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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": [],
"source": [
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"sm_010 = np.load('./chains/mcmc_DIM3_sfr_0_1_0_mfr_3.29685E+15_7.88411E+15_6.83344E+15_fix_scale_0.1_sigma_100000_proc.npy')\n",
"sm_100 = np.load('./chains/mcmc_DIM3_sfr_1_0_0_mfr_1.98171E+16_6.59371E+15_9.61795E+15_fix_scale_0.1_sigma_100000_proc.npy')\n",
"sm_120 = np.load('./chains/mcmc_DIM3_sfr_1_2_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_0.1_sigma_10000000_proc.npy')\n",
"sm_120_uni = np.load('./chains/mcmc_unitary_DIM3_sfr_1_2_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_0.1_sigma_10000000_proc.npy')\n",
"\n",
"bsm_1e45 = np.load('./chains/mcmc_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_MixingScenario.T13_sigma_10000000_sc_1E-45_proc.npy')\n",
"\n",
"bsm_010 = np.load('./chains/mcmc_chains_DIM3_sfr_0_1_0_mfr_0_1_0_MixingScenario.T13_sigma_010.npy')\n",
"bsm_100 = np.load('./chains/mcmc_chains_DIM3_sfr_1_0_0_mfr_1_0_0_MixingScenario.T23_sigma_010.npy')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[0.30464772 0.38851294 0.30683934]\n",
" [0.30464772 0.38851294 0.30683934]\n",
" [0.30464772 0.38851294 0.30683934]\n",
" ...\n",
" [0.16430342 0.42135965 0.41433693]\n",
" [0.13771339 0.44716916 0.41511745]\n",
" [0.13771339 0.44716916 0.41511745]]\n"
]
}
],
"source": [
"print bsm_1e45"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(40000, 3) (40000, 3) (10000, 3)\n"
]
}
],
"source": [
"print sm_010.shape, sm_100.shape, sm_120.shape"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[0.37553977 0.32469747 0.29976276]\n",
" [0.35422184 0.32631003 0.31946813]\n",
" [0.35422184 0.32631003 0.31946813]\n",
" ...\n",
" [0.3765814 0.33614714 0.28727146]\n",
" [0.3765814 0.33614714 0.28727146]\n",
" [0.3765814 0.33614714 0.28727146]]\n"
]
}
],
"source": [
"print sm_120"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(5776, 3)\n",
"(5879, 3)\n",
"(5718, 3)\n",
"(6962, 3)\n"
]
}
],
"source": [
"bsm_1e45_redone = np.genfromtxt('./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-45_sigma_10000000.txt')\n",
"bsm_1e42_redone = np.genfromtxt('./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-42_sigma_10000000.txt')\n",
"bsm_1e30_redone = np.genfromtxt('./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_fix_scale_1e-30_sigma_10000000.txt')\n",
"bsm_010_t13_f = np.genfromtxt('./frs/fr_DIM6_sfr_0_1_0_mfr_5.50076E+15_6.35502E+15_6.15862E+15_MixingScenario.T13_sigma_10000000.txt')\n",
"\n",
"print bsm_1e45_redone.shape\n",
"print bsm_1e42_redone.shape\n",
"print bsm_1e30_redone.shape\n",
"print bsm_010_t13_f[:,:-1].shape"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib.patches import Circle\n",
"from matplotlib.legend_handler import HandlerPatch\n",
"import matplotlib.gridspec as gridspec\n",
"\n",
"from scipy import interpolate\n",
"\n",
"import ternary"
]
},
{
"cell_type": "code",
"execution_count": 9,
"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": 10,
"metadata": {},
"outputs": [],
"source": [
"plt.style.use('./paper.mplstyle')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"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": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x864 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Figure\n",
"fig = plt.figure(figsize=(12, 12))\n",
"ax = fig.add_subplot(111)\n",
"ax.set_aspect('equal')\n",
"\n",
"# Boundary and Gridlines\n",
"scale = 1\n",
"fig, tax = ternary.figure(ax=ax, scale=scale)\n",
"\n",
"# Draw Boundary and Gridlines\n",
"tax.boundary(linewidth=2.0)\n",
"tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n",
"tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n",
