{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Import"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\sa_li\\.conda\\envs\\rmd\\lib\\site-packages\\zfit\\util\\execution.py:57: UserWarning: Not running on Linux. Determining available cpus for thread can failand be overestimated. Workaround (only if too many cpus are used):`zfit.run.set_n_cpu(your_cpu_number)`\n",
" warnings.warn(\"Not running on Linux. Determining available cpus for thread can fail\"\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"WARNING: The TensorFlow contrib module will not be included in TensorFlow 2.0.\n",
"For more information, please see:\n",
" * https://github.com/tensorflow/community/blob/master/rfcs/20180907-contrib-sunset.md\n",
" * https://github.com/tensorflow/addons\n",
"If you depend on functionality not listed there, please file an issue.\n",
"\n"
]
}
],
"source": [
"import os\n",
"\n",
"# os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"-1\"\n",
"import random\n",
"import numpy as np\n",
"from pdg_const1 import pdg\n",
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"import pickle as pkl\n",
"import sys\n",
"import time\n",
"from helperfunctions import display_time, prepare_plot\n",
"import cmath as c\n",
"import scipy.integrate as integrate\n",
"from scipy.optimize import fminbound\n",
"from array import array as arr\n",
"import collections\n",
"from itertools import compress\n",
"import tensorflow as tf\n",
"import zfit\n",
"from zfit import ztf\n",
"# from IPython.display import clear_output\n",
"import os\n",
"import tensorflow_probability as tfp\n",
"tfd = tfp.distributions"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# chunksize = 10000\n",
"# zfit.run.chunking.active = True\n",
"# zfit.run.chunking.max_n_points = chunksize"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Build model and graphs\n",
"## Create graphs"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def formfactor(q2, subscript, b0_0, b0_1, b0_2, bplus_0, bplus_1, bplus_2, bT_0, bT_1, bT_2): #returns real value\n",
" #check if subscript is viable\n",
"\n",
" if subscript != \"0\" and subscript != \"+\" and subscript != \"T\":\n",
" raise ValueError('Wrong subscript entered, choose either 0, + or T')\n",
"\n",
" #get constants\n",
"\n",
" mK = ztf.constant(pdg['Ks_M'])\n",
" mbstar0 = ztf.constant(pdg[\"mbstar0\"])\n",
" mbstar = ztf.constant(pdg[\"mbstar\"])\n",
"\n",
"\n",
" mmu = ztf.constant(pdg['muon_M'])\n",
" mb = ztf.constant(pdg['bquark_M'])\n",
" ms = ztf.constant(pdg['squark_M'])\n",
" mB = ztf.constant(pdg['Bplus_M'])\n",
"\n",
" #N comes from derivation in paper\n",
"\n",
" N = 3\n",
"\n",
" #some helperfunctions\n",
"\n",
" tpos = (mB - mK)**2\n",
" tzero = (mB + mK)*(ztf.sqrt(mB)-ztf.sqrt(mK))**2\n",
"\n",
" z_oben = ztf.sqrt(tpos - q2) - ztf.sqrt(tpos - tzero)\n",
