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@DavidMStraub
Created December 8, 2019 09:53
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import flavio\n",
"import numpy as np\n",
"import flavio.plots as fpl\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"%config InlineBackend.figure_format = 'retina'"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def plotmeas(m, **kwargs):\n",
" d = flavio.Measurement[m]._constraints[0][0]\n",
" fpl.likelihood_contour(d.logpdf, **kwargs)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def plotcomb(ms, **kwargs):\n",
" ds = [flavio.Measurement[m]._constraints[0][0] for m in ms]\n",
" d = flavio.statistics.probability.combine_distributions(ds)\n",
" fpl.likelihood_contour(d.logpdf, **kwargs)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"c_sm = [flavio.sm_prediction(p) for p in ['BR(Bs->mumu)', 'BR(B0->mumu)']]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"opt = {'x_min': 0, 'y_min': 0, 'x_max': 5e-9, 'y_max': 6e-10, 'n_sigma': (1,2,3), 'interpolation_factor': 1, 'steps': 50}"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 277,
"width": 382
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plotmeas('ATLAS Bs->mumu 2018', label='ATLAS', col=1, filled=False, **opt, contour_args={'linestyles': ':'})\n",
"plotmeas('LHCb Bs->mumu 2017', label='LHCb', col=2, filled=False, **opt, contour_args={'linestyles': '-.'})\n",
"plotmeas('CMS Bs->mumu 2019', label='CMS', col=3, filled=False, **opt, contour_args={'linestyles': '--'})\n",
"plotcomb(['CMS Bs->mumu 2019', 'LHCb Bs->mumu 2017', 'ATLAS Bs->mumu 2018'], label='full comb.', col=0, filled=True, contour_args={'linewidths': 1.5}, **opt)\n",
"plotmeas('inofficial combination Bs->mumu 2019 CMS19', label='Gaussian comb.', col=0, filled=True, contour_args={'linewidths': 1.5, 'linestyles': '--'}, **opt)\n",
"plt.scatter([c_sm[0]], [c_sm[1]], marker='*', label='SM prediction', c='k')\n",
"plt.xlabel(flavio.Observable['BR(Bs->mumu)'].tex)\n",
"plt.ylabel(flavio.Observable['BR(B0->mumu)'].tex)\n",
"plt.legend();\n",
"plt.savefig('Bsmumu_CMS2019.pdf', bbox_inches='tight')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[2.7364764e-09] [3.78825917e-10] [3.53409239e-10] [3.72245832e-10] [3.95829876e-10]\n",
"2.653061224489796e-09 3.5463689989105636e-10 3.235416796572779e-10 3.942795566534139e-10 4.176021661032074e-10\n"
]
}
],
"source": [
"ms = ['CMS Bs->mumu 2019', 'LHCb Bs->mumu 2017', 'ATLAS Bs->mumu 2018']\n",
"ds = [flavio.Measurement[m]._constraints[0][0] for m in ms]\n",
"d = flavio.statistics.probability.combine_distributions(ds)\n",
"d1 = d.reduce_dimension(exclude=[1])\n",
"print(d1.central_value, d1.get_error_left(method='hpd'), d1.get_error_left(method='central'), d1.get_error_right(method='hpd'), d1.get_error_right(method='central'))\n",
"\n",
"_x = np.linspace(0, 5e-9)\n",
"_y = [d.logpdf([X, c_sm[1]]) for X in _x]\n",
"d1 = flavio.statistics.probability.NumericalDistribution(_x, np.exp(_y))\n",
"print(d1.central_value, d1.get_error_left(method='hpd'), d1.get_error_left(method='central'), d1.get_error_right(method='hpd'), d1.get_error_right(method='central'))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2.7281314619096296e-09 3.7726525703143465e-10 3.7726525703143465e-10 3.7726525703143465e-10 3.7726525703143465e-10\n",
"2.653061224489796e-09 3.549592325115394e-10 3.4027819753423356e-10 3.9504718449849525e-10 4.0517464321949877e-10\n"
]
}
],
"source": [
"d = flavio.Measurement['inofficial combination Bs->mumu 2019 CMS19']._constraints[0][0]\n",
"d1 = d.reduce_dimension(exclude=[1])\n",
"print(d1.central_value, d1.get_error_left(method='hpd'), d1.get_error_left(method='central'), d1.get_error_right(method='hpd'), d1.get_error_right(method='central'))\n",
"\n",
"_x = np.linspace(0, 5e-9)\n",
"_y = [d.logpdf([X, c_sm[1]]) for X in _x]\n",
"d1 = flavio.statistics.probability.NumericalDistribution(_x, np.exp(_y))\n",
"print(d1.central_value, d1.get_error_left(method='hpd'), d1.get_error_left(method='central'), d1.get_error_right(method='hpd'), d1.get_error_right(method='central'))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[3.6677553688451335e-09, 1.1426049562685573e-10]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"c_sm"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[1.5307738649377914e-10, 1.222823739867564e-11]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"[flavio.sm_uncertainty(p, N=2000) for p in ['BR(Bs->mumu)', 'BR(B0->mumu)']]"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"flavio.statistics.probability.MultivariateNormalDistribution([2.7281314619096296e-09, 5.970949596109174e-11], [[ 1.66705565e-19 -4.82896981e-21]\n",
" [-4.82896981e-21 5.41424559e-21]])"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dexp = flavio.Measurement['inofficial combination Bs->mumu 2019 CMS19']._constraints[0][0]\n",
"cov = flavio.sm_covariance(['BR(Bs->mumu)', 'BR(B0->mumu)'], N=1000)\n",
"dtheo = flavio.statistics.probability.MultivariateNormalDistribution(dexp.central_value, covariance=cov)\n",
"dconv = flavio.statistics.probability.convolve_distributions([dexp, dtheo])\n",
"dconv"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"from math import sqrt"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2.561991370214429"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sqrt(2*(dconv.logpdf(dconv.central_value) - dconv.logpdf(c_sm)))"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2.079658848686475"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"flavio.statistics.functions.pull(2*(dconv.logpdf(dconv.central_value) - dconv.logpdf(c_sm)),2)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([20.70009036, -0.65635266])"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dconv.logpdf(dconv.central_value, exclude=[1])"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2.301330585610979"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sqrt(2*(dconv.logpdf(dconv.central_value[0], exclude=[1]) - dconv.logpdf(c_sm[0], exclude=[1])))"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.7413678319933873"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sqrt(2*(dconv.logpdf(dconv.central_value[1], exclude=[0]) - dconv.logpdf(c_sm[1], exclude=[0])))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.5rc1"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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