"\n",
"# Set Axis labels and Title\n",
"fontsize = 23\n",
"tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n",
"tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n",
"tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n",
"\n",
"# Remove default Matplotlib axis\n",
"tax.get_axes().axis('off')\n",
"tax.clear_matplotlib_ticks()\n",
"\n",
"# Plot\n",
"tax.scatter(sm_010, marker='.', s=0.2, alpha=0.2, color='red')\n",
"#tax.scatter(sm_100, marker='.', s=0.2, alpha=0.2, color='green')\n",
"#tax.scatter(sm_120_uni, marker='.', s=0.2, alpha=0.2, color='blue')\n",
"#tax.scatter(bsm_010, marker='.', s=0.2, alpha=0.2, color='red')\n",
"#tax.scatter(bsm_100, marker='.', s=0.2, alpha=0.2, color='green')\n",
"\n",
"#tax.scatter(bsm_1e45, marker='.', s=10, alpha=0.4, color='purple')\n",
"#tax.scatter(bsm_1e42_redone, marker='.', s=2, alpha=0.4, color='blue')\n",
"tax.scatter(bsm_010_t13_f[:,:-1], marker='.', s=2, alpha=0.4, color='blue')\n",
"\n",
"# Contour\n",
"tax.plot(contour_68_upper, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n",
"tax.plot(contour_68_lower, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n",
"tax.plot(contour_90_upper, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n",
"tax.plot(contour_90_lower, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n",
"\n",
"# Lines\n",
"marker_style = dict(\n",
" linestyle=' ', color='darkorange', linewidth=1.2,\n",
" markersize=14, zorder=0\n",
")\n",
"\n",
"p1 = (0.18301213, 0.43765598, 0.37933189)\n",
"p2 = (0, 1, 0)\n",
"divisions = 46\n",
"x_d = np.linspace(p1[0], p2[0], divisions+1)\n",
"y_d = np.linspace(p1[1], p2[1], divisions+1)\n",
"z_d = np.linspace(p1[2], p2[2], divisions+1)\n",
"for n in xrange(divisions-2):\n",
" p = (x_d[n], y_d[n], z_d[n])\n",
" q = (x_d[n+1], y_d[n+1], z_d[n+1])\n",
" tax.line(p, q, marker=(3, 2, 180+46.5), **marker_style)\n",
"\n",
"p1 = (0.55003613, 0.18301213, 0.26695174)\n",
"p2 = (1, 0, 0)\n",
"divisions = 35\n",
"x_d = np.linspace(p1[0], p2[0], divisions+1)\n",
"y_d = np.linspace(p1[1], p2[1], divisions+1)\n",
"z_d = np.linspace(p1[2], p2[2], divisions+1)\n",
"for n in xrange(divisions-2):\n",
" p = (x_d[n], y_d[n], z_d[n])\n",
" q = (x_d[n+1], y_d[n+1], z_d[n+1])\n",
" tax.line(p, q, marker=(3, 2, 180+63), **marker_style)\n",
"\n",
"# Text\n",
"ax.text(0.36, 0.53, r'$\\mathcal{O}_{e\\tau}$', fontsize=fontsize,\n",
" rotation=0, verticalalignment='center')\n",
"ax.text(0.445, 0.54, r'$\\Lambda_d\\Longrightarrow$', fontsize=fontsize+5,\n",
" rotation=80, verticalalignment='center')\n",
"ax.text(0.68, 0.09, r'$\\mathcal{O}_{\\mu\\tau}$', fontsize=fontsize,\n",
" rotation=0, verticalalignment='center')\n",
"ax.text(0.7, 0.14, r'$\\Lambda_d\\Longrightarrow$', fontsize=fontsize+5,\n",
" rotation=-23, verticalalignment='center')\n",
"ax.text(0.34, 0.2, r'$68\\%$', fontsize=fontsize, rotation=5)\n",
"ax.text(0.34, 0.1, r'$90\\%$', fontsize=fontsize, rotation=5)\n",
"\n",
"# Legend\n",
"l_size = fontsize\n",
"legend_elements = []\n",
"legend_elements.append(\n",
" Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n",
" linewidth=2., label=r'$\\left (1:0:0\\right )$')\n",
")\n",
"legend_elements.append(\n",
" Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n",
" linewidth=2., label=r'$\\left (0:1:0\\right )$')\n",
")\n",
"legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n",
" title='Source composition',\n",
" fontsize=l_size,\n",
" handler_map={Circle: HandlerCircle()})\n",
"plt.setp(legend.get_title(), fontsize=l_size)\n",
"legend.get_frame().set_linestyle('-')\n",
"\n",
"# Set ticks\n",
"tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n",
" fontsize=fontsize, tick_formats='%.1f')\n",
"\n",
"tax._redraw_labels()\n",
