - "# Remove default Matplotlib axis\n", - "tax.get_axes().axis('off')\n", - "tax.clear_matplotlib_ticks()\n", - "\n", - "# Plot\n", - "tax.scatter(frs_010_T12, marker='o', s=2, alpha=1, color='green')\n", - "tax.scatter(frs_100_T12, marker='o', s=2, alpha=1, color='blue')\n", - "tax.scatter(frs_120_T12, marker='o', s=2, alpha=1, color='red')\n", - "\n", - "# Legend\n", - "l_size = fontsize\n", - "legend_elements = []\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", - ")\n", - "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", - " title='Source composition',\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", - "\n", - "# Set ticks\n", - "tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n", - " fontsize=fontsize, tick_formats='%.1f')\n", - "\n", - "tax._redraw_labels()" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [], - "source": [ - "scen = Texture.OUT\n", - "\n", - "s = [1, 0, 0]\n", - "frs_100_T23 = []\n", - "for x in sc:\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=6, energy=energy)\n", - " frs_100_T23.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", - "frs_100_T23 = np.vstack(frs_100_T23)\n", - " \n", - "s = [0, 1, 0]\n", - "frs_010_T23 = []\n", - "for x in sc:\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=6, energy=energy)\n", - " frs_010_T23.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", - "frs_010_T23 = np.vstack(frs_010_T23)\n", - "\n", - "s = [1, 2, 0]\n", - "frs_120_T23 = []\n", - "for x in sc:\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=6, energy=energy)\n", - " frs_120_T23.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", - "frs_120_T23 = np.vstack(frs_120_T23)" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 864x864 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "ax = fig.add_subplot(111)\n", - "ax.set_aspect('equal')\n", - "\n", - "# Boundary and Gridlines\n", - "scale = 1\n", - "fig, tax = ternary.figure(ax=ax, scale=scale)\n", - "\n", - "# Draw Boundary and Gridlines\n", - "tax.boundary(linewidth=2.0)\n", - "tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n", - "tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n", - "\n", - "# Set Axis labels and Title\n", - "fontsize = 23\n", - "tax.set_title(r'$\\mathcal{O}_{\\mu\\tau}\\:operator$', fontsize=fontsize+10, pad=35)\n", - "tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", - "tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", - "tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n", - "\n", - "# Remove default Matplotlib axis\n", - "tax.get_axes().axis('off')\n", - "tax.clear_matplotlib_ticks()\n", - "\n", - "# Plot\n", - "tax.scatter(frs_010_T23, marker='o', s=2, alpha=1, color='green')\n", - "tax.scatter(frs_100_T23, marker='o', s=2, alpha=1, color='blue')\n", - "tax.scatter(frs_120_T23, marker='o', s=2, alpha=1, color='red')\n", - "\n", - "# Legend\n", - "l_size = fontsize\n", - "legend_elements = []\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", - ")\n", - "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", - " title='Source composition',\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", - "\n", - "# Set ticks\n", - "tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n", - " fontsize=fontsize, tick_formats='%.1f')\n", - "\n", - "tax._redraw_labels()" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "scen = Texture.OET\n", - "\n", - "s = [1, 0, 0]\n", - "frs_100_T13 = []\n", - "for x in sc:\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=6, energy=energy)\n", - " frs_100_T13.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", - "frs_100_T13 = np.vstack(frs_100_T13)\n", - " \n", - "s = [0, 1, 0]\n", - "frs_010_T13 = []\n", - "for x in sc:\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=6, energy=energy)\n", - " frs_010_T13.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", - "frs_010_T13 = np.vstack(frs_010_T13)\n", - "\n", - "s = [1, 2, 0]\n", - "frs_120_T13 = []\n", - "for x in sc:\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=6, energy=energy)\n", - " frs_120_T13.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", - "frs_120_T13 = np.vstack(frs_120_T13)" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 864x864 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "ax = fig.add_subplot(111)\n", - "ax.set_aspect('equal')\n", - "\n", - "# Boundary and Gridlines\n", - "scale = 1\n", - "fig, tax = ternary.figure(ax=ax, scale=scale)\n", - "\n", - "# Draw Boundary and Gridlines\n", - "tax.boundary(linewidth=2.0)\n", - "tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n", - "tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n", - "\n", - "# Set Axis labels and Title\n", - "fontsize = 23\n", - "tax.set_title(r'$\\mathcal{O}_{e\\tau}\\:operator$', fontsize=fontsize+10, pad=35)\n", - "tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", - "tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", - "tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n", - "\n", - "# Remove default Matplotlib axis\n", - "tax.get_axes().axis('off')\n", - "tax.clear_matplotlib_ticks()\n", - "\n", - "# Plot\n", - "tax.scatter(frs_010_T13, marker='o', s=2, alpha=1, color='green')\n", - "tax.scatter(frs_100_T13, marker='o', s=2, alpha=1, color='blue')\n", - "tax.scatter(frs_120_T13, marker='o', s=2, alpha=1, color='red')\n", - "\n", - "# Legend\n", - "l_size = fontsize\n", - "legend_elements = []\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", - ")\n", - "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", - " title='Source composition',\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", - "\n", - "# Set ticks\n", - "tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n", - " fontsize=fontsize, tick_formats='%.1f')\n", - "\n", - "tax._redraw_labels()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "ax = fig.add_subplot(111)\n", - "ax.set_aspect('equal')\n", - "\n", - "# Boundary and Gridlines\n", - "scale = 1\n", - "fig, tax = ternary.figure(ax=ax, scale=scale)\n", - "\n", - "# Draw Boundary and Gridlines\n", - "tax.boundary(linewidth=2.0)\n", - "tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n", - "tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n", - "\n", - "# Set Axis labels and Title\n", - "fontsize = 23\n", - "tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", - "tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", - "tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n", - "\n", - "# Remove default Matplotlib axis\n", - "tax.get_axes().axis('off')\n", - "tax.clear_matplotlib_ticks()\n", - "\n", - "# Plot\n", - "tax.scatter(sm_010, marker='.', s=0.2, alpha=0.2, color='green')\n", - "tax.scatter(sm_100, marker='.', s=0.2, alpha=0.2, color='blue')\n", - "tax.scatter(sm_120, marker='.', s=0.2, alpha=0.2, color='red')\n", - "tax.scatter([[0.5, 0.5, 0]], marker='*', s=1000, alpha=1.0, color='red', zorder=100)\n", - "tax.scatter([[0, 1, 0]], marker='*', s=1000, alpha=1.0, color='green', zorder=100)\n", - "tax.scatter([[1, 0, 0]], marker='*', s=1000, alpha=1.0, color='blue', zorder=100)\n", - "\n", - "# Contour\n", - "tax.plot(contour_68_upper, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", - "tax.plot(contour_68_lower, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", - "tax.plot(contour_90_upper, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", - "tax.plot(contour_90_lower, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", - "\n", - "# Lines\n", - "marker_style = dict(\n", - " linestyle=' ', color='darkorange', linewidth=1.2,\n", - " markersize=14, zorder=0\n", - ")\n", - "\n", - "p1 = (0.18301213, 0.43765598, 0.37933189)\n", - "p2 = (0, 1, 0)\n", - "divisions = 46\n", - "x_d = np.linspace(p1[0], p2[0], divisions+1)\n", - "y_d = np.linspace(p1[1], p2[1], divisions+1)\n", - "z_d = np.linspace(p1[2], p2[2], divisions+1)\n", - "for n in xrange(divisions-2):\n", - " p = (x_d[n], y_d[n], z_d[n])\n", - " q = (x_d[n+1], y_d[n+1], z_d[n+1])\n", - " tax.line(p, q, marker=(3, 2, 180+46.5), **marker_style)\n", - "\n", - "p1 = (0.55003613, 0.18301213, 0.26695174)\n", - "p2 = (1, 0, 0)\n", - "divisions = 35\n", - "x_d = np.linspace(p1[0], p2[0], divisions+1)\n", - "y_d = np.linspace(p1[1], p2[1], divisions+1)\n", - "z_d = np.linspace(p1[2], p2[2], divisions+1)\n", - "for n in xrange(divisions-2):\n", - " p = (x_d[n], y_d[n], z_d[n])\n", - " q = (x_d[n+1], y_d[n+1], z_d[n+1])\n", - " tax.line(p, q, marker=(3, 2, 180+63), **marker_style)\n", - " \n", - "p1 = (0.30535346, 0.3527747, 0.34187184)\n", - "p2 = (0.5, 0.5, 0)\n", - "divisions = 29\n", - "x_d = np.linspace(p1[0], p2[0], divisions+1)\n", - "y_d = np.linspace(p1[1], p2[1], divisions+1)\n", - "z_d = np.linspace(p1[2], p2[2], divisions+1)\n", - "for n in xrange(divisions-2):\n", - " p = (x_d[n], y_d[n], z_d[n])\n", - " q = (x_d[n+1], y_d[n+1], z_d[n+1])\n", - " tax.line(p, q, marker=(3, 2, 180), **marker_style)\n", - "\n", - "# Text\n", - "ax.text(0.55, 0.39, r'$\\mathcal{O}_{e\\mu}$', fontsize=fontsize,\n", - " rotation=0, verticalalignment='center')\n", - "ax.text(0.58, 0.33, r'$\\Lambda_d\\Longrightarrow$', fontsize=fontsize+5,\n", - " rotation=23, verticalalignment='center')\n", - "ax.text(0.36, 0.53, r'$\\mathcal{O}_{e\\tau}$', fontsize=fontsize,\n", - " rotation=0, verticalalignment='center')\n", - "ax.text(0.445, 0.54, r'$\\Lambda_d\\Longrightarrow$', fontsize=fontsize+5,\n", - " rotation=80, verticalalignment='center')\n", - "ax.text(0.68, 0.09, r'$\\mathcal{O}_{\\mu\\tau}$', fontsize=fontsize,\n", - " rotation=0, verticalalignment='center')\n", - "ax.text(0.7, 0.14, r'$\\Lambda_d\\Longrightarrow$', fontsize=fontsize+5,\n", - " rotation=-23, verticalalignment='center')\n", - "ax.text(0.34, 0.2, r'$68\\%$', fontsize=fontsize, rotation=5)\n", - "ax.text(0.34, 0.1, r'$90\\%$', fontsize=fontsize, rotation=5)\n", - "\n", - "# Legend\n", - "l_size = fontsize\n", - "legend_elements = []\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", - ")\n", - "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", - " title='Source composition',\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", - "\n", - "# Set ticks\n", - "tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n", - " fontsize=fontsize, tick_formats='%.1f')\n", - "\n", - "tax._redraw_labels()\n", - "\n", - "# save\n", - "fig.savefig('./plots/fr_star.png', bbox_inches='tight', dpi=150)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "gs = gridspec.GridSpec(1, 2, width_ratios=[40, 1])\n", - "gs.update(hspace=0.4, wspace=0.15)\n", - "\n", - "ax = fig.add_subplot(gs[0])\n", - "ax.set_aspect('equal')\n", - "\n", - "norm = mpl.colors.Normalize(vmin=np.min(sc), vmax=np.max(sc))\n", - "\n", - "# Boundary and Gridlines\n", - "scale = 1\n", - "fig, tax = ternary.figure(ax=ax, scale=scale)\n", - "\n", - "# Draw Boundary and Gridlines\n", - "tax.boundary(linewidth=2.0)\n", - "tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n", - "tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n", - "\n", - "# Set Axis labels and Title\n", - "fontsize = 23\n", - "tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", - "tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", - "tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n", - "\n", - "# Remove default Matplotlib axis\n", - "tax.get_axes().axis('off')\n", - "tax.clear_matplotlib_ticks()\n", - "\n", - "# Plot\n", - "tax.scatter(sm_010, marker='.', s=0.8, alpha=0.2, color='green', zorder=90)\n", - "tax.scatter(sm_100, marker='.', s=0.8, alpha=0.2, color='blue', zorder=90)\n", - "tax.scatter(sm_120_uni, marker='.', s=0.8, alpha=0.2, color='red')\n", - "tax.scatter([[0, 1, 0]], marker='*', s=1000, alpha=1.0, color='green', zorder=100)\n", - "tax.scatter([[1, 0, 0]], marker='*', s=1000, alpha=1.0, color='blue', zorder=100)\n", - "\n", - "# Contour\n", - "tax.plot(contour_68_upper, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", - "tax.plot(contour_68_lower, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", - "tax.plot(contour_90_upper, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", - "tax.plot(contour_90_lower, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", - "\n", - "# Lines\n", - "marker_style = dict(\n", - " linestyle=' ', color='darkorange', linewidth=1.2,\n", - " markersize=14, zorder=0\n", - ")\n", - "\n", - "# Trajectories\n", - "def alp(x):\n", - " y = list(x)\n", - " y[-1] = 0.2\n", - " return y\n", - "\n", - "#cmap = mpl.cm.hsv\n", - "cmap_b = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"black\", \"aqua\", \"blue\"])\n", - "cmap_g = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"black\", \"lime\", \"green\"])\n", - "#cmap_b = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"black\", \"aqua\", \"c\", \"blue\", \"darkblue\"])\n", - "#cmap_g = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"black\", \"springgreen\", \"lime\", \"green\", \"darkgreen\"])\n", - "#cmap_r = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"black\", \"lightsalmon\", \"red\"])\n", - "c_g = map(alp, map(cmap_g, map(norm, sc)))\n", - "tax.scatter(frs_010_T13, marker='o', s=10, color=c_g)\n", - "c_b= map(alp, map(cmap_b, map(norm, sc)))\n", - "tax.scatter(frs_100_T23, marker='o', s=10, color=c_b)\n", - "#c_r= map(alp, map(cmap_r, map(norm, sc)))\n", - "#tax.scatter(frs_120_T12, marker='o', s=10, color=c_r)\n", - "\n", - "# Text\n", - "#ax.text(0.63, 0.46, r'$\\mathcal{O}_{e\\mu}$', fontsize=fontsize,\n", - "# rotation=0, verticalalignment='center')\n", - "ax.text(0.437, 0.66, r'$\\mathcal{O}_{e\\tau}$', fontsize=fontsize,\n", - " rotation=0, verticalalignment='center')\n", - "ax.text(0.72, 0.09, r'$\\mathcal{O}_{\\mu\\tau}$', fontsize=fontsize,\n", - " rotation=0, verticalalignment='center')\n", - "ax.text(0.34, 0.2, r'$68\\%$', fontsize=fontsize, rotation=5)\n", - "ax.text(0.34, 0.1, r'$90\\%$', fontsize=fontsize, rotation=5)\n", - "\n", - "# Legend\n", - "l_size = fontsize\n", - "legend_elements = []\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", - ")\n", - "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", - " title='Source composition',\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", - "\n", - "# Colorbar\n", - "gs00 = gridspec.GridSpecFromSubplotSpec(2, 1, subplot_spec=gs[1])\n", - "ax0 = fig.add_subplot(gs00[0])\n", - "cb = mpl.colorbar.ColorbarBase(ax0, cmap=cmap_g, norm=norm)\n", - "cb.ax.tick_params(labelsize=fontsize-5)\n", - "ax1 = fig.add_subplot(gs00[1])\n", - "cb = mpl.colorbar.ColorbarBase(ax1, cmap=cmap_b, norm=norm)\n", - "cb.ax.tick_params(labelsize=fontsize-5)\n", - "cb.set_label(r'${\\rm New\\:Physics\\:Scale}\\:[\\:{\\rm log}_{10} (\\Lambda^{-1}_{d=6}\\:/\\:{\\rm GeV}^{-2})\\: ]$',\n", - " fontsize=fontsize+5, labelpad=20, horizontalalignment='left')\n", - "#ax2 = fig.add_subplot(gs00[2])\n", - "#cb = mpl.colorbar.ColorbarBase(ax2, cmap=cmap_r, norm=norm)\n", - "#cb.ax.tick_params(labelsize=fontsize-5)\n", - "\n", - "# Set ticks\n", - "tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n", - " fontsize=fontsize, tick_formats='%.1f')\n", - "\n", - "tax._redraw_labels()\n", - "\n", - "# save\n", - "fig.savefig('./plots/fr_star.png', bbox_inches='tight', dpi=150)" - ] - } - ], - "metadata": { - "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": "2.7.15" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/plot_llh/mcmc_mixing.py b/plot_llh/mcmc_mixing.py deleted file mode 100644 index 24a773d..0000000 --- a/plot_llh/mcmc_mixing.py +++ /dev/null @@ -1,284 +0,0 @@ -#! /usr/bin/env python -""" -Sample points from a gaussian likelihood -""" - -from __future__ import absolute_import, division - -import sys - -import argparse -import multiprocessing -from fractions import gcd - -import numpy as np -from scipy.stats import multivariate_normal - -import emcee -import tqdm - -DTYPE = np.float128 -CDTYPE = np.complex128 - - -def solve_ratio(fr): - denominator = reduce(gcd, fr) - return [int(x/denominator) for x in fr] - - -def normalise_fr(fr): - return np.array(fr) / float(np.sum(fr)) - -SOURCE_FR = normalise_fr([1, 1, 1]) -SIGMA = 0.001 -ANGLES = (np.sin(np.pi/4.)**2, 1.0, 0, 0) - - -def angles_to_u(bsm_angles): - """Convert angular projection of the mixing matrix elements back into the - mixing matrix elements. - - Parameters - ---------- - bsm_angles : list, length = 4 - sin(12)^2, cos(13)^4, sin(23)^2 and deltacp - - Returns - ---------- - unitary numpy ndarray of shape (3, 3) - - Examples - ---------- - >>> from fr import angles_to_u - >>> print angles_to_u((0.2, 0.3, 0.5, 1.5)) - array([[ 0.66195018+0.j , 0.33097509+0.j , 0.04757188-0.6708311j ], - [-0.34631487-0.42427084j, 0.61741198-0.21213542j, 0.52331757+0.j ], - [ 0.28614067-0.42427084j, -0.64749908-0.21213542j, 0.52331757+0.j ]]) - - """ - s12_2, c13_4, s23_2, dcp = bsm_angles - dcp = CDTYPE(dcp) - - c12_2 = 1. - s12_2 - c13_2 = np.sqrt(c13_4, dtype=DTYPE) - s13_2 = 1. - c13_2 - c23_2 = 1. - s23_2 - - t12 = np.arcsin(np.sqrt(s12_2, dtype=DTYPE)) - t13 = np.arccos(np.sqrt(c13_2, dtype=DTYPE)) - t23 = np.arcsin(np.sqrt(s23_2, dtype=DTYPE)) - - c12 = np.cos(t12) - s12 = np.sin(t12) - c13 = np.cos(t13) - s13 = np.sin(t13) - c23 = np.cos(t23) - s23 = np.sin(t23) - - p1 = np.array([[1 , 0 , 0] , [0 , c23 , s23] , [0 , -s23 , c23]] , dtype=CDTYPE) - p2 = np.array([[c13 , 0 , s13*np.exp(-1j*dcp)] , [0 , 1 , 0] , [-s13*np.exp(1j*dcp) , 0 , c13]] , dtype=CDTYPE) - p3 = np.array([[c12 , s12 , 0] , [-s12 , c12 , 0] , [0 , 0 , 1]] , dtype=CDTYPE) - - u = np.dot(np.dot(p1, p2), p3) - return u - - -def u_to_fr(source_fr, matrix): - """Compute the observed flavour ratio assuming decoherence. - - Parameters - ---------- - source_fr : list, length = 3 - Source flavour ratio components - - matrix : numpy ndarray, dimension 3 - Mixing matrix - - Returns - ---------- - Measured flavour ratio - - Examples - ---------- - >>> from fr import params_to_BSMu, u_to_fr - >>> print u_to_fr((1, 2, 0), params_to_BSMu((0.2, 0.3, 0.5, 1.5, -20), 3, 1000)) - array([ 0.33740075, 0.33176584, 0.33083341]) - - """ - composition = np.einsum( - 'ai, bi, a -> b', np.abs(matrix)**2, np.abs(matrix)**2, source_fr, - ) - ratio = composition / np.sum(source_fr) - return ratio - - -MIXING_U = angles_to_u(ANGLES) -MEASURED_FR = u_to_fr(SOURCE_FR, MIXING_U) - - -def angles_to_fr(angles): - sphi4, c2psi = angles - - psi = (0.5)*np.arccos(c2psi) - - sphi2 = np.sqrt(sphi4) - cphi2 = 1. - sphi2 - spsi2 = np.sin(psi)**2 - cspi2 = 1. - spsi2 - - x = sphi2*cspi2 - y = sphi2*spsi2 - z = cphi2 - return x, y, z - - -def triangle_llh(theta): - """-Log likelihood function for a given theta.""" - fr = angles_to_fr(theta) - fr_bf = MEASURED_FR - cov_fr = np.identity(3) * SIGMA - return np.log(multivariate_normal.pdf(fr, mean=fr_bf, cov=cov_fr)) - - -def lnprior(theta): - """Priors on theta.""" - sphi4, c2psi = theta - - # Flavour ratio bounds - if 0. <= sphi4 <= 1.0 and -1.0 <= c2psi <= 1.0: - pass - else: return -np.inf - - return 0. - - -def lnprob(theta): - """Prob function for mcmc.""" - lp = lnprior(theta) - if not np.isfinite(lp): - return -np.inf - return lp + triangle_llh(theta) - - -def parse_args(): - """Parse command line arguments""" - parser = argparse.ArgumentParser(description=__doc__) - parser.add_argument( - '--source-ratio', type=int, nargs=3, default=[1, 1, 1], - help='Set the central value for the source flavour ratio at IceCube' - ) - parser.add_argument( - '--angles', type=float, nargs=3, default=[0.307, (1-0.02195)**2, 0.565], - help='Set the 1 sigma for the measured flavour ratio' - ) - parser.add_argument( - '--sigma-ratio', type=float, default=0.01, - help='Set the 1 sigma for the measured flavour ratio' - ) - parser.add_argument( - '--burnin', type=int, default=100, - help='Amount to burnin' - ) - parser.add_argument( - '--nwalkers', type=int, default=100, - help='Number of walkers' - ) - parser.add_argument( - '--nsteps', type=int, default=2000, - help='Number of steps to run' - ) - parser.add_argument( - '--seed', type=int, default=99, - help='Set the random seed value' - ) - parser.add_argument( - '--outfile', type=str, default='./untitled', - help='Path to output chains' - ) - args = parser.parse_args() - return args - - -def main(): - args = parse_args() - - np.random.seed(args.seed) - - global SOURCE_FR - global SIGMA - global ANGLES - global MIXING_U - global MEASURED_FR - - SOURCE_FR = np.array(args.source_ratio) / float(np.sum(args.source_ratio)) - SIGMA = args.sigma_ratio - ANGLES = args.angles + [0] - MIXING_U = angles_to_u(ANGLES) - MEASURED_FR = u_to_fr(SOURCE_FR, MIXING_U) - - print 'SOURCE_FR = {0}'.format(SOURCE_FR) - print 'SIGMA = {0}'.format(SIGMA) - print 'ANGLES = {0}'.format(ANGLES) - print 'MIXING_U = {0}'.format(MIXING_U) - print 'MEASURED_FR = {0}'.format(MEASURED_FR) - - ndim = 2 - nwalkers = args.nwalkers - ntemps = 1 - burnin = args.burnin - betas = np.array([1e0, 1e-1, 1e-2, 1e-3, 1e-4]) - p0_base = [0.5, 0.5] - p0_std = [.2, 0.2] - - print 'p0_base', p0_base - print 'p0_std', p0_std - p0 = np.random.normal(p0_base, p0_std, size=[ntemps, nwalkers, ndim]) - print map(lnprior, p0[0]) - - # threads = multiprocessing.cpu_count() - threads = 1 - sampler = emcee.PTSampler( - ntemps, nwalkers, ndim, triangle_llh, lnprior, threads=threads - ) - - print "Running burn-in" - for result in tqdm.tqdm(sampler.sample(p0, iterations=burnin), total=burnin): - pos, prob, state = result - sampler.reset() - print "Finished burn-in" - - nsteps = args.nsteps - - print "Running" - for _ in tqdm.tqdm(sampler.sample(pos, iterations=nsteps), total=nsteps): - pass - print "Finished" - - sr = solve_ratio(SOURCE_FR) - outfile = args.outfile+'_{0}_{1}_{2}_{3:.1E}_{4:.2f}_{5:.2f}_{6:.2f}'.format( - sr[0], sr[1], sr[2], SIGMA, ANGLES[0], ANGLES[1], ANGLES[2] - ) - - samples = sampler.chain[0, :, :, :].reshape((-1, ndim)) - print 'acceptance fraction', sampler.acceptance_fraction - print 'sum of acceptance fraction', np.sum(sampler.acceptance_fraction) - print 'np.unique(samples[:,0]).shape', np.unique(samples[:,0]).shape - - try: - print 'autocorrelation', sampler.acor - except: - print 'WARNING : NEED TO RUN MORE SAMPLES FOR FILE ' + outfile - print 'outfile = ', outfile - - fr_samples = np.array(map(angles_to_fr, samples)) - np.save(outfile+'.npy', fr_samples) - - print "DONE!" - - -main.