" z_unten = ztf.sqrt(tpos - q2) + ztf.sqrt(tpos - tzero)\n",
" z = tf.divide(z_oben, z_unten)\n",
"\n",
" #calculate f0\n",
"\n",
" if subscript == \"0\":\n",
" prefactor = 1/(1 - q2/(mbstar0**2))\n",
" _sum = 0\n",
" b0 = [b0_0, b0_1, b0_2]\n",
"\n",
" for i in range(N):\n",
" _sum += b0[i]*(tf.pow(z,i))\n",
"\n",
" return ztf.to_complex(prefactor * _sum)\n",
"\n",
" #calculate f+ or fT\n",
"\n",
" else:\n",
" prefactor = 1/(1 - q2/(mbstar**2))\n",
" _sum = 0\n",
"\n",
" if subscript == \"T\":\n",
" bT = [bT_0, bT_1, bT_2]\n",
" for i in range(N):\n",
" _sum += bT[i] * (tf.pow(z, i) - ((-1)**(i-N)) * (i/N) * tf.pow(z, N))\n",
" else:\n",
" bplus = [bplus_0, bplus_1, bplus_2]\n",
" for i in range(N):\n",
" _sum += bplus[i] * (tf.pow(z, i) - ((-1)**(i-N)) * (i/N) * tf.pow(z, N))\n",
"\n",
" return ztf.to_complex(prefactor * _sum)\n",
"\n",
"def resonance(q, _mass, width, phase, scale):\n",
"\n",
" q2 = tf.pow(q, 2)\n",
"\n",
" mmu = ztf.constant(pdg['muon_M'])\n",
"\n",
" p = 0.5 * ztf.sqrt(q2 - 4*(mmu**2))\n",
"\n",
" p0 = 0.5 * ztf.sqrt(_mass**2 - 4*mmu**2)\n",
"\n",
" gamma_j = tf.divide(p, q) * _mass * width / p0\n",
"\n",
" #Calculate the resonance\n",
"\n",
" _top = tf.complex(_mass * width, ztf.constant(0.0))\n",
"\n",
" _bottom = tf.complex(_mass**2 - q2, -_mass*gamma_j)\n",
"\n",
" com = _top/_bottom\n",
"\n",
" #Rotate by the phase\n",
"\n",
" r = ztf.to_complex(scale*tf.abs(com))\n",
"\n",
" _phase = tf.angle(com)\n",
"\n",
" _phase += phase\n",
"\n",
" com = r * tf.exp(tf.complex(ztf.constant(0.0), _phase))\n",
"\n",
" return com\n",
"\n",
"\n",
"def axiv_nonres(q, b0_0, b0_1, b0_2, bplus_0, bplus_1, bplus_2, bT_0, bT_1, bT_2):\n",
"\n",
" GF = ztf.constant(pdg['GF'])\n",
" alpha_ew = ztf.constant(pdg['alpha_ew'])\n",
" Vtb = ztf.constant(pdg['Vtb'])\n",
" Vts = ztf.constant(pdg['Vts'])\n",
" C10eff = ztf.constant(pdg['C10eff'])\n",
"\n",
" mmu = ztf.constant(pdg['muon_M'])\n",
" mb = ztf.constant(pdg['bquark_M'])\n",
" ms = ztf.constant(pdg['squark_M'])\n",
" mK = ztf.constant(pdg['Ks_M'])\n",
" mB = ztf.constant(pdg['Bplus_M'])\n",
"\n",
" q2 = tf.pow(q, 2)\n",
"\n",
" #Some helperfunctions\n",
"\n",
" beta = 1. - 4. * mmu**2. / q2\n",
"\n",
" kabs = ztf.sqrt(mB**2. + tf.pow(q2, 2)/mB**2. + mK**4./mB**2. - 2. * (mB**2. * mK**2. + mK**2. * q2 + mB**2. * q2) / mB**2.)\n",
"\n",
" #prefactor in front of whole bracket\n",
"\n",
" prefactor1 = GF**2. *alpha_ew**2. * (tf.abs(Vtb*Vts))**2. * kabs * beta / (128. * np.pi**5.)\n",
"\n",
" #left term in bracket\n",
"\n",
" bracket_left = 2./3. * tf.pow(kabs,2) * tf.pow(beta,2) * tf.pow(tf.abs(ztf.to_complex(C10eff)*formfactor(q2, \"+\", b0_0, b0_1, b0_2, bplus_0, bplus_1, bplus_2, bT_0, bT_1, bT_2)),2)\n",
"\n",
" #middle term in bracket\n",
"\n",
" _top = 4. * mmu**2. * (mB**2. - mK**2.) * (mB**2. - mK**2.)\n",
"\n",
" _under = q2 * mB**2.\n",
"\n",