"\n",
"# save\n",
"fig.savefig('./plots/fr_recolour.png', bbox_inches='tight', dpi=150)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"import sys\n",
"sys.path.extend(['.', '..'])"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"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": 15,
"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": 16,
"metadata": {},
"outputs": [],
"source": [
"sc = np.linspace(-47, -42, 400)\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=1e6)\n",
" frs_100.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n",
"frs_100 = np.vstack(frs_100)\n",
" \n",
"s = [0, 1, 0]\n",
"frs_010 = []\n",
"for x in sc:\n",
" u = fr_utils.params_to_BSMu(x, fix_mixing=MixingScenario.T13, dim=6, energy=1e6)\n",
" frs_010.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n",
"frs_010 = np.vstack(frs_010)\n",
"\n",
"s = [1, 2, 0]\n",
"frs_120 = []\n",
"for x in sc:\n",
" u = fr_utils.params_to_BSMu(x, fix_mixing=MixingScenario.T12, dim=6, energy=1e6)\n",
" frs_120.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n",
"frs_120 = np.vstack(frs_120)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0.18301213 0.43765598 0.37933189]\n"
]
}
],
"source": [
"u = fr_utils.params_to_BSMu(-60, fix_mixing=MixingScenario.T13, dim=6, energy=1e6)\n",
"print fr_utils.u_to_fr([0, 1, 0], np.array(u, dtype=np.complex128))"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x864 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Figure\n",
"fig = plt.figure(figsize=(12, 12))\n",
"ax = fig.add_subplot(111)\n",
"ax.set_aspect('equal')\n",
"\n",
"# Boundary and Gridlines\n",
"scale = 1\n",
"fig, tax = ternary.figure(ax=ax, scale=scale)\n",
"\n",
"# Draw Boundary and Gridlines\n",
"tax.boundary(linewidth=2.0)\n",
"tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n",
"tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n",
"\n",
"# Set Axis labels and Title\n",
"fontsize = 23\n",
"tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n",
"tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n",
"tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n",
"\n",
"# Remove default Matplotlib axis\n",
"tax.get_axes().axis('off')\n",
"tax.clear_matplotlib_ticks()\n",
"\n",
"# Plot\n",
"tax.scatter(frs_010, marker='o', s=2, alpha=1, color='green')\n",
"tax.scatter(frs_100, marker='o', s=2, alpha=1, color='blue')\n",
"tax.scatter(frs_120, marker='o', s=2, alpha=1, color='red')\n",
"\n",
"# Legend\n",
"l_size = fontsize\n",
"legend_elements = []\n",
"legend_elements.append(\n",
" Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n",
" linewidth=2., label=r'$\\left (1:2:0\\right )$')\n",
")\n",
"legend_elements.append(\n",
" Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n",
" linewidth=2., label=r'$\\left (0:1:0\\right )$')\n",
")\n",
"legend_elements.append(\n",
" Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n",
" linewidth=2., label=r'$\\left (1:0:0\\right )$')\n",
")\n",
"legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n",
" title='Source composition',\n",
" fontsize=l_size,\n",
" handler_map={Circle: HandlerCircle()})\n",
"plt.setp(legend.get_title(), fontsize=l_size)\n",
"legend.get_frame().set_linestyle('-')\n",
"\n",
"# Set ticks\n",
"tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n",
" fontsize=fontsize, tick_formats='%.1f')\n",
"\n",
"tax._redraw_labels()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"scen = MixingScenario.T12\n",
"\n",
"s = [1, 0, 0]\n",
"frs_100_T12 = []\n",
"for x in sc:\n",
" u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6)\n",
" frs_100_T12.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n",
"frs_100_T12 = np.vstack(frs_100_T12)\n",
" \n",
"s = [0, 1, 0]\n",