__doc__ = __doc__ - - -if __name__ == '__main__': - main() - diff --git a/plot_llh/mcmc_scan.py b/plot_llh/mcmc_scan.py deleted file mode 100644 index 275c869..0000000 --- a/plot_llh/mcmc_scan.py +++ /dev/null @@ -1,181 +0,0 @@ -#! /usr/bin/env python -""" -Sample points from a gaussian likelihood -""" - -from __future__ import absolute_import, division - -import sys - -import argparse -import multiprocessing -from fractions import gcd - -import numpy as np -from scipy.stats import multivariate_normal - -import emcee -import tqdm - -MEASURED_FR = [1, 1, 1] -SIGMA = 0.001 - - -def solve_ratio(fr): - denominator = reduce(gcd, fr) - return [int(x/denominator) for x in fr] - - -def angles_to_fr(angles): - sphi4, c2psi = angles - - psi = (0.5)*np.arccos(c2psi) - - sphi2 = np.sqrt(sphi4) - cphi2 = 1. - sphi2 - spsi2 = np.sin(psi)**2 - cspi2 = 1. - spsi2 - - x = sphi2*cspi2 - y = sphi2*spsi2 - z = cphi2 - return x, y, z - - -def triangle_llh(theta): - """-Log likelihood function for a given theta.""" - fr = angles_to_fr(theta) - fr_bf = MEASURED_FR - cov_fr = np.identity(3) * SIGMA - return np.log(multivariate_normal.pdf(fr, mean=fr_bf, cov=cov_fr)) - - -def lnprior(theta): - """Priors on theta.""" - sphi4, c2psi = theta - - # Flavour ratio bounds - if 0. <= sphi4 <= 1.0 and -1.0 <= c2psi <= 1.0: - pass - else: return -np.inf - - return 0. - - -def lnprob(theta): - """Prob function for mcmc.""" - lp = lnprior(theta) - if not np.isfinite(lp): - return -np.inf - return lp + triangle_llh(theta) - - -def parse_args(): - """Parse command line arguments""" - parser = argparse.ArgumentParser(description=__doc__) - parser.add_argument( - '--measured-ratio', type=int, nargs=3, default=[1, 1, 1], - help='Set the central value for the measured flavour ratio at IceCube' - ) - parser.add_argument( - '--sigma-ratio', type=float, default=0.01, - help='Set the 1 sigma for the measured flavour ratio' - ) - parser.add_argument( - '--burnin', type=int, default=100, - help='Amount to burnin' - ) - parser.add_argument( - '--nwalkers', type=int, default=100, - help='Number of walkers' - ) - parser.add_argument( - '--nsteps', type=int, default=2000, - help='Number of steps to run' - ) - parser.add_argument( - '--seed', type=int, default=99, - help='Set the random seed value' - ) - parser.add_argument( - '--outfile', type=str, default='./untitled', - help='Path to output chains' - ) - args = parser.parse_args() - return args - - -def main(): - args = parse_args() - - np.random.seed(args.seed) - - global MEASURED_FR - global SIGMA - - MEASURED_FR = np.array(args.measured_ratio) / float(np.sum(args.measured_ratio)) - SIGMA = args.sigma_ratio - - print 'MEASURED_FR = {0}'.format(MEASURED_FR) - print 'SIGMA = {0}'.format(SIGMA) - - ndim = 2 - nwalkers = args.nwalkers - ntemps = 1 - burnin = args.burnin - betas = np.array([1e0, 1e-1, 1e-2, 1e-3, 1e-4]) - p0_base = [0.5, 0.5] - p0_std = [.2, 0.2] - - print 'p0_base', p0_base - print 'p0_std', p0_std - p0 = np.random.normal(p0_base, p0_std, size=[ntemps, nwalkers, ndim]) - print map(lnprior, p0[0]) - - # threads = multiprocessing.cpu_count() - threads = 1 - sampler = emcee.PTSampler( - ntemps, nwalkers, ndim, triangle_llh, lnprior, threads=threads - ) - - print "Running burn-in" - for result in tqdm.tqdm(sampler.sample(p0, iterations=burnin), total=burnin): - pos, prob, state = result - sampler.reset() - print "Finished burn-in" - - nsteps = args.nsteps - - print "Running" - for _ in tqdm.tqdm(sampler.sample(pos, iterations=nsteps), total=nsteps): - pass - print "Finished" - - mr = solve_ratio(MEASURED_FR) - outfile = args.outfile+'_{0}_{1}_{2}_{3:.1E}'.format( - mr[0], mr[1], mr[2], SIGMA - ) - - samples = sampler.chain[0, :, :, :].reshape((-1, ndim)) - print 'acceptance fraction', sampler.acceptance_fraction - print 'sum of acceptance fraction', np.sum(sampler.acceptance_fraction) - print 'np.unique(samples[:,0]).shape', np.unique(samples[:,0]).shape - - try: - print 'autocorrelation', sampler.acor - except: - print 'WARNING : NEED TO RUN MORE SAMPLES FOR FILE ' + outfile - print 'outfile = ', outfile - - fr_samples = np.array(map(angles_to_fr, samples)) - np.save(outfile+'.npy', fr_samples) - - print "DONE!" - - -main.__doc__ = __doc__ - - -if __name__ == '__main__': - main() - diff --git a/plot_llh/paper.mplstyle b/plot_llh/paper.mplstyle deleted file mode 100644 index fcfaf31..0000000 --- a/plot_llh/paper.mplstyle +++ /dev/null @@ -1,27 +0,0 @@ -figure.figsize : 5, 5 # figure size in inches -savefig.dpi : 600 # figure dots per inch - -font.size: 18 -font.family: serif -font.serif: Computer Modern, Latin Modern Roman, Bitstream Vera Serif -text.usetex: True - -axes.prop_cycle: cycler('color', ['29A2C6','FF6D31','73B66B','EF597B', '333333', 'FFCB18']) -axes.grid: False - -lines.linewidth: 2 -xtick.labelsize: medium -ytick.labelsize: medium -xtick.minor.visible: True # visibility of minor ticks on x-axis -ytick.minor.visible: True # visibility of minor ticks on y-axis -xtick.major.size: 6 # major tick size in points -xtick.minor.size: 3 # minor tick size in points -ytick.major.size: 6 # major tick size in points -ytick.minor.size: 3 # minor tick size in points -xtick.major.width: 1 -xtick.minor.width: 1 -ytick.major.width: 1 -ytick.minor.width: 1 - -legend.frameon: False -legend.fontsize: 12 diff --git a/plot_llh/procedings.ipynb b/plot_llh/procedings.ipynb deleted file mode 100644 index e8d32d4..0000000 --- a/plot_llh/procedings.ipynb +++ /dev/null @@ -1,851 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "%load_ext autoreload\n", - "%autoreload 2" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "../utils/plot.py:24: UserWarning: \n", - "This call to matplotlib.use() has no effect because the backend has already\n", - "been chosen; matplotlib.use() must be called *before* pylab, matplotlib.pyplot,\n", - "or matplotlib.backends is imported for the first time.\n", - "\n", - "The backend was *originally* set to 'module://ipykernel.pylab.backend_inline' by the following code:\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/runpy.py\", line 174, in _run_module_as_main\n", - " \"__main__\", fname, loader, pkg_name)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/runpy.py\", line 72, in _run_code\n", - " exec code in run_globals\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel_launcher.py\", line 16, in <module>\n", - " app.launch_new_instance()\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/traitlets/config/application.py\", line 658, in launch_instance\n", - " app.start()\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/kernelapp.py\", line 499, in start\n", - " self.io_loop.start()\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/tornado/ioloop.py\", line 1073, in start\n", - " handler_func(fd_obj, events)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/tornado/stack_context.py\", line 300, in null_wrapper\n", - " return fn(*args, **kwargs)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/zmq/eventloop/zmqstream.py\", line 450, in _handle_events\n", - " self._handle_recv()\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/zmq/eventloop/zmqstream.py\", line 480, in _handle_recv\n", - " self._run_callback(callback, msg)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/zmq/eventloop/zmqstream.py\", line 432, in _run_callback\n", - " callback(*args, **kwargs)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/tornado/stack_context.py\", line 300, in null_wrapper\n", - " return fn(*args, **kwargs)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/kernelbase.py\", line 283, in dispatcher\n", - " return self.dispatch_shell(stream, msg)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/kernelbase.py\", line 233, in dispatch_shell\n", - " handler(stream, idents, msg)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/kernelbase.py\", line 399, in execute_request\n", - " user_expressions, allow_stdin)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/ipkernel.py\", line 208, in do_execute\n", - " res = shell.run_cell(code, store_history=store_history, silent=silent)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/zmqshell.py\", line 537, in run_cell\n", - " return super(ZMQInteractiveShell, self).run_cell(*args, **kwargs)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/IPython/core/interactiveshell.py\", line 2724, in run_cell\n", - " self.events.trigger('post_run_cell')\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/IPython/core/events.py\", line 74, in trigger\n", - " func(*args, **kwargs)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/pylab/backend_inline.py\", line 164, in configure_once\n", - " activate_matplotlib(backend)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/IPython/core/pylabtools.py\", line 315, in activate_matplotlib\n", - " matplotlib.pyplot.switch_backend(backend)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/pyplot.py\", line 231, in switch_backend\n", - " matplotlib.use(newbackend, warn=False, force=True)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/__init__.py\", line 1422, in use\n", - " reload(sys.modules['matplotlib.backends'])\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/backends/__init__.py\", line 16, in <module>\n", - " line for line in traceback.format_stack()\n", - "\n", - "\n", - " mpl.use('Agg')\n" - ] - } - ], - "source": [ - "import sys\n", - "sys.path.extend(['.', '..'])\n", - "\n", - "import numpy as np\n", - "import matplotlib as mpl\n", - "from matplotlib import rc\n", - "rc('text', usetex='True')\n", - "import matplotlib.pyplot as plt\n", - "from matplotlib.patches import Circle\n", - "from matplotlib.legend_handler import HandlerPatch\n", - "import matplotlib.gridspec as gridspec\n", - "plt.style.use('./paper.mplstyle')\n", - "\n", - "import ternary\n", - "\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", - "from utils.enums import Texture" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "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", - " # create \n", - " p = Circle(xy=(x, y), radius=r)\n", - "\n", - " # update with data from oryginal object\n", - " self.update_prop(p, orig_handle, legend)\n", - "\n", - " # move xy to legend\n", - " p.set_transform(trans)\n", - "\n", - " return [p]" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "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", - "SM_X = np.load('./chains/mc_x.npy')" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "dim = 6\n", - "sc = np.linspace(-52, -42, 400)\n", - "energy_binning = np.logspace(np.log10(6e4), 7, 20)\n", - "spectral_index = -2\n", - "\n", - "bin_centres = np.sqrt(energy_binning[:-1]*energy_binning[1:])\n", - "bin_width = np.abs(np.diff(energy_binning))\n", - "\n", - "nbins = 25\n", - "fontsize = 23" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "s = [1, 0, 0]\n", - "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n", - "frs_100 = []\n", - "for x in sc:\n", - " mf_perbin = []\n", - " for i_sf, sf_perbin in enumerate(source_flux):\n", - " u = fr_utils.params_to_BSMu(x, texture=Texture.OUT, dim=dim, energy=bin_centres[i_sf])\n", - " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n", - " mf_perbin.append(fr)\n", - " measured_flux = np.array(mf_perbin).T\n", - " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n", - " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n", - " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n", - " frs_100.append(fr)\n", - "frs_100 = np.vstack(frs_100)\n", - " \n", - "s = [0, 1, 0]\n", - "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n", - "frs_010 = []\n", - "for x in sc:\n", - " mf_perbin = []\n", - " for i_sf, sf_perbin in enumerate(source_flux):\n", - " u = fr_utils.params_to_BSMu(x, texture=Texture.OET, dim=dim, energy=bin_centres[i_sf])\n", - " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n", - " mf_perbin.append(fr)\n", - " measured_flux = np.array(mf_perbin).T\n", - " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n", - " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n", - " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n", - " frs_010.append(fr)\n", - "frs_010 = np.vstack(frs_010)\n", - "\n", - "s = [1, 2, 0]\n", - "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n", - "frs_120 = []\n", - "for x in sc:\n", - " mf_perbin = []\n", - " for i_sf, sf_perbin in enumerate(source_flux):\n", - " u = fr_utils.params_to_BSMu(x, texture=Texture.OEU, dim=dim, energy=bin_centres[i_sf])\n", - " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n", - " mf_perbin.append(fr)\n", - " measured_flux = np.array(mf_perbin).T\n", - " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n", - " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n", - " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n", - " frs_120.append(fr)\n", - "frs_120 = np.vstack(frs_120)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/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", - "../utils/plot.py:255: RuntimeWarning: divide by zero encountered in double_scalars\n", - " circum_r = a*b*c/(4.0*area)\n", - "/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", - "text/plain": [ - "<Figure size 864x864 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "gs = gridspec.GridSpec(2, 1, height_ratios=[40, 1])\n", - "gs.update(hspace=0.3, wspace=0.15)\n", - "\n", - "# Axis\n", - "ax = fig.add_subplot(gs[0])\n", - "ax_labels = [r'$f_{e}^{\\oplus}$', r'$f_{\\mu}^{\\oplus}$', r'$f_{\\tau}^{\\oplus}$']\n", - "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels)\n", - "\n", - "# Plot\n", - "tax.scatter(frs_010*nbins, marker='o', s=2, alpha=1, color='green')\n", - "tax.scatter(frs_100*nbins, marker='o', s=2, alpha=1, color='blue')\n", - "tax.scatter(frs_120*nbins, marker='o', s=2, alpha=1, color='red')\n", - "\n", - "plot_utils.flavour_contour(\n", - " frs = SM_120,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 100,\n", - " linewidth = 2,\n", - " color = 'red',\n", - " alpha = 0.2,\n", - " zorder = 1\n", - ")\n", - "plot_utils.flavour_contour(\n", - " frs = SM_100,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 100,\n", - " linewidth = 2,\n", - " color = 'gainsboro',\n", - " alpha = 1,\n", - " zorder = 0\n", - ")\n", - "plot_utils.flavour_contour(\n", - " frs = SM_010,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 100,\n", - " linewidth = 2,\n", - " color = 'gainsboro',\n", - " alpha = 1,\n", - " zorder = 0\n", - ")\n", - "\n", - "plot_utils.flavour_contour(\n", - " frs = SM_X,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 90,\n", - " linewidth = 1.2,\n", - " edgecolor = 'k',\n", - " facecolor = 'none',\n", - " alpha = 0.8,\n", - " zorder = 2,\n", - " oversample = 10,\n", - " delaunay = True,\n", - " d_alpha = 0.1,\n", - " smoothing = 4,\n", - " hatch = 'XXX'\n", - ")\n", - "\n", - "# Legend\n", - "l_size = fontsize\n", - "legend_elements = []\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", - ")\n", - "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", - " title='Source composition',\n", - " fontsize=l_size,\n", - " handler_map={Circle: HandlerCircle()})\n", - "plt.setp(legend.get_title(), fontsize=l_size)\n", - "legend.get_frame().set_linestyle('-')" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "scen = Texture.OEU\n", - "\n", - "s = [1, 0, 0]\n", - "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n", - "frs_100_T12 = []\n", - "for x in sc:\n", - " mf_perbin = []\n", - " for i_sf, sf_perbin in enumerate(source_flux):\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n", - " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n", - " mf_perbin.append(fr)\n", - " measured_flux = np.array(mf_perbin).T\n", - " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n", - " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n", - " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n", - " frs_100_T12.append(fr)\n", - "frs_100_T12 = np.vstack(frs_100_T12)\n", - "\n", - "s = [0, 1, 0]\n", - "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n", - "frs_010_T12 = []\n", - "for x in sc:\n", - " mf_perbin = []\n", - " for i_sf, sf_perbin in enumerate(source_flux):\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n", - " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n", - " mf_perbin.append(fr)\n", - " measured_flux = np.array(mf_perbin).T\n", - " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n", - " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n", - " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n", - " frs_010_T12.append(fr)\n", - "frs_010_T12 = np.vstack(frs_010_T12)\n", - "\n", - "s = [1, 2, 0]\n", - "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n", - "frs_120_T12 = []\n", - "for x in sc:\n", - " mf_perbin = []\n", - " for i_sf, sf_perbin in enumerate(source_flux):\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n", - " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n", - " mf_perbin.append(fr)\n", - " measured_flux = np.array(mf_perbin).T\n", - " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n", - " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n", - " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n", - " frs_120_T12.append(fr)\n", - "frs_120_T12 = np.vstack(frs_120_T12)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 864x864 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "gs = gridspec.GridSpec(2, 1, height_ratios=[40, 1])\n", - "gs.update(hspace=0.3, wspace=0.15)\n", - "\n", - "# Axis\n", - "ax = fig.add_subplot(gs[0])\n", - "ax_labels = [r'$f_{e}^{\\oplus}$', r'$f_{\\mu}^{\\oplus}$', r'$f_{\\tau}^{\\oplus}$']\n", - "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels)\n", - "tax.set_title(r'$\\mathcal{O}_{e\\mu}\\:operator$', fontsize=fontsize+10, pad=35)\n", - "\n", - "# Plot\n", - "tax.scatter(frs_010_T12*nbins, marker='o', s=2, alpha=1, color='green')\n", - "tax.scatter(frs_100_T12*nbins, marker='o', s=2, alpha=1, color='blue')\n", - "tax.scatter(frs_120_T12*nbins, marker='o', s=2, alpha=1, color='red')\n", - "\n", - "plot_utils.flavour_contour(\n", - " frs = SM_120,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 100,\n", - " linewidth = 2,\n", - " color = 'red',\n", - " alpha = 0.2,\n", - " zorder = 1\n", - ")\n", - "plot_utils.flavour_contour(\n", - " frs = SM_100,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 100,\n", - " linewidth = 2,\n", - " color = 'gainsboro',\n", - " alpha = 1,\n", - " zorder = 0\n", - ")\n", - "plot_utils.flavour_contour(\n", - " frs = SM_010,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 100,\n", - " linewidth = 2,\n", - " color = 'gainsboro',\n", - " alpha = 1,\n", - " zorder = 0\n", - ")\n", - "\n", - "plot_utils.flavour_contour(\n", - " frs = SM_X,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 90,\n", - " linewidth = 1.2,\n", - " edgecolor = 'k',\n", - " facecolor = 'none',\n", - " alpha = 0.8,\n", - " zorder = 2,\n", - " oversample = 10,\n", - " delaunay = True,\n", - " d_alpha = 0.1,\n", - " smoothing = 4,\n", - " hatch = 'XXX'\n", - ")\n", - "\n", - "# Legend\n", - "l_size = fontsize\n", - "legend_elements = []\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", - ")\n", - "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", - " title='Source composition',\n", - " fontsize=l_size,\n", - " handler_map={Circle: HandlerCircle()})\n", - "plt.setp(legend.get_title(), fontsize=l_size)\n", - "legend.get_frame().set_linestyle('-')" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "scen = Texture.OUT\n", - "\n", - "s = [1, 0, 0]\n", - "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n", - "frs_100_T23 = []\n", - "for x in sc:\n", - " mf_perbin = []\n", - " for i_sf, sf_perbin in enumerate(source_flux):\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n", - " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n", - " mf_perbin.append(fr)\n", - " measured_flux = np.array(mf_perbin).T\n", - " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n", - " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n", - " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n", - " frs_100_T23.append(fr)\n", - "frs_100_T23 = np.vstack(frs_100_T23)\n", - "\n", - "s = [0, 1, 0]\n", - "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n", - "frs_010_T23 = []\n", - "for x in sc:\n", - " mf_perbin = []\n", - " for i_sf, sf_perbin in enumerate(source_flux):\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n", - " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n", - " mf_perbin.append(fr)\n", - " measured_flux = np.array(mf_perbin).T\n", - " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n", - " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n", - " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n", - " frs_010_T23.append(fr)\n", - "frs_010_T23 = np.vstack(frs_010_T23)\n", - "\n", - "s = [1, 2, 0]\n", - "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n", - "frs_120_T23 = []\n", - "for x in sc:\n", - " mf_perbin = []\n", - " for i_sf, sf_perbin in enumerate(source_flux):\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n", - " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n", - " mf_perbin.append(fr)\n", - " measured_flux = np.array(mf_perbin).T\n", - " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n", - " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n", - " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n", - " frs_120_T23.append(fr)\n", - "frs_120_T23 = np.vstack(frs_120_T23)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 864x864 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "gs = gridspec.GridSpec(2, 1, height_ratios=[40, 1])\n", - "gs.update(hspace=0.3, wspace=0.15)\n", - "\n", - "# Axis\n", - "ax = fig.add_subplot(gs[0])\n", - "ax_labels = [r'$f_{e}^{\\oplus}$', r'$f_{\\mu}^{\\oplus}$', r'$f_{\\tau}^{\\oplus}$']\n", - "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels)\n", - "tax.set_title(r'$\\mathcal{O}_{\\mu\\tau}\\:operator$', fontsize=fontsize+10, pad=35)\n", - "\n", - "# Plot\n", - "tax.scatter(frs_010_T23*nbins, marker='o', s=2, alpha=1, color='green')\n", - "tax.scatter(frs_100_T23*nbins, marker='o', s=2, alpha=1, color='blue')\n", - "tax.scatter(frs_120_T23*nbins, marker='o', s=2, alpha=1, color='red')\n", - "\n", - "plot_utils.flavour_contour(\n", - " frs = SM_120,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 100,\n", - " linewidth = 2,\n", - " color = 'red',\n", - " alpha = 0.2,\n", - " zorder = 1\n", - ")\n", - "plot_utils.flavour_contour(\n", - " frs = SM_100,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 100,\n", - " linewidth = 2,\n", - " color = 'gainsboro',\n", - " alpha = 1,\n", - " zorder = 0\n", - ")\n", - "plot_utils.flavour_contour(\n", - " frs = SM_010,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 100,\n", - " linewidth = 2,\n", - " color = 'gainsboro',\n", - " alpha = 1,\n", - " zorder = 0\n", - ")\n", - "\n", - "plot_utils.flavour_contour(\n", - " frs = SM_X,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 90,\n", - " linewidth = 1.2,\n", - " edgecolor = 'k',\n", - " facecolor = 'none',\n", - " alpha = 0.8,\n", - " zorder = 2,\n", - " oversample = 10,\n", - " delaunay = True,\n", - " d_alpha = 0.1,\n", - " smoothing = 4,\n", - " hatch = 'XXX'\n", - ")\n", - "\n", - "# Legend\n", - "l_size = fontsize\n", - "legend_elements = []\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", - ")\n", - "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", - " title='Source composition',\n", - " fontsize=l_size,\n", - " handler_map={Circle: HandlerCircle()})\n", - "plt.setp(legend.get_title(), fontsize=l_size)\n", - "legend.get_frame().set_linestyle('-')" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "scen = Texture.OET\n", - "\n", - "s = [1, 0, 0]\n", - "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n", - "frs_100_T13 = []\n", - "for x in sc:\n", - " mf_perbin = []\n", - " for i_sf, sf_perbin in enumerate(source_flux):\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n", - " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n", - " mf_perbin.append(fr)\n", - " measured_flux = np.array(mf_perbin).T\n", - " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n", - " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n", - " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n", - " frs_100_T13.append(fr)\n", - "frs_100_T13 = np.vstack(frs_100_T13)\n", - "\n", - "s = [0, 1, 0]\n", - "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n", - "frs_010_T13 = []\n", - "for x in sc:\n", - " mf_perbin = []\n", - " for i_sf, sf_perbin in enumerate(source_flux):\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n", - " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n", - " mf_perbin.append(fr)\n", - " measured_flux = np.array(mf_perbin).T\n", - " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n", - " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n", - " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n", - " frs_010_T13.append(fr)\n", - "frs_010_T13 = np.vstack(frs_010_T13)\n", - "\n", - "s = [1, 2, 0]\n", - "source_flux = np.array([fr * np.power(bin_centres, spectral_index) for fr in s]).T\n", - "frs_120_T13 = []\n", - "for x in sc:\n", - " mf_perbin = []\n", - " for i_sf, sf_perbin in enumerate(source_flux):\n", - " u = fr_utils.params_to_BSMu(x, texture=scen, dim=dim, energy=bin_centres[i_sf])\n", - " fr = fr_utils.u_to_fr(sf_perbin, np.array(u, dtype=np.complex128))\n", - " mf_perbin.append(fr)\n", - " measured_flux = np.array(mf_perbin).T\n", - " intergrated_measured_flux = np.sum(measured_flux * bin_width, axis=1)\n", - " averaged_measured_flux = (1./(energy_binning[-1] - energy_binning[0])) * intergrated_measured_flux\n", - " fr = averaged_measured_flux / np.sum(averaged_measured_flux)\n", - " frs_120_T13.append(fr)\n", - "frs_120_T13 = np.vstack(frs_120_T13)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 864x864 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "gs = gridspec.GridSpec(2, 1, height_ratios=[40, 1])\n", - "gs.update(hspace=0.3, wspace=0.15)\n", - "\n", - "# Axis\n", - "ax = fig.add_subplot(gs[0])\n", - "ax_labels = [r'$f_{e}^{\\oplus}$', r'$f_{\\mu}^{\\oplus}$', r'$f_{\\tau}^{\\oplus}$']\n", - "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels)\n", - "tax.set_title(r'$\\mathcal{O}_{e\\tau}\\:operator$', fontsize=fontsize+10, pad=35)\n", - "\n", - "# Plot\n", - "tax.scatter(frs_010_T13*nbins, marker='o', s=2, alpha=1, color='green')\n", - "tax.scatter(frs_100_T13*nbins, marker='o', s=2, alpha=1, color='blue')\n", - "tax.scatter(frs_120_T13*nbins, marker='o', s=2, alpha=1, color='red')\n", - "\n", - "plot_utils.flavour_contour(\n", - " frs = SM_120,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 100,\n", - " linewidth = 2,\n", - " color = 'red',\n", - " alpha = 0.2,\n", - " zorder = 1\n", - ")\n", - "plot_utils.flavour_contour(\n", - " frs = SM_100,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 100,\n", - " linewidth = 2,\n", - " color = 'gainsboro',\n", - " alpha = 1,\n", - " zorder = 0\n", - ")\n", - "plot_utils.flavour_contour(\n", - " frs = SM_010,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 100,\n", - " linewidth = 2,\n", - " color = 'gainsboro',\n", - " alpha = 1,\n", - " zorder = 0\n", - ")\n", - "\n", - "plot_utils.flavour_contour(\n", - " frs = SM_X,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 90,\n", - " linewidth = 1.2,\n", - " edgecolor = 'k',\n", - " facecolor = 'none',\n", - " alpha = 0.8,\n", - " zorder = 2,\n", - " oversample = 10,\n", - " delaunay = True,\n", - " d_alpha = 0.1,\n", - " smoothing = 4,\n", - " hatch = 'XXX'\n", - ")\n", - "\n", - "# Legend\n", - "l_size = fontsize\n", - "legend_elements = []\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", - ")\n", - "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", - " title='Source composition',\n", - " fontsize=l_size,\n", - " handler_map={Circle: HandlerCircle()})\n", - "plt.setp(legend.get_title(), fontsize=l_size)\n", - "legend.get_frame().set_linestyle('-')" - ] - } - ], - "metadata": { - "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": "2.7.15" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/plot_llh/syst_variations.ipynb b/plot_llh/syst_variations.ipynb deleted file mode 100644 index bafca99..0000000 --- a/plot_llh/syst_variations.ipynb +++ /dev/null @@ -1,539 +0,0 @@ -{ - "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-v3.1.1/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-v3.1.1/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-v3.1.1/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-v3.1.1/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": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<matplotlib.figure.Figure at 0x7f8e1459e850>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "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(0.9, 1.1)\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", - "ax.set_ylabel(r'Ratio to baseline', 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 / null_exp, drawstyle='steps-pre',\n", - " linewidth=2, linestyle='-', color='black'\n", - ")\n", - "\n", - "ax.step(\n", - " binning, norm_conv_p / null_exp, drawstyle='steps-pre', label=r'$+40\\%\\:N_{\\rm{atm}}$',\n", - " linewidth=2, linestyle='--', color='blue'\n", - ")\n", - "ax.step(\n", - " binning, norm_conv_n / null_exp, 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", - "ax.text(\n", - " 0.5, 0.1, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize, color='r', transform=ax.transAxes\n", - ")\n", - "\n", - "matplotlib2tikz.save(\"plots/tex/syst_convnorm.tex\")" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdEAAAFJCAYAAADE9he1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAIABJREFUeJzt3c9vI2l+3/HPd50fgA+zlAYBvPLBa2oNIz7tUur9A7YpH2biQ3akmT8gK3Jy34jbufTceqnkbpPtPyDd4vri3QFishfI1U1pfTUCsW0g6LlkJI4DxAiC+JvDU0UWSyRFUkWyKL5fANGqp4pVDyk2v3q+z1PPY+4uAAAwv2+tuwIAAGwqgigAAAsiiAIAsCCCKAAACyKIAgCwoH+2youZ2bGkJ+5ee+jxZnYmqSdpV5LcvZllXQEAuM9KgqiZlSWVJB0pBL4HHW9mdUltd+/E22Z27O6tTCsOAMAUtsr7RKPgV3D36kOON7Nbd99JbJcl1dz9KNMKAwAwxcb1iZpZaUzxjaTyqusCANhuGxdEFfpAb1JlfUkys8LqqwMA2FabGEQLigYTJcRBNV0OAMDSrHR0bkb6Y8ri4JluoUqSfvu3f9v/8R//8U75d77zHe3t7WVYNQDAJri8vPyf7v6vHnqeTQyiNwqt0aSCJLn7uACrP/qjP1K32112vQAAG8LM/j6L82xcOtfdr3S3NborqbOG6gAAtlgugqiZFaOJFWbVTB1/JKmRcbUAAJhqVZMtlBRuQTmWtGtm15I6UatS0b4TSa1Zjnf3mpmdRYG0KOmaiRYAAKu20skW1uXw8NDpEwUAxMzs0t0PH3qeXKRzAQDYRARRAAAWRBAFAGBBBFEAABZEEAUAYEEEUQAAFkQQBQBgQQRRAAAWtBVB9P379zIzmZm++OKLdVcHAPBIbEUQ3dvbk7vL3QmiAFau0+no6OhIZqZOZ3StjFarpZ2dHR0cHKjV2p7ZS8/Pz3V+fq6TkxOdn5/P9dxqtbqkWs1vE5dCA4CNUi6X1ev1VCgUVK/XVS6XB/uOj4/V6/V0dna2xhquVq1WU71eH2wfHBxI0kzvQa1Wy9XSllvREgWAPKhWq+p0Our3R1dzLBTSSyQ/Xv1+Xx9++OFIWbVa1YsXL+59bq/XW1a1FkYQBYAVKZfLKhaLajabg7J+v6/d3d011mq1bm5uVKvVRgLi7u7unT8sxonT4nlCEAWAJbu6utLhYVgwJN3q6na7I+ndx65YLOry8lLFYnFQ1m63730POp2OPv3002VXb270iQLAknW7XVUqFUlSpVJRrVZTp9MZ9JVuUhCddVBPvV6fmKYulUqDn/v9vl6/fq3Ly8up5+v3+7lMexNEAeSe2d2y01Mpzooue3+WCoWCjo+P7wwwWrdmszkI9NM0Go1Mr3tycqI3b96MtEzTWq2Wjo+PM71uVkjnAsCKPXv2TJ1OR71eLxf9of1+XxcXFyu/bq1WU61WG2mZpsWjmvOKliiA3HNf7/6H6PV6g/7QWKlUUrFYHLTCpNDnV61WB2nQdruter2uTqczuCWkXq+r3W7r/PxcpVJJ/X5fxWJRpVJp8Py4pXhxcaFqtaqbmxtdXFyo0WhMvEa321Wv11Or1RrUbZIs0rlSaF0eHR0NWuNXV1djg+nV1ZV6vZ6urq4kSW/fvlW/39f5+bmOj4+n1nUl4kkIHvPj4ODAAWAd6vX6xPJisThSViqVBj9fXFz42dmZu7sXi0W/vb3129tbbzQafnFxMTiuXC6PPP/29nZQfn197e7ux8fHg/JJ10iWL1u73fZGozF4TdfX14N6uLtfX1+PvMakRqORSV0ldT2D+EI6FwCWoN/vq1qtqlarjW29VSqVqf18xWJx0PoqFAqDR7vdvtP6St4ukmz9JVPFNzc3U6+xKv1+X0dHR6pWq9rZ2dHOzo729/dHXkOn0xnb99psNnVxcaFer6fz8/OZbotZNtK5ALAEhUJBjUZj4kCcePaiSXq93iC9mQyGT548Gdl3c3OzcEpz3DXiUcPLUigU5PfkzyuVythBTpPK14mWKADkSKfTUafT0du3b1Wv13V1daVutzuYV/fs7Ey9Xk+dTkfNZnMQiOO+w1arNfj59evX6vV6g/JJ15Cko6MjtVqtXAx02iR2318Ej8He3p5/9dVXkqTnz58zCT2AXDo4OLj3fslNuMYmMLNLdz+8/8jptqIlyiouAPIuvuVlmSu5rOIa22YrWqKHh4eep1n/AQDrRUsUAIA1I4gCALAggigAAAsiiAIAsCCCKAAACyKIAgCwIIIoAAALIogCwJJ1Oh0dHR3JzNTpdEb2tVot7ezs6ODgYKsmQTg/P1er1VKz2VRzGaufrwgT0APAkpXL5cHi0vV6fWSC9+PjY/V6PZ2dna2xhqtVq9VG1hKt1WpqtVpTV7XJK1qiALAi1WpVnU7nzhJe0xavfoyazebIHxJHR0cTV7vJu60Iou/fv5eZycyYOxfA2pTLZRWLxZH0Zb/f36qVU8atX7q7u3snzb0ptiKIMgE9gHW6urrS4WGYprVarerFixeDfd1ud6nrd+bNzc3NnT8a4pZ4HhbZnhd9ogCwZN1ud7CYdKVSUa1WGyx+3ev1NiqIVqvVmY6r1+tj09T9fl83NzcjZXFQvbm52bzUdtxCe8yPg4MDB7DBpPDodsP26WnYPj0N293u8JhYqRS2G42w3WiE7VJp/vM+UCOuQ+T4+NjL5fLYfeuyqnq0220vFAojZdfX1y7Jb29vV1IHd3dJXc8gvmxFOhcA8uTZs2eDtT3z0B/a7/d1cXGxkmvt7u7eSdvG2xvXChXriQLAUvV6PfX7fZVKpZHy/f19FQoFvXnzRoVCQZ1OR9VqdZAGbbfbqtfr6nQ6qtVqqtfrqtfrarfbOj8/V6lUUr/fV7FYVKlUGjw/HuV6cXGharWqm5sbXVxcqNFoTL1GXF4qlVQsFie+noemcyVpZ2dHt7e3g+1OpzN4bauS1Xqia0+1ruJBOhfAutTr9YnlxWJxpKyUSDVfXFz42dmZu7sXi0W/vb3129tbbzQafnFxMTguTgvHz49TouVy2a+vr909pI/j8knXSJYv29nZ2chrSG+vgkjnAkB+9ft9VatV1Wq1sa23SqUydXKBYrE4uB2kUCgMHu12+05LsdfrDX5Otv6SqeL0YJ70NVapXq+r1+up1Wrp/Pxc+/v7GznRgsToXABYikKhoEajMXESgXj2okl6vd4gBZwMhk+ePBnZd3NzMzX9Os24a8SjhpftsczQREsUAHKk0+mo0+no7du3qtfrurq6UrfbHcyre3Z2pl6vp06no2azOQjEV1dXg9Zd/PPr16/V6/UG5ZOuIYVZg1qtVi4GOm0SBhYBQE4cHBzo8vJy46+xCbIaWERLFAByIL7lZZkruaziGtuGligAYOvQEgUAYM22IoiyigsAYBm24haXvb09vX//ft3VAAA8MlvREgUAYBkIogAALIggCgDAggiiAAAsiCAKAMCCVjo618yOJT1x99oMx55J6knalSR3b6bOU5TUknQjqSKp5e69MacCAGApVtISNbNyFBSrku5dutzM6pKu3L0VBc/9KHDGdiXVJV1LeiepRwAFAKzaSlqi7t6R1DGzDzVDEJVUSbVW25JqCi3P2I6kXYInAGBdcjfZgpmVxhTfSBpZ4M7d+5L6K6kUAABj5C6IKqRq00uw9yXJzApR8JSZVRLHFd39fHVVBAAgn0G0oGgwUUIcLHcVAmonmcY1s4aZVZKDjwAAWLY83uIyLkUbB9UbSRrTDxr3mY71t3/7t4MJ6JMPJqMHADxEHluiN7o7+KgghX5QMytIupW0E6d2FQJvcdIJ//AP/1CsJwoAyFruWqLufqW7rdFdSZ3E9nkigEohgDJKFwCwUrkIomZWTN0H2kxtH0lqSINRuV+nTnGiKelcAACWYSXp3Oi2lbKkY0m7ZnatMDjoKjqkrBAIW5Lk7jUzO0vMTHTt7sl7RJvR5A19SfuSGqn9AAAsnbn7uuuwdIeHh06fKAAgZmaX7n740PPkIp0LAMAmIogCALAggigAAAsiiAIAsKC5gqiZfWBmPzGzH0Xb319OtQAAyL+Zg6iZPZV0JemPJcUrrbwzsx8vo2IAAOTdPPeJHrn796RBQJW7f2NmtpSaAQCQc/Okc/96Qvnjv9EUAIAx5gmiPzSz34t+dkkys+9K+mHGdcrc+/fvWbkFAJC5edK5LyRdmplL6ieyuE8zr1XG9vb29P79+3VXAwDwyMwcRN39G0nfM7NPFK2a4u6/WFrNAADIubknoE8HTjP7rrv/XWY1AgBgQ8w92UJ0r+jgoQ1YguzyUjIbfVQqw/3pfdP2f/zx6usPAMinee4TPTWzf5J0q7AEWfxvZeoTH5kvv1x3DQAAeTFPOndf0k7UNzpgZj/PtkrZOziQpq2Edt9qcPF+7ogFACTNE0Tb6QAaeZFVZfLu9HTdNQAA5Mk8QdQnDCI6lfSfs6tSfjWb664BACBP5hlY9Lmktpn9dzN7Gz26kupLqlsuzTMIaZb9DFQCgM01T0u0KOlnCoOJYibpLNMabRkGKgHA5poniNbc/U260My+zrA+uTfrIKRZ9le2alwzADw+M6dzxwXQyEFGddk6zWZ4ZJUiJjUMAKs1sSVqZn8qqeHuf2NmP5A07lYWUwiif76k+mEOpIYBYLWmpXNN0m70866kbyQ1xhyT+z7ReBUXSXr+/HnuVnLJIkXMPawAsHoTg6i7f57Y7CpMOP8ufdwm9ImyigsAYBlmGlgUTbIwbqIFKSyF9pvMaoSFMBEEAKzetD7R/yCpfM/zTSGIbsVkC3kWTwQxLq17errY/o8+kn71q2zrCQCPybSW6IeSWpJ6U46hJ+4RY6ASAEw3LYi+cvd707Sb0Ce6TbK6j5WBSgBwv2kDi+4E0Gj90E8VBhn92sy+P0ugxeahjxUA7jfzjEVm9lThFpcrSX8t6deS3pnZj939L5ZUP6wJk+0DwP3mmYD+yN2/5+6fKhqNG43aJfH3SGU52T6zKQF4jOYJon89ofyeXjaAQUoAHqd5JqD/oZlduvvfKwqcZvZdST+URDr3EWKQEgBMN08QfSHp0sxcUt+G34xPM68VHhUGKQF4rGYOolH/5/fM7BOFtUV77v6LpdUMjwaDlAA8VjP3iZrZ983s+5LakpqSimb206XVLEPxBPRmlrvJ57dFloOUGKgEIC/mSed+LumvoqXR3krqSHptZj9191xP+8cE9I8PA5UA5ME8QbTt7n9hZr8v6cDdn0iSmRWXUzU8JlkNUpJGW6gAsE7zBNHb6N+ywpy6MW5xwUrRxwogL+a5T/QgGlRUk/Rn0mAWo92pzwKWgIkgAOTBzEHU3f+TQsCsRvPmfiKptLSaAStC/yqARc2TzpW7v0z8/IsokN5OeQqwFEwEASAP5gqi0mCWotilQnr31xnVB1gpJoIA8BDz3Cf6AzO7UQiclwqruVxHPwMbqdkMD/pYASxinoFFVYVbWz6UVHH3XXf/LUnvllM1YDPRxwpsj3nvE40D5k6i/NsZ1gdYC/pYASxinpaozOzH0Y/vEj8z2QIQOT0d9rNmkSImNQzk2zwt0Z6kl2bWcfc3ZvZXZvZS0usl1Q3YOFlPBEFqGMi3eVZx+Y2kw8T2H5vZD6JyACkPTREDyL+50rlpmxJAWcUFALAM8/aJnprZjZn9PzP72sz+3bIqlqW9vT25u9ydIIqNRR8rkD8zp3PN7FTSvqQThf7RHUkVMzN3//Ml1Q/YWh99JP3u72Z7TvpYgWzNO+3fzxKb7yR9bmb/IdsqAZCkX/1qdDurPlazMII4HgQ17racefYD22yedO7NhPJeFhUBsFwffbTuGgCPzzwtUcYSAhss3bKNLdrCfWgLNr3/o48m1xHIq7FB1My+LSmdrNkxs7pGW55FhekAAeBB6K/FJhobRN39GzM7UFih5T6FWS9mZseSnrj7vec1szOFgL0b1ak5z34Ay5XVVInS3VHEafO2cGnVYlWmpXOr7v4mi4uYWVlhAe8jzdCHGrV42+7eibfN7NjdW7PsB7BZljHTUxxsGUSFZZo4sCirABqdq+Pu5wrLp82iEgfISFujaeP79gPYUO53H8kgdt/+ZQ2gynK5vGXsx3rMvSj3splZaUzxjaTyLPsBbLdpadzHOhVjVoO8SIPP70HT/i3Jru7eTtOXJDMrzLAfADL30BbysvdnIU6D56mFnfsWfDwd3ioekuqSGvcccyzpNlVWULjFpnjf/gnndB48ePDgMe3xS9cgPDcS5ePC96PY380iruWxJdofU7Yb/Xszw34AwNz+jSSLHskhJjbmMd/+rkwu02m0/1RVuaRu4vkePUrR8xsKUbAR7S8ljonP35VS5w37u4nrj57X1JDJsxxCs0Br8gNJP5L03SW1REuhWuPL7ts/7nFwcOAAkAuNRmgOlUrDsriJ1O2G7dPTsH16Gra73eExsVIpbDca+T9vDuuqdbREzezPFFqCLUk9M3v14Cie4u5Xutva3JXUmWU/AGTq44+lg4PhdtyxdnkZtiuV0Y62y8vhMbGDg7C9bffKxEOlLy9DKIvfo0olbMfvoTTMtMbvdbMZtuP37OBgeEzsIefNyqzRVtJPJT1NlX0i6adznGNsS1RRX2fquIW30w9aokDOffRRPlpM4877ne+M7s/inFg7raEl+s5T9466+y8kfXPfE82sFM0wdCzpUzM7S92qUlYiie5hRqOimR1Hz7v2xEQK9+0HsGQff/ywllizGbbj1kGe5/z74ovRm0+zaDHh0chiAvqv731iSMFeSTqfsL+p1Fy9HiZnmHbOqfsBLNGXX0rf+pb0l3+ZzfnS6bVmczT1GQempGTKTgoBKh2klnVeIDJPS3TfzD5IFpjZdyX9MMsKAViyLFqOkvTLXw73ZdF3BWygeVqiTUm/NjNXuJVkV+H+zIOpzwKQD1kGrCwHZgAbbOaWqLt/4+6Hkn6mMBL25+7+B+7+D0urHYDsWo6Hh+FByxHIzNxz50aDi96Y2feXUB8AsWUErGXNzg5sqZlbomb2k1TRN2b21Mx+nHGdgM2W15ajO7OLAxmbZ2DRyOTu7h7f8rI74XgAD0XLEci1qUHUzE7N7M+imYmqZvYq9XgrBhZh02XVcjST/uRPpGqVliOwJab2ibr7S0kvo+n+fiPpdeqQnrv/ZlmVAzbOL38p/dM/EfyALWE+w1B1M/u2pHI0Q9HG2dvb86+++kqS9Pz5c33xxRfrrRDyI275HZBQAbaJmV1Gd5w8yEx9otHtLRsZQCVpb29vMM8hAfSRyHrwDgAsII/riQKrxeAdAAuaKZ276Q4PD73b7a67GsgKKVgAD7TSdC6QCVKwAB6ZuWcsAubGzDsAHinSuVi+uKW5BZ81AJthbelcM/vAzH4ULYMGAMDWmiuIRpMu9CW1JPWimYzwGH388TAN+9C+zPRsPQDwSMwzAf1PJV24+7fcfdfdvyXpdVSOx+bLLyXuqQWAqWbuEzWzT8ZNuGBmp9H0gLlFn+gC6McE8Iito0900rfp1w+tBDLw8cch8JGCBYCVmSeI7pvZB8mCaHDRD7OsEBb05ZfrrgEAbJ150rnflvRGoUV6o7COaEHSgbv/w9JqmAEmoAcAJK08nRtNQn8o6ZmkjqSfu/sf5D2ASjmegD7rFCwAYKXmnrHI3TsKQVSSZGY/cfc/z7RW24IULABstInpXDP7U0kNd/8bM/uBpJ+PO0whnfvhEuv4YIzOBQAkrSKdawr9nor+/UbS+ZjHEiZGzbE4vUoKFgC23sR0rrt/ntjsSuq5+7v0cWbGLS4AgK208AT0ZvZ9d/+bjOuzFKRzAQBJKx+da2Y/SRV9Y2ZPzezHD63E0sUpVlKwAIAMzTPZQiG54e7v3P2Nhv2m2+F3fmfdNQAA5MTUdK6ZnUo6kLQjqSTpKnVIUVLX3f/90mqYAdK5AICkrNK5U+8TjSaWfxktgfYbSa9Th/Tc/TcPrQQAAJto1skWapLK41ZxAQBgW83UJxpN+TduGbRPzOxH2VcLAID8m2dgkaSwckv8UJho4STrSgEAsAnmucXlB2Z2oxA4LxUGGV1rA2Ysev/+vcxMZpavCegBABttngnoqwrz5L4zs0/i9K6ZPV1O1bKzt7en9+/fr7saAIBHZp50bjsx7d9OovzbGdYHAICNMVefaGJ2oneJn4vZVgkAgM0wTxDtSfqPZvZBNFPR59Hk8/vLqRoAAPk2c59oNKnCYWL7j83sTyT9t2VUDACAvJv7Fpckd/9LSZ9mVBcAADbK1CBqZh+Y2U/M7N9O2i/SuQCALTUxiJrZtxXuBW1K+oWZ/Zeo/Edm9l+j/tBbpVZ3AQBgW0xrif5MUl3Sjrt/S9LfRWuKNiW9k/RS0ud5X8EFAIBlmTawyKJVXCRJ7v4zM+sqTLjwzfKrBgBAvk1riX49pqxBAAUAIJgWRMet1n0nsCYmXQAAYKtMS+d+Zmbpsn0zS89Q9Jmkv8i0VgAAbIBpQfRAo3Pkxo5S27+fXXWWI17FRZKeP3/OSi4AgExMC6Ln7v6z+05gZqcZ1mcpWMUFALAM0/pEGzOe43UWFQEAYNNMDKKJZc+mYrQuAGBbPWjuXAAAthlBFACABRFEAQBYEEEUAIAFzbwodxbM7ExST9KuJLl7c4bj+worxfSTx5vZsaSipJakG0kVSS137y2n9gAAjFpZS9TM6pKu3L0VBcP9KBBOOr4hqefuTXc/l3RkZuXEIbsKq8xcK6wq0yOAAgBWaZXp3Iq7dxLbbUnVcQeaWSE6vpUofiWpljp0R9K+u++kjgUAYOlWks41s9KY4htJ5THlknQ4pqyXLnf3vkK6FwCAlVtVn+iuQtBM6kuh1RkFw6T0sbFCcsPMKolji1HaFwCAlVhVOregaDBRQhz80uVy9ytpkNaNHabKOlF/aStK5e5HQfWOeAL69IOJ6AEAD7Gqlui4lGscPCe1OqsKI27j1mVBGqRwNWYQUVthoNGdEb9MQA8AWIZVBdEbpVKxSgXFNHdvmlk5MYK3Fz3i1uitpJ3E8/sKt7wAALASKwmi7n5lZulguSupM+74xPMG+6NbZOqJ3eepAFxUFGQBAFiFVd7i0kzdF3qkxHJrZlZM7jez63hUb9TyLMeTLUTB8+vU+U909xYYAACWZmUzFrl7zczOEjMNXafu7SwrBMK4rC6pbGaHkvYlPU2dspmY0WhfUoN7RQEAq2Tuvu46LN3h4aF3u911VwMAkBNmdunu4+YkmAsT0AMAsCCCKAAACyKIAgCwIIIoAAALIogCALAggigAAAsiiAIAsKCtCKLJVVxYuQUAkJWVzVi0TqziAgBYhq1oiQIAsAwEUQAAFkQQBQBgQQRRAAAWRBAFAGBBBFEAABZEEAUAYEEEUQAAFkQQBQBgQQRRAAAWRBAFAGBBWxFEmYAeALAMTEAPAMCCtqIlCgDAMhBEgW3SakknJ9LOjmQmHRyE7X4/+2udn0tHR+FxciJVq1KzKfV64brz1juuc6uVXR07nfHvx9FR+PngILvrXV1J+/vhOufnw/JmM1y/08nmOlmfD1MRRIFtcnwsXVxIh4dhu1oN24VCdtfodMKXeLsdzh3/22hIxWIIJFdX89f75cvs6hgrl0ffj2fPhnW+vJQ++ywE1Vrt4dcqlcK5066vwx8xWf0hk/X5MBVBFEB2+v0QdKQQiNLBuVwOwXRTVCrh32TLMWv1unR7G/5QyOP5MBVBFEB2arUQSJ89m3xMpZJty3eZkvWct/W86HXyeD5MRBAFMKpWG6YwT06GLUspBMhqddjHeXQ02mcY98MVi9Ov8e5d+DfZTxinTON0cLrvMNZuh2NrtXD9dKr1vjrOI5kSLZVG+2Y7nXD+/f3QD7nItXu9u/2kydffaoVzn58P+2ulsJ0um+V8zeb488VarVB+fj6sf7JvddrrbzaH1z44GL53zWYoOzqa//3fBO7+6B8HBwcOIKFcdpfcG4275YXCcPvsLBx3exu2i0X3Umm4//Iy7L++DttSeLTbs9el3Q7POTu7W1avD8suLkJZpTL6/EIh1Dt2Xx3Hid+Pi4vR8krl7vvUaISy4+Ph9eOf77t2vJ18XePK4tdfLg/f+/i648qS9Z73fMnnlkqhLHZ8PPr7v+/1x9eOt93Dc9O/sxyQ1PUM4gstUQDB1VVoXXz66bCsXg8DVQqF0Arp9cJgm1ipFP6N+znjFug8g1p2d+erZ3pkb7kc6t3rzVbHaRqN0LqKW5NSeP1x32iyvk+ehH9vb8OAoYdeOym+RrE4TM3G7+24sl5v8fMln/vyZWjpx+LWY7I1Oun1S+H1lsvD90KSXrzIZmBWTm3FZAsAZhB/6aX709Jftm/fjqZZj4+lDz8MP5fLIX339u30gS0nJ+NHqi4i/lLv9War4zQnJ6MBc5p0yvqh1x5nXN/m/v5i55p0vqQ4ZR33bU8LzpNS9rVaCLr1enj0even9zcYQRRAcF+rJm5VPXkinZ2NP6Zel16/DoG0Xh9/TK93f+tznpbszU34N/lFPa2OyzLL+5Nn/X5o5RcK0ps34d9mc/77Tcvl8F7E/cTTBpk9AqRzAQRxKq7TGQ1i5+ch1Rt/OaZTk53OsOVVKAxbmEdHdwNyrxdSpckAO651lEwppl1fD3/u98P1j49DEJ2ljsuyzmtnIU6Jf/bZ8HeSfK/nEQfObnf4x8UjRUsU2CatlvTqVfhyk8IXfrsd+sIKheHI16dPwwQEhUJoWcVfhJeXw1Gxcctvf3+05VUuh36yeISnFM6zuxuOTQfIYjEE1UYjBMVCYdjv+eJF+Dc+f7k8OiL36ip8YSevP0sdY51OuO6k92Pc8XGdXrwIQWfWa19dDev96lXYXyyOlpVK4X2Ky1qt8PzDw+EfHvGkFYXCsCyL8x0fh1T2q1fS11+HFPRnnw3Tuzc34bhprz8W/1EzKRvxiFgYpPS47e3t+VdffSVJev78OSu5AMAyJPs/j46mZxTWzMwu3f3woefZipYoq7gAwJLVaiH74D68j3cLbEUQBQAs2WefDVPW+/sh9b4FCKIAgIcrlXJnk5WuAAAKW0lEQVSdvl0WRucCALAggigAAAsiiAIAsCCCKAAACyKIAgCwIIIoAAALIogCALAggigAAAsiiAIAsCCCKAAAC9qKIPr+/XuZmcyMFVwAAJnZirlzWcUFALAMW9ESBQBgGQiiAAAsiCAKAMCCCKIAACyIIAoAwIIIomvGLTfYVHx2seH2sjiJuXsW55ntYmZnknqSdiXJ3ZszHN+XVJDUTx8/6/kODw+92+0+uP7LYGZa5e8AyAqfXWyy6PNrDz3PylqiZlaXdOXurSjY7ZvZ8ZTjG5J67t5093NJR2ZWXvR8AABkbZXp3Iq7dxLbbUnVcQeaWSE6vpUofiWptsj55ploYZ4U1SzHbmPKa12veVnXzeK8i55j3ufNejyf3fHW+Zr5/G7m53cl6VwzK0l64+47qbLLcc3pqMXZTu5LnmOB8/msr3OeFNUsx953zGNMia3rNS3rulmcd9FzzPu8WY/nszveOl8Tn9+1fH43Jp27K+kmVdaXBq3OtPSxsfjYec8HAEDmVjV3bkHR4J+EOAjuKgqAMXe/iiaML7h7vO9QGgTJuc4n6f+a2T8fU6+vJKVzvXtmNmv+d5Zj7ztm3P7fk/Q/JP3LaPt/z1ifvJjnPdyE62Zx3kXPMe/zZj1+WZ9dSfotSTuS/k+0/b9mqE9erOuzu8xr8/kd71+nC6L4cqswYFUK8eSpu19NOsmqgmg6qEnDIDip1VmVVJF0Hm0XJMnd+2Y21/nc/V/MXtX1M7NLSUVJTXev3Xc8kCdm1nb3H0RfSC/d/WTddQJmdJjqRqxMC6DS6oLojYap2NggKI57grs3zaycGHHb0/Cvg7nPt2FepAZVARshGs/Qkwb/Fwmg2BjJwapmdnzfbZjSioJolJ5NB7ddSZ1xxyeel3xBdUn1h5xv1aI/AJ6Ma03ec4/rbvRlVJLUcvde+vnAsi34+S1F+0uSypI69/0lDyzDA75/Y+kuw7FWeYtLM3Uf55GkRrxhZsXkfjO7jv4jxnnqcuqFTj3fOkUt6DOFlPSdgU733eMa3RvbkdSSdLGqegPSwz+/knajwNkUn1+sWAafX5lZRTM2ytY1Y1FRqRmIokqfuPtRYrug0J+6r5Di7M96vjyIflkFd6+mym9Tt+eUJdXc/Sj6ZRajCSbuHAusyoKf34qk/fiv/+j2sgffRgDMa5HPb6Ls0t0PZrnOqvpEJUlxYJiwr6nwl2tye+Hz5VXcuk65UUh9SeGPhlZ0bFFSPucrxFaa4fP7WtLL6NiChuMYgLWb4fMbK856zpUGUUi65x5Xd++Y2XH0y34iBmYgX+77/PbN7FUik8TnF3ly7+c3Kpv5jz+C6Orde49rYmQuI3SRN/N8foG8mWmOgVlTuRJLoa3DIvfMAnnB5xebLPPPL0F09R77Pa543Pj8YpNl/vkliK5YNPQ/9/e4AuPw+cUmW8bnlyC6Hrm9xxWYAZ9fbLJMP78rvU90WyRma6kq/JXzQqmZW/J+jyu2F59fbLJVf34JogAALIh0LgAACyKIAgCwIIIoAAALIogCALAggigAAAsiiAIAsCCCKAAACyKIAhsgWptzK5lZ0cwuokWW11mPipk1UrPdYMuxFBpyL1qcvCrpTNKVpFeJ3fuSLtw9F3O3mllDkty9mtH5CgqLXB9LsinH3fceVSRVN3hmobfufp4siF5zTdJ1ojj+HBTvW5ItCobPJJUkNSXVkpOQR2uiNqJz1ty9GV2TIIoBgihyz917kmrRl96rMV+mF2ZWzEmAuFBqSSUzqyxat+hL/cTMpk4tNsN71FCYCu1RiF5nVdJJKvCVFQLfva1Wd2+ZWUfSrcIfYv3U/qaZ7bt7Ldva4zEhiGLjufuJmbmZdaJgss66jGsRz7zA77K4+5WZHa67HlmIWoMvJf3+mMDXMbOr8c+8y937USCtKrWSR5QFeJtBlfGI0SeKx6KjGVofy2RmBTMrRxNgx9sNDRf9XUedKonN7rrqkbGGwoTik9Z/nHdFjrqk4zH9zp/elxIGaInisWgrtCYkDVoRzxRaEk8ktaNWSlnhS7MXPecm2n+dTLlGz69Ex0mhj+08sT/ueyxouJRSP6pDXFZWCKCl6PjBahGT6pc4f13DVtBDFrsetILjVSxS70EccI4mvAfT3sOuwnv4WbQv7jOsJp6T7K+80fAPnZOodVyOznE+R9o0XqFjrKiOxfteR+r4vsLvO5kG39rBXJiDu/PgsREPhS/kswn7KuHjPHJsMbVdiH4+VggYyedfJM8t6TI+PtouS2okrnWc2HcsqZQ4rp3adzHhtUyqXzs+X7RdTL62Gd6jtsIAo8ak58XvQVwHhYDhc9SxEm8rDMyJX//lpPciUZZ+7yv3vKZi/LuJ65l8/2d8T8a+jkRZPVmvqJ6laXXhwcPdSefi0SgoarHFtyD4aP/olaRPE9vpvtOGQmslbqnJE+lCDy2XStSq6UmqR7c8xKNAZ+6LnVa/KBV86Im1D33+ft62u597GCE8aN2l0pX95Lnj1xofM8N7eCOp5+59d79K1Lek4XvRkzTSDxu9j0qkvMuSXs/6whK/kzsp8uj3UTezdjTYrDTjZ0EKv/9iXC+FADpz3yq2F+lcPBb7Gvb5FSX142AYeavpga6nYfqupNQI20hfIcB1zKyqkFJsRANZns5R12n1O7ynnnPx0VG6ZUnJPr5paeJZ3sNxz28lrjMpQNYV/mA5UWgRzpuu7iikn0dGPPswVe4Kt/PE6eJ7Pwvu3osHGJlZbcJrA+4giOKx+FTDQBa3rpKjLe+7j7So4RdnT+MHAxUk9czsOGp9xq2quu72p90R9dPFLdmx9Yu+7It3n52Jec67yHsohftTd6MW4I2Pv1/2tUJLPtlqnUdV0qWZzRKA53kdDYW0/qXmaB1ju5HOxcYzswtJL+L0WxTg4qAVH1NIpOqkuwFlkPqMnl9IPf9YUitKCxZTLZtXmqyXuFYxSn1OrF/0Zd9L1jVV74VEadqjWY+f8T0c54m7N9295RNGtkaB77Wk+iIp0+h3cCrpTbJ+UR3LSrQi53kdifoeLNA6xpaiJYrcS4z4LEr6zGwwcc+HCi27ht+9P/OppGdmNrjPL/Wl3osCY18hfdv20QkRDhLP31VIO55E+/oKgTSeuabo7ufRF3NN0mE8wUKUUuxGt5okU8TT6hfvi1vHcT/lhaTTcV/wU94jaThjUZzujOsZjxpuKuoPVmgh1qNANbaO0fOr0es8k9RM1OnazG4Tr7Wn8PtJB9SGUv2l84jqcaUwwUR87a+j6x1o9I+k+z4LSeea/kcRMMLcp06EAjw68Ww37j5zywz3i4LrZwpZgX7U+o0nRjhNtjoTKfFZzltUGI07NV2+CnmqC/KBdC6ArJQV5riNR/72o8DZlcK9tak0OLDxSOdiq6RSkQvPaYu7opR2JZG63lVIRbejtPauQhqc9x2PBulcALkWpVDrmjzad1X1qCj0t7ZnTUXj8SOIAgCwIPpEAQBYEEEUAIAFEUQBAFgQQRQAgAURRAEAWBBBFACABf1/wNK8jqsaxHkAAAAASUVORK5CYII=\n", - "text/plain": [ - "<matplotlib.figure.Figure at 0x7f8e14e42290>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "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", - "ax.set_ylim(0.9, 1.1)\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", - "ax.set_ylabel(r'Ratio to baseline', 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 / null_exp, drawstyle='steps-pre',\n", - " linewidth=2, linestyle='-', color='black'\n", - ")\n", - "\n", - "ax.step(\n", - " binning, prompt_p / null_exp, drawstyle='steps-pre', label=r'$N_{\\rm{prompt}}=2.4$',\n", - " linewidth=2, linestyle='--', color='blue'\n", - ")\n", - "ax.step(\n", - " binning, prompt_n / null_exp, 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", - "ax.text(\n", - " 0.5, 0.1, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize, color='r', transform=ax.transAxes\n", - ")\n", - "\n", - "matplotlib2tikz.save(\"plots/tex/syst_prompt.tex\")" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<matplotlib.figure.Figure at 0x7f8e14be2150>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "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", - "ax.set_ylim(0.9, 1.1)\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", - "ax.set_ylabel(r'Ratio to baseline', 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 / null_exp, drawstyle='steps-pre',\n", - " linewidth=2, linestyle='-', color='black'\n", - ")\n", - "\n", - "ax.step(\n", - " binning, muon_p / null_exp, drawstyle='steps-pre', label=r'$N_{\\rm{muon}}=1.5$',\n", - " linewidth=2, linestyle='--', color='blue'\n", - ")\n", - "ax.step(\n", - " binning, muon_n / null_exp, 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", - "ax.text(\n", - " 0.5, 0.1, r'${\\rm\\bf IceCube\\:Preliminary}$', fontsize=fontsize, color='r', transform=ax.transAxes\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 0x7f8e14bc2f10>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "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": "iVBORw0KGgoAAAANSUhEUgAAAdMAAAFDCAYAAABhmOTuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAIABJREFUeJzt3U1zK9d5J/D/48zMIgsZgiZVFl1OLNCzmKxkEPQHyAVUHjIu11jkvZn1iIAy25EJ3VlYjBdDgfYHMMB8gNwLKFWpMlWTAa4+QC4Be9YxoUxSobLwJSFvspiyn1mcPkADxFsDB8Bp9P9X1UWiu9E4AEE8OG/PEVUFERERLe4rmy4AERFR3DGYEhERLYnBlIiIaEkMpkREREtiMCUiIlrSv9l0Adbp93//9/Vf//VfAQBvvvkmdnZ2NlwiIiLapHa7/WtV/YNlr5OoYPrHf/zHuL6+3nQxiIjIEyLyf11ch828RERES2IwJSIiWhKDKRER0ZIYTImIiJbEYEpERLQkBlMiIqIlMZgSEREticGUiIhoSQymRERES2IwJSIiWhKDKRER0ZISlZv39vYWIgIA+Oijj3B2drbZAhERJViv10OtVkMqlcLNzQ0AoFKpTL3PxcUFMpkM7u7uAADFYnHl5ZxHooLpzs4Obm9vN10MIiICcH5+PhQ89/b2UKvVJgbIcrmMQqGAfD7fv91oNHB0dLSW8k7DZl4iItqIRqOBWq3Wv53JZNBsNieeX6vV+oEUAAqFAqrV6krLOK9E1UyJiMgfzWYTmUymf7vb7eLJkydjz+10Og/2pdNptFqtlZUvCtZMiYg81+l0sLe3BxFBuVzu7+/1emODTFyEA6l9Hqenp2PPvbu7QzqdHtqXSqUAmNdh01gzJSLyWK/XQ7VaRb1eB2AG6LRaLeTzebRarY31F5ZKpbnOq1Qq/aA3Tq/Xw/Pnz1Gv13F5eTn1PDvoyLLB9e7ubupjrIWqJmbb29tTIkou4OF2crK+44uo1+sP9lWr1YnH4iybzfaf26hms6mpVGpo383NjQLQ+/v7hR8TwLU6iC9s5iUi8ti4mmc6nV5oFGt4sI8PRptnS6XSxBpvOp1+cL69vfFaKdjMS0QJorrZ45vU6/VQr9edzctctpm31WqhUCjg/v7+wfFer/dgXzabfbDv7u5uaHTvJjGYEhHFzGgQqdVqyGQyqNfr/akinU6nP2jn2bNnKBQK6Ha7aDQayGaz6Ha7KJfLqFQqqFQqaDabuLi4QDabRa/XQyaTQTabnViGZaek5HI5FIvFoQDZbDZxdHTU39ftdtHpdPo18GKxOFQjbzabcwf1VWMwJSKKITsSttvtotlsol6vo9Pp9IPNs2fPsL+/3w+6tmZnA1Emk0Gv10Mul0O9Xu8HZHt+oVCYOudzWalUCqVSCRcXFwCAV69eIZPJDCVxaLVaqNfr/TJXKhVcXFyg0Wig2+1id3fXi4QNAIMpEVHshPsOM5kMSqUSGo0GXr161a/VPX36FOfn5zg/P8eTJ0/G1jJTqVT//GaziadPnw4d73a7Q9NXXMtms1Nrv8Vi8UGz9KSpM5vGAUhERDHWaDT6TaG7u7sATBB8/vw5KpUK2u12P++tnUpiEx2E523u7++j2+32b9/d3a00kG4bBlMiohgZnVuayWRwc3ODVquFdDqNdruNXq/X39dqtbC3twfANN02Gg2k02l0Oh1cX1+j0WgAMDW+breLVquFWq02M+E8DRP1efiZY7lcTq+vrzddDCIi8oSItFU1t+x1WDMlIiJaEoMpERHRkhhMiYiIlsRgSkREtKREBdPb21uICEQEZ2dnmy4OERFtiUQlbdjZ2cHt7e2mi0FERFsmUTVTIiKiVUhUzZSIiPxic/O+fPkS+/v7M9MFXlxcIJPJ9BcKd7UKzrIYTImIaCPsqjWWzdQ0KaCWy2UUCoV+Mv5yubzQuq6rwGZeIiJau16vhzfeeGNoX6lUwvn5+cT71Gq1oaXnCoXC0kvBucJg6pNiERAxPwGg3Ta3RQbn7O2Z27WauV2rmdvBNzoAwOHh+spMRLSAu7s7lMvloeT66XR6aEWcsE6n82BfOp3uJ+3fNAZTH7TbZnPh7Az49FM31yIiL3Q6Hezt7UFEUC6X+/t7vd7YIBMHmUwG7XZ7aGWaZrM5VPMMswudh9nl4yYF4HVin6kPckGOZdVBjRMwtc3RhQhGg26xOKjJAsBf/AXwp386OHZ5CZycmOu228OPZR+j0wGqVXN+rQaUSkA26y7AE9HCer0eqtUq6vU6ALNAdqvVQj6ff7CCzDqVSqW5zqtUKv2gNyq8lmmv18Pz58/RnvC50+v1+oOOLBtc7+7uJj7GujCYLuLwEPjxj00g8i1gHRyY2qkrtok5QasLEfmk1WoN9QtWq1XUwl+6N8R1X+Xx8TFevHgxcQ3VccHSBtfRGusmsJl3EZ9+6jZgqboLVldXg/7TWm24tmtruuHHarfNbVu7LRbNbdZKaRvZMQj2/e1qnMK8113AuJpnOp1eaBSrD0F4nHK5jHK5PFRTHTWuP9Xe3nStFGDNdHE//7n5Wast3zTrM67/SrQVer0e6vW6s3mZLpp5AaDRaAxNd+l0OmODajabfXCdu7u7iX2sa6eqidn29vaUiCjuqtWq3tzcDN1uNptaLBb7+9rttjabTW2323p6eqrNZlMzmYzW63W9ubnRZrOp2WxWm82m5vN5VVWtVCrabDa1Xq9ru91e+fNoNptarVb1/v5e7+/v9ebmRk9PT/vHb25utF6v92+fnp5Ovb0IANfqIL5sPMCtcwP2dNDOabaTk/CL+nCbdPzgYL4/VOydnAy/CES0cdVqtf/7zc2NHh0dqaoJhja4hAONDYzZbHboOplMph/IqtXqUGCyAXZV7u/vFcCDzT4XVfM8R8thn2OlUhl6HRbFYLrAZnsMs7hWQLWKk6GImcV1P1raoPkP/z5rfqlWzamoqgJ6jezYN8Ki24Gv0dm+EKqq19fDt1VVs4PXR1XNT8DsH73G9fX6yk20xSqVytBtW5s8PT3tB5j7+3s9PT3VbDbbP380mIZvHx0dDdVG8/n8UO13W7kKpgkdgJQDIAAuAQC1y0uISLDfEgCCX//azOEqlkrBPtNP8C/4mtMSferr3NCDAzNSmYi81Gg00Ol0cHR0hN3dXQBAt9vF8+fPUalU0G63cXNzA2Aw6tUmOgiPgt3f3x9KoHB3dzdxZC09JCYwJ4OIOHqyVXzjG3+If/zH7zq5mgSj/Lb+b2EHPng6opAoDlqtFjKZTD/QdTodVKtVHB8fo9frodlsolQq4dmzZygUCgBMcC0Wi/0k8fa+jx49wuXlZX9U8MXFBbLZLLrdLjKZjD+De1ZIRNqqmpt95ozrbP0HeEgul9Nrh6NTx410t9NNox+/AvCnTsp1cHCAq6srJ9dyinNWicgzroIpp8Z4w10+XW+bjNlcTERbisF0CbMqWPMeH1TYlq+xyYITw9eCzbtEtKUSOgDJLycnCam0tdvA977nPrsMEdGGsWbqgcRU2H70I65oQ0RbiQOQtkxiRgYDg5pquBZLRBQBByCNISJFmAm4sVrgj4NcFzS6Og8R0YZsTZ9pEEhLADa/Fg8RESXK1gRTVa0BiHUb7uiYGjvuJrzNOg5Ug2PibDs8dDdtxymbqJCIaMO8C6YiciQilQnHToPjxaAmuhUODtxd6xvf+EN3Fwt4O28VcLvWpK9fGojIe970mYpIHkAWQAFAd8zxCoCmqrbsbRE5UtXGekvq3qRkRYvNY/0uTO58N7yet+qaz18aiMhr3o3mDYJmSlVLI/vvVfX10O08gLKqFkL7qgDqNuCOSsZoXvPT1Z81UaODiShxXI3m9a6ZdxwRebjsOnAHYPuzMBMRkfe8aeadIQ0TPMN6ACAiKVXticgRgjXUROQubtNjaMNsH6vtVyUiiiAWNVMAKTyc8mKDaxoAVLWhqnuqWpoUSG9vb8eOVj07O1tdySkeOh2zEREtIC41096YfTa4jtZYJ9rZ2cHt7a2bEtF2qVY3XQIiirG5a6Yi8nawvRZsH4jIB6ssXMgdTO00LAUAqjou0CZWYpLmu2anySw6rWZc8n5OtSFKjCjNvO8DyKjqbwC8APAGgBfrCKhBs+1o0EwDGDtqN8lqtQQlzvfZm28C3//+pktBRGsy99QYEXlXVT8RkbcA3KjqV8L7nRVo8tSYCoCXdl7p6O15JGFqjGucGkNE22wTU2Pug595AOEA5uRTVkSyInIK4AjA4yDbUX9KjKqWAWSCDEinMAE9UsKG8ACkbR10NNri6O66W56a0DU2ERAlSpSa6Q9hMhNVABRV9TMReQTgLVX9yxWW0Zkk1ExHA+nJyeAzfVyQnXX8G9/4X/inf/pPTsuYiFoulwIiioW110xV9Scw/ZSlIJC+C5P+jzziMs8vAHz3u9+FqjrZEiWbNRsRJcLcU2NE5FxVn9rbLvtJyZ1JeX6BRXP90kKY/IEoUaL0mZZF5D0ReW1lpSHvrKoPlohom0QJpoWgb3RfRN4VkbdXVahVScIAJPLEMvNTpy0nR0RemruZV1VfhH8GCRz+FmaVllgMQGIGJFqbgwMu6UaUIFFG876tqr8MaqT/A2aKzHMAVQAZAKqqf72ykjqQhNG8rrkclMo5q0TkG1ejeaPk5m2IiP0UvABwoqpfBrd/ERTqvbjUUolig9NsiLwXNdH9+7aZd5SI/ImD8pBnmOeXiGi2KMG0PBpIg7mm96r6GYA9AJwPsGWYxMcD7Jog8l6UpA2fAICIfNNuMMHzODj+kyCoeoujeSmW9vY4opfIc1GWYPu2iNzBBNA2gA6AG8SoNrqzs9PPxsNgOh/OM/WAq2k1o9N1iMiZKPNMSwD2VPUNmNy8aVX9PQCfr6ZotK1cJc1PTOL8f/7nTZeAiGaIvARb8Ht/1K6I/MD3KTEWp8ZE53Ig6eHhIT5dwdxLTrWJyNZw2SFOtJEl2CAiPwh+/Tz0e2bZQlAyXF1dOUuazwC6hMtLsxGRM1FG83YBXIpIS1VfiMj/FpFLmMQNRBQXnO9E5FyUdIK/AJAL3X5HRL4d7Kctxc/dLcTmXSLnIjXzjlLVX8RpFRlOjYmuVhsMDB3dbNcbMP/xJIwX8l67zRG9RI5FzYA0ziWAJw6us3JMdL95zP3ugVzQwMR+ZyJnxtZMReSrIvI7EfntjO13AI7WXGbaANWHW7i1cJ7j5KFF5qeOznslovHBNEhg31DV37MbgHcAfGtkXw7A4zWWl4iWZb/tuMAmYyIA0/tMR4eefFVVhxI0qGoHwL3zUtFWOjnhgCbvtNsmsNpaZrFobocDpA2+trZaqw2aHnK5QbMx0TiHh24ydtkWEU8HXkzsMw0trzZLylFZaMtxEClRAv34x8BXvgL8/Odurvf1r7u5jmNRMiB9DOCvVPWXoX1vA/gzVf1wReVzihmQtouEv+k6cHBwgKurK6fXJCK/rT0DUhAwL0TklYi8FJFXMCN5/+eyhaBkcJ00/+DgwN3FgJWkOiRKvGLR3WA1j/voI80zVdV3ABQA1AA8VtV9Vf3NSkpGNIPL9IS0IBejgcetgkPbw2X6So/76CMnbVDVjqpeji4UHgdM2kDk2Ne+tukSkO8SMvJw7j7TbcA+081yuQKNa7b/NUn/D16yNVpPm/Jo+7jqM3WRAYmIyI1OZ9MlINfsF6Nw0/8WYjCltUlASw8tq1rddAnINZfpKz1uuWAzLxHYzEu0Mi77d1bQV8RmXiLaPnZUMPP+bg+XX1A9brmYOJpXRL45Zt+JiPwqSHL/9yLyn1dZONounP1AM5VKZqPNCaf/izKdaZ5pUstyOWfVsWlTY45F5Af2hoj8EMAegDJM0vufAPjz8DlEREvJZs1Gm3N1BXz00aZLMZ5dYNlDE/tMRSQF4EZV3whuv6uqn4w571xVn662mG6wz3SzODWG5mbfLNfXpmZTLJqJ/ycn5sO03X44sGVvz4wGrlbN+bUa8Dd/Y4IDbQeP+0yn1UxfB5AKNfdOKn132UJQsoRbaWxLUXiLcpxoorMzrka/iL09f6exeNxyMS2Y2kW/74KfaXtARF4LnRebVWOYAWmzHKfSXUkfrH1/uNgOPV0qKhamLfsGmP2j67KOLif35pvefvB6rdPxd76vx7l5pzXzvgsTQBWA/chqquo/iMjvAFQAvAJwGWG5to1iM+92cdnic3h4uJJE92w29oCrJuNSyXwj3PZm44SNqF751Jhx/aMhrwfnxCKIEs3ieuk118vDkSf+5V82XYLV8zmIejzwYuGkDSLyWtxWjGHNdLt4/H/FAU0UXz7XTGM6AAki8p6IPBOR/x7adxI0896LyF8tWwAiIvKIz3N9r6/N5qGJzbwi8jGAPMxo3f8iIn8G4ARAKdgEQD5OU2NouzDXL62Vz00hLvk8aMvXUcaYkU4wXPUVkSyAykh1uBYEXaK183TuNlG8eTpaFsCg6dnDf/5pwfRX4Ruq2hGRxpjzfu22SEREHvK0eTFRLi/Nz5gF09cB02+qqn8Z7HtuD4YGIHHYIm1EUlrdyBMeNzE65fM/lsd9O9OCqW3CfVdEWqr6D3YqjIh8FWYAUhWAv2n8iYhc8biJMTE8fu2XmRrzCMB1nOaacmrMdvH5CzSnxmwhn99wLtk+Ux9r4iso20bXMw2aeF8s++BERLHhcROjUz4GUWs0U5VHpq1n+u1gjulroX0fh+aY/jY8/5SIaKt5vPyXUx6vGeqzaUkbcjDNuL8B+uuZvoJZ0/RbAPYB/IGIfLDyUjrCRPfb5eTE/8oCk+ZvkXYb+N73oi+IPWmhbV//ppeXg1Gzvhld3MAj05p5X6lq+BXtjdz+HEAnCLKxsLOzg9vb200XgxzxuZJwcHDgNHH+KpLwU0Q/+pHbJd2+/nV313LJ92+onpq2aszHqvph6PakxcE/UNWfrrCMznAAEsURBzMRBWyN32FiiXUMQDoXkWsAPwPQgukn/RMETb/BouH5ZQtAtKikDK6kLZSwEbPO+LrOKqb0mQZTXh7B9J12ATSD7V5EfgugDSAVl1opbS/bJRUeM2H3hbdZx33twqItlMsNRqb6xueyVatm89Cs3LxfAngfwPsikgHwFoA7mP7Tz9dQPqKJDg6S0YVFRAGPRxnPPc9UVbswNVQiL0xbz3tW0y+bhmmjfH4D+lw2j9danbWe6Qci8iqYU/q3IvJHoWPfDuadck1TIiJaPY/XWp22nukPATwB8CFM0+47MFNh/kRV/4+q/kJEvgTw9wD+bC2lJVoRDmaitVrBqFRnfC6bx2utTmvm3R8ZLvyJiJQBPA+mzXwGk8SBiIii8HhUqtdl8zHAB6YF05ejO1S1B+CdoHkXMCN6iYgoCk9HpALwu2wem9pnagVzSvuCZA6vA3jsvkhERFvODqCZN/WgPb/dHpxj2ZSGruZ2+Zybd/S5e2TaPNOfBDXQHwK4EZG3R45/ApNS0M9nRkSUFG++CXz/+26ulZSE/o7NXM80WAg8PWleqYh8NS5rmjKdIE3i87rPsoJv4gcHB7iaNreI4qdWMyNds9lBzda+d66vTQ22WDRJ7E9OzPnt9sNlzXwejRfn9UyDQDkxWMYlkBJN42MQtVwnzQeYOJ+myGaBr31t06UYz8cUh4GZNdNtwpopERPnU4ytoAnJVc10rgFIRNvO43ENRGR5vNbq3OkEiYiINsrjtVYTVTO9vb2FiEBEcHZ2tuniEBFRFB6PNJ67Zioi78GsZfrLFZZnpXZ2dnB7e7vpYhAR0SI8Xms1SjPvOwAejN4RkddU9TfuikRERDTG6DQej0QJps8wfgm2IgAuEE6x5nFXDBHFQJQ+0wKAdrAU27Ngew7g6YrKRrQ2tivGjuoNb+HMalGOu8ruRkQBVS9rpUC0mmkOwAXMcmxhKXfFIdoezItAlBxRgmlZVV+M7hSRcU2/RLE060vvvMc5Z5VoBTxea3XuYKqqL0TkNZiVYrqq+pmIvK2qv1hd8YjiiX2wRCvg8VqrUabGPAJQBdAB8HcAPgPwuYj8QFX/ekXlI4olT6fCDXGVQJ9J82ltPF5rNUozb0FVvwX0AytU9UtZxZIWRLQyrhPnM2k+rY2v66wiWjD9uwn7/RxaRbRBPq9i5bIWye/StFa2ycfDoBplasx3ROSPgt8VAETkmwC+47hMRERED5VKZvNQlJrpOcw8UwXQC30jfeS8VERERKOy2U2XYKIoo3m/BPAtETkC8BbMiN5PVlYyIiKiMA+nxFiRl2BT1cYqCkJERBRXkZZgE5EfisidiPxWRF6JyH9dVcGI4uzkhHNNiZyzuTo9FGWe6QmAfQDHMAnvdwEURURU9S9XVD6iWIrDPFMicidKzXRXVR+r6gtV/VxVW6r6GMDrqyocERFR3/W12YrF4VUm2u2Htda9PXPbfrO1K1mE10J1WMuN0mf6csJ+f/M7EW2Iz/NMiWLLw0XBLdE5/9tF5L1xzbnhdIKTzvFFLpfT6+sH65sTOZeUYGqnyM37OULklXYbksu1VTW37KWi1EzfEZEyhhcIzwDoikgJgADYA+BtMCUiIupzWNONEkwzAD6ccY6fqSmIaKVcphVk4nxaG4dpCZdezzSMa5sSJYvrpPkAE+fTGl1eOrvU3KN5ZwXS4JyNrW0qIkURyQc/M5sqBxEwPM/UDjIMb+EvxPMcPzxcb/nndXV1BVV1thGtlcPJ4JEzIPkoCJ67qloLbtdh5sMSbYTreaasrBGtQK3mrHa6FcEUwBGAm9Btf7MhU+LMqnCxQka0IQ5z/XoXTINE+vuqWh5z7BRmNHEaAGxNFMAbGB5lDBFJqWpvxcUlIqK4yi09I6bPm2AqInmYGmUBI4ExOF4B0FTVlr0tIkehxPvptRWWiIgoJEpu3reDX22gKwKAqv7URUGCINkSkTcApMacUhyprTYBlAE0ALwaOTfNWiltCybMJ1oRVWcpBaPk5n0fQEZVfwPgBUzT6gsR+cBJSaYQkXF9oHcA8sHvDZiEERCRFIDWqstEtC61GhPnE/kuSjNvU1X/WkTeArCnqvtAfyTtqqVhgmdYL3j8lKp2RaQdaip+0N9KREQ0ZEMZkO6Dn3mYmqC1jrGIKTzsE7XBNQ2gFxqMxFopbZWk5PklWruOu3VaojTz7onIuzC1vp8BgIg8wnoG/ozr/7SPO1pjnej29hYi8mA7OztzUkgiIoqRatXZpeaumarqT4IFwkuq+lkQWDMY1FhX6Q4PByWlgnLNPdBoZ2cHt7e3LstFRERxVSwCJTcp5SNNjVHVcKqIrqp+4qQUsx+3IyKjQTMNNukSEdGiHI7sm7uZV0TeG9nVE5FHIvIDZ6WZrhYkdLAKANzV0YnIG+O6YxbZDn1Nakx+cFQrBaL1mQ41s6rq50Hyeyd9piKSDTIcHQF4LCKn4SkxwRzTjIgcBefdhBI2EG2tcNL8bXdwcOD0elyBhqbKuss8K9NWagj6SPcAvA4z5WR06FMGwLWq/rmzEq3Qzs6OfvHFFwCAjz76iAOPiLaYXWOVq9HQNCLSVtWl8wpO7TMN+kgvReRnAH4B4PnIKd1NLrsWFQcgERHRKsw7AKkMIL+uAUdENMB5pkQr4iiVIDBnn6mqfjkpkIrIN52VhoiIKIaiDEACAIjIa+ENTN1HRERxdH3t7FJRpsaciMjvYJI09EI/i85Ks2LhDEgcfERxUwz9p4k83KIc54wRImwsN+8ugNdV9cvwThH52FlpVowDkCiODg4AlzM8zs7cXo8otoru6oJTp8YMnSjyKJhXOrr/q6MB1le5XE6vHVbrieIoKQOaxOHgEuvg4ABXV1fOr0sbIgIBnEyNidJnqhMGGyVkOjkRxYnrBBAAk0BsHYfZUKLUTJ8D+HZw0+bJFQDfVtXfc1aiFWLNlCg5NVPXmARiO60lacOIDIAPMbwcmgA4XbYQREREa9duO7tUlGBantBn+spZaVbMjuYFmE6QkispeX6JZsotXSHtm7uZFzBzTAE8hkkj+JmIvK2qv3RWmhVjMy8RLYrNvIs5PDx02tfsdBDYJgYgicgjmET378AkvQeAz9e4BBsREcWM60FbTq/n8ItRlGbegqp+C+gHVqjql7KK8edEtDIcgESb4KJG73O4iTI15u8m7Oe/JBERxY/DDEhRgul3ROSPgt8V6Ce5/46z0hAREa1LZ3SJ7sVFaeY9B9AWEQXQC1W3HzkrDRER0bpUq0Cp5ORSUWqmHwZ9pk9hFgn/WFX3VfU3TkqyBkx0T0REfQ5z80aaZyoiNwCexymAhjHRPRHnmRL11WrOLhUlmB6r6ici8khEMgBuVPUzZyUhorVw+PlBFG+OmniBCM28qvpJ8POFql4C6IrI34rIB85KQ0REG3V4eNjvDnOxeS2bnX3OnKIkbXjb/hSRnwHoAvgSJpEDEcWEXSycaJxVrIyzihV8nNhQbt5GMJIXAKoYs1A4EdG2c1Xb8n1tVKZNjCbKaF4AeF9V/4Oq/pSBlCjeRIYHM9oaa3iLcnzbua5dcW1UDzhsookSTMeuGkNE8eJri5vvrq6uoKpONto+kVaNibudnR394osvAHAJNiLaHJ9XoElU2dptSC632sXBReQ9ACmYxcCv7VJrIvJVAHmYxcILAH6lqv9t2YKsA+eZErnFpPkUaw5z804bgFQDkB1drzToK/0EAETkEsArALEIpkRERH0OO/2n9ZnWZi38rao9AJfOSkNERLQul+7C17Rg+iv7i4iciMjPROS3Y5I0/ApERERx4zC35rRg2h8zrKqXqvo+gEtV/emk84iIiGJjTbl5xw0pGFcL5dADooRi0nyKtTVlQHoyJtNHYcy+JwBGa6tElABMmk+xllt6RkzftGC6B+D1Mft3R26/5aw0REREMTQtmF6o6oezLiAiHzssDxHFCOeZUqypOkspOG0AUnXOa8x73sbd3t72lwVi9iMiInJlYs1UVT+f5wLznucDZkAiIqI+hxmQoq4aQ0REjrhchPvw8HDTTyd+Ou6W42YwJSJas1Usls0l3RZQdddLGWVxcCKiIZxnuhjXi4K7WrA8cYpFoFRycikGUyJaGOeZUqw5fANO1o3jAAAQ2UlEQVSzmZeIiJLJUa0UYDAloiWIPNzCq1otcpzjaGhtsllnl2IwJaKFrWAcDb7+dffXJBprTbl5iYimmjWOZlZmJGZOcosDkTaHNVMiophzPdVmFVN3vOTwywdrpkTkDeb6XYzrqTYUHWumRESUTNfXzi6VqGDKRPdERNTnMDdvopp5meieiIj6wvO0lpSomikREVHf5aWzSzGYEpE3Tk6Y75fWyOGbTTRBw+ZyuZxeO+xwJiKi9bHzaF3GLRFpq2pu2euwZkpERMnkMAMSgykRecPm5yVai9zSFdI+BlMiIqIlMZgSEVEyOex7ZTB1odEAjo+B1183bVR7e+Z2r+f+sS4ugELBbMfHZj2+Wg3odqNPQG40BmVuNNyVsdUa/3oUCub3vT13j9fpALu75nEuLgb7azXz+K2Wm8dxfT0i2ioMpi4cHQH1+qD9vVQyt1Mpd4/RapkP82bTXNv+rFaBTMYElE4nerkdzrPqy+eHX4+nTwdlbreBJ09McC2Xl3+sbNZce9TNjfky4+oLjevrEdHmOcyAxGAaB72eCT6ACUijQTqfN0E1LmzWkXBN0rVKBbi/N18YfLwejcV5prRWUSsgUzCYxkG5bALq06eTzykW3daEVylcTodv5qmP4+P16IFazWxEa+GwEsJgui7l8qBp8/h4UNMETKAslQZ9oIXCcJ+i7afLZKY/xuefm5/hfkTblGqbiUf7Fq1m05xbLpvHH22CnVXGKMJNpdnscN9tq2Wuv7s7+FSN+tjd7sN+1PDzbzTMtS8uBv25gLk9um+e69kIMO6+gHm8vT1z3JY/3Pc67fnXaoPH3tsbvHa1mtlXKER//YnIcJibF6qamG1vb09XKp9XBVSr1Yf7U6nB7dNTc979vbmdyahms4Pj7bY5fnNjbpsxZ6rN5vxlaTbNfU5PH+6rVAb76nWzr1gcvn8qZcptzSrjOPb1qNeH9xeLD1+natXsOzoaPL79fdZj29vh5zVun33++fzgtbePO25fuNxRrxe+bzZr9llHR8N//1nP3z62va1q7jv6N9sC9q0e3k5OFj9+cLD+50CrA0AR/l9aVrWqAK7VQXxhzXTVOh1T23j8eLCvUjEDWlIpUyvpds2gHCubNT9tE4StkUYZ/JJORyvnaEd8Pm/K3e3OV8ZpqlVT27K1S8A8//C3Qlve/X3z8/7eDCxa9rHD7GNkMoMmW/vajtvX7S5+vfB9Ly9Nzd+ytclw7XTS8wfM883nB68FAJyfuxnA5ZmDA7fX+/RTt9ejLVMqObtUopZg2wj74Tfa3zb6ofvy5XDz69ER8MYb5vd83jTrvXw5fQDM8fH4ka2LsB/u3e58ZZzm+Hj+5pTRpuxlH3uccX2fu7uLXWvS9cJsU7bt+54WpCc15ZfLJvhWKmbrdmc3+8fQ1dX047OmBYaPu2zBoy2VzTobt8Fgumqzajm2lrW/D5yejj+nUgGePzcBtVIZf063O7s2GqVme3dnfoY/sKeVcVXmeX181uuZWn8qBbx4YX7WatHnq+bz5rWw/cjTBqMRAA5kojm0287yV7KZd9VsE12rNRzMLi7MNyL7ITnaZNlqDWpiqdSgxlkoPAzM3a5prggH2nG1pXBT46ibm8HvvZ55/KMjE0znKeOqbPKxXbBN5U+eDP4m4dc6ChtAr68HXzKIyAuJqpne3t72l/D56KOPcHZ25ubCjQbw7Jn5kAPMB3+zafrKUqnBSNlHj0wig1TK1LTsB2K7PRhFa2uCu7vDNbF83vSj2RGhgLlOOm3OHQ2UmYwJrtWqCY6p1KBf9Pzc/LTXz+eHR/B2OuaDO/z485TRarXM4056Pcadb8t0fm6Cz7yP3ekMyv3smTmeyQzvy2bN62T3NRrm/rnc4AuITX6RSg32ubje0ZFpb3z2DHj1yjRNP3kyaPa9uzPnTXv+lv1yM6l1gobYCkeCVpmkqByuqsD1TIl8F+4fLRSmtzBQH4Pp9nG+nqkIBOB6pkRbr1weDI6y84CJyA2HlatENfMSxc6TJ4Om7N1d0yRPRG44zM3LYErks2yWzbpEq+Jw/hSDKRFtJSbMp5kcrprFYEpEW4nzTGmmkxNnAZUDkIiIKJkcfuNiMCWirSTidBohbaN229ml2MxLRESxIo6+JbmcgsyaKRFtNZHhQZu2xhreohynzTlwvayQQwymRLSVPP7cpQVdXV05XePaZS8Am3mJaCtNWs4tyjJuYUxPSNOwZkpERInkMlM7gykRESWSu2SCDKZERJRQLseVMZgSEVEiuUsmyAFIRERzYa7f7XMCdwGVwZSIaA7M9bt9anAXTNnMS0REieQumSCDKRHRXJjrd/vkHF6LwZSIiGhJDKZERJRITHQ/gYgURSS76XIQEVGybE0wFZEigBKA9KbLQkRE/mMGpDFUtQa3qRbX6uzsbNNFIFpYEt6/Jyeca7ptOubHjotria5xCQQROQKwr6rlMcdOAXQR1CyD4Bj1+lUAdVVtjTuey+X0+trPeCsiWOffgsglvn8pjmoiKAFQ1aXHaa+lZioi+SBYlgCkxhyvAOioaiMIortB4CUiIlqJ2OXmVdWWql6gX6t+oDhSm2zCBF4A/YFFp2O2fJRy3N7eRir3vE1X85yXhGawUZt8zqt6bBfXXfQaUe7H9+5yxj3ndc0zTfp7N8r5y75/XSa1WnczbwVASlXDgTIL4IWqvj6yrx216j2rmVdENMrznbfpap7zZp2zjc1km3xOq3psF9dd9BpR7rfO927UssXBuOezrsXBk/7ejXL+su9NCf6osWnmnSEN4G5kXw8ARORBk/AkQbNwDsAxp8cQEdEsLgOFD4nuU3g4ncUG1zSCwDqLqjYANGac9v9E5N+O2f8FgHFtwDsiMk/b8DznzTpn3seKk00+p1U9tovrLnqNKPdb53s3atniYOLzWUNTb9Lfu1HOd/He/I8RyjWRD8F0XLC0wXW0xroUVf13Lq+3akGzdRlABgBUdVKfM5F3gpalxzCj9DGp+4XIN8F79x7BexcmJj2a9hnsQzC9w8MRvikAUNW5aqVbLAfgcwC1cdOJiDxXV9VC8MF0CYDBlOIiF+5HFZHirMrMxoOpqnZEZDRopsF/PAA4D5qviWIlGGlva6Q9AMebLRHR/MKtKCJyNE/eg40H00AtKLANHAUA1U0WyKUlklWkgw+lLICGqnZH70+0agu+f7PB8SyAPIAWuyloExwkC5orRe1agmnoH+oIJkDcIPTPparlYN7oEUz/4M021MhCgbCAQdt7+HgFQNN+CxKRSvhLhf3DikgXQB1uU0kSTbXs+xdAOmh56sKsw7y7pqITuXj/2pzvc7WSrnWeaVKNm18b7L8fmV+bB1AO+pmOAGSCZBcPziValwXfv0UAu7Y2EMzx5tLatHaLvH9D+9qqOlclxod5pok0YS7sHUwNHjCjnBvBuRnEOIk/bZ853r/PEYxCDwYgsYuCvDHH+9fKzHtNX/pMk2hqsgpVbYnIUfBH3wcHcJBfZr1/eyLyLKihpsD3L/ll5vs32Df3l0AG082Zmawi1HYf+/5j2jpR3r9EvpkrWdC8TbwAm3k3aW3JKohWgO9fijPn718G081hsgqKM75/Kc6cv38ZTDckmBbEZBUUS3z/Upyt4v3LYLpZtZFF0LcqWQVtPb5/Kc6cvn85z3SFQskqSjDfes4xkgkmlIEjAzNow+V6tUQL4/uX4mzd718GUyIioiWxmZeIiGhJDKZERERLYjAlIiJaEoMpERHRkhhMiYiIlsRgSkREtCQGUyIioiUxmBLFSLA2aCKJSEZE6sFiz5ssR1FEqiPZcyjhuAQbxUawSHoJwCmADoBnocO7AOqq6kVuWBGpAoCqlhxdLwXgEsARAJly3qzXqAigFONMRS9V9SK8I3jOZQA3od32fZCZtRRcEBSfAsgCqAEoh5OdB2uyVoNrllW1Fjwmgyn1MZhSbKhqF0A5+PB7NuZDtS4iGU8CRR0jSzmJSHHRsgUf7sciMjVl2RyvURUmxdpWCJ5nCcDxSADMwwTAmbVYVW2ISAvAPcwXst7I8ZqI7Kpq2W3paZswmNLWUNVjEVERaQVBZZNlGVdDnnuh4VVR1Y6I5DZdDheC2uElgLfGBMCWiHTG3/MhVe0FAbWEkZVDglaBlw6KTFuMfaa0bVqYozaySiKSEpF8kGjb3q5isPjwJspUDN283lQ5HKvCJC6ftP5k1BVAKgCOxvRLP57VVEzEmiltmyZM7QJAv1bxFKZmsQ+gGdRa8jAfnt3gPnfB8ZtwU2xw/2JwHmD64C5Cx23fZAqDJZx6QRnsvjxMIM0G5/dXp5hUvtD1KxjUipZZdLtfK7arZoy8BjbwFCa8BtNew2uY1/BJcMz2KZZC9wn3Z95h8IXnOKgt54NrXERoTrUrgowVlDEz63mMnN+D+XuHm8cTO+iLIlBVbtxitcF8MJ9OOFY0b+uhczMjt1PB70cwgSN8/3r42gDa9vzgdh5ANfRYR6FjRwCyofOaI8fqE57LpPI17fWC25nwc5vjNWrCDESqTrqffQ1sGWACh0YoY9HehhnAY59/e9JrEdo3+toXZzynjP3b2HKGX/85X5OxzyO0rxIuV1DO7LSycOOmqmzmpa2TQlCDs1MXdLj/tAPgcej2aN9qFab2Ymtu0FAzopqaTDGo5XQBVIKpEnbU6Nx9tdPKFzQR5zS09qJG7wduquqFmhHF/dreSDNmL3xt+1ztOXO8hncAuqraU9VOqLxZDF6LLoChftrgdUSoKTwP4Pm8Tyz0N3nQdB78PSoi0gwGpWXnfC8A5u+fseWCCaRz971ScrGZl7bNLgZ9ghkAPRsUAy8xPeB1MWjWy2JkRG6gBxPoWiJSgmlqrAYDXh5FKOu08uVmlDMSHR7VmwcQ7gOc1nw8z2s47v6N0ONMCpQVmC8uxzA1xKjN2C2YZumhEdI6aEJXmGlAthl55ntBVbt2IJKIlCc8N6IHGExp2zzGIKDZ2lZ4dOaseagZDD5Auxg/aCgFoCsiR0Ft1NayKnjY3/ZA0I9na7Zjyxd86Gce3tuJKNdd5DUEzPzWdFAjvNPx822fw9Tsw7XYKEoA2iIyTyCO8jyqMM39bUSoLVOysZmXtoaI1AGc22a5INDZ4GXPSYWa8ICHgaXfJBrcPzVy/yMAjaC5MDNS03mGybqhx8oETaITyxd86HfDZR0p90KC5tvCvOfP+RqOs6+qNVVt6ISRsEEAfA6gskhTavA3OAHwIly+oIx5hGqVUZ5HqLx7C9SWKaFYM6XYCI0QzQB4ItJPBPQGTE2vqg/ndz4C8FRE+vMERz7cu0GA7ME06zZ1OLHCXuj+aZjmyOPgWA8moNpMOBlVvQg+oMsAcjZRQ9DUeB1MUQk3HU8rnz1ma8u2H7MO4GTcB/2U1wgYZECyzaC2nHaUcQ1BfzFMjbESBKyxZQzuXwqe5ymAWqhMNyJyH3quXZi/z2hgrWKkPzWKoBwdmEQV9rFfBY+3h+EvS7PeC2EXmP7liGiIqE5NqEK0tWz2HFWdu6ZGswVB9glMK0EvqA3bBAsn4VpoqKl8nutmYEbvTm1GXwefykJ+YDMvEbmWh8mha0cK94IAeg2YubkjzeNEscdmXkqkkSbKhXPm0kNBU3cx1KSdhmmibgbN3WmY5nG+7rQ12MxLRLEQNK1WMHl08LrKUYTpj23O20RN24/BlIiIaEnsMyUiIloSgykREdGSGEyJiIiWxGBKRES0JAZTIiKiJf1/sew8OBBziJMAAAAASUVORK5CYII=\n", - "text/plain": [ - "<matplotlib.figure.Figure at 0x7f8e14957490>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "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": "2.7.15" - } - }, - "nbformat": 4, - "nbformat_minor": 1 -} diff --git a/plot_llh/test.tex b/plot_llh/test.tex deleted file mode 100644 index 97c09ec..0000000 --- a/plot_llh/test.tex +++ /dev/null @@ -1,795 +0,0 @@ -% This file was created by matplotlib2tikz v0.7.5. -\begin{tikzpicture} - -\begin{axis}[ -hide x axis, -hide y axis, -legend cell align={left}, -legend cell align={left}, -legend style={at={(0.98,0.99)}, draw=none}, -legend style={at={(0.98,0.99)}, draw=none}, -tick pos=left, -xmin=-1.25, xmax=26.25, -ymin=-2.5, ymax=22.5 -] -\path [draw=black, draw opacity=0.8, fill opacity=0, line width=0.48pt] -(axis cs:16.0283695939682,3.69247669355985) ---(axis cs:15.972143000776,3.65514734095825) ---(axis cs:15.9114726069178,3.62281531195435) ---(axis cs:15.8472985633549,3.59549950298902) ---(axis cs:15.7805610210481,3.57321881050313) ---(axis cs:15.7122001313509,3.55599213193975) ---(axis cs:15.6432406803016,3.54405465502563) ---(axis cs:15.5750292099827,3.53846383918167) ---(axis cs:15.5089887118382,3.54047251590387) ---(axis cs:15.446542177312,3.55133351668827) ---(axis cs:15.3891125960177,3.57229967063237) ---(axis cs:15.3377004274276,3.60407012477057) ---(axis cs:15.2916979537471,3.64523667610403) ---(axis cs:15.2501149146799,3.69388983923818) ---(axis cs:15.2119610499301,3.7481201287784) ---(axis cs:15.176246100637,3.80601806651938) ---(axis cs:15.1420212407036,3.86588166293353) ---(axis cs:15.1084874590034,3.92675917799232) ---(axis cs:15.0748795946538,3.98786838829562) ---(axis cs:15.0404324909298,4.04842707458945) ---(axis cs:15.0045368185353,4.10780842636092) ---(axis cs:14.9671516014799,4.1659524593111) ---(axis cs:14.928365404933,4.22292838224076) ---(axis cs:14.8882667940642,4.27880540395063) ---(axis cs:14.8469443340429,4.33365273324148) ---(axis cs:14.8044865900388,4.38753957891407) ---(axis cs:14.7609821272213,4.44053514976915) ---(axis cs:14.71651951076,4.49270865460747) ---(axis cs:14.6711873058243,4.54412930222979) ---(axis cs:14.6250740775837,4.59486630143686) ---(axis cs:14.5782683912078,4.64498886102945) ---(axis cs:14.5308588118661,4.6945661898083) ---(axis cs:14.4829339047281,4.74366749657418) ---(axis cs:14.4345822349633,4.79236199012783) ---(axis cs:14.3858923677413,4.84071887927001) ---(axis cs:14.3369528682314,4.88880737280149) ---(axis cs:14.2878523016034,4.936696679523) ---(axis cs:14.2386792330266,4.98445600823531) ---(axis cs:14.1895222275398,5.03215456766584) ---(axis cs:14.1404580153776,5.07985492947604) ---(axis cs:14.0915191128636,5.12759486976302) ---(axis cs:14.0427277132242,5.17540637533713) ---(axis cs:13.9941060096859,5.22332143300868) ---(axis cs:13.9456761954755,5.27137202958802) ---(axis cs:13.8974604638193,5.31959015188549) ---(axis cs:13.8494810079439,5.36800778671141) ---(axis cs:13.8017600210759,5.41665692087613) ---(axis