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-rw-r--r--plot_llh/.ipynb_checkpoints/trajectory-checkpoint.ipynb543
1 files changed, 541 insertions, 2 deletions
diff --git a/plot_llh/.ipynb_checkpoints/trajectory-checkpoint.ipynb b/plot_llh/.ipynb_checkpoints/trajectory-checkpoint.ipynb
index 2fd6442..fe2644e 100644
--- a/plot_llh/.ipynb_checkpoints/trajectory-checkpoint.ipynb
+++ b/plot_llh/.ipynb_checkpoints/trajectory-checkpoint.ipynb
@@ -1,6 +1,545 @@
{
- "cells": [],
- "metadata": {},
+ "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",
+ "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",
+ "import ternary\n",
+ "\n",
+ "from utils import fr as fr_utils\n",
+ "from utils import misc as misc_utils\n",
+ "from utils.enums import MixingScenario"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 116,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[1, 0, 0] -> [ 0.550 0.183 0.267] = [ 0.537 0.269]\n",
+ "[0, 1, 0] -> [ 0.183 0.438 0.379] = [ 0.385 -0.158]\n",
+ "[1, 2, 0] -> [ 0.305 0.353 0.342] = [ 0.433 -0.031]\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))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "SM_120 = 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",
+ "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": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "(200000, 3) (69648, 4) (69023, 4)\n"
+ ]
+ }
+ ],
+ "source": [
+ "print SM_120.shape, T13_010.shape, T23_100.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "bc = np.genfromtxt('./bayes_contours.csv', delimiter=',', skip_header=2)\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 = np.array(interp(swap(bc[:,:3])))\n",
+ "contour_68_lower = np.array(interp(swap(bc[:,3:6])))\n",
+ "contour_90_upper = np.array(interp(swap(bc[:,6:9])))\n",
+ "contour_90_lower = np.array(interp(swap(bc[:,9:])))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "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]))\n",
+ "\n",
+ "contour_68_upper_an = np.array(map(fr_utils.fr_to_angles, contour_68_upper))\n",
+ "contour_68_lower_an = np.array(map(fr_utils.fr_to_angles, contour_68_lower))\n",
+ "contour_90_upper_an = np.array(map(fr_utils.fr_to_angles, contour_90_upper))\n",
+ "contour_90_lower_an = np.array(map(fr_utils.fr_to_angles, contour_90_lower))"
+ ]
+ },
+ {
+ "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": [
+ "min_scale -52.0\n",
+ "max_scale -40.0\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"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "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",
+ "\n",
+ "color_010 = map(alp, map(cmap_010, map(norm, T13_010[:,-1])))\n",
+ "color_100 = map(alp, map(cmap_100, map(norm, T23_100[:,-1])))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 99,
+ "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",
+ "norm = mpl.colors.Normalize(vmin=min_scale, vmax=max_scale)\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(T13_010[:,:-1], marker='o', s=0.03, color=color_010)\n",
+ "tax.scatter(T23_100[:,:-1], marker='o', s=0.03, color=color_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)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 98,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 720x720 with 3 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "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": 117,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from scipy.stats import multivariate_normal, rv_continuous"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 118,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "class Gaussian(rv_continuous):\n",
+ " \"\"\"Gaussian for one dimension.\"\"\"\n",
+ " def _pdf(self, x, mu, sig):\n",
+ " return (1./np.sqrt(2*np.pi*sig**2))*np.exp(-((x-mu)**2)/(2*sig**2))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 125,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "53.60116635392305\n",
+ "50.84659613718594\n",
+ "\n",
+ "53.60116206298731\n",
+ "42.26329787319742\n"
+ ]
+ }
+ ],
+ "source": [
+ "print Gaussian().logpdf(\n",
+ " 7.40E-23, 7.40e-23, 2.1E-24\n",
+ ")\n",
+ "print Gaussian().logpdf(\n",
+ " 2.494E-21, 2.494E-21, 3.3E-23\n",
+ ")\n",
+ "print\n",
+ "\n",
+ "print Gaussian().logpdf(\n",
+ " 7.40E-23, 7.40061519146e-23, 2.1E-24\n",
+ ")\n",
+ "print Gaussian().logpdf(\n",
+ " 7.40E-23, 8.40e-23, 2.1E-24\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 127,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0.467 0.250 0.283\n"
+ ]
+ }
+ ],
+ "source": [
+ "print '{0:.3f} {1:.3f} {2:.3f}'.format(*map(float, fr_utils.angles_to_fr([0.513682, 0.30278])))"
+ ]
+ }
+ ],
+ "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": "2.7.14"
+ }
+ },
"nbformat": 4,
"nbformat_minor": 2
}