"frs_010_T12 = []\n",
"for x in sc:\n",
" u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6)\n",
" frs_010_T12.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n",
"frs_010_T12 = np.vstack(frs_010_T12)\n",
"\n",
"s = [1, 2, 0]\n",
"frs_120_T12 = []\n",
"for x in sc:\n",
" u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6)\n",
" frs_120_T12.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n",
"frs_120_T12 = np.vstack(frs_120_T12)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x864 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Figure\n",
"fig = plt.figure(figsize=(12, 12))\n",
"ax = fig.add_subplot(111)\n",
"ax.set_aspect('equal')\n",
"\n",
"# Boundary and Gridlines\n",
"scale = 1\n",
"fig, tax = ternary.figure(ax=ax, scale=scale)\n",
"\n",
"# Draw Boundary and Gridlines\n",
"tax.boundary(linewidth=2.0)\n",
"tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n",
"tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n",
"\n",
"# Set Axis labels and Title\n",
"fontsize = 23\n",
"tax.set_title(r'$\\mathcal{O}_{e\\mu}\\:operator$', fontsize=fontsize+10, pad=35)\n",
"tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n",
"tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n",
"tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n",
"\n",
"# Remove default Matplotlib axis\n",
"tax.get_axes().axis('off')\n",
"tax.clear_matplotlib_ticks()\n",
"\n",
"# Plot\n",
"tax.scatter(frs_010_T12, marker='o', s=2, alpha=1, color='green')\n",
"tax.scatter(frs_100_T12, marker='o', s=2, alpha=1, color='blue')\n",
"tax.scatter(frs_120_T12, marker='o', s=2, alpha=1, color='red')\n",
"\n",
"# Legend\n",
"l_size = fontsize\n",
"legend_elements = []\n",
"legend_elements.append(\n",
" Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n",
" linewidth=2., label=r'$\\left (1:2:0\\right )$')\n",
")\n",
"legend_elements.append(\n",
" Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n",
" linewidth=2., label=r'$\\left (0:1:0\\right )$')\n",
")\n",
"legend_elements.append(\n",
" Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n",
" linewidth=2., label=r'$\\left (1:0:0\\right )$')\n",
")\n",
"legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n",
" title='Source composition',\n",
" fontsize=l_size,\n",
" handler_map={Circle: HandlerCircle()})\n",
"plt.setp(legend.get_title(), fontsize=l_size)\n",
"legend.get_frame().set_linestyle('-')\n",
"\n",
"# Set ticks\n",
"tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n",
" fontsize=fontsize, tick_formats='%.1f')\n",
"\n",
"tax._redraw_labels()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"scen = MixingScenario.T23\n",
"\n",
"s = [1, 0, 0]\n",
"frs_100_T23 = []\n",
"for x in sc:\n",
" u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6)\n",
" frs_100_T23.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n",
"frs_100_T23 = np.vstack(frs_100_T23)\n",
" \n",
"s = [0, 1, 0]\n",
"frs_010_T23 = []\n",
"for x in sc:\n",
" u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6)\n",
" frs_010_T23.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n",
"frs_010_T23 = np.vstack(frs_010_T23)\n",
"\n",
"s = [1, 2, 0]\n",
"frs_120_T23 = []\n",
"for x in sc:\n",
" u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6)\n",
" frs_120_T23.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n",
"frs_120_T23 = np.vstack(frs_120_T23)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x864 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Figure\n",
"fig = plt.figure(figsize=(12, 12))\n",
"ax = fig.add_subplot(111)\n",
"ax.set_aspect('equal')\n",
"\n",
"# Boundary and Gridlines\n",
"scale = 1\n",
"fig, tax = ternary.figure(ax=ax, scale=scale)\n",
"\n",
"# Draw Boundary and Gridlines\n",