cs:13.7543196964419,5.46556954118997) ---(axis cs:13.7071822272684,5.51477763446328) ---(axis cs:13.660369806782,5.56431318750638) ---(axis cs:13.6139046282091,5.61420818712962) ---(axis cs:13.5678088847764,5.66449462014332) ---(axis cs:13.5221047697104,5.71520447335783) ---(axis cs:13.4768144762377,5.76636973358347) ---(axis cs:13.4319601975848,5.81802238763058) ---(axis cs:13.3875641269783,5.8701944223095) ---(axis cs:13.3436484576447,5.92291782443056) ---(axis cs:13.3002353826718,5.97622458063376) ---(axis cs:13.2573236141432,6.03011785659623) ---(axis cs:13.2148229857819,6.08449172726241) ---(axis cs:13.1726223060624,6.13921446084836) ---(axis cs:13.1306103834596,6.19415432557015) ---(axis cs:13.088676026448,6.24917958964383) ---(axis cs:13.0467080435023,6.30415852128545) ---(axis cs:13.0045952430974,6.3589593887111) ---(axis cs:12.9622264337078,6.41345046013683) ---(axis cs:12.9194904238083,6.46750000377869) ---(axis cs:12.8762760218736,6.52097628785274) ---(axis cs:12.8324720363784,6.57374758057506) ---(axis cs:12.7879672757973,6.62568215016171) ---(axis cs:12.7426505486051,6.67664826482873) ---(axis cs:12.6964106632765,6.7265141927922) ---(axis cs:12.6491364282861,6.77514820226817) ---(axis cs:12.6007166521088,6.82241856147271) ---(axis cs:12.5510401432191,6.86819353862187) ---(axis cs:12.4999957101265,6.91234140192745) ---(axis cs:12.4474928849978,6.95472787014492) ---(axis cs:12.3935211580257,6.99520882546996) ---(axis cs:12.3380893005873,7.03363777809721) ---(axis cs:12.2812060840595,7.06986823822128) ---(axis cs:12.2228802798195,7.10375371603682) ---(axis cs:12.1631206592442,7.13514772173844) ---(axis cs:12.1019359937107,7.16390376552078) ---(axis cs:12.039335054596,7.18987535757848) ---(axis cs:11.9753266132771,7.21291600810615) ---(axis cs:11.9099194411683,7.23287922739653) ---(axis cs:11.8431915689419,7.24980153930202) ---(axis cs:11.7754913412083,7.26443375652556) ---(axis cs:11.7072330408818,7.27770092990107) ---(axis cs:11.6388309508766,7.29052811026245) ---(axis cs:11.5706993541071,7.30384034844363) ---(axis cs:11.5032525334875,7.31856269527851) ---(axis cs:11.4369047719321,7.33562020160102) ---(axis cs:11.3720703523551,7.35593791824506) ---(axis cs:11.3091635576634,7.38044089602465) ---(axis cs:11.248505369159,7.40980816503903) ---(axis cs:11.1900483936323,7.44374741345714) ---(axis cs:11.1336543366234,7.48172663806522) ---(axis cs:11.0791849036722,7.52321383564953) ---(axis cs:11.0265018003186,7.56767700299635) ---(axis cs:10.9754667321027,7.61458413689193) ---(axis cs:10.9259414045644,7.66340323412252) ---(axis cs:10.8777875232437,7.7136022914744) ---(axis cs:10.8308667936822,7.76464930575265) ---(axis cs:10.7850488492334,7.81610581474539) ---(axis cs:10.7402344787528,7.86790096286923) ---(axis cs:10.6963321234607,7.92005418550118) ---(axis cs:10.6532502245777,7.97258491801828) ---(axis cs:10.6108972233244,8.02551259579753) ---(axis cs:10.5691815609212,8.07885665421596) ---(axis cs:10.5280116785887,8.13263652865059) ---(axis cs:10.4872960175473,8.18687165447843) ---(axis cs:10.4469430190176,8.2415814670765) ---(axis cs:10.406902874801,8.29678775227696) ---(axis cs:10.3672921459738,8.35252166209341) ---(axis cs:10.328268828269,8.40881668120884) ---(axis cs:10.2899909174196,8.46570629430622) ---(axis cs:10.2526164091584,8.52322398606854) ---(axis cs:10.2163032992186,8.58140324117877) ---(axis cs:10.1812095833329,8.6402775443199) ---(axis cs:10.1474932572343,8.69988038017491) ---(axis cs:10.1153123166559,8.76024523342677) ---(axis cs:10.0848247573304,8.82140558875846) ---(axis cs:10.0561885749909,8.88339493085297) ---(axis cs:10.0295617653704,8.94624674439327) ---(axis cs:10.0051023242017,9.00999451406235) ---(axis cs:9.98296824721776,9.07467172454318) ---(axis cs:9.9633175301516,9.14031186051875) ---(axis cs:9.94630816873614,9.20694840667203) ---(axis cs:9.93209815870431,9.274614847686) ---(axis cs:9.92084549578906,9.34334466824365) ---(axis cs:9.91270817572334,9.41317135302795) ---(axis cs:9.90791546440621,9.48396195479845) ---(axis cs:9.90698974162383,9.55489903923306) ---(axis cs:9.910528730209,9.62498922899101) ---(axis cs:9.91913015305275,9.69323914659553) ---(axis cs:9.93339173304614,9.75865541456984) ---(axis cs:9.95391119308019,9.82024465543718) ---(axis cs:9.98128625604595,9.87701349172076) ---(axis cs:10.0161146448345,9.92796854594382) ---(axis cs:10.0589940823367,9.97211644062957) ---(axis cs:10.1101681317738,10.0086562421231) ---(axis cs:10.1684111087856,10.0375853787614) ---(axis cs:10.2321163801232,10.05910827947) ---(axis cs:10.299677311878,10.073429373533) ---(axis cs:10.3694872703791,10.0807530901845) ---(axis cs:10.4400226786587,10.0812665081769) ---(axis cs:10.510078140496,10.0750902385466) ---(axis cs:10.5785244405913,10.0623289781936) ---(axis cs:10.6442323640365,10.0430874241684) ---(axis cs:10.7063386599704,10.0175724925499) ---(axis cs:10.7650078473605,9.98638610631672) ---(axis cs:10.8206526700328,9.9502255897021) ---(axis cs:10.8736858718127,9.90978826693947) ---(axis cs:10.9245201965262,9.8657714622622) ---(axis cs:10.9735683879988,9.8188724999037) ---(axis cs:11.0212431900563,9.76978870409733) ---(axis cs:11.0679573465244,9.7192173990765) ---(axis cs:11.1141236012287,9.66785590907459) ---(axis cs:11.1601546969061,9.61640155644248) ---(axis cs:11.2063822898816,9.56541150534966) ---(axis cs:11.2528365234452,9.514921753496) ---(axis cs:11.2994774742141,9.46484718806178) ---(axis cs:11.3462652188055,9.41510269622728) ---(axis cs:11.3931598338367,9.36560316517278) ---(axis cs:11.440121395925,9.31626348207857) ---(axis cs:11.4871099816875,9.26699853412493) ---(axis cs:11.5340856677415,9.21772320849213) ---(axis cs:11.5810085307789,9.16835239249984) ---(axis cs:11.6278508596534,9.1188238176617) ---(axis cs:11.6746311400006,9.06916163165723) ---(axis cs:11.7213787793038,9.01941041268503) ---(axis cs:11.7681231850462,8.96961473894373) ---(axis cs:11.8148937647113,8.91981918863195) ---(axis cs:11.8617199257824,8.8700683399483) ---(axis cs:11.9086310757427,8.82040677109141) ---(axis cs:11.9556566220757,8.77087906025991) ---(axis cs:12.0028259722647,8.7215297856524) ---(axis cs:12.0501685337928,8.67240352543108) ---(axis cs:12.0977136852485,8.62353919725199) ---(axis cs:12.1454906960268,8.57495432770738) ---(axis cs:12.1935288097338,8.52666139126623) ---(axis cs:12.2418572699753,8.47867286239748) ---(axis cs:12.2905053203574,8.43100121557013) ---(axis cs:12.339502204486,8.38365892525311) ---(axis cs:12.3888771659671,8.33665846591542) ---(axis cs:12.4386594484066,8.29001231202601) ---(axis cs:12.4888782953835,8.24373293804876) ---(axis cs:12.5395516674522,8.19783069712631) ---(axis cs:12.5906541928911,8.15230779550056) ---(axis cs:12.6421500990591,8.10716448393677) ---(axis cs:12.6940036133153,8.06240101320017) ---(axis cs:12.7461789630188,8.01801763405602) ---(axis cs:12.7986403755285,7.97401459726954) ---(axis cs:12.8513520782035,7.93039215360598) ---(axis cs:12.9042782984029,7.88715055383059) ---(axis cs:12.9573832634856,7.84429004870861) ---(axis cs:13.010631200827,7.80181088899352) ---(axis cs:13.0639968968902,7.75970572874794) ---(axis cs:13.1174959178664,7.71793788323184) ---(axis cs:13.1711536731977,7.67646358602011) ---(axis cs:13.2249955723261,7.63523907068762) ---(axis cs:13.2790470246937,7.59422057080928) ---(axis cs:13.3333334397425,7.55336431995996) ---(axis cs:13.3878802269147,7.51262655171456) ---(axis cs:13.4427127956523,7.47196349964796) ---(axis cs:13.4978565554008,7.43133139735355) ---(axis cs:13.553348964453,7.39074896429012) ---(axis cs:13.6092747160819,7.35047988265707) ---(axis cs:13.6657300769689,7.31084785487375) ---(axis cs:13.7228113137955,7.27217658335947) ---(axis cs:13.7806146932432,7.23478977053357) ---(axis cs:13.8392364819935,7.19901111881538) ---(axis cs:13.898772946728,7.16516433062421) ---(axis cs:13.959320354128,7.13357310837941) ---(axis cs:14.0209749708649,7.1045611544721) ---(axis cs:14.0837834573266,7.0783166285964) ---(axis cs:14.1475975652525,7.05449512799041) ---(axis cs:14.2122211828156,7.03262146894184) ---(axis cs:14.2774581981889,7.01222046773842) ---(axis cs:14.3431124995455,6.99281694066786) ---(axis cs:14.4089879750584,6.97393570401787) ---(axis cs:14.4748885129007,6.95510157407618) ---(axis cs:14.5406180012455,6.9358393671305) ---(axis cs:14.6059803282658,6.91567389946854) ---(axis cs:14.6708124325758,6.8942003767797) ---(axis cs:14.7350835624584,6.87129579216947) ---(axis cs:14.7987960706114,6.84690764309664) ---(axis cs:14.8619523097329,6.82098342701999) ---(axis cs:14.9245546325211,6.79347064139876) ---(axis cs:14.9866461138737,6.76445637960855) ---(axis cs:15.048432002647,6.73458366821276) ---(axis cs:15.1101579132602,6.70463390713836) ---(axis cs:15.1720694601324,6.67538849631233) ---(axis cs:15.2344122576826,6.64762883566031) ---(axis cs:15.2973902284692,6.6219844305065) ---(axis cs:15.3610415661269,6.59848099136182) ---(axis cs:15.4253632900731,6.57699422004888) ---(axis cs:15.4903524197255,6.55739981839031) ---(axis cs:15.5560059745016,6.53957348820874) ---(axis cs:15.6223209738192,6.5233909313268) ---(axis cs:15.6892944370957,6.50872784956711) ---(axis cs:15.7569233837489,6.4954599447523) ---(axis cs:15.8252048331963,6.48346291870499) ---(axis cs:15.8940828301956,6.47253225611805) ---(axis cs:15.9632874261476,6.46213940122935) ---(axis cs:16.0324946452676,6.45167398735576) ---(axis cs:16.1013805117695,6.44052564781129) ---(axis cs:16.169621049867,6.42808401590995) ---(axis cs:16.2368922837736,6.41373872496575) ---(axis cs:16.3028702377032,6.3968794082927) ---(axis cs:16.3672309358693,6.37689569920483) ---(axis cs:16.4296504024858,6.35317723101613) ---(axis cs:16.4898046617661,6.32511363704062) ---(axis cs:16.5473964075764,6.29224478338443) ---(axis cs:16.60223840134,6.25473055760366) ---(axis cs:16.6541717953488,6.21289077582872) ---(axis cs:16.7030377419261,6.16704525436567) ---(axis cs:16.748677393395,6.11751380952053) ---(axis cs:16.7909319020786,6.06461625759933) ---(axis cs:16.8296424203002,6.0086724149081) ---(axis cs:16.8646501003829,5.95000209775288) ---(axis cs:16.895796094651,5.88892512243965) ---(axis cs:16.9229569988926,5.82575946607214) ---(axis cs:16.9461498276643,5.76081581926225) ---(axis cs:16.9654263646749,5.69440306841043) ---(axis cs:16.9808383936333,5.62683009991714) ---(axis cs:16.9924376982485,5.55840580018284) ---(axis cs:17.0002760622293,5.489439055608) ---(axis cs:17.0044052692846,5.42023875259307) ---(axis cs:17.0048771031233,5.35111377753851) ---(axis cs:17.0017433474543,5.28237301684479) ---(axis cs:16.9950557859865,5.21432535691236) ---(axis cs:16.984857570117,5.14724406875843) ---(axis cs:16.971157088077,5.08125899675854) ---(axis cs:16.9539539784307,5.01646388571832) ---(axis cs:16.9332478797423,4.95295248044301) ---(axis cs:16.9090384305758,4.89081852573783) ---(axis cs:16.8813252694955,4.83015576640802) ---(axis cs:16.8501080350654,4.77105794725882) ---(axis cs:16.8153863658497,4.71361881309544) ---(axis cs:16.7771599004619,4.65793210869096) ---(axis cs:16.7356381151072,4.60395470385484) ---(axis cs:16.691854346193,4.55110607262237) ---(axis cs:16.6470440938411,4.49867381965894) ---(axis cs:16.602442858173,4.44594554962993) ---(axis cs:16.5592861392641,4.3922088672274) ---(axis cs:16.5184753209888,4.33694453411253) ---(axis cs:16.4795959920056,4.28039399046141) ---(axis cs:16.4419098798953,4.22298590479758) ---(axis cs:16.4046787122398,4.16514894564448) ---(axis cs:16.3672605048552,4.10730050633136) ---(axis cs:16.3293957808851,4.04981318920724) ---(axis cs:16.2909200334403,3.99304847579393) ---(axis cs:16.2516687556312,3.93736784761322) ---(axis cs:16.2114774405683,3.88313278618693) ---(axis cs:16.1700311145046,3.83077646489605) ---(axis cs:16.1264110869745,3.78101970567534) ---(axis cs:16.0795472745914,3.73465546355363) ---(axis cs:16.0283695939682,3.69247669355985) ---cycle; -\addplot [thick, black, forget plot] -table {% -0 0 -25 0 -}; -\addplot [thick, black, forget plot] -table {% -12.5 21.650635094611 -0 0 -}; -\addplot [thick, black, forget plot] -table {% -12.5 21.650635094611 -25 0 -}; -\addplot [lightgray!66.9281045752!black, opacity=0.4, dashed, forget plot] -table {% -0 0 -25 0 -}; -\addplot [lightgray!66.9281045752!black, opacity=0.4, dashed, forget plot] -table {% -2.5 4.33012701892219 -22.5 4.33012701892219 -}; -\addplot [lightgray!66.9281045752!black, opacity=0.4, dashed, forget plot] -table {% -5 8.66025403784439 -20 8.66025403784439 -}; -\addplot [lightgray!66.9281045752!black, opacity=0.4, dashed, forget plot] -table {% -7.5 12.9903810567666 -17.5 12.9903810567666 -}; -\addplot [lightgray!66.9281045752!black, opacity=0.4, dashed, forget plot] -table {% -10 17.3205080756888 -15 17.3205080756888 -}; -\addplot [lightgray!66.9281045752!black, opacity=0.4, dashed, forget plot] -table {% -12.5 21.650635094611 -0 0 -}; -\addplot [lightgray!66.9281045752!black, opacity=0.4, dashed, forget plot] -table {% -12.5 21.650635094611 -25 0 -}; -\addplot [lightgray!66.9281045752!black, opacity=0.4, dashed, forget plot] -table {% -15 17.3205080756888 -5 0 -}; -\addplot [lightgray!66.9281045752!black, opacity=0.4, dashed, forget plot] -table {% -10 17.3205080756888 -20 0 -}; -\addplot [lightgray!66.9281045752!black, opacity=0.4, dashed, forget plot] -table {% -17.5 12.9903810567666 -10 0 -}; -\addplot [lightgray!66.9281045752!black, opacity=0.4, dashed, forget plot] -table {% -7.5 12.9903810567666 -15 0 -}; -\addplot [lightgray!66.9281045752!black, opacity=0.4, dashed, forget plot] -table {% -20 8.66025403784439 -15 0 -}; -\addplot [lightgray!66.9281045752!black, opacity=0.4, dashed, forget plot] -table {% -5 8.66025403784439 -10 0 -}; -\addplot [lightgray!66.9281045752!black, opacity=0.4, dashed, forget plot] -table {% -22.5 4.33012701892219 -20 0 -}; -\addplot [lightgray!66.9281045752!black, opacity=0.4, dashed, forget plot] -table {% -2.5 4.33012701892219 -5 0 -}; -\addplot [lightgray!66.9281045752!black, opacity=0.4, dashed, forget plot] -table {% -25 0 -25 0 -}; -\addplot [lightgray!66.9281045752!black, opacity=0.4, dashed, forget plot] -table {% -0 0 -0 0 -}; -\addplot [very thin, lightgray!66.9281045752!black, opacity=0.4, dotted, forget plot] -table {% -0 0 -25 0 -}; -\addplot [very thin, lightgray!66.9281045752!black, opacity=0.4, dotted, forget plot] -table {% -1.25 2.1650635094611 -23.75 2.1650635094611 -}; -\addplot [very thin, lightgray!66.9281045752!black, opacity=0.4, dotted, forget plot] -table {% -2.5 4.33012701892219 -22.5 4.33012701892219 -}; -\addplot [very thin, lightgray!66.9281045752!black, opacity=0.4, dotted, forget plot] -table {% -3.75 6.49519052838329 -21.25 6.49519052838329 -}; -\addplot [very thin, lightgray!66.9281045752!black, opacity=0.4, dotted, forget plot] -table {% -5 8.66025403784439 -20 8.66025403784439 -}; -\addplot [very thin, lightgray!66.9281045752!black, opacity=0.4, dotted, forget plot] -table {% -6.25 10.8253175473055 -18.75 10.8253175473055 -}; -\addplot [very thin, lightgray!66.9281045752!black, opacity=0.4, dotted, forget plot] -table {% -7.5 12.9903810567666 -17.5 12.9903810567666 -}; -\addplot [very thin, lightgray!66.9281045752!black, opacity=0.4, dotted, forget plot] -table {% -8.75 15.1554445662277 -16.25 15.1554445662277 -}; -\addplot [very thin, lightgray!66.9281045752!black, opacity=0.4, dotted, forget plot] -table {% -10 17.3205080756888 -15 17.3205080756888 -}; -\addplot [very thin, lightgray!66.9281045752!black, opacity=0.4, dotted, forget plot] -table {% -11.25 19.4855715851499 -13.75 19.4855715851499 -}; -\addplot [very thin, lightgray!66.9281045752!black, opacity=0.4, dotted, forget plot] -table {% -12.5 21.650635094611 -0 0 -}; -\addplot [very thin, lightgray!66.9281045752!black, opacity=0.4, dotted, forget plot] -table {% -12.5 21.650635094611 -25 0 -}; -\addplot [very thin, lightgray!66.9281045752!black, opacity=0.4, dotted, forget plot] -table {% -13.75 19.4855715851499 -2.5 0 -}; -\addplot [very thin, lightgray!66.9281045752!black, opacity=0.4, dotted, forget plot] -table {% -11.25 19.4855715851499 -22.5 0 -}; -\addplot [very thin, lightgray!66.9281045752!black, opacity=0.4, dotted, forget plot] -table {% -15 17.3205080756888 -5 0 -}; -\addplot [very thin, lightgray!66.9281045752!black, opacity=0.4, dotted, forget plot] -table {% -10 17.3205080756888 -20 0 -}; -\addplot [very thin, lightgray!66.9281045752!black, opacity=0.4, dotted, forget plot] -table {% -16.25 15.1554445662277 -7.5 0 -}; -\addplot [very thin, lightgray!66.9281045752!black, opacity=0.4, dotted, forget plot] -table {% -8.75 15.1554445662277 -17.5 0 -}; -\addplot [very thin, lightgray!66.9281045752!black, opacity=0.4, dotted, forget plot] -table {% -17.5 12.9903810567666 -10 0 -}; -\addplot [very thin, lightgray!66.9281045752!black, opacity=0.4, dotted, forget plot] -table {% -7.5 12.9903810567666 -15 0 -}; -\addplot [very thin, lightgray!66.9281045752!black, opacity=0.4, dotted, forget plot] -table {% -18.75 10.8253175473055 -12.5 0 -}; -\addplot [very thin, lightgray!66.9281045752!black, opacity=0.4, dotted, forget plot] -table {% -6.25 10.8253175473055 -12.5 0 -}; -\addplot [very thin, lightgray!66.9281045752!black, opacity=0.4, dotted, forget plot] -table {% -20 8.66025403784439 -15 0 -}; -\addplot [very thin, lightgray!66.9281045752!black, opacity=0.4, dotted, forget plot] -table {% -5 8.66025403784439 -10 0 -}; -\addplot [very thin, lightgray!66.9281045752!black, opacity=0.4, dotted, forget plot] -table {% -21.25 6.49519052838329 -17.5 0 -}; -\addplot [very thin, lightgray!66.9281045752!black, opacity=0.4, dotted, forget plot] -table {% -3.75 6.49519052838329 -7.5 0 -}; -\addplot [very thin, lightgray!66.9281045752!black, opacity=0.4, dotted, forget plot] -table {% -22.5 4.33012701892219 -20 0 -}; -\addplot [very thin, lightgray!66.9281045752!black, opacity=0.4, dotted, forget plot] -table {% -2.5 4.33012701892219 -5 0 -}; -\addplot [very thin, lightgray!66.9281045752!black, opacity=0.4, dotted, forget plot] -table {% -23.75 2.1650635094611 -22.5 0 -}; -\addplot [very thin, lightgray!66.9281045752!black, opacity=0.4, dotted, forget plot] -table {% -1.25 2.1650635094611 -2.5 0 -}; -\addplot [very thin, lightgray!66.9281045752!black, opacity=0.4, dotted, forget plot] -table {% -25 0 -25 0 -}; -\addplot [very thin, lightgray!66.9281045752!black, opacity=0.4, dotted, forget plot] -table {% -0 0 -0 0 -}; -\addplot [black, forget plot] -table {% -25 0 -25.75 0 -}; -\addplot [black, forget plot] -table {% -22.5 4.33012701892219 -23.25 4.33012701892219 -}; -\addplot [black, forget plot] -table {% -20 8.66025403784439 -20.75 8.66025403784439 -}; -\addplot [black, forget plot] -table {% -17.5 12.9903810567666 -18.25 12.9903810567666 -}; -\addplot [black, forget plot] -table {% -15 17.3205080756888 -15.75 17.3205080756888 -}; -\addplot [black, forget plot] -table {% -12.5 21.650635094611 -13.25 21.650635094611 -}; -\addplot [black, forget plot] -table {% -0 0 --0.375 0.649519052838329 -}; -\addplot [black, forget plot] -table {% -2.5 4.33012701892219 -2.125 4.97964607176052 -}; -\addplot [black, forget plot] -table {% -5 8.66025403784439 -4.625 9.30977309068271 -}; -\addplot [black, forget plot] -table {% -7.5 12.9903810567666 -7.125 13.6399001096049 -}; -\addplot [black, forget plot] -table {% -10 17.3205080756888 -9.625 17.9700271285271 -}; -\addplot [black, forget plot] -table {% -12.5 21.650635094611 -12.125 22.3001541474493 -}; -\addplot [black, forget plot] -table {% -0 0 --0.375 -0.649519052838329 -}; -\addplot [black, forget plot] -table {% -5 0 -4.625 -0.649519052838329 -}; -\addplot [black, forget plot] -table {% -10 0 -9.625 -0.649519052838329 -}; -\addplot [black, forget plot] -table {% -15 0 -14.625 -0.649519052838329 -}; -\addplot [black, forget plot] -table {% -20 0 -19.625 -0.649519052838329 -}; -\addplot [black, forget plot] -table {% -25 0 -24.625 -0.649519052838329 -}; -\node at (axis cs:26.7625,-0.324759526419165)[ - scale=1.15, - anchor=base, - text=black, - rotate=0.0 -]{0.0}; -\node at (axis cs:24.2625,4.00536749250303)[ - scale=1.15, - anchor=base, - text=black, - rotate=0.0 -]{0.2}; -\node at (axis cs:21.7625,8.33549451142522)[ - scale=1.15, - anchor=base, - text=black, - rotate=0.0 -]{0.4}; -\node at (axis cs:19.2625,12.6656215303474)[ - scale=1.15, - anchor=base, - text=black, - rotate=0.0 -]{0.6}; -\node at (axis cs:16.7625,16.9957485492696)[ - scale=1.15, - anchor=base, - text=black, - rotate=0.0 -]{0.8}; -\node at (axis cs:14.2625,21.3258755681918)[ - scale=1.15, - anchor=base, - text=black, - rotate=0.0 -]{1.0}; -\node at (axis cs:-0.9375,0.974278579257493)[ - scale=1.15, - anchor=base, - text=black, - rotate=35.0 -]{1.0}; -\node at (axis cs:1.5625,5.30440559817969)[ - scale=1.15, - anchor=base, - text=black, - rotate=35.0 -]{0.8}; -\node at (axis cs:4.0625,9.63453261710188)[ - scale=1.15, - anchor=base, - text=black, - rotate=35.0 -]{0.6}; -\node at (axis cs:6.5625,13.9646596360241)[ - scale=1.15, - anchor=base, - text=black, - rotate=35.0 -]{0.4}; -\node at (axis cs:9.0625,18.2947866549463)[ - scale=1.15, - anchor=base, - text=black, - rotate=35.0 -]{0.2}; -\node at (axis cs:11.5625,22.6249136738685)[ - scale=1.15, - anchor=base, - text=black, - rotate=35.0 -]{0.0}; -\node at (axis cs:-0.9375,-2.27331668493415)[ - scale=1.15, - anchor=base, - text=black, - rotate=335.0 -]{0.0}; -\node at (axis cs:4.0625,-2.27331668493415)[ - scale=1.15, - anchor=base, - text=black, - rotate=335.0 -]{0.2}; -\node at (axis cs:9.0625,-2.27331668493415)[ - scale=1.15, - anchor=base, - text=black, - rotate=335.0 -]{0.4}; -\node at (axis cs:14.0625,-2.27331668493415)[ - scale=1.15, - anchor=base, - text=black, - rotate=335.0 -]{0.6}; -\node at (axis cs:19.0625,-2.27331668493415)[ - scale=1.15, - anchor=base, - text=black, - rotate=335.0 -]{0.8}; -\node at (axis cs:24.0625,-2.27331668493415)[ - scale=1.15, - anchor=base, - text=black, - rotate=335.0 -]{1.0}; -\node at (axis cs:0.9,0.519615242270663)[ - scale=1.55, - anchor=base, - text=black, - rotate=0.0 -]{$f_{\mu,\oplus}$}; -\node at (axis cs:0.1,0.519615242270663)[ - scale=1.55, - anchor=base, - text=black, - rotate=0.0 -]{$f_{\tau,\oplus}$}; -\node at (axis cs:0.5,-0.0866025403784439)[ - scale=1.55, - anchor=base, - text=black, - rotate=0.0 -]{$f_{e,\oplus}$}; -\end{axis} - -\end{tikzpicture}
