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Diffstat (limited to 'plot_llh/trajectory.ipynb')
| -rw-r--r-- | plot_llh/trajectory.ipynb | 349 |
1 files changed, 349 insertions, 0 deletions
diff --git a/plot_llh/trajectory.ipynb b/plot_llh/trajectory.ipynb new file mode 100644 index 0000000..3516053 --- /dev/null +++ b/plot_llh/trajectory.ipynb @@ -0,0 +1,349 @@ +{ + "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": 3, + "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": 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) (6942, 4) (7059, 4)\n" + ] + } + ], + "source": [ + "print SM_120.shape, T13_010.shape, T23_100.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "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": 7, + "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": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "min_scale -42.0\n", + "max_scale -30.0\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": 9, + "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.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=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='.', 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", + "cmap_010 = plt.get_cmap('jet', 20)\n", + "cmap_100 = plt.get_cmap('jet', 20)\n", + "\n", + "def alp(x):\n", + " y = list(x)\n", + " y[-1] = 0.3\n", + " return y\n", + "\n", + "tax.scatter(T13_010[:,:-1], marker='o', s=1, color=map(alp, map(cmap_010, map(norm, T13_010[:,-1]))))\n", + "tax.scatter(T23_100[:,:-1], marker='o', s=1, color=map(alp, map(cmap_100, map(norm, T23_100[:,-1]))))\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_010, 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_100, 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", + "\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)" + ] + } + ], + "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 +} |