"tax.boundary(linewidth=2.0)\n",
"tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n",
"tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n",
"\n",
"# Set Axis labels and Title\n",
"fontsize = 23\n",
"tax.set_title(r'$\\mathcal{O}_{\\mu\\tau}\\:operator$', fontsize=fontsize+10, pad=35)\n",
"tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n",
"tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n",
"tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n",
"\n",
"# Remove default Matplotlib axis\n",
"tax.get_axes().axis('off')\n",
"tax.clear_matplotlib_ticks()\n",
"\n",
"# Plot\n",
"tax.scatter(frs_010_T23, marker='o', s=2, alpha=1, color='green')\n",
"tax.scatter(frs_100_T23, marker='o', s=2, alpha=1, color='blue')\n",
"tax.scatter(frs_120_T23, marker='o', s=2, alpha=1, color='red')\n",
"\n",
"# Legend\n",
"l_size = fontsize\n",
"legend_elements = []\n",
"legend_elements.append(\n",
" Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n",
" linewidth=2., label=r'$\\left (1:2:0\\right )$')\n",
")\n",
"legend_elements.append(\n",
" Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n",
" linewidth=2., label=r'$\\left (0:1:0\\right )$')\n",
")\n",
"legend_elements.append(\n",
" Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n",
" linewidth=2., label=r'$\\left (1:0:0\\right )$')\n",
")\n",
"legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n",
" title='Source composition',\n",
" fontsize=l_size,\n",
" handler_map={Circle: HandlerCircle()})\n",
"plt.setp(legend.get_title(), fontsize=l_size)\n",
"legend.get_frame().set_linestyle('-')\n",
"\n",
"# Set ticks\n",
"tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n",
" fontsize=fontsize, tick_formats='%.1f')\n",
"\n",
"tax._redraw_labels()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"scen = MixingScenario.T13\n",
"\n",
"s = [1, 0, 0]\n",
"frs_100_T13 = []\n",
"for x in sc:\n",
" u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6)\n",
" frs_100_T13.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n",
"frs_100_T13 = np.vstack(frs_100_T13)\n",
" \n",
"s = [0, 1, 0]\n",
"frs_010_T13 = []\n",
"for x in sc:\n",
" u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6)\n",
" frs_010_T13.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n",
"frs_010_T13 = np.vstack(frs_010_T13)\n",
"\n",
"s = [1, 2, 0]\n",
"frs_120_T13 = []\n",
"for x in sc:\n",
" u = fr_utils.params_to_BSMu(x, fix_mixing=scen, dim=6, energy=1e6)\n",
" frs_120_T13.append(fr_utils.u_to_fr(s, np.array(u, dtype=np.complex128)))\n",
"frs_120_T13 = np.vstack(frs_120_T13)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x864 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Figure\n",
"fig = plt.figure(figsize=(12, 12))\n",
"ax = fig.add_subplot(111)\n",
"ax.set_aspect('equal')\n",
"\n",
"# Boundary and Gridlines\n",
"scale = 1\n",
"fig, tax = ternary.figure(ax=ax, scale=scale)\n",
"\n",
"# Draw Boundary and Gridlines\n",
"tax.boundary(linewidth=2.0)\n",
"tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n",
"tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n",
"\n",
"# Set Axis labels and Title\n",
"fontsize = 23\n",
"tax.set_title(r'$\\mathcal{O}_{e\\tau}\\:operator$', fontsize=fontsize+10, pad=35)\n",
"tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n",
"tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n",
"tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n",
"\n",
"# Remove default Matplotlib axis\n",
"tax.get_axes().axis('off')\n",
"tax.clear_matplotlib_ticks()\n",
"\n",
"# Plot\n",
"tax.scatter(frs_010_T13, marker='o', s=2, alpha=1, color='green')\n",
"tax.scatter(frs_100_T13, marker='o', s=2, alpha=1, color='blue')\n",
"tax.scatter(frs_120_T13, marker='o', s=2, alpha=1, color='red')\n",