\ No newline at end of file diff --git a/plot_llh/testing.py b/plot_llh/testing.py deleted file mode 100644 index 5577f4b..0000000 --- a/plot_llh/testing.py +++ /dev/null @@ -1,583 +0,0 @@ - -# coding: utf-8 - -# In[1]: - - -get_ipython().magic(u'matplotlib inline') -get_ipython().magic(u'load_ext autoreload') -get_ipython().magic(u'autoreload 2') - - -# In[2]: - - -import numpy as np - - -# In[3]: - - -sm_010 = np.load('./mcmc_DIM3_sfr_0_1_0_mfr_3.29685E+15_7.88411E+15_6.83344E+15_fix_scale_0.1_sigma_100000_proc.npy') -sm_100 = np.load('./mcmc_DIM3_sfr_1_0_0_mfr_1.98171E+16_6.59371E+15_9.61795E+15_fix_scale_0.1_sigma_100000_proc.npy') - -bsm_010 = np.load('./mcmc_chains_DIM3_sfr_0_1_0_mfr_0_1_0_MixingScenario.T13_sigma_010.npy') -bsm_100 = np.load('./mcmc_chains_DIM3_sfr_1_0_0_mfr_1_0_0_MixingScenario.T23_sigma_010.npy') - - -# In[81]: - - -import matplotlib as mpl -import matplotlib.pyplot as plt -from matplotlib.patches import Circle -from matplotlib.legend_handler import HandlerPatch - -from scipy import interpolate - -import ternary - - -# In[105]: - - -bc = np.genfromtxt('./bayes_contours.csv', delimiter=',', skip_header=2) -print bc - -def swap(x): - y = x.T - return np.vstack([y[1], y[-1], y[0]]).T - -def interp(i): - x, y, z = i.T - p = np.linspace(0, 1, len(x)) - q = np.linspace(0, 1, 100) - s = 0.2 - x_ = interpolate.splev(q, interpolate.splrep(p, x, s=s)) - y_ = interpolate.splev(q, interpolate.splrep(p, y, s=s)) - z_ = interpolate.splev(q, interpolate.splrep(p, z, s=s)) - return np.vstack([x_, y_, z_]).T - -contour_68_upper = interp(swap(bc[:,:3])) -contour_68_lower = interp(swap(bc[:,3:6])) -contour_90_upper = interp(swap(bc[:,6:9])) -contour_90_lower = interp(swap(bc[:,9:])) - - -# In[67]: - - -plt.style.use('./paper.mplstyle') - - -# In[68]: - - -class HandlerCircle(HandlerPatch): - def create_artists(self, legend, orig_handle, - xdescent, ydescent, width, height, - fontsize, trans): - r = 10 - x = r + width//2 + 10 - y = height//2 - 3 - - # create - p = Circle(xy=(x, y), radius=r) - - # update with data from oryginal object - self.update_prop(p, orig_handle, legend) - - # move xy to legend - p.set_transform(trans) - - return [p] - - -# In[116]: - - -# Figure -fig = plt.figure(figsize=(12, 12)) -ax = fig.add_subplot(111) -ax.set_aspect('equal') - -# Boundary and Gridlines -scale = 1 -fig, tax = ternary.figure(ax=ax, scale=scale) - -# Draw Boundary and Gridlines -tax.boundary(linewidth=2.0) -tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--') -tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':') - -# Set Axis labels and Title -fontsize = 23 -tax.left_axis_label(r"$f_{\tau}^{\oplus}$", fontsize=fontsize+8, offset=0.2, rotation=0) -tax.right_axis_label(r"$f_{\mu}^{\oplus}$", fontsize=fontsize+8, offset=0.2, rotation=0) -tax.bottom_axis_label(r"$f_{e}^{\oplus}$", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0) - -# Remove default Matplotlib axis -tax.get_axes().axis('off') -tax.clear_matplotlib_ticks() - -# Plot -tax.scatter(sm_010, marker='.', s=0.2, alpha=0.2, color='green') -tax.scatter(sm_100, marker='.', s=0.2, alpha=0.2, color='blue') -tax.scatter(bsm_010, marker='.', s=0.2, alpha=0.2, color='green') -tax.scatter(bsm_100, marker='.', s=0.2, alpha=0.2, color='blue') - -# Contour -tax.plot(contour_68_upper, linewidth=2.3, color='grey', zorder=0, alpha=0.6) -tax.plot(contour_68_lower, linewidth=2.3, color='grey', zorder=0, alpha=0.6) -tax.plot(contour_90_upper, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6) -tax.plot(contour_90_lower, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6) - -# Lines -marker_style = dict( - linestyle=' ', color='darkorange', linewidth=1.2, - markersize=14, zorder=0 -) - -p1 = (0.18301213, 0.43765598, 0.37933189) -p2 = (0, 1, 0) -divisions = 46 -x_d = np.linspace(p1[0], p2[0], divisions+1) -y_d = np.linspace(p1[1], p2[1], divisions+1) -z_d = np.linspace(p1[2], p2[2], divisions+1) -for n in xrange(divisions-2): - p = (x_d[n], y_d[n], z_d[n]) - q = (x_d[n+1], y_d[n+1], z_d[n+1]) - tax.line(p, q, marker=(3, 2, 180+46.5), **marker_style) - -p1 = (0.55003613, 0.18301213, 0.26695174) -p2 = (1, 0, 0) -divisions = 35 -x_d = np.linspace(p1[0], p2[0], divisions+1) -y_d = np.linspace(p1[1], p2[1], divisions+1) -z_d = np.linspace(p1[2], p2[2], divisions+1) -for n in xrange(divisions-2): - p = (x_d[n], y_d[n], z_d[n]) - q = (x_d[n+1], y_d[n+1], z_d[n+1]) - tax.line(p, q, marker=(3, 2, 180+63), **marker_style) - -# Text -ax.text(0.36, 0.53, r'$\mathcal{O}_{e\tau}$', fontsize=fontsize, - rotation=0, verticalalignment='center') -ax.text(0.445, 0.54, r'$\Lambda_d\Longrightarrow$', fontsize=fontsize+5, - rotation=80, verticalalignment='center') -ax.text(0.68, 0.09, r'$\mathcal{O}_{\mu\tau}$', fontsize=fontsize, - rotation=0, verticalalignment='center') -ax.text(0.7, 0.14, r'$\Lambda_d\Longrightarrow$', fontsize=fontsize+5, - rotation=-23, verticalalignment='center') -ax.text(0.34, 0.2, r'$68\%$', fontsize=fontsize, rotation=5) -ax.text(0.34, 0.1, r'$90\%$', fontsize=fontsize, rotation=5) - -# Legend -l_size = fontsize -legend_elements = [] -legend_elements.append( - Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k', - linewidth=2., label=r'$\left (0:1:0\right )$') -) -legend_elements.append( - Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k', - linewidth=2., label=r'$\left (1:0:0\right )$') -) -legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8), - title='Source composition', - fontsize=l_size, - handler_map={Circle: HandlerCircle()}) -plt.setp(legend.get_title(), fontsize=l_size) -legend.get_frame().set_linestyle('-') - -# Set ticks -tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03, - fontsize=fontsize, tick_formats='%.1f') - -tax._redraw_labels() - - -# In[10]: - - -import sys -sys.path.extend(['.', '..']) - - -# In[35]: - - -from utils import fr as fr_utils -from utils import misc as misc_utils -from utils.enums import MixingScenario - - -# In[19]: - - -s = [1, 0, 0] -print s, '->', fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128)) -s = [0, 1, 0] -print s, '->', fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128)) - - -# In[47]: - - -sc = np.linspace(-60, -20, 4000) - -s = [1, 0, 0] -frs_100 = [] -for x in sc: - u = fr_utils.params_to_BSMu(x, fix_mixing=MixingScenario.T23, dim=6, energy=1e6) - frs_100.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128))) -frs_100 = np.vstack(frs_100) - -s = [0, 1, 0] -frs_010 = [] -for x in sc: - u = fr_utils.params_to_BSMu(x, fix_mixing=MixingScenario.T13, dim=6, energy=1e6) - frs_010.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128))) -frs_010 = np.vstack(frs_010) - -s = [1, 2, 0] -frs_120 = [] -for x in sc: - u = fr_utils.params_to_BSMu(x, fix_mixing=MixingScenario.T12, dim=6, energy=1e6) - frs_120.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128))) -frs_120 = np.vstack(frs_120) - - -# In[50]: - - -# Figure -fig = plt.figure(figsize=(12, 12)) -ax = fig.add_subplot(111) -ax.set_aspect('equal') - -# Boundary and Gridlines -scale = 1 -fig, tax = ternary.figure(ax=ax, scale=scale) - -# Draw Boundary and Gridlines -tax.boundary(linewidth=2.0) -tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--') -tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':') - -# Set Axis labels and Title -fontsize = 23 -tax.left_axis_label(r"$f_{\tau}^{\oplus}$", fontsize=fontsize+8, offset=0.2, rotation=0) -tax.right_axis_label(r"$f_{\mu}^{\oplus}$", fontsize=fontsize+8, offset=0.2, rotation=0) -tax.bottom_axis_label(r"$f_{e}^{\oplus}$", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0) - -# Remove default Matplotlib axis -tax.get_axes().axis('off') -tax.clear_matplotlib_ticks() - -# Plot -tax.scatter(frs_010, marker='o', s=2, alpha=1, color='green') -tax.scatter(frs_100, marker='o', s=2, alpha=1, color='blue') -tax.scatter(frs_120, marker='o', s=2, alpha=1, color='red') - -# Legend -l_size = fontsize -legend_elements = [] -legend_elements.append( - Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k', - linewidth=2., label=r'$\left (1:2:0\right )$') -) -legend_elements.append( - Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k', - linewidth=2., label=r'$\left (0:1:0\right )$') -) -legend_elements.append( - Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k', - linewidth=2., label=r'$\left (1:0:0\right )$') -) -legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8), - title='Source composition', - fontsize=l_size, - handler_map={Circle: HandlerCircle()}) -plt.setp(legend.get_title(), fontsize=l_size) -legend.get_frame().set_linestyle('-') - -# Set ticks -tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03, - fontsize=fontsize, tick_formats='%.1f') - -tax._redraw_labels() - - -# In[69]: - - -sc = np.linspace(-60, -20, 4000) - -scen = MixingScenario.T12 - -s = [1, 0, 0] -frs_100 = [] -for x in sc: - u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6) - frs_100.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128))) -frs_100 = np.vstack(frs_100) - -s = [0, 1, 0] -frs_010 = [] -for x in sc: - u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6) - frs_010.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128))) -frs_010 = np.vstack(frs_010) - -s = [1, 2, 0] -frs_120 = [] -for x in sc: - u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6) - frs_120.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128))) -frs_120 = np.vstack(frs_120) - - -# In[70]: - - -# Figure -fig = plt.figure(figsize=(12, 12)) -ax = fig.add_subplot(111) -ax.set_aspect('equal') - -# Boundary and Gridlines -scale = 1 -fig, tax = ternary.figure(ax=ax, scale=scale) - -# Draw Boundary and Gridlines -tax.boundary(linewidth=2.0) -tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--') -tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':') - -# Set Axis labels and Title -fontsize = 23 -tax.set_title(r'$\mathcal{O}_{e\mu}\:operator$', fontsize=fontsize+10, pad=35) -tax.left_axis_label(r"$f_{\tau}^{\oplus}$", fontsize=fontsize+8, offset=0.2, rotation=0) -tax.right_axis_label(r"$f_{\mu}^{\oplus}$", fontsize=fontsize+8, offset=0.2, rotation=0) -tax.bottom_axis_label(r"$f_{e}^{\oplus}$", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0) - -# Remove default Matplotlib axis -tax.get_axes().axis('off') -tax.clear_matplotlib_ticks() - -# Plot -tax.scatter(frs_010, marker='o', s=2, alpha=1, color='green') -tax.scatter(frs_100, marker='o', s=2, alpha=1, color='blue') -tax.scatter(frs_120, marker='o', s=2, alpha=1, color='red') - -# Legend -l_size = fontsize -legend_elements = [] -legend_elements.append( - Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k', - linewidth=2., label=r'$\left (1:2:0\right )$') -) -legend_elements.append( - Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k', - linewidth=2., label=r'$\left (0:1:0\right )$') -) -legend_elements.append( - Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k', - linewidth=2., label=r'$\left (1:0:0\right )$') -) -legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8), - title='Source composition', - fontsize=l_size, - handler_map={Circle: HandlerCircle()}) -plt.setp(legend.get_title(), fontsize=l_size) -legend.get_frame().set_linestyle('-') - -# Set ticks -tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03, - fontsize=fontsize, tick_formats='%.1f') - -tax._redraw_labels() - - -# In[64]: - - -sc = np.linspace(-60, -20, 4000) - -scen = MixingScenario.T23 - -s = [1, 0, 0] -frs_100 = [] -for x in sc: - u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6) - frs_100.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128))) -frs_100 = np.vstack(frs_100) - -s = [0, 1, 0] -frs_010 = [] -for x in sc: - u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6) - frs_010.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128))) -frs_010 = np.vstack(frs_010) - -s = [1, 2, 0] -frs_120 = [] -for x in sc: - u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6) - frs_120.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128))) -frs_120 = np.vstack(frs_120) - - -# In[65]: - - -# Figure -fig = plt.figure(figsize=(12, 12)) -ax = fig.add_subplot(111) -ax.set_aspect('equal') - -# Boundary and Gridlines -scale = 1 -fig, tax = ternary.figure(ax=ax, scale=scale) - -# Draw Boundary and Gridlines -tax.boundary(linewidth=2.0) -tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--') -tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':') - -# Set Axis labels and Title -fontsize = 23 -tax.set_title(r'$\mathcal{O}_{\mu\tau}\:operator$', fontsize=fontsize+10, pad=35) -tax.left_axis_label(r"$f_{\tau}^{\oplus}$", fontsize=fontsize+8, offset=0.2, rotation=0) -tax.right_axis_label(r"$f_{\mu}^{\oplus}$", fontsize=fontsize+8, offset=0.2, rotation=0) -tax.bottom_axis_label(r"$f_{e}^{\oplus}$", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0) - -# Remove default Matplotlib axis -tax.get_axes().axis('off') -tax.clear_matplotlib_ticks() - -# Plot -tax.scatter(frs_010, marker='o', s=2, alpha=1, color='green') -tax.scatter(frs_100, marker='o', s=2, alpha=1, color='blue') -tax.scatter(frs_120, marker='o', s=2, alpha=1, color='red') - -# Legend -l_size = fontsize -legend_elements = [] -legend_elements.append( - Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k', - linewidth=2., label=r'$\left (1:2:0\right )$') -) -legend_elements.append( - Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k', - linewidth=2., label=r'$\left (0:1:0\right )$') -) -legend_elements.append( - Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k', - linewidth=2., label=r'$\left (1:0:0\right )$') -) -legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8), - title='Source composition', - fontsize=l_size, - handler_map={Circle: HandlerCircle()}) -plt.setp(legend.get_title(), fontsize=l_size) -legend.get_frame().set_linestyle('-') - -# Set ticks -tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03, - fontsize=fontsize, tick_formats='%.1f') - -tax._redraw_labels() - - -# In[66]: - - -sc = np.linspace(-60, -20, 4000) - -scen = MixingScenario.T13 - -s = [1, 0, 0] -frs_100 = [] -for x in sc: - u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6) - frs_100.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128))) -frs_100 = np.vstack(frs_100) - -s = [0, 1, 0] -frs_010 = [] -for x in sc: - u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6) - frs_010.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128))) -frs_010 = np.vstack(frs_010) - -s = [1, 2, 0] -frs_120 = [] -for x in sc: - u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6) - frs_120.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128))) -frs_120 = np.vstack(frs_120) - - -# In[68]: - - -# Figure -fig = plt.figure(figsize=(12, 12)) -ax = fig.add_subplot(111) -ax.set_aspect('equal') - -# Boundary and Gridlines -scale = 1 -fig, tax = ternary.figure(ax=ax, scale=scale) - -# Draw Boundary and Gridlines -tax.boundary(linewidth=2.0) -tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--') -tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':') - -# Set Axis labels and Title -fontsize = 23 -tax.set_title(r'$\mathcal{O}_{e\tau}\:operator$', fontsize=fontsize+10, pad=35) -tax.left_axis_label(r"$f_{\tau}^{\oplus}$", fontsize=fontsize+8, offset=0.2, rotation=0) -tax.right_axis_label(r"$f_{\mu}^{\oplus}$", fontsize=fontsize+8, offset=0.2, rotation=0) -tax.bottom_axis_label(r"$f_{e}^{\oplus}$", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0) - -# Remove default Matplotlib axis -tax.get_axes().axis('off') -tax.clear_matplotlib_ticks() - -# Plot -tax.scatter(frs_010, marker='o', s=2, alpha=1, color='green') -tax.scatter(frs_100, marker='o', s=2, alpha=1, color='blue') -tax.scatter(frs_120, marker='o', s=2, alpha=1, color='red') - -# Legend -l_size = fontsize -legend_elements = [] -legend_elements.append( - Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k', - linewidth=2., label=r'$\left (1:2:0\right )$') -) -legend_elements.append( - Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k', - linewidth=2., label=r'$\left (0:1:0\right )$') -) -legend_elements.append( - Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k', - linewidth=2., label=r'$\left (1:0:0\right )$') -) -legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8), - title='Source composition', - fontsize=l_size, - handler_map={Circle: HandlerCircle()}) -plt.setp(legend.get_title(), fontsize=l_size) -legend.get_frame().set_linestyle('-') - -# Set ticks -tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03, - fontsize=fontsize, tick_formats='%.1f') - -tax._redraw_labels() - diff --git a/plot_llh/thesis.ipynb b/plot_llh/thesis.ipynb deleted file mode 100644 index a2784f3..0000000 --- a/plot_llh/thesis.ipynb +++ /dev/null @@ -1,435 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "%load_ext autoreload\n", - "%autoreload 2" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import sys\n", - "sys.path.extend(['.', '..'])\n", - "\n", - "import numpy as np\n", - "import matplotlib as mpl\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", - "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": [], - "source": [ - "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", - " # create \n", - " p = Circle(xy=(x, y), radius=r)\n", - "\n", - " # update with data from oryginal object\n", - " self.update_prop(p, orig_handle, legend)\n", - "\n", - " # move xy to legend\n", - " p.set_transform(trans)\n", - "\n", - " return [p]" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[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": [ - "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')" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "../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": [ - "# 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": { - "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", - "text/plain": [ - "<Figure size 864x864 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "\n", - "# Axis\n", - "ax = fig.add_subplot(111)\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.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", - "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", - "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": 7, - "metadata": {}, - "outputs": [], - "source": [ - "# 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": 8, - "metadata": {}, - "outputs": [], - "source": [ - "# 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": 86, - "metadata": {}, - "outputs": [], - "source": [ - "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": 87, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 864x864 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "\n", - "# Axis\n", - "ax = fig.add_subplot(111)\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", - "fig.savefig('./plots/unitarity.pdf', bbox_inches='tight', dpi=150)" - ] - } - ], - "metadata": { - "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": "2.7.15" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/plot_llh/trajectory.ipynb b/plot_llh/trajectory.ipynb deleted file mode 100644 index 3f9f644..0000000 --- a/plot_llh/trajectory.ipynb +++ /dev/null @@ -1,1099 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "%load_ext autoreload\n", - "%autoreload 2" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "../utils/plot.py:24: UserWarning: \n", - "This call to matplotlib.use() has no effect because the backend has already\n", - "been chosen; matplotlib.use() must be called *before* pylab, matplotlib.pyplot,\n", - "or matplotlib.backends is imported for the first time.\n", - "\n", - "The backend was *originally* set to 'module://ipykernel.pylab.backend_inline' by the following code:\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/runpy.py\", line 174, in _run_module_as_main\n", - " \"__main__\", fname, loader, pkg_name)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/runpy.py\", line 72, in _run_code\n", - " exec code in run_globals\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel_launcher.py\", line 16, in <module>\n", - " app.launch_new_instance()\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/traitlets/config/application.py\", line 658, in launch_instance\n", - " app.start()\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/kernelapp.py\", line 499, in start\n", - " self.io_loop.start()\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/tornado/ioloop.py\", line 1073, in start\n", - " handler_func(fd_obj, events)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/tornado/stack_context.py\", line 300, in null_wrapper\n", - " return fn(*args, **kwargs)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/zmq/eventloop/zmqstream.py\", line 450, in _handle_events\n", - " self._handle_recv()\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/zmq/eventloop/zmqstream.py\", line 480, in _handle_recv\n", - " self._run_callback(callback, msg)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/zmq/eventloop/zmqstream.py\", line 432, in _run_callback\n", - " callback(*args, **kwargs)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/tornado/stack_context.py\", line 300, in null_wrapper\n", - " return fn(*args, **kwargs)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/kernelbase.py\", line 283, in dispatcher\n", - " return self.dispatch_shell(stream, msg)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/kernelbase.py\", line 233, in dispatch_shell\n", - " handler(stream, idents, msg)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/kernelbase.py\", line 399, in execute_request\n", - " user_expressions, allow_stdin)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/ipkernel.py\", line 208, in do_execute\n", - " res = shell.run_cell(code, store_history=store_history, silent=silent)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/zmqshell.py\", line 537, in run_cell\n", - " return super(ZMQInteractiveShell, self).run_cell(*args, **kwargs)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/IPython/core/interactiveshell.py\", line 2724, in run_cell\n", - " self.events.trigger('post_run_cell')\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/IPython/core/events.py\", line 74, in trigger\n", - " func(*args, **kwargs)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/ipykernel/pylab/backend_inline.py\", line 164, in configure_once\n", - " activate_matplotlib(backend)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/IPython/core/pylabtools.py\", line 315, in activate_matplotlib\n", - " matplotlib.pyplot.switch_backend(backend)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/pyplot.py\", line 231, in switch_backend\n", - " matplotlib.use(newbackend, warn=False, force=True)\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/__init__.py\", line 1422, in use\n", - " reload(sys.modules['matplotlib.backends'])\n", - " File \"/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/matplotlib/backends/__init__.py\", line 16, in <module>\n", - " line for line in traceback.format_stack()\n", - "\n", - "\n", - " mpl.use('Agg')\n" - ] - } - ], - "source": [ - "import sys\n", - "sys.path.extend(['.', '..'])