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{
 "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",
    "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": 21,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0.038,'${\\\\rm New\\\\:Physics\\\\:Scale}\\\\:[\\\\:{\\\\rm log}_{10} (\\\\Lambda_{d=6}\\\\:/\\\\:{\\\\rm M}^{2}_{\\\\rm Planck})\\\\: ]$')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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 = 'lightgrey',\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 = 'lightgrey',\n",
    "    alpha = 1,\n",
    "    zorder = 0\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",
    "# 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, 0.143*nbins, r'$68\\%$', fontsize=fontsize, rotation=3)\n",
    "ax.text(0.34*nbins, 0.038*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='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='grey', alpha=0.7, edgecolor='k',\n",
    "           linewidth=2., label=r'$\\left (0:1:0\\right ) + \\left (1:0:0\\right )$')\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'${\\rm New\\:Physics\\:Scale}\\:[\\:{\\rm log}_{10} (\\Lambda_{d=6}\\:/\\:{\\rm M}^{2}_{\\rm Planck})\\: ]$',\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": null,
   "metadata": {},
   "outputs": [],
   "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": 13,
   "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": 40,
   "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": 41,
   "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": 53,
   "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"
     ]
    }
   ],
   "source": [
    "print frs_001[-20:]\n",
    "print frs_001_an[-20:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "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(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)"
   ]
  }
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