"\n",
"# Legend\n",
"l_size = fontsize\n",
"legend_elements = []\n",
"legend_elements.append(\n",
" Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n",
" linewidth=2., label=r'$\\left (1:2:0\\right )$')\n",
")\n",
"legend_elements.append(\n",
" Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n",
" linewidth=2., label=r'$\\left (0:1:0\\right )$')\n",
")\n",
"legend_elements.append(\n",
" Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n",
" linewidth=2., label=r'$\\left (1:0:0\\right )$')\n",
")\n",
"legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n",
" title='Source composition',\n",
" fontsize=l_size,\n",
" handler_map={Circle: HandlerCircle()})\n",
"plt.setp(legend.get_title(), fontsize=l_size)\n",
"legend.get_frame().set_linestyle('-')\n",
"\n",
"# Set ticks\n",
"tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n",
" fontsize=fontsize, tick_formats='%.1f')\n",
"\n",
"tax._redraw_labels()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x864 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Figure\n",
"fig = plt.figure(figsize=(12, 12))\n",
"ax = fig.add_subplot(111)\n",
"ax.set_aspect('equal')\n",
"\n",
"# Boundary and Gridlines\n",
"scale = 1\n",
"fig, tax = ternary.figure(ax=ax, scale=scale)\n",
"\n",
"# Draw Boundary and Gridlines\n",
"tax.boundary(linewidth=2.0)\n",
"tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n",
"tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n",
"\n",
"# Set Axis labels and Title\n",
"fontsize = 23\n",
"tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n",
"tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n",
"tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n",
"\n",
"# Remove default Matplotlib axis\n",
"tax.get_axes().axis('off')\n",
"tax.clear_matplotlib_ticks()\n",
"\n",
"# Plot\n",
"tax.scatter(sm_010, marker='.', s=0.2, alpha=0.2, color='green')\n",
"tax.scatter(sm_100, marker='.', s=0.2, alpha=0.2, color='blue')\n",
"tax.scatter(sm_120, marker='.', s=0.2, alpha=0.2, color='red')\n",
"tax.scatter([[0.5, 0.5, 0]], marker='*', s=1000, alpha=1.0, color='red', zorder=100)\n",
"tax.scatter([[0, 1, 0]], marker='*', s=1000, alpha=1.0, color='green', zorder=100)\n",
"tax.scatter([[1, 0, 0]], marker='*', s=1000, alpha=1.0, color='blue', zorder=100)\n",
"\n",
"# Contour\n",
"tax.plot(contour_68_upper, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n",
"tax.plot(contour_68_lower, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n",
"tax.plot(contour_90_upper, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n",
"tax.plot(contour_90_lower, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n",
"\n",
"# Lines\n",
"marker_style = dict(\n",
" linestyle=' ', color='darkorange', linewidth=1.2,\n",
" markersize=14, zorder=0\n",
")\n",
"\n",
"p1 = (0.18301213, 0.43765598, 0.37933189)\n",
"p2 = (0, 1, 0)\n",
"divisions = 46\n",
"x_d = np.linspace(p1[0], p2[0], divisions+1)\n",
"y_d = np.linspace(p1[1], p2[1], divisions+1)\n",
"z_d = np.linspace(p1[2], p2[2], divisions+1)\n",
"for n in xrange(divisions-2):\n",
" p = (x_d[n], y_d[n], z_d[n])\n",
" q = (x_d[n+1], y_d[n+1], z_d[n+1])\n",
" tax.line(p, q, marker=(3, 2, 180+46.5), **marker_style)\n",
"\n",
"p1 = (0.55003613, 0.18301213, 0.26695174)\n",
"p2 = (1, 0, 0)\n",
"divisions = 35\n",
"x_d = np.linspace(p1[0], p2[0], divisions+1)\n",
"y_d = np.linspace(p1[1], p2[1], divisions+1)\n",
"z_d = np.linspace(p1[2], p2[2], divisions+1)\n",
"for n in xrange(divisions-2):\n",
" p = (x_d[n], y_d[n], z_d[n])\n",
" q = (x_d[n+1], y_d[n+1], z_d[n+1])\n",
" tax.line(p, q, marker=(3, 2, 180+63), **marker_style)\n",
" \n",
"p1 = (0.30535346, 0.3527747, 0.34187184)\n",
"p2 = (0.5, 0.5, 0)\n",
"divisions = 29\n",