\n", - "\n", - "import numpy as np\n", - "import matplotlib as mpl\n", - "from matplotlib import rc\n", - "rc('text', usetex='True')\n", - "import matplotlib.pyplot as plt\n", - "from matplotlib.patches import Circle\n", - "from matplotlib.legend_handler import HandlerPatch\n", - "import matplotlib.gridspec as gridspec\n", - "plt.style.use('./paper.mplstyle')\n", - "\n", - "from scipy import interpolate\n", - "\n", - "from tqdm import tqdm_notebook as tqdm\n", - "import ternary\n", - "\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", - "#from utils.enums import MixingScenario" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[1, 0, 0] -> [ 0.550 0.183 0.267] = [ 0.537 0.501]\n", - "[0, 1, 0] -> [ 0.183 0.438 0.379] = [ 0.385 -0.410]\n", - "[1, 2, 0] -> [ 0.305 0.353 0.342] = [ 0.433 -0.072]\n", - "[0, 0, 1] -> [ 0.267 0.379 0.354] = [ 0.418 -0.174]\n", - "-> [ 0.260 0.418 0.322] = [ 0.460 -0.233]\n", - "[0.26, 0.4179999999999999, 0.32200000000000006]\n", - "-> [ 0.533 0.230 0.237] = [ 0.582 0.397]\n", - "-> [ 0.206 0.434 0.361] = [ 0.409 -0.356]\n" - ] - } - ], - "source": [ - "s = [1, 0, 0]\n", - "m = fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n", - "print s, r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n", - "s = [0, 1, 0]\n", - "m = fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n", - "print s, r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n", - "s = [1, 2, 0]\n", - "m = fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n", - "print s, r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n", - "s = [0, 0, 1]\n", - "m = fr_utils.u_to_fr(s, np.array(fr_utils.NUFIT_U, dtype=np.complex128))\n", - "print s, r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n", - "m = [0.26, 0.418, 0.322]\n", - "print r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n", - "print map(float, fr_utils.angles_to_fr(fr_utils.fr_to_angles(m)))\n", - "m = [0.533, 0.230, 0.237]\n", - "print r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n", - "m = [0.206, 0.434, 0.361]\n", - "print r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-> [ 0.000 0.000 1.000] = [ 0.000 0.000]\n", - "[0.0, 0.0, 1.0]\n", - "-> [ 0.000 0.010 0.990] = [ 0.000 -1.000]\n", - "[0.0, 0.010000000000000009, 0.99]\n", - "-> [ 0.010 0.000 0.990] = [ 0.000 1.000]\n", - "[0.01, 8.88178419700126e-18, 0.99]\n", - "[4.999999999999449e-07, 0.0099995, 0.99]\n" - ] - } - ], - "source": [ - "m = [0, 0, 1]\n", - "print r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n", - "print map(float, fr_utils.angles_to_fr(fr_utils.fr_to_angles(m)))\n", - "m = [0, 0.01, 0.99]\n", - "print r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n", - "print map(float, fr_utils.angles_to_fr(fr_utils.fr_to_angles(m)))\n", - "m = [0.01, 0, 0.99]\n", - "print r'-> [{0:6.3f} {1:6.3f} {2:6.3f}]'.format(*m), r'= [{0:6.3f} {1:6.3f}]'.format(*fr_utils.fr_to_angles(m))\n", - "print map(float, fr_utils.angles_to_fr(fr_utils.fr_to_angles(m)))\n", - "\n", - "print map(float, fr_utils.angles_to_fr([0.0001, -0.9999]))" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "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", - "SM_X = np.load('./chains/mc_x.npy')\n", - "SM_U = np.load('./chains/mc_unitary.npy')\n", - "\n", - "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", - "#T13_010 = np.genfromtxt('./frs/fr_DIM4_sfr_0_1_0_mfr_1_1_1_MixingScenario.T13_flat.txt')\n", - "#T23_100 = np.genfromtxt('./frs/fr_DIM4_sfr_1_0_0_mfr_1_1_1_MixingScenario.T23_flat.txt')" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(200000, 3) (200000, 3) (69648, 4) (69023, 4)\n" - ] - } - ], - "source": [ - "print SM_120.shape, SM_100.shape, T13_010.shape, T23_100.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "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", - ")\n", - "\n", - "nbins = 25" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "T13_010_an = np.array(map(fr_utils.fr_to_angles, T13_010[:,:-1]))\n", - "T23_100_an = np.array(map(fr_utils.fr_to_angles, T23_100[:,:-1]))" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "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", - " # create \n", - " p = Circle(xy=(x, y), radius=r)\n", - "\n", - " # update with data from oryginal object\n", - " self.update_prop(p, orig_handle, legend)\n", - "\n", - " # move xy to legend\n", - " p.set_transform(trans)\n", - "\n", - " return [p]" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "def cmap_discretize(cmap, N):\n", - " colors_i = np.concatenate((np.linspace(0, 1., N), (0.,0.,0.,0.)))\n", - " colors_rgba = cmap(colors_i)\n", - " indices = np.linspace(0, 1., N+1)\n", - " cdict = {}\n", - " for ki,key in enumerate(('red','green','blue')):\n", - " cdict[key] = [ (indices[i], colors_rgba[i-1,ki], colors_rgba[i,ki]) for i in xrange(N+1) ]\n", - " # Return colormap object.\n", - " return mpl.colors.LinearSegmentedColormap(cmap.name + \"_%d\"%N, cdict, 1024)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "6.7289209e-39\n" - ] - } - ], - "source": [ - "PS = 8.203e-20 # GeV^{-1}\n", - "PS_D6 = PS**2\n", - "print PS_D6" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "min_scale -52.0\n", - "max_scale -40.0\n", - "min_scale -13.827945423101944\n", - "max_scale -1.8279454231019443\n" - ] - } - ], - "source": [ - "d = [T13_010, T23_100]\n", - "min_scale = 1E100\n", - "max_scale = -1E100\n", - "\n", - "for i in d:\n", - " min_scale = min_scale if min_scale < np.min(i[:,-1]) else np.min(i[:,-1])\n", - " max_scale = max_scale if max_scale > np.max(i[:,-1]) else np.max(i[:,-1])\n", - "\n", - "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", - "\n", - "print 'min_scale', min_scale\n", - "print 'max_scale', max_scale\n", - "\n", - "#min_scale = -10\n", - "#max_scale = 8" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "fontsize = 23\n", - "\n", - "def alp(x):\n", - " y = list(x)\n", - " y[-1] = 0.7\n", - " return y\n", - "\n", - "#cmap_010 = plt.get_cmap('jet', 10)\n", - "#cmap_100 = plt.get_cmap('jet', 10)\n", - "cmap_g = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"lime\", \"gold\", \"darkorange\"])\n", - "cmap_b = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"blue\", \"fuchsia\", \"darkmagenta\"])\n", - "cmap_010 = cmap_discretize(cmap_g, 10)\n", - "cmap_100 = cmap_discretize(cmap_b, 10)\n", - "cmap_001 = cmap_discretize(cmap_b, 10)\n", - "\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))))" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[0.36384429 0.33097686 0.30517885]\n", - " [0.3642224 0.33090046 0.30487714]\n", - " [0.3642224 0.33090046 0.30487714]\n", - " ...\n", - " [0.40636667 0.35579595 0.23783738]\n", - " [0.40636667 0.35579595 0.23783738]\n", - " [0.40636667 0.35579595 0.23783738]]\n", - "(200000, 3)\n", - "\n", - "[[0.54269219 0.226958 0.23034981]\n", - " [0.54269219 0.226958 0.23034981]\n", - " [0.54269219 0.226958 0.23034981]\n", - " ...\n", - " [0.34185681 0.29456371 0.36357948]\n", - " [0.34185681 0.29456371 0.36357948]\n", - " [0.34185681 0.29456371 0.36357948]]\n" - ] - } - ], - "source": [ - "print SM_120\n", - "print SM_120.shape\n", - "print\n", - "print SM_100" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 4.625 15.65 4.725]\n", - " [ 0.2 24.6 0.2 ]\n", - " [ 5.275 10.175 9.55 ]\n", - " ...\n", - " [ 0.8 23.3 0.9 ]\n", - " [ 7.1 10.55 7.35 ]\n", - " [ 5.45 13.55 5.975]]\n" - ] - } - ], - "source": [ - "print T13_010[:,:-1]*nbins" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/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", - "../utils/plot.py:255: RuntimeWarning: divide by zero encountered in double_scalars\n", - " circum_r = a*b*c/(4.0*area)\n", - "/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", - "text/plain": [ - "<Figure size 864x864 with 3 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "gs = gridspec.GridSpec(2, 1, height_ratios=[40, 1])\n", - "gs.update(hspace=0.3, wspace=0.15)\n", - "\n", - "# Axis\n", - "ax = fig.add_subplot(gs[0])\n", - "ax_labels = [r'$f_{e}^{\\oplus}$', r'$f_{\\mu}^{\\oplus}$', r'$f_{\\tau}^{\\oplus}$']\n", - "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels)\n", - "\n", - "coverages = {68: 'grey', 90: 'darkgrey'}\n", - "for cov in coverages.iterkeys():\n", - " plot_utils.flavour_contour(\n", - " frs = flavour_ratios,\n", - " ax = ax,\n", - " nbins = nbins,\n", - " coverage = cov,\n", - " linewidth = 2.3,\n", - " color = coverages[cov],\n", - " alpha=0.6,\n", - " zorder=5\n", - " )\n", - "\n", - "# Trajectories\n", - "tax.scatter(T13_010[:,:-1]*nbins, marker='o', s=0.03, color=color_010, zorder=10)\n", - "tax.scatter(T23_100[:,:-1]*nbins, marker='o', s=0.03, color=color_100, zorder=10)\n", - "\n", - "# SM\n", - "#tax.scatter(SM_120*nbins, marker='o', s=0.03, alpha=0.06, color='red', zorder=2)\n", - "\n", - "#SM_010100 = np.concatenate([SM_100, SM_010])\n", - "plot_utils.flavour_contour(\n", - " frs = SM_120,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 100,\n", - " linewidth = 2,\n", - " color = 'red',\n", - " alpha = 0.2,\n", - " zorder = 1\n", - ")\n", - "plot_utils.flavour_contour(\n", - " frs = SM_100,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 100,\n", - " linewidth = 2,\n", - " color = 'gainsboro',\n", - " alpha = 1,\n", - " zorder = 0\n", - ")\n", - "plot_utils.flavour_contour(\n", - " frs = SM_010,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 100,\n", - " linewidth = 2,\n", - " color = 'gainsboro',\n", - " alpha = 1,\n", - " zorder = 0\n", - ")\n", - "\n", - "# plot_utils.flavour_contour(\n", - "# frs = SM_U,\n", - "# ax = ax,\n", - "# fill = True,\n", - "# nbins = nbins,\n", - "# coverage = 100,\n", - "# linewidth = 2,\n", - "# color = 'gainsboro',\n", - "# alpha = 1,\n", - "# zorder = 0\n", - "# )\n", - "# plot_utils.flavour_contour(\n", - "# frs = SM_U,\n", - "# ax = ax,\n", - "# fill = True,\n", - "# nbins = nbins,\n", - "# coverage = 100,\n", - "# linewidth = 2,\n", - "# color = 'gainsboro',\n", - "# alpha = 1,\n", - "# zorder = 0,\n", - "# oversample = 4,\n", - "# delaunay = True,\n", - "# d_alpha = 1.2,\n", - "# smoothing = 4\n", - "# )\n", - "#tax.scatter(SM_U*nbins, marker='o', s=0.9, alpha=0.12, color='red', zorder=3)\n", - "\n", - "#tax.scatter(SM_100*nbins, marker='o', s=0.09, alpha=0.12, color='lightgrey', zorder=0)\n", - "#tax.scatter(SM_010*nbins, marker='o', s=0.09, alpha=0.12, color='lightgrey', zorder=0)\n", - "\n", - "plot_utils.flavour_contour(\n", - " frs = SM_X,\n", - " ax = ax,\n", - " fill = True,\n", - " nbins = nbins,\n", - " coverage = 90,\n", - " linewidth = 1.2,\n", - " edgecolor = 'k',\n", - " facecolor = 'none',\n", - " alpha = 0.8,\n", - " zorder = 2,\n", - " oversample = 10,\n", - " delaunay = True,\n", - " d_alpha = 0.1,\n", - " smoothing = 4,\n", - " hatch = 'XXX'\n", - ")\n", - "\n", - "# Text\n", - "#ax.text(0.63, 0.46, r'$\\mathcal{O}_{e\\mu}$', fontsize=fontsize,\n", - "# rotation=0, verticalalignment='center')\n", - "ax.text(0.34*nbins, 0.14*nbins, r'$68\\%$', fontsize=fontsize, rotation=3)\n", - "ax.text(0.34*nbins, 0.035*nbins, r'$90\\%$', fontsize=fontsize, rotation=0)\n", - "\n", - "# Legend\n", - "l_size = fontsize\n", - "legend_elements = []\n", - "# legend_elements.append(\n", - "# Circle((0., 0.), 0.1, facecolor='lime', alpha=0.7, edgecolor='k',\n", - "# linewidth=2., label=r'$\\left (0:1:0\\right )\\:w/\\:{\\rm New\\:Physics}$')\n", - "# )\n", - "# legend_elements.append(\n", - "# Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", - "# linewidth=2., label=r'$\\left (1:0:0\\right )\\:w/\\:{\\rm New\\:Physics}$')\n", - "# )\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='grey', alpha=0.7, edgecolor='k',\n", - " #linewidth=2., label=r'$\\left (0:1:0\\right ) + \\left (1:0:0\\right )$')\n", - " linewidth=2., label=r'$\\rm New\\:Physics\\:Territory$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='red', alpha=0.8, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:2:0\\right )\\:{\\rm subset}$')\n", - ")\n", - "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", - " #title='Maximum New Physics',\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", - "legend_elements = []\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='none', hatch='XXX', edgecolor='k',\n", - " linewidth=2., label=r'$\\rm Standard\\:Model$')\n", - ")\n", - "legend = plt.legend(handles=legend_elements, loc=(-0.05, 0.85),\n", - " #title='Standard Model',\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", - "\n", - "# Colorbar\n", - "gs00 = gridspec.GridSpecFromSubplotSpec(1, 2, subplot_spec=gs[1])\n", - "ax0 = fig.add_subplot(gs00[0])\n", - "cb = mpl.colorbar.ColorbarBase(ax0, cmap=cmap_010, norm=norm, orientation='horizontal')\n", - "cb.ax.tick_params(labelsize=fontsize-5)\n", - "ax0.text(0.5, 2, r'$\\left (0:1:0\\right )\\:{\\rm w}/\\:\\mathcal{O}_{e\\tau}\\:{\\rm texture}$', fontsize=fontsize,\n", - " rotation=0, verticalalignment='center', horizontalalignment='center')\n", - "\n", - "\n", - "ax1 = fig.add_subplot(gs00[1])\n", - "cb = mpl.colorbar.ColorbarBase(ax1, cmap=cmap_100, norm=norm, orientation='horizontal')\n", - "cb.ax.tick_params(labelsize=fontsize-5)\n", - "#cb.set_label(r'${\\rm New\\:Physics\\:Scale}\\:[\\:{\\rm log}_{10} (\\Lambda^{-1}_{d=6}\\:/\\:{\\rm GeV}^{-2})\\: ]$',\n", - "# fontsize=fontsize+5, labelpad=20, horizontalalignment='left')\n", - "ax1.text(0.5, 2, r'$\\left (1:0:0\\right )\\:\\:{\\rm w}/\\:\\mathcal{O}_{\\mu\\tau}\\:{\\rm texture}$', fontsize=fontsize,\n", - " rotation=0, verticalalignment='center', horizontalalignment='center')\n", - "\n", - "fig.text(0.5, 0.038, r'${\\rm New\\:Physics\\:Scale}\\:[\\:{\\rm log}_{10} (\\Lambda_{6}\\:/\\:{\\rm M}^{2}_{\\rm Planck})\\: ]$',\n", - " fontsize=fontsize+5, horizontalalignment='center')\n", - "\n", - "# save\n", - "fig.savefig('./plots/fig2.png', bbox_inches='tight', dpi=150)\n", - "fig.savefig('./plots/fig2.pdf', bbox_inches='tight', dpi=150)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "ename": "IOError", - "evalue": "[Errno 2] No such file or directory: 'kf.npy'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mIOError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m<ipython-input-16-95425441735f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mtax\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplot_utils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_tax\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mscale\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnbins\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max_labels\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0max_labels\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m \u001b[0mKF_FR\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'kf.npy'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 8\u001b[0m plot_utils.flavour_contour(\n\u001b[1;32m 9\u001b[0m \u001b[0mfrs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mKF_FR\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/home/shivesh/programs/anaconda2/lib/python2.7/site-packages/numpy/lib/npyio.pyc\u001b[0m in \u001b[0;36mload\u001b[0;34m(file, mmap_mode, allow_pickle, fix_imports, encoding)\u001b[0m\n\u001b[1;32m 382\u001b[0m \u001b[0mown_fid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 383\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbasestring\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 384\u001b[0;31m \u001b[0mfid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"rb\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 385\u001b[0m \u001b[0mown_fid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 386\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mis_pathlib_path\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mIOError\u001b[0m: [Errno 2] No such file or directory: 'kf.npy'" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 432x432 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "nbins = 25\n", - "\n", - "fig = plt.figure(figsize=(6, 6))\n", - "ax = fig.add_subplot(111)\n", - "tax = plot_utils.get_tax(ax, scale=nbins, ax_labels=ax_labels)\n", - "\n", - "KF_FR = np.load('kf.npy')\n", - "plot_utils.flavour_contour(\n", - " frs = KF_FR,\n", - " ax = ax,\n", - " nbins = nbins,\n", - " coverage = 68,\n", - " linewidth = 1,\n", - " color = 'black'\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(10, 10))\n", - "gs = gridspec.GridSpec(1, 2, width_ratios=[40, 1])\n", - "gs.update(hspace=0.3, wspace=0.15)\n", - "\n", - "ax = fig.add_subplot(gs[0])\n", - "\n", - "ax.set_xlim(0, 1)\n", - "ax.set_ylim(-1, 1)\n", - "\n", - "ax.tick_params(axis='x', labelsize=fontsize)\n", - "ax.tick_params(axis='y', labelsize=fontsize)\n", - "\n", - "ax.set_xlabel(r'$sin^4\\phi$', fontsize=fontsize+5)\n", - "ax.set_ylabel(r'$cos\\left (2\\psi\\right )$', fontsize=fontsize+5)\n", - "\n", - "for ymaj in ax.yaxis.get_majorticklocs():\n", - " ax.axhline(y=ymaj, ls='--', color='gray', alpha=0.4, linewidth=0.5)\n", - "for xmaj in ax.xaxis.get_majorticklocs():\n", - " ax.axvline(x=xmaj, ls='--', color='gray', alpha=0.4, linewidth=0.5)\n", - "\n", - "# HESE data\n", - "ax.plot(contour_68_upper_an[:,0], contour_68_upper_an[:,1], linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", - "ax.plot(contour_68_lower_an[:,0], contour_68_lower_an[:,1], linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", - "ax.plot(contour_90_upper_an[:,0], contour_90_upper_an[:,1], linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", - "ax.plot(contour_90_lower_an[:,0], contour_90_lower_an[:,1], linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", - "\n", - "# Plot\n", - "ax.scatter(T13_010_an[:,0], T13_010_an[:,1], marker='o', s=0.03, color=color_010)\n", - "ax.scatter(T23_100_an[:,0], T23_100_an[:,1], marker='o', s=0.03, color=color_100)\n", - "\n", - "# Legend\n", - "l_size = fontsize\n", - "legend_elements = []\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='lime', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", - ")\n", - "legend = plt.legend(handles=legend_elements, loc=(0.03, 0.78),\n", - " title='Source composition',\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", - "\n", - "# Colorbar\n", - "gs00 = gridspec.GridSpecFromSubplotSpec(2, 1, subplot_spec=gs[1])\n", - "ax0 = fig.add_subplot(gs00[0])\n", - "cb = mpl.colorbar.ColorbarBase(ax0, cmap=cmap_010, norm=norm)\n", - "cb.ax.tick_params(labelsize=fontsize-5)\n", - "ax0.text(-1.5, 0.5, r'$\\mathcal{O}_{e\\tau}\\:texture$', fontsize=fontsize,\n", - " rotation=90, verticalalignment='center', horizontalalignment='center')\n", - "\n", - "\n", - "ax1 = fig.add_subplot(gs00[1])\n", - "cb = mpl.colorbar.ColorbarBase(ax1, cmap=cmap_100, norm=norm)\n", - "cb.ax.tick_params(labelsize=fontsize-5)\n", - "ax1.text(-1.5, 0.5, r'$\\mathcal{O}_{\\mu\\tau}\\:texture$', fontsize=fontsize,\n", - " rotation=90, verticalalignment='center', horizontalalignment='center')\n", - "\n", - "fig.text(0.98, 0.5, r'${\\rm New\\:Physics\\:Scale}\\:[\\:{\\rm log}_{10} (\\Lambda^{-1}_{d=6}\\:/\\:{\\rm GeV}^{-2})\\: ]$',\n", - " fontsize=fontsize+5, horizontalalignment='center', verticalalignment='center', rotation=-90)\n", - "\n", - "# Text\n", - "ax.text(0.34, 0.12, r'$68\\%$', fontsize=fontsize, rotation=12)\n", - "ax.text(0.33, 0.26, r'$90\\%$', fontsize=fontsize, rotation=18)\n", - "\n", - "fig.savefig('./plots/fr_an_trajectory.png', bbox_inches='tight', dpi=150)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "sc = np.linspace(-52, -40, 1000)\n", - "energy = 1e6\n", - " \n", - "s = [0, 1, 0]\n", - "frs_010 = []\n", - "for x in sc:\n", - " u = fr_utils.params_to_BSMu(x, fix_mixing=MixingScenario.T13, dim=6, energy=energy)\n", - " frs_010.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", - "frs_010 = np.vstack(frs_010)\n", - "\n", - "s = [1, 0, 0]\n", - "frs_100 = []\n", - "for x in sc:\n", - " u = fr_utils.params_to_BSMu(x, fix_mixing=MixingScenario.T23, dim=6, energy=energy)\n", - " frs_100.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", - "frs_100 = np.vstack(frs_100)\n", - "\n", - "s = [0, 0, 1]\n", - "frs_001 = []\n", - "for x in sc:\n", - " u = fr_utils.params_to_BSMu(x, fix_mixing=MixingScenario.T12, dim=6, energy=energy)\n", - " frs_001.