" bracket_middle = _top/_under *tf.pow(tf.abs(ztf.to_complex(C10eff) * formfactor(q2, \"0\", b0_0, b0_1, b0_2, bplus_0, bplus_1, bplus_2, bT_0, bT_1, bT_2)), 2)\n",
" \n",
" #Note sqrt(q2) comes from derivation as we use q2 and plot q\n",
"\n",
" return prefactor1 * (bracket_left + bracket_middle) * 2 * q\n",
"\n",
"def vec(q, funcs, b0_0, b0_1, b0_2, bplus_0, bplus_1, bplus_2, bT_0, bT_1, bT_2):\n",
" \n",
" q2 = tf.pow(q, 2)\n",
"\n",
" GF = ztf.constant(pdg['GF'])\n",
" alpha_ew = ztf.constant(pdg['alpha_ew'])\n",
" Vtb = ztf.constant(pdg['Vtb'])\n",
" Vts = ztf.constant(pdg['Vts'])\n",
" C7eff = ztf.constant(pdg['C7eff'])\n",
"\n",
" mmu = ztf.constant(pdg['muon_M'])\n",
" mb = ztf.constant(pdg['bquark_M'])\n",
" ms = ztf.constant(pdg['squark_M'])\n",
" mK = ztf.constant(pdg['Ks_M'])\n",
" mB = ztf.constant(pdg['Bplus_M'])\n",
"\n",
" #Some helperfunctions\n",
"\n",
" beta = 1. - 4. * mmu**2. / q2\n",
"\n",
" kabs = ztf.sqrt(mB**2. + tf.pow(q2, 2)/mB**2. + mK**4./mB**2. - 2 * (mB**2 * mK**2 + mK**2 * q2 + mB**2 * q2) / mB**2)\n",
" \n",
" #prefactor in front of whole bracket\n",
"\n",
" prefactor1 = GF**2. *alpha_ew**2. * (tf.abs(Vtb*Vts))**2 * kabs * beta / (128. * np.pi**5.)\n",
"\n",
" #right term in bracket\n",
"\n",
" prefactor2 = tf.pow(kabs,2) * (1. - 1./3. * beta)\n",
"\n",
" abs_bracket = tf.pow(tf.abs(c9eff(q, funcs) * formfactor(q2, \"+\", b0_0, b0_1, b0_2, bplus_0, bplus_1, bplus_2, bT_0, bT_1, bT_2) + ztf.to_complex(2.0 * C7eff * (mb + ms)/(mB + mK)) * formfactor(q2, \"T\", b0_0, b0_1, b0_2, bplus_0, bplus_1, bplus_2, bT_0, bT_1, bT_2)),2)\n",
"\n",
" bracket_right = prefactor2 * abs_bracket\n",
"\n",
" #Note sqrt(q2) comes from derivation as we use q2 and plot q\n",
"\n",
" return prefactor1 * bracket_right * 2 * q\n",
"\n",
"def c9eff(q, funcs):\n",
"\n",
" C9eff_nr = ztf.to_complex(ztf.constant(pdg['C9eff']))\n",
"\n",
" c9 = C9eff_nr + funcs\n",
"\n",
" return c9"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def G(y):\n",
" \n",
" def inner_rect_bracket(q):\n",
" return tf.log(ztf.to_complex((1+tf.sqrt(q))/(1-tf.sqrt(q)))-tf.complex(ztf.constant(0), -1*ztf.constant(np.pi))) \n",
" \n",
" def inner_right(q):\n",
" return ztf.to_complex(2 * tf.atan(1/tf.sqrt(tf.math.real(-q))))\n",
" \n",
" big_bracket = tf.where(tf.math.real(y) > ztf.constant(0.0), inner_rect_bracket(y), inner_right(y))\n",
" \n",
" return ztf.to_complex(tf.sqrt(tf.abs(y))) * big_bracket\n",
"\n",
"def h_S(m, q):\n",
" \n",
" return ztf.to_complex(2) - G(ztf.to_complex(1) - ztf.to_complex(4*tf.pow(m, 2)) / ztf.to_complex(tf.pow(q, 2)))\n",
"\n",
"def h_P(m, q):\n",
" \n",
" return ztf.to_complex(2/3) + (ztf.to_complex(1) - ztf.to_complex(4*tf.pow(m, 2)) / ztf.to_complex(tf.pow(q, 2))) * h_S(m,q)\n",
"\n",
"def two_p_ccbar(mD, m_D_bar, m_D_star, q):\n",
" \n",
" \n",
" #Load constants\n",
" nu_D_bar = ztf.to_complex(pdg[\"nu_D_bar\"])\n",