"x_d = np.linspace(p1[0], p2[0], divisions+1)\n",
"y_d = np.linspace(p1[1], p2[1], divisions+1)\n",
"z_d = np.linspace(p1[2], p2[2], divisions+1)\n",
"for n in xrange(divisions-2):\n",
" p = (x_d[n], y_d[n], z_d[n])\n",
" q = (x_d[n+1], y_d[n+1], z_d[n+1])\n",
" tax.line(p, q, marker=(3, 2, 180), **marker_style)\n",
"\n",
"# Text\n",
"ax.text(0.55, 0.39, r'$\\mathcal{O}_{e\\mu}$', fontsize=fontsize,\n",
" rotation=0, verticalalignment='center')\n",
"ax.text(0.58, 0.33, r'$\\Lambda_d\\Longrightarrow$', fontsize=fontsize+5,\n",
" rotation=23, verticalalignment='center')\n",
"ax.text(0.36, 0.53, r'$\\mathcal{O}_{e\\tau}$', fontsize=fontsize,\n",
" rotation=0, verticalalignment='center')\n",
"ax.text(0.445, 0.54, r'$\\Lambda_d\\Longrightarrow$', fontsize=fontsize+5,\n",
" rotation=80, verticalalignment='center')\n",
"ax.text(0.68, 0.09, r'$\\mathcal{O}_{\\mu\\tau}$', fontsize=fontsize,\n",
" rotation=0, verticalalignment='center')\n",
"ax.text(0.7, 0.14, r'$\\Lambda_d\\Longrightarrow$', fontsize=fontsize+5,\n",
" rotation=-23, verticalalignment='center')\n",
"ax.text(0.34, 0.2, r'$68\\%$', fontsize=fontsize, rotation=5)\n",
"ax.text(0.34, 0.1, r'$90\\%$', fontsize=fontsize, rotation=5)\n",
"\n",
"# Legend\n",
"l_size = fontsize\n",
"legend_elements = []\n",
"legend_elements.append(\n",
" Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n",
" linewidth=2., label=r'$\\left (1:2:0\\right )$')\n",
")\n",
"legend_elements.append(\n",
" Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n",
" linewidth=2., label=r'$\\left (0:1:0\\right )$')\n",
")\n",
"legend_elements.append(\n",
" Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n",
" linewidth=2., label=r'$\\left (1:0:0\\right )$')\n",
")\n",
"legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n",
" title='Source composition',\n",
" fontsize=l_size,\n",
" handler_map={Circle: HandlerCircle()})\n",
"plt.setp(legend.get_title(), fontsize=l_size)\n",
"legend.get_frame().set_linestyle('-')\n",
"\n",
"# Set ticks\n",
"tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n",
" fontsize=fontsize, tick_formats='%.1f')\n",
"\n",
"tax._redraw_labels()\n",
"\n",
"# save\n",
"fig.savefig('./plots/fr_star.png', bbox_inches='tight', dpi=150)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"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=np.min(sc), vmax=np.max(sc))\n",
"\n",
"# Boundary and Gridlines\n",
"scale = 1\n",
"fig, tax = ternary.figure(ax=ax, scale=scale)\n",
"\n",
"# Draw Boundary and Gridlines\n",
"tax.boundary(linewidth=2.0)\n",
"tax.gridlines(color='grey', multiple=scale/5., linewidth=1.0, alpha=0.4, ls='--')\n",
"tax.gridlines(color='grey', multiple=scale/10., linewidth=0.5, alpha=0.4, ls=':')\n",
"\n",
"# Set Axis labels and Title\n",
"fontsize = 23\n",
"tax.left_axis_label(r\"$f_{\\tau}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n",
"tax.right_axis_label(r\"$f_{\\mu}^{\\oplus}$\", fontsize=fontsize+8, offset=0.2, rotation=0)\n",
"tax.bottom_axis_label(r\"$f_{e}^{\\oplus}$\", fontsize=fontsize+8, position=(0.55, -0.20/2, 0.5), rotation=0)\n",
"\n",
"# Remove default Matplotlib axis\n",
"tax.get_axes().axis('off')\n",
"tax.clear_matplotlib_ticks()\n",
"\n",
"# Plot\n",
"tax.scatter(sm_010, marker='.', s=0.8, alpha=0.2, color='green', zorder=90)\n",
"tax.scatter(sm_100, marker='.', s=0.8, alpha=0.2, color='blue', zorder=90)\n",
"tax.scatter(sm_120_uni, marker='.', s=0.8, alpha=0.2, color='red')\n",
"tax.scatter([[0, 1, 0]], marker='*', s=1000, alpha=1.0, color='green', zorder=100)\n",
"tax.scatter([[1, 0, 0]], marker='*', s=1000, alpha=1.0, color='blue', zorder=100)\n",
"\n",
"# Contour\n",
"tax.plot(contour_68_upper, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n",