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n", - "frs_001 = np.vstack(frs_001)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "frs_010_an = np.array(map(fr_utils.fr_to_angles, frs_010))\n", - "frs_100_an = np.array(map(fr_utils.fr_to_angles, frs_100))\n", - "frs_001_an = np.array(map(fr_utils.fr_to_angles, frs_001))\n", - "\n", - "norm = mpl.colors.Normalize(vmin=-52, vmax=-40)\n", - "\n", - "color_fe_010 = map(alp, map(cmap_010, map(norm, sc)))\n", - "color_fe_100 = map(alp, map(cmap_100, map(norm, sc)))\n", - "color_fe_001 = map(alp, map(cmap_001, map(norm, sc)))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "print frs_001[-20:]\n", - "print frs_001_an[-20:]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(10, 10))\n", - "gs = gridspec.GridSpec(1, 2, width_ratios=[40, 1])\n", - "gs.update(hspace=0.3, wspace=0.15)\n", - "\n", - "ax = fig.add_subplot(gs[0])\n", - "\n", - "ax.set_xlim(0, 1)\n", - "ax.set_ylim(-1, 1)\n", - "\n", - "ax.tick_params(axis='x', labelsize=fontsize)\n", - "ax.tick_params(axis='y', labelsize=fontsize)\n", - "\n", - "ax.set_xlabel(r'$sin^4\\phi$', fontsize=fontsize+5)\n", - "ax.set_ylabel(r'$cos\\left (2\\psi\\right )$', fontsize=fontsize+5)\n", - "\n", - "for ymaj in ax.yaxis.get_majorticklocs():\n", - " ax.axhline(y=ymaj, ls='--', color='gray', alpha=0.4, linewidth=0.5)\n", - "for xmaj in ax.xaxis.get_majorticklocs():\n", - " ax.axvline(x=xmaj, ls='--', color='gray', alpha=0.4, linewidth=0.5)\n", - "\n", - "# HESE data\n", - "ax.plot(contour_68_upper_an[:,0], contour_68_upper_an[:,1], linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", - "ax.plot(contour_68_lower_an[:,0], contour_68_lower_an[:,1], linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", - "ax.plot(contour_90_upper_an[:,0], contour_90_upper_an[:,1], linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", - "ax.plot(contour_90_lower_an[:,0], contour_90_lower_an[:,1], linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", - "\n", - "# Plot\n", - "ax.scatter(frs_010_an[:,0], frs_010_an[:,1], marker='o', s=3, color=color_fe_010)\n", - "ax.scatter(frs_100_an[:,0], frs_100_an[:,1], marker='o', s=3, color=color_fe_100)\n", - "ax.scatter(frs_001_an[:,0], frs_001_an[:,1], marker='o', s=3, color=color_fe_001)\n", - "\n", - "# Legend\n", - "l_size = fontsize\n", - "legend_elements = []\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='lime', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", - ")\n", - "legend = plt.legend(handles=legend_elements, loc=(0.03, 0.78),\n", - " title='Source composition',\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", - "\n", - "# Colorbar\n", - "gs00 = gridspec.GridSpecFromSubplotSpec(2, 1, subplot_spec=gs[1])\n", - "ax0 = fig.add_subplot(gs00[0])\n", - "cb = mpl.colorbar.ColorbarBase(ax0, cmap=cmap_010, norm=norm)\n", - "cb.ax.tick_params(labelsize=fontsize-5)\n", - "ax0.text(-1.5, 0.5, r'$\\mathcal{O}_{e\\tau}\\:texture$', fontsize=fontsize,\n", - " rotation=90, verticalalignment='center', horizontalalignment='center')\n", - "\n", - "\n", - "ax1 = fig.add_subplot(gs00[1])\n", - "cb = mpl.colorbar.ColorbarBase(ax1, cmap=cmap_100, norm=norm)\n", - "cb.ax.tick_params(labelsize=fontsize-5)\n", - "ax1.text(-1.5, 0.5, r'$\\mathcal{O}_{\\mu\\tau}\\:texture$', fontsize=fontsize,\n", - " rotation=90, verticalalignment='center', horizontalalignment='center')\n", - "\n", - "fig.text(0.98, 0.5, r'${\\rm New\\:Physics\\:Scale}\\:[\\:{\\rm log}_{10} (\\Lambda^{-1}_{d=6}\\:/\\:{\\rm GeV}^{-2})\\: ]$',\n", - " fontsize=fontsize+5, horizontalalignment='center', verticalalignment='center', rotation=-90)\n", - "\n", - "# Text\n", - "ax.text(0.45, 0.185, r'$68\\%$', fontsize=fontsize, rotation=5)\n", - "ax.text(0.45, 0.52, r'$90\\%$', fontsize=fontsize, rotation=-4)\n", - "\n", - "fig.savefig('./plots/fr_an_fe_trajectory.png', bbox_inches='tight', dpi=150)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(60000, 3)\n", - "(60000, 3)\n" - ] - } - ], - "source": [ - "MCMC_010_sc = np.load('./chains/mcmc_chain_DIM6_sfr_0_1_0_mfr_1_1_1_MixingScenario.T13.npy')[:,-1]\n", - "MCMC_010_frs = np.load('./chains/mcmc_chain_DIM6_sfr_0_1_0_mfr_1_1_1_MixingScenario.T13_proc.npy')\n", - "print MCMC_010_frs.shape\n", - "\n", - "MCMC_100_sc = np.load('./chains/mcmc_chain_DIM6_sfr_1_0_0_mfr_1_1_1_MixingScenario.T23.npy')[:,-1]\n", - "MCMC_100_frs = np.load('./chains/mcmc_chain_DIM6_sfr_1_0_0_mfr_1_1_1_MixingScenario.T23_proc.npy')\n", - "print MCMC_100_frs.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "#min_scale = np.min(MCMC_100_sc)\n", - "#max_scale = np.max(MCMC_100_sc)\n", - "min_scale = -52\n", - "max_scale = -40\n", - "norm = mpl.colors.Normalize(vmin=min_scale, vmax=max_scale)\n", - "\n", - "color_MCMC_100 = map(alp, map(cmap_100, map(norm, MCMC_100_sc)))\n", - "color_MCMC_010 = map(alp, map(cmap_010, map(norm, MCMC_010_sc)))" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 864x864 with 3 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "#gs = gridspec.GridSpec(1, 2, width_ratios=[40, 1])\n", - "gs = gridspec.GridSpec(2, 1, height_ratios=[40, 1])\n", - "gs.update(hspace=0.3, wspace=0.15)\n", - "\n", - "ax = fig.add_subplot(gs[0])\n", - "ax.set_aspect('equal')\n", - "\n", - "# Boundary and Gridlines\n", - "scale = 1\n", - "fig, tax = ternary.figure(ax=ax, scale=scale)\n", - "\n", - "# Draw Boundary and Gridlines\n", - "tax.boundary(linewidth=2.0)\n", - "tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n", - "tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n", - "\n", - "# Set Axis labels and Title\n", - "fontsize = 23\n", - "tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", - "tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n", - "tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n", - "\n", - "# Remove default Matplotlib axis\n", - "tax.get_axes().axis('off')\n", - "tax.clear_matplotlib_ticks()\n", - "\n", - "# Plot\n", - "#tax.scatter(SM_120, marker='o', s=0.03, alpha=0.3, color='red')\n", - "#tax.scatter([[0, 1, 0]], marker='*', s=500, alpha=1.0, color='green', zorder=100)\n", - "#tax.scatter([[1, 0, 0]], marker='*', s=500, alpha=1.0, color='blue', zorder=100)\n", - "\n", - "# Contour\n", - "tax.plot(contour_68_upper, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", - "tax.plot(contour_68_lower, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n", - "tax.plot(contour_90_upper, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", - "tax.plot(contour_90_lower, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n", - "\n", - "# Lines\n", - "marker_style = dict(\n", - " linestyle=' ', color='darkorange', linewidth=1.2,\n", - " markersize=14, zorder=0\n", - ")\n", - "\n", - "# Trajectories\n", - "tax.scatter(MCMC_010_frs, marker='o', s=0.03, color=color_MCMC_010)\n", - "tax.scatter(MCMC_100_frs, marker='o', s=0.03, color=color_MCMC_100)\n", - "\n", - "# Text\n", - "#ax.text(0.63, 0.46, r'$\\mathcal{O}_{e\\mu}$', fontsize=fontsize,\n", - "# rotation=0, verticalalignment='center')\n", - "ax.text(0.34, 0.2, r'$68\\%$', fontsize=fontsize, rotation=5)\n", - "ax.text(0.34, 0.1, r'$90\\%$', fontsize=fontsize, rotation=5)\n", - "\n", - "# Legend\n", - "l_size = fontsize\n", - "legend_elements = []\n", - "#legend_elements.append(\n", - "# Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n", - "# linewidth=2., label=r'$\\left (1:2:0\\right )$')\n", - "#)\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='lime', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (0:1:0\\right )$')\n", - ")\n", - "legend_elements.append(\n", - " Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n", - " linewidth=2., label=r'$\\left (1:0:0\\right )$')\n", - ")\n", - "legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n", - " title='Source composition',\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", - "\n", - "# Colorbar\n", - "gs00 = gridspec.GridSpecFromSubplotSpec(1, 2, subplot_spec=gs[1])\n", - "ax0 = fig.add_subplot(gs00[0])\n", - "cb = mpl.colorbar.ColorbarBase(ax0, cmap=cmap_010, norm=norm, orientation='horizontal')\n", - "cb.ax.tick_params(labelsize=fontsize-5)\n", - "ax0.text(0.5, 2, r'$\\mathcal{O}_{e\\tau}\\:texture$', fontsize=fontsize,\n", - " rotation=0, verticalalignment='center', horizontalalignment='center')\n", - "\n", - "\n", - "ax1 = fig.add_subplot(gs00[1])\n", - "cb = mpl.colorbar.ColorbarBase(ax1, cmap=cmap_100, norm=norm, orientation='horizontal')\n", - "cb.ax.tick_params(labelsize=fontsize-5)\n", - "#cb.set_label(r'${\\rm New\\:Physics\\:Scale}\\:[\\:{\\rm log}_{10} (\\Lambda^{-1}_{d=6}\\:/\\:{\\rm GeV}^{-2})\\: ]$',\n", - "# fontsize=fontsize+5, labelpad=20, horizontalalignment='left')\n", - "ax1.text(0.5, 2, r'$\\mathcal{O}_{\\mu\\tau}\\:texture$', fontsize=fontsize,\n", - " rotation=0, verticalalignment='center', horizontalalignment='center')\n", - "\n", - "fig.text(0.5, 0.038, r'${\\rm New\\:Physics\\:Scale}\\:[\\:{\\rm log}_{10} (\\Lambda^{-1}_{d=6}\\:/\\:{\\rm GeV}^{-2})\\: ]$',\n", - " fontsize=fontsize+5, horizontalalignment='center')\n", - "\n", - "# Set ticks\n", - "tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n", - " fontsize=fontsize, tick_formats='%.1f')\n", - "\n", - "tax._redraw_labels()\n", - "\n", - "# save\n", - "#fig.savefig('./plots/fr_trajectory.png', bbox_inches='tight', dpi=150)\n", - "#fig.savefig('./plots/fr_trajectory.pdf', bbox_inches='tight', dpi=150)" - ] - } - ], - "metadata": { - "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": "2.7.15" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/plot_llh/triangle.py b/plot_llh/triangle.py deleted file mode 100644 index 9cc98a7..0000000 --- a/plot_llh/triangle.py +++ /dev/null @@ -1,258 +0,0 @@ -#! /usr/bin/env python -""" -Make triangle plot -""" - -from __future__ import absolute_import, division - -import sys -sys.path.extend(['.', '..']) - -import numpy as np -from scipy import interpolate - -import matplotlib as mpl -import matplotlib.gridspec as gridspec -import matplotlib.pyplot as plt -from matplotlib.patches import Circle -from matplotlib.legend_handler import HandlerPatch -plt.style.use('./paper.mplstyle') - -import ternary - -from utils import fr as fr_utils -from utils import misc as misc_utils -from utils.enums import MixingScenario - - -OUTFOLDER = './plots/' -OUTFORMAT = ['png', 'pdf'] -FONTSIZE = 23 -PURPLE = [0.5019607843137255, 0.0, 0.5019607843137255] - - -class HandlerCircle(HandlerPatch): - def create_artists(self, legend, orig_handle, - xdescent, ydescent, width, height, - fontsize, trans): - r = 10 - x = r + width//2 + 10 - y = height//2 - 3 - - # create - p = Circle(xy=(x, y), radius=r) - - # update with data from oryginal object - self.update_prop(p, orig_handle, legend) - - # move xy to legend - p.set_transform(trans) - - return [p] - - -def swap(x): - y = x.T - return np.vstack([y[1], y[-1], y[0]]).T - - -def interp(i): - x, y, z = i.T - p = np.linspace(0, 1, len(x)) - q = np.linspace(0, 1, 100) - s = 0.2 - x_ = interpolate.splev(q, interpolate.splrep(p, x, s=s)) - y_ = interpolate.splev(q, interpolate.splrep(p, y, s=s)) - z_ = interpolate.splev(q, interpolate.splrep(p, z, s=s)) - return np.vstack([x_, y_, z_]).T - - -def setupfigure(tax, show_120=True, show_001=False, legend=True): - # Draw Boundary and Gridlines - tax.boundary(linewidth=2.0) - tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, - ls='--') - tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, - ls=':') - - # Set Axis labels and Title - tax.left_axis_label(r"$f_{\tau}^{\oplus}$", fontsize=FONTSIZE+8, - offset=0.2, rotation=0) - tax.right_axis_label(r"$f_{\mu}^{\oplus}$", fontsize=FONTSIZE+8, - offset=0.2, rotation=0) - tax.bottom_axis_label(r"$f_{e}^{\oplus}$", fontsize=FONTSIZE+8, - position=(0.55, -0.20/2, 0.5), rotation=0) - - # Remove default Matplotlib axis - tax.get_axes().axis('off') - tax.clear_matplotlib_ticks() - - # Legend - if legend: - l_size = FONTSIZE - legend_elements = [] - if show_120: - legend_elements.append( - Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k', - linewidth=2., label=r'$\left (1:2:0\right )$') - ) - legend_elements.append( - Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k', - linewidth=2., label=r'$\left (0:1:0\right )$') - ) - legend_elements.append( - Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k', - linewidth=2., label=r'$\left (1:0:0\right )$') - ) - if show_001: - legend_elements.append( - Circle((0., 0.), 0.1, facecolor=PURPLE+[0.7], edgecolor='k', - linewidth=2., label=r'$\left (0:0:1\right )$') - ) - legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8), - title='Source composition', - fontsize=l_size, - handler_map={Circle: HandlerCircle()}) - plt.setp(legend.get_title(), fontsize=l_size) - legend.get_frame().set_linestyle('-') - - # Set ticks - tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03, - fontsize=FONTSIZE, tick_formats='%.1f') - - tax._redraw_labels() - - return - - -# Load contours -bc = np.genfromtxt('./bayes_contours.csv', delimiter=',', skip_header=2) -print bc - -contour_68_upper = interp(swap(bc[:,:3])) -contour_68_lower = interp(swap(bc[:,3:6])) -contour_90_upper = interp(swap(bc[:,6:9])) -contour_90_lower = interp(swap(bc[:,9:])) - -# Load data -sm_010 = np.load('./mcmc_DIM3_sfr_0_1_0_mfr_3.29685E+15_7.88411E+15_6.83344E+15_fix_scale_0.1_sigma_100000_proc.npy') -sm_100 = np.load('./mcmc_DIM3_sfr_1_0_0_mfr_1.98171E+16_6.59371E+15_9.61795E+15_fix_scale_0.1_sigma_100000_proc.npy') -bsm_010 = np.load('./mcmc_chains_DIM3_sfr_0_1_0_mfr_0_1_0_MixingScenario.T13_sigma_010.npy') -bsm_100 = np.load('./mcmc_chains_DIM3_sfr_1_0_0_mfr_1_0_0_MixingScenario.T23_sigma_010.npy') - -# Figure -fig = plt.figure(figsize=(12, 12)) -ax = fig.add_subplot(111) -ax.set_aspect('equal') - -# Boundary and Gridlines -scale = 1 -fig, tax = ternary.figure(ax=ax, scale=scale) -setupfigure(tax, show_120=False) - -# Plot -tax.scatter(sm_010, marker='.', s=0.2, alpha=0.2, color='green') -tax.scatter(sm_100, marker='.', s=0.2, alpha=0.2, color='blue') -tax.scatter(bsm_010, marker='.', s=0.2, alpha=0.2, color='green') -tax.scatter(bsm_100, marker='.', s=0.2, alpha=0.2, color='blue') - -# Contour -tax.plot(contour_68_upper, linewidth=2.3, color='grey', zorder=0, alpha=0.6) -tax.plot(contour_68_lower, linewidth=2.3, color='grey', zorder=0, alpha=0.6) -tax.plot(contour_90_upper, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6) -tax.plot(contour_90_lower, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6) - -# Lines -marker_style = dict( - linestyle=' ', color='darkorange', linewidth=1.2, - markersize=14, zorder=0 -) - -p1 = (0.18301213, 0.43765598, 0.37933189) -p2 = (0, 1, 0) -divisions = 46 -x_d = np.linspace(p1[0], p2[0], divisions+1) -y_d = np.linspace(p1[1], p2[1], divisions+1) -z_d = np.linspace(p1[2], p2[2], divisions+1) -for n in xrange(divisions-2): - p = (x_d[n], y_d[n], z_d[n]) - q = (x_d[n+1], y_d[n+1], z_d[n+1]) - tax.line(p, q, marker=(3, 2, 180+46.5), **marker_style) - -p1 = (0.55003613, 0.18301213, 0.26695174) -p2 = (1, 0, 0) -divisions = 35 -x_d = np.linspace(p1[0], p2[0], divisions+1) -y_d = np.linspace(p1[1], p2[1], divisions+1) -z_d = np.linspace(p1[2], p2[2], divisions+1) -for n in xrange(divisions-2): - p = (x_d[n], y_d[n], z_d[n]) - q = (x_d[n+1], y_d[n+1], z_d[n+1]) - tax.line(p, q, marker=(3, 2, 180+63), **marker_style) - -# Text -ax.text(0.36, 0.53, r'$\mathcal{O}_{e\tau}$', fontsize=FONTSIZE, - rotation=0, verticalalignment='center') -ax.text(0.445, 0.54, r'$\Lambda_d\Longrightarrow$', fontsize=FONTSIZE+5, - rotation=80, verticalalignment='center') -ax.text(0.68, 0.09, r'$\mathcal{O}_{\mu\tau}$', fontsize=FONTSIZE, - rotation=0, verticalalignment='center') -ax.text(0.7, 0.14, r'$\Lambda_d\Longrightarrow$', fontsize=FONTSIZE+5, - rotation=-23, verticalalignment='center') -ax.text(0.34, 0.2, r'$68\%$', fontsize=FONTSIZE, rotation=5) -ax.text(0.34, 0.1, r'$90\%$', fontsize=FONTSIZE, rotation=5) - -# Save -outfile = 'fr' -for of in OUTFORMAT: - o = OUTFOLDER + outfile + '.' + of - print 'Saving as {0}'.format(o) - fig.savefig(o, bbox_inches='tight', dpi=150) - -# Scenarios -scenarios = [MixingScenario.T12, MixingScenario.T13, MixingScenario.T23] -title = [r'e\mu', r'e\tau', r'\mu\tau'] -srcs = [(0, 0, 1), (1, 0, 0), (0, 1, 0), (1, 2, 0)] -colours = {0:PURPLE+[1.], 1:'blue', 2:'green', 3:'red'} -ev_sc = np.linspace(-60, -20, 4E3) - -# Figure -fig = plt.figure(figsize=(36, 12)) -gs = gridspec.GridSpec(1, 3, width_ratios=[1, 1, 1]) -# gs.update(hspace=0.4, wspace=0.15) -for i, sc in enumerate(scenarios): - ax = fig.add_subplot(gs[i]) - ax.set_aspect('equal') - - # Boundary and Gridlines - scale = 1 - legend = False - if i == 1: legend = True - fig, tax = ternary.figure(ax=ax, scale=scale) - setupfigure(tax, legend=legend, show_001=True) - tax.set_title(r'$\mathcal{O}_{'+title[i]+r'}\:operator$', - fontsize=FONTSIZE+10, pad=35) - - # Calculate and plot - for c, s in enumerate(srcs): - frs = [] - for e in ev_sc: - u = fr_utils.params_to_BSMu(e, fix_mixing=sc, dim=6, energy=1e6) - frs.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128))) - frs = np.vstack(frs) - tax.scatter(frs, marker='o', s=2, alpha=1, color=colours[c]) - - # Contour - tax.plot(contour_68_upper, linewidth=2.3, color='grey', zorder=0, alpha=0.6) - tax.plot(contour_68_lower, linewidth=2.3, color='grey', zorder=0, alpha=0.6) - tax.plot(contour_90_upper, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6) - tax.plot(contour_90_lower, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6) - ax.text(0.34, 0.2, r'$68\%$', fontsize=FONTSIZE, rotation=5) - ax.text(0.34, 0.1, r'$90\%$', fontsize=FONTSIZE, rotation=5) - -# Save -outfile = 'fr_all' -for of in OUTFORMAT: - o = OUTFOLDER + outfile + '.' + of - print 'Saving as {0}'.format(o) - fig.savefig(o, bbox_inches='tight', dpi=150) diff --git a/plot_llh/unitarity.py b/plot_llh/unitarity.py deleted file mode 100644 index c43f430..0000000 --- a/plot_llh/unitarity.py +++ /dev/null @@ -1,86 +0,0 @@ -# author : S. Mandalia -# s.p.mandalia@qmul.ac.uk -# -# date : Sept 11, 2019 - -""" -Utility methods for calculation of unitarity bounds. -Calculation follows from DOI 10.1103/PhysRevD.98.123023 -"Unitary bounds of astrophysical neutrinos" by M. Ahlers, M. Bustamante, S. Mu -""" - -from __future__ import absolute_import, division - -import numpy as np - -def Sp(x, y, z): - """S'.""" - if x == 0: return -np.inf - if np.power(x, 2) < (np.power(y - z, 2) / 9.): - return -np.inf - num = np.power(3*x + y + z, 2) - (4 * y * z) - den = 24 * x - return num / den - -S1 = lambda x, y, z: (x + y + z) / 3. -S2 = lambda x, y, z: [x/2., y/2., z/2.] -S3 = lambda x, y, z: [Sp(x, y, z), Sp(y, z, x), Sp(z, x, y)] - -B_v = np.vectorize( - lambda x, y, z: np.max([0] + [S1(x, y, z)] + S2(x, y, z) + S3(x, y, z)) -) - -def Bn(B, omega, chi): - """Normalised B.""" - if np.abs(chi - omega) >= (np.pi / 2.): - return np.inf - return B / np.cos(chi - omega) - -def calc_unitarity_bounds(f_s, n_samples): - """Calculate unitarity boundary for a given source flavour ratio. - - Parameters - ---------- - f_s : list, length = 3 - f_e, f_mu and f_tau - - n_samples : int - number of points to sample - - Returns - ---------- - numpy ndarray measured flavour ratios of shape (n_samples, 3) - - """ - chi = np.linspace(0., 2*np.pi, n_samples) - domega = np.linspace(-np.pi/2., np.pi/2, n_samples) - - eta = np.full_like(chi, np.inf, dtype=np.float) - for i_chi in xrange(n_samples): - omega = chi[i_chi] + domega - x = (1 - f_s[0] - 2*f_s[1]) * np.sin(omega) - y = (1 - 2*f_s[0] - f_s[1]) * np.cos(omega) - z = (f_s[1] - f_s[0]) * (np.cos(omega) - np.sin(omega)) - - B = B_v(x, y, z) - if np.any(~np.isfinite(B)): - print 'B', B - raise AssertionError('inf elements found!') - - nB = [] - for i_ome in xrange(n_samples): - nB.append(Bn(B[i_ome], omega[i_ome], chi[i_chi])) - eta[i_chi] = np.min(nB) - if np.any(~np.isfinite(eta)): - print 'eta', eta - raise AssertionError('inf elements found!') - - df_em = eta * np.cos(chi) - df_um = eta * np.sin(chi) - - af_m = np.dstack([ - df_em + f_s[0], - df_um + f_s[1], - 1 - ((df_em + f_s[0]) + (df_um + f_s[1])) - ])[0] - return af_m diff --git a/plot_llh/unitary_bounds.ipynb b/plot_llh/unitary_bounds.ipynb deleted file mode 100644 index 4d79dfd..0000000 --- a/plot_llh/unitary_bounds.ipynb +++ /dev/null @@ -1,238 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "%load_ext autoreload\n", - "%autoreload 2" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "\"\"\"From 'Unitary bounds of astrophysical neutrinos' DOI 10.1103/PhysRevD.98.123023\"\"\"\n", - "import sys\n", - "sys.path.extend(['.', '..'])\n", - "\n", - "import numpy as np\n", - "import matplotlib as mpl\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", - "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", - "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 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": [], - "source": [ - "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": 4, - "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": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.legend.Legend at 0x7f24e1534210>" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, - { - "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", - "text/plain": [ - "<Figure size 864x864 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "\n", - "# Axis\n", - "ax = fig.add_subplot(111)\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 scatter\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 fill\n", - "for f_m, col in reversed(zip((f_m_120, f_m_010, f_m_100), (tRed, tGreen, tBlue))):\n", - " plot_utils.tax_fill(\n", - " ax=ax,\n", - " points=f_m,\n", - " nbins=nbins,\n", - " linewidth = 3,\n", - " facecolor = col+[0.4],\n", - " edgecolor = col,\n", - " zorder = 5\n", - " )\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)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "p1 = sg.Polygon(map(plot_utils.project, f_m_010))\n", - "p2 = sg.Polygon(map(plot_utils.project, f_m_100))\n", - "c = so.cascaded_union([p1,p2])\n", - "f_m_x = np.array(map(lambda x: plot_utils.project_toflavour(x, nbins), zip(*c.exterior.xy)))" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 864x864 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Figure\n", - "fig = plt.figure(figsize=(12, 12))\n", - "\n", - "# Axis\n", - "ax = fig.add_subplot(111)\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 fill\n", - "for f_m, col in reversed(zip((f_m_120, f_m_x), (tRed, grey))):\n", - " plot_utils.tax_fill(\n", - " ax=ax,\n", - " points=f_m,\n", - " nbins=nbins,\n", - " linewidth = 3,\n", - " facecolor = col+[0.4],\n", - " edgecolor = col,\n", - " zorder = 4\n", - " )" - ] - } - ], - "metadata": { - "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": "2.7.15" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} |