" nu_D = ztf.to_complex(pdg[\"nu_D\"])\n",
" nu_D_star = ztf.to_complex(pdg[\"nu_D_star\"])\n",
" \n",
" phase_D_bar = ztf.to_complex(pdg[\"phase_D_bar\"])\n",
" phase_D = ztf.to_complex(pdg[\"phase_D\"])\n",
" phase_D_star = ztf.to_complex(pdg[\"phase_D_star\"])\n",
" \n",
" #Calculation\n",
" left_part = nu_D_bar * tf.exp(tf.complex(ztf.constant(0.0), phase_D_bar)) * h_S(m_D_bar, q) \n",
" \n",
" right_part_D = nu_D * tf.exp(tf.complex(ztf.constant(0.0), phase_D)) * h_P(m_D, q) \n",
" \n",
" right_part_D_star = nu_D_star * tf.exp(tf.complex(ztf.constant(0.0), phase_D_star)) * h_P(m_D_star, q) \n",
"\n",
" return left_part + right_part_D + right_part_D_star"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Build pdf"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"class total_pdf_cut(zfit.pdf.ZPDF):\n",
" _N_OBS = 1 # dimension, can be omitted\n",
" _PARAMS = ['b0_0', 'b0_1', 'b0_2', \n",
" 'bplus_0', 'bplus_1', 'bplus_2', \n",
" 'bT_0', 'bT_1', 'bT_2', \n",
" 'rho_mass', 'rho_scale', 'rho_phase', 'rho_width',\n",
" 'jpsi_mass', 'jpsi_scale', 'jpsi_phase', 'jpsi_width',\n",
" 'psi2s_mass', 'psi2s_scale', 'psi2s_phase', 'psi2s_width',\n",
" 'p3770_mass', 'p3770_scale', 'p3770_phase', 'p3770_width',\n",
" 'p4040_mass', 'p4040_scale', 'p4040_phase', 'p4040_width',\n",
" 'p4160_mass', 'p4160_scale', 'p4160_phase', 'p4160_width',\n",
" 'p4415_mass', 'p4415_scale', 'p4415_phase', 'p4415_width',\n",
" 'omega_mass', 'omega_scale', 'omega_phase', 'omega_width',\n",
" 'phi_mass', 'phi_scale', 'phi_phase', 'phi_width',\n",
" 'Dbar_mass', 'Dbar_scale', 'Dbar_phase',\n",
" 'Dstar_mass', 'DDstar_scale', 'DDstar_phase', 'D_mass',\n",
" 'tau_mass', 'C_tt']\n",
"# the name of the parameters\n",
"\n",
" def _unnormalized_pdf(self, x):\n",
" \n",
" x = x.unstack_x()\n",
" \n",
" b0 = [self.params['b0_0'], self.params['b0_1'], self.params['b0_2']]\n",
" bplus = [self.params['bplus_0'], self.params['bplus_1'], self.params['bplus_2']]\n",
" bT = [self.params['bT_0'], self.params['bT_1'], self.params['bT_2']]\n",
" \n",
" def rho_res(q):\n",
" return resonance(q, _mass = self.params['rho_mass'], scale = self.params['rho_scale'],\n",
" phase = self.params['rho_phase'], width = self.params['rho_width'])\n",
" \n",
" def omega_res(q):\n",
" return resonance(q, _mass = self.params['omega_mass'], scale = self.params['omega_scale'],\n",
" phase = self.params['omega_phase'], width = self.params['omega_width'])\n",
" \n",
" def phi_res(q):\n",
" return resonance(q, _mass = self.params['phi_mass'], scale = self.params['phi_scale'],\n",
" phase = self.params['phi_phase'], width = self.params['phi_width'])\n",
"\n",
" def jpsi_res(q):\n",
" return ztf.to_complex(tf.pow(q, 2) / tf.pow(self.params['jpsi_mass'], 2)) * resonance(q, _mass = self.params['jpsi_mass'], \n",
" scale = self.params['jpsi_scale'],\n",
" phase = self.params['jpsi_phase'], \n",
" width = self.params['jpsi_width'])\n",
" def psi2s_res(q):\n",
" return ztf.to_complex(tf.pow(q, 2) / tf.pow(self.params['psi2s_mass'], 2)) * resonance(q, _mass = self.params['psi2s_mass'], \n",
" scale = self.params['psi2s_scale'],\n",
" phase = self.params['psi2s_phase'], \n",
" width = self.params['psi2s_width'])\n",
" def p3770_res(q):\n",
" return ztf.to_complex(tf.pow(q, 2) / tf.pow(self.params['p3770_mass'], 2)) * resonance(q, _mass = self.params['p3770_mass'], \n",
" scale = self.params['p3770_scale'],\n",
" phase = self.params['p3770_phase'], \n",
" width = self.params['p3770_width'])\n",
" \n",
" def p4040_res(q):\n",
" return ztf.to_complex(tf.pow(q, 2) / tf.pow(self.params['p4040_mass'], 2)) * resonance(q, _mass = self.params['p4040_mass'], \n",
" scale = self.params['p4040_scale'],\n",
" phase = self.params['p4040_phase'], \n",
" width = self.params['p4040_width'])\n",
" \n",
" def p4160_res(q):\n",
" return ztf.to_complex(tf.pow(q, 2) / tf.pow(self.params['p4160_mass'], 2)) * resonance(q, _mass = self.params['p4160_mass'], \n",
" scale = self.params['p4160_scale'],\n",
" phase = self.params['p4160_phase'], \n",
" width = self.params['p4160_width'])\n",
" \n",
" def p4415_res(q):\n",
" return ztf.to_complex(tf.pow(q, 2) / tf.pow(self.params['p4415_mass'], 2)) * resonance(q, _mass = self.params['p4415_mass'], \n",
" scale = self.params['p4415_scale'],\n",
" phase = self.params['p4415_phase'], \n",
" width = self.params['p4415_width'])\n",
" \n",
" def P2_D(q):\n",
" Dbar_contrib = ztf.to_complex(self.params['Dbar_scale'])*tf.exp(tf.complex(ztf.constant(0.0), self.params['Dbar_phase']))*ztf.to_complex(h_S(self.params['Dbar_mass'], q))\n",
" DDstar_contrib = ztf.to_complex(self.params['DDstar_scale'])*tf.exp(tf.complex(ztf.constant(0.0), self.params['DDstar_phase']))*(ztf.to_complex(h_P(self.params['Dstar_mass'], q)) + ztf.to_complex(h_P(self.params['D_mass'], q)))\n",
" return Dbar_contrib + DDstar_contrib\n",
" \n",
" def ttau_cusp(q):\n",
" return ztf.to_complex(self.params['C_tt'])*(ztf.to_complex((h_S(self.params['tau_mass'], q))) - ztf.to_complex(h_P(self.params['tau_mass'], q)))\n",
" \n",
"\n",
" funcs = rho_res(x) + omega_res(x) + phi_res(x) + jpsi_res(x) + psi2s_res(x) + p3770_res(x) + p4040_res(x)+ p4160_res(x) + p4415_res(x) + P2_D(x) + ttau_cusp(x)\n",
"\n",
" vec_f = vec(x, funcs, b0_0, b0_1, b0_2, bplus_0, bplus_1, bplus_2, bT_0, bT_1, bT_2)\n",
"\n",
" axiv_nr = axiv_nonres(x, b0_0, b0_1, b0_2, bplus_0, bplus_1, bplus_2, bT_0, bT_1, bT_2)\n",
"\n",
" tot = vec_f + axiv_nr\n",
" \n",
" #Cut out jpsi and psi2s\n",
" \n",
" tot = tf.where(tf.math.logical_or(x < ztf.constant(jpsi_mass-60.), x > ztf.constant(jpsi_mass+70.)), tot, 0.0*tot)\n",
" \n",
" tot = tf.where(tf.math.logical_or(x < ztf.constant(psi2s_mass-50.), x > ztf.constant(psi2s_mass+50.)), tot, 0.0*tot)\n",