"tax.plot(contour_68_lower, linewidth=2.3, color='grey', zorder=0, alpha=0.6)\n",
"tax.plot(contour_90_upper, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n",
"tax.plot(contour_90_lower, linewidth=2.3, color='darkgrey', zorder=0, alpha=0.6)\n",
"\n",
"# Lines\n",
"marker_style = dict(\n",
" linestyle=' ', color='darkorange', linewidth=1.2,\n",
" markersize=14, zorder=0\n",
")\n",
"\n",
"# Trajectories\n",
"def alp(x):\n",
" y = list(x)\n",
" y[-1] = 0.2\n",
" return y\n",
"\n",
"#cmap = mpl.cm.hsv\n",
"cmap_b = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"black\", \"aqua\", \"blue\"])\n",
"cmap_g = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"black\", \"lime\", \"green\"])\n",
"#cmap_b = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"black\", \"aqua\", \"c\", \"blue\", \"darkblue\"])\n",
"#cmap_g = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"black\", \"springgreen\", \"lime\", \"green\", \"darkgreen\"])\n",
"#cmap_r = mpl.colors.LinearSegmentedColormap.from_list(\"\", [\"black\", \"lightsalmon\", \"red\"])\n",
"c_g = map(alp, map(cmap_g, map(norm, sc)))\n",
"tax.scatter(frs_010_T13, marker='o', s=10, color=c_g)\n",
"c_b= map(alp, map(cmap_b, map(norm, sc)))\n",
"tax.scatter(frs_100_T23, marker='o', s=10, color=c_b)\n",
"#c_r= map(alp, map(cmap_r, map(norm, sc)))\n",
"#tax.scatter(frs_120_T12, marker='o', s=10, color=c_r)\n",
"\n",
"# Text\n",
"#ax.text(0.63, 0.46, r'$\\mathcal{O}_{e\\mu}$', fontsize=fontsize,\n",
"# rotation=0, verticalalignment='center')\n",
"ax.text(0.437, 0.66, r'$\\mathcal{O}_{e\\tau}$', fontsize=fontsize,\n",
" rotation=0, verticalalignment='center')\n",
"ax.text(0.72, 0.09, r'$\\mathcal{O}_{\\mu\\tau}$', fontsize=fontsize,\n",
" rotation=0, verticalalignment='center')\n",
"ax.text(0.34, 0.2, r'$68\\%$', fontsize=fontsize, rotation=5)\n",
"ax.text(0.34, 0.1, r'$90\\%$', fontsize=fontsize, rotation=5)\n",
"\n",
"# Legend\n",
"l_size = fontsize\n",
"legend_elements = []\n",
"legend_elements.append(\n",
" Circle((0., 0.), 0.1, facecolor='red', alpha=0.7, edgecolor='k',\n",
" linewidth=2., label=r'$\\left (1:2:0\\right )$')\n",
")\n",
"legend_elements.append(\n",
" Circle((0., 0.), 0.1, facecolor='green', alpha=0.7, edgecolor='k',\n",
" linewidth=2., label=r'$\\left (0:1:0\\right )$')\n",
")\n",
"legend_elements.append(\n",
" Circle((0., 0.), 0.1, facecolor='blue', alpha=0.7, edgecolor='k',\n",
" linewidth=2., label=r'$\\left (1:0:0\\right )$')\n",
")\n",
"legend = plt.legend(handles=legend_elements, loc=(0.65, 0.8),\n",
" title='Source composition',\n",
" fontsize=l_size,\n",
" handler_map={Circle: HandlerCircle()})\n",
"plt.setp(legend.get_title(), fontsize=l_size)\n",
"legend.get_frame().set_linestyle('-')\n",
"\n",
"# Colorbar\n",
"gs00 = gridspec.GridSpecFromSubplotSpec(2, 1, subplot_spec=gs[1])\n",
"ax0 = fig.add_subplot(gs00[0])\n",
"cb = mpl.colorbar.ColorbarBase(ax0, cmap=cmap_g, norm=norm)\n",
"cb.ax.tick_params(labelsize=fontsize-5)\n",
"ax1 = fig.add_subplot(gs00[1])\n",
"cb = mpl.colorbar.ColorbarBase(ax1, cmap=cmap_b, norm=norm)\n",
"cb.ax.tick_params(labelsize=fontsize-5)\n",
"cb.set_label(r'${\\rm New\\:Physics\\:Scale}\\:[\\:{\\rm log}_{10} (\\Lambda^{-1}_{d=6}\\:/\\:{\\rm GeV}^{-2})\\: ]$',\n",
" fontsize=fontsize+5, labelpad=20, horizontalalignment='left')\n",
"#ax2 = fig.add_subplot(gs00[2])\n",
"#cb = mpl.colorbar.ColorbarBase(ax2, cmap=cmap_r, norm=norm)\n",
"#cb.ax.tick_params(labelsize=fontsize-5)\n",
"\n",
"# Set ticks\n",
"tax.ticks(axis='blr', multiple=scale/5., linewidth=1, offset=0.03,\n",
" fontsize=fontsize, tick_formats='%.1f')\n",
"\n",
"tax._redraw_labels()\n",
"\n",
"# save\n",
"fig.savefig('./plots/fr_star.png', bbox_inches='tight', dpi=150)"
]
}
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