diff options
Diffstat (limited to 'plot_llh/.ipynb_checkpoints')
4 files changed, 828 insertions, 82 deletions
diff --git a/plot_llh/.ipynb_checkpoints/thesis-checkpoint.ipynb b/plot_llh/.ipynb_checkpoints/thesis-checkpoint.ipynb new file mode 100644 index 0000000..8f97f84 --- /dev/null +++ b/plot_llh/.ipynb_checkpoints/thesis-checkpoint.ipynb @@ -0,0 +1,371 @@ +{ + "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, Rectangle, Wedge\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 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": [ + "tRed = np.array([226,101,95]) / 255.\n", + "tBlue = np.array([96,149,201]) / 255.\n", + "tGreen = np.array([170,196,109]) / 255." + ] + }, + { + "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": [ + { + "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": 8, + "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": [ + "nbins = 25\n", + "fontsize = 23" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "../utils/plot.py:258: RuntimeWarning: divide by zero encountered in double_scalars\n", + " circum_r = a*b*c/(4.0*area)\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, 0.42])*nbins, xytext=np.array([0.499, 0.83])*nbins,\n", + " arrowprops=dict(arrowstyle=\"-|>\",facecolor='k',lw=2))\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))\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))\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_utils.flavour_contour(\n", + " frs = SM_X,\n", + " ax = ax,\n", + " fill = True,\n", + " nbins = nbins,\n", + " coverage = 90,\n", + " linewidth = 1.5,\n", + " edgecolor = 'k',\n", + " facecolor = 'none',\n", + " alpha = 1,\n", + " zorder = 2,\n", + " oversample = 10,\n", + " delaunay = True,\n", + " d_alpha = 0.1,\n", + " smoothing = 4,\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)" + ] + } + ], + "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 index 9d294e6..565d4f2 100644 --- a/plot_llh/.ipynb_checkpoints/trajectory-checkpoint.ipynb +++ b/plot_llh/.ipynb_checkpoints/trajectory-checkpoint.ipynb @@ -180,7 +180,7 @@ }, { "cell_type": "code", - "execution_count": 127, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -403,12 +403,26 @@ }, { "cell_type": "code", - "execution_count": 135, + "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": [ @@ -604,14 +618,37 @@ "\n", "# save\n", "fig.savefig('./plots/fig2.png', bbox_inches='tight', dpi=150)\n", - "#fig.savefig('./plots/fig2.pdf', bbox_inches='tight', dpi=150)" + "fig.savefig('./plots/fig2.pdf', bbox_inches='tight', dpi=150)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [], + "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 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\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", @@ -632,20 +669,9 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 720x720 with 3 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Figure\n", "fig = plt.figure(figsize=(10, 10))\n", @@ -723,7 +749,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -754,7 +780,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -771,56 +797,9 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[5.84194871e-11 1.56515735e-10 1.00000000e+00]\n", - " [5.52751705e-11 1.48093239e-10 1.00000000e+00]\n", - " [5.23001026e-11 1.40123967e-10 1.00000000e+00]\n", - " [4.94851722e-11 1.32583532e-10 1.00000000e+00]\n", - " [4.68217589e-11 1.25448858e-10 1.00000000e+00]\n", - " [4.43017062e-11 1.18698112e-10 1.00000000e+00]\n", - " [4.19172970e-11 1.12310634e-10 1.00000000e+00]\n", - " [3.96612294e-11 1.06266876e-10 1.00000000e+00]\n", - " [3.75265948e-11 1.00548344e-10 1.00000000e+00]\n", - " [3.55068565e-11 9.51375370e-11 1.00000000e+00]\n", - " [3.35958296e-11 9.00178958e-11 1.00000000e+00]\n", - " [3.17876624e-11 8.51737530e-11 1.00000000e+00]\n", - " [3.00768181e-11 8.05902837e-11 1.00000000e+00]\n", - " [2.84580580e-11 7.62534611e-11 1.00000000e+00]\n", - " [2.69264252e-11 7.21500127e-11 1.00000000e+00]\n", - " [2.54772301e-11 6.82673806e-11 1.00000000e+00]\n", - " [2.41060352e-11 6.45936825e-11 1.00000000e+00]\n", - " [2.28086419e-11 6.11176752e-11 1.00000000e+00]\n", - " [2.15810779e-11 5.78287209e-11 1.00000000e+00]\n", - " [2.04195844e-11 5.47167540e-11 1.00000000e+00]]\n", - "[[ 4.61971319e-20 -4.56399023e-01]\n", - " [ 4.13587196e-20 -4.56403635e-01]\n", - " [ 3.70270253e-20 -4.56407914e-01]\n", - " [ 3.31490091e-20 -4.56412068e-01]\n", - " [ 2.96771742e-20 -4.56416273e-01]\n", - " [ 2.65689465e-20 -4.56420235e-01]\n", - " [ 2.37862648e-20 -4.56424166e-01]\n", - " [ 2.12950274e-20 -4.56428015e-01]\n", - " [ 1.90646738e-20 -4.56431272e-01]\n", - " [ 1.70679551e-20 -4.56435014e-01]\n", - " [ 1.52803681e-20 -4.56438788e-01]\n", - " [ 1.36799786e-20 -4.56442016e-01]\n", - " [ 1.22471918e-20 -4.56444836e-01]\n", - " [ 1.09645135e-20 -4.56448658e-01]\n", - " [ 9.81615776e-21 -4.56451964e-01]\n", - " [ 8.78804397e-21 -4.56454262e-01]\n", - " [ 7.86763931e-21 -4.56457434e-01]\n", - " [ 7.04362557e-21 -4.56460273e-01]\n", - " [ 6.30591825e-21 -4.56463192e-01]\n", - " [ 5.64546983e-21 -4.56465834e-01]]\n" - ] - } - ], + "outputs": [], "source": [ "print frs_001[-20:]\n", "print frs_001_an[-20:]" @@ -828,20 +807,9 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 720x720 with 3 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Figure\n", "fig = plt.figure(figsize=(10, 10))\n", diff --git a/plot_llh/.ipynb_checkpoints/unitarity_contour-checkpoint.ipynb b/plot_llh/.ipynb_checkpoints/unitarity_contour-checkpoint.ipynb new file mode 100644 index 0000000..ad5b35f --- /dev/null +++ b/plot_llh/.ipynb_checkpoints/unitarity_contour-checkpoint.ipynb @@ -0,0 +1,151 @@ +{ + "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/unitary bounds-checkpoint.ipynb b/plot_llh/.ipynb_checkpoints/unitary bounds-checkpoint.ipynb new file mode 100644 index 0000000..f81c448 --- /dev/null +++ b/plot_llh/.ipynb_checkpoints/unitary bounds-checkpoint.ipynb @@ -0,0 +1,256 @@ +{ + "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", + "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 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", + "tRed = np.array([226,101,95]) / 255.\n", + "tBlue = np.array([96,149,201]) / 255.\n", + "tGreen = np.array([170,196,109]) / 255." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "f_s = fr_utils.normalise_fr((1, 4, 0))" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "def Sp(x, y, z):\n", + " if np.power(x, 2) < (np.power(y - z, 2) / 9.):\n", + " return -1\n", + " num = np.power(3*x + y + z, 2) - (4 * y * z)\n", + " den = 24 * x\n", + " return num / den" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "S1 = lambda x, y, z: (x + y + z) / 3.\n", + "S2 = lambda x, y, z: [x/2., y/2., z/2.]\n", + "S3 = lambda x, y, z: [Sp(x, y, z), Sp(y, z, x), Sp(z, x, y)]\n", + "\n", + "B_v = np.vectorize(lambda x, y, z: max([0] + [S1(x, y, z)] + S2(x, y, z) + S3(x, y, z)))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "n_om = 1000\n", + "n_chi = 1000\n", + "\n", + "omega = np.linspace(-np.pi, np.pi, n_om)\n", + "chi = np.linspace(-np.pi, np.pi, n_chi)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "x = (1 - f_s[0] - 2*f_s[1]) * np.sin(omega)\n", + "y = (1 - 2*f_s[0] - f_s[1]) * np.cos(omega)\n", + "z = (f_s[1] - f_s[0]) * (np.cos(omega) - np.sin(omega))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "B = B_v(x, y, z)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "def Eb(B, omega, chi):\n", + " if np.abs(chi - omega) >= (np.pi / 2.):\n", + " return 1\n", + " return B / np.cos(chi - omega)\n", + "\n", + "eta = np.zeros_like(chi)\n", + "for i_chi in xrange(n_chi):\n", + " nB = []\n", + " for i_ome in xrange(n_om):\n", + " nB.append(Eb(B[i_ome], omega[i_ome], chi[i_chi]))\n", + " eta[i_chi] = np.min(nB)\n", + "\n", + "df_em = eta * np.cos(chi)\n", + "df_um = eta * np.sin(chi)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "af_m = np.dstack([\n", + " df_em + f_s[0],\n", + " df_um + f_s[1],\n", + " 1 - ((df_em + f_s[0]) - (df_um + f_s[1]))\n", + "])[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "nbins = 25\n", + "fontsize = 23" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[<matplotlib.patches.Polygon at 0x7f409d165950>]" + ] + }, + "execution_count": 12, + "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", + "def project(p):\n", + " \"\"\"Convert from flavour to cartesian.\"\"\"\n", + " a, b, c = p\n", + " x = a + b/2.\n", + " y = b * np.sqrt(3)/2.\n", + " return [x, y]\n", + "\n", + "pol = np.array(map(project, af_m))\n", + "ax.fill(pol.T[0]*nbins, pol.T[1]*nbins)\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", + "#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 +} |