" \n",
" return tot\n",
" \n",
"class total_pdf_full(zfit.pdf.ZPDF):\n",
" _N_OBS = 1 # dimension, can be omitted\n",
" _PARAMS = ['b0_0', 'b0_1', 'b0_2', \n",
" 'bplus_0', 'bplus_1', 'bplus_2', \n",
" 'bT_0', 'bT_1', 'bT_2', \n",
" 'rho_mass', 'rho_scale', 'rho_phase', 'rho_width',\n",
" 'jpsi_mass', 'jpsi_scale', 'jpsi_phase', 'jpsi_width',\n",
" 'psi2s_mass', 'psi2s_scale', 'psi2s_phase', 'psi2s_width',\n",
" 'p3770_mass', 'p3770_scale', 'p3770_phase', 'p3770_width',\n",
" 'p4040_mass', 'p4040_scale', 'p4040_phase', 'p4040_width',\n",
" 'p4160_mass', 'p4160_scale', 'p4160_phase', 'p4160_width',\n",
" 'p4415_mass', 'p4415_scale', 'p4415_phase', 'p4415_width',\n",
" 'omega_mass', 'omega_scale', 'omega_phase', 'omega_width',\n",
" 'phi_mass', 'phi_scale', 'phi_phase', 'phi_width',\n",
" 'Dbar_mass', 'Dbar_scale', 'Dbar_phase',\n",
" 'Dstar_mass', 'DDstar_scale', 'DDstar_phase', 'D_mass',\n",
" 'tau_mass', 'C_tt']\n",
"# the name of the parameters\n",
"\n",
" def _unnormalized_pdf(self, x):\n",
" \n",
" x = x.unstack_x()\n",
" \n",
" b0 = [self.params['b0_0'], self.params['b0_1'], self.params['b0_2']]\n",
" bplus = [self.params['bplus_0'], self.params['bplus_1'], self.params['bplus_2']]\n",
" bT = [self.params['bT_0'], self.params['bT_1'], self.params['bT_2']]\n",
" \n",
" def rho_res(q):\n",
" return resonance(q, _mass = self.params['rho_mass'], scale = self.params['rho_scale'],\n",
" phase = self.params['rho_phase'], width = self.params['rho_width'])\n",
" \n",
" def omega_res(q):\n",
" return resonance(q, _mass = self.params['omega_mass'], scale = self.params['omega_scale'],\n",
" phase = self.params['omega_phase'], width = self.params['omega_width'])\n",
" \n",
" def phi_res(q):\n",
" return resonance(q, _mass = self.params['phi_mass'], scale = self.params['phi_scale'],\n",
" phase = self.params['phi_phase'], width = self.params['phi_width'])\n",
"\n",
" def jpsi_res(q):\n",
" return ztf.to_complex(tf.pow(q, 2) / tf.pow(self.params['jpsi_mass'], 2)) * resonance(q, _mass = self.params['jpsi_mass'], \n",
" scale = self.params['jpsi_scale'],\n",
" phase = self.params['jpsi_phase'], \n",
" width = self.params['jpsi_width'])\n",
" def psi2s_res(q):\n",
" return ztf.to_complex(tf.pow(q, 2) / tf.pow(self.params['psi2s_mass'], 2)) * resonance(q, _mass = self.params['psi2s_mass'], \n",
" scale = self.params['psi2s_scale'],\n",
" phase = self.params['psi2s_phase'], \n",
" width = self.params['psi2s_width'])\n",
" def p3770_res(q):\n",
" return ztf.to_complex(tf.pow(q, 2) / tf.pow(self.params['p3770_mass'], 2)) * resonance(q, _mass = self.params['p3770_mass'], \n",
" scale = self.params['p3770_scale'],\n",
" phase = self.params['p3770_phase'], \n",
" width = self.params['p3770_width'])\n",
" \n",
" def p4040_res(q):\n",
" return ztf.to_complex(tf.pow(q, 2) / tf.pow(self.params['p4040_mass'], 2)) * resonance(q, _mass = self.params['p4040_mass'], \n",
" scale = self.params['p4040_scale'],\n",
" phase = self.params['p4040_phase'], \n",
" width = self.params['p4040_width'])\n",
" \n",
" def p4160_res(q):\n",
" return ztf.to_complex(tf.pow(q, 2) / tf.pow(self.params['p4160_mass'], 2)) * resonance(q, _mass = self.params['p4160_mass'], \n",
" scale = self.params['p4160_scale'],\n",
" phase = self.params['p4160_phase'], \n",
" width = self.params['p4160_width'])\n",
" \n",
" def p4415_res(q):\n",
" return ztf.to_complex(tf.pow(q, 2) / tf.pow(self.params['p4415_mass'], 2)) * resonance(q, _mass = self.params['p4415_mass'], \n",
" scale = self.params['p4415_scale'],\n",
" phase = self.params['p4415_phase'], \n",
" width = self.params['p4415_width'])\n",
" \n",
" def P2_D(q):\n",
" Dbar_contrib = ztf.to_complex(self.params['Dbar_scale'])*tf.exp(tf.complex(ztf.constant(0.0), self.params['Dbar_phase']))*ztf.to_complex(h_S(self.params['Dbar_mass'], q))\n",
" DDstar_contrib = ztf.to_complex(self.params['DDstar_scale'])*tf.exp(tf.complex(ztf.constant(0.0), self.params['DDstar_phase']))*(ztf.to_complex(h_P(self.params['Dstar_mass'], q)) + ztf.to_complex(h_P(self.params['D_mass'], q)))\n",
" return Dbar_contrib + DDstar_contrib\n",
" \n",
" def ttau_cusp(q):\n",
" return ztf.to_complex(self.params['C_tt'])*(ztf.to_complex((h_S(self.params['tau_mass'], q))) - ztf.to_complex(h_P(self.params['tau_mass'], q)))\n",
" \n",
"\n",
" funcs = rho_res(x) + omega_res(x) + phi_res(x) + jpsi_res(x) + psi2s_res(x) + p3770_res(x) + p4040_res(x)+ p4160_res(x) + p4415_res(x) + P2_D(x) + ttau_cusp(x)\n",
"\n",
" vec_f = vec(x, funcs, b0_0, b0_1, b0_2, bplus_0, bplus_1, bplus_2, bT_0, bT_1, bT_2)\n",
"\n",
" axiv_nr = axiv_nonres(x, b0_0, b0_1, b0_2, bplus_0, bplus_1, bplus_2, bT_0, bT_1, bT_2)\n",
"\n",
" tot = vec_f + axiv_nr\n",
" \n",
" #Cut out jpsi and psi2s\n",
" \n",
"# tot = tf.where(tf.math.logical_or(x < ztf.constant(jpsi_mass-60.), x > ztf.constant(jpsi_mass+70.)), tot, 0.0*tot)\n",
" \n",
"# tot = tf.where(tf.math.logical_or(x < ztf.constant(psi2s_mass-50.), x > ztf.constant(psi2s_mass+50.)), tot, 0.0*tot)\n",
" \n",
" return tot"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Setup parameters"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING:tensorflow:From C:\\Users\\sa_li\\.conda\\envs\\rmd\\lib\\site-packages\\tensorflow\\python\\ops\\resource_variable_ops.py:435: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"Colocations handled automatically by placer.\n"
]
}
],
"source": [
"# formfactors\n",
"\n",
"b0_0 = zfit.Parameter(\"b0_0\", ztf.constant(0.292), floating = False) #, lower_limit = -2.0, upper_limit= 2.0)\n",
"b0_1 = zfit.Parameter(\"b0_1\", ztf.constant(0.281), floating = False) #, lower_limit = -2.0, upper_limit= 2.0)\n",
"b0_2 = zfit.Parameter(\"b0_2\", ztf.constant(0.150), floating = False) #, lower_limit = -2.0, upper_limit= 2.0)\n",
"\n",
"bplus_0 = zfit.Parameter(\"bplus_0\", ztf.constant(0.466), lower_limit = -2.0, upper_limit= 2.0)\n",
"bplus_1 = zfit.Parameter(\"bplus_1\", ztf.constant(-0.885), lower_limit = -2.0, upper_limit= 2.0)\n",
"bplus_2 = zfit.Parameter(\"bplus_2\", ztf.constant(-0.213), lower_limit = -2.0, upper_limit= 2.0)\n",
"\n",
"bT_0 = zfit.Parameter(\"bT_0\", ztf.constant(0.460), floating = False) #, lower_limit = -2.0, upper_limit= 2.0)\n",
"bT_1 = zfit.Parameter(\"bT_1\", ztf.constant(-1.089), floating = False) #, lower_limit = -2.0, upper_limit= 2.0)\n",
"bT_2 = zfit.Parameter(\"bT_2\", ztf.constant(-1.114), floating = False) #, lower_limit = -2.0, upper_limit= 2.0)\n",
"\n",
"\n",
"#rho\n",
"\n",
"rho_mass, rho_width, rho_phase, rho_scale = pdg[\"rho\"]\n",
"\n",
"rho_m = zfit.Parameter(\"rho_m\", ztf.constant(rho_mass), floating = False) #lower_limit = rho_mass - rho_width, upper_limit = rho_mass + rho_width)\n",
"rho_w = zfit.Parameter(\"rho_w\", ztf.constant(rho_width), floating = False)\n",
"rho_p = zfit.Parameter(\"rho_p\", ztf.constant(rho_phase), lower_limit=-2*np.pi, upper_limit=2*np.pi)\n",
"rho_s = zfit.Parameter(\"rho_s\", ztf.constant(rho_scale), lower_limit=rho_scale-np.sqrt(rho_scale), upper_limit=rho_scale+np.sqrt(rho_scale))\n",
"\n",
"#omega\n",
"\n",
"omega_mass, omega_width, omega_phase, omega_scale = pdg[\"omega\"]\n",
"\n",
"omega_m = zfit.Parameter(\"omega_m\", ztf.constant(omega_mass), floating = False)\n",
"omega_w = zfit.Parameter(\"omega_w\", ztf.constant(omega_width), floating = False)\n",
"omega_p = zfit.Parameter(\"omega_p\", ztf.constant(omega_phase), lower_limit=-2*np.pi, upper_limit=2*np.pi)\n",
"omega_s = zfit.Parameter(\"omega_s\", ztf.constant(omega_scale), lower_limit=omega_scale-np.sqrt(omega_scale), upper_limit=omega_scale+np.sqrt(omega_scale))\n",
"\n",
"\n",
"#phi\n",
"\n",
"phi_mass, phi_width, phi_phase, phi_scale = pdg[\"phi\"]\n",
"\n",
"phi_m = zfit.Parameter(\"phi_m\", ztf.constant(phi_mass), floating = False)\n",
"phi_w = zfit.Parameter(\"phi_w\", ztf.constant(phi_width), floating = False)\n",
"phi_p = zfit.Parameter(\"phi_p\", ztf.constant(phi_phase), lower_limit=-2*np.pi, upper_limit=2*np.pi)\n",
"phi_s = zfit.Parameter(\"phi_s\", ztf.constant(phi_scale), lower_limit=phi_scale-np.sqrt(phi_scale), upper_limit=phi_scale+np.sqrt(phi_scale))\n",
"\n",
"#jpsi\n",
"\n",
"jpsi_mass, jpsi_width, jpsi_phase, jpsi_scale = pdg[\"jpsi\"]\n",
"\n",
"jpsi_m = zfit.Parameter(\"jpsi_m\", ztf.constant(jpsi_mass), floating = False)\n",
"jpsi_w = zfit.Parameter(\"jpsi_w\", ztf.constant(jpsi_width), floating = False)\n",
"jpsi_p = zfit.Parameter(\"jpsi_p\", ztf.constant(jpsi_phase), lower_limit=-2*np.pi, upper_limit=2*np.pi)\n",
"jpsi_s = zfit.Parameter(\"jpsi_s\", ztf.constant(jpsi_scale), floating = False) #, lower_limit=jpsi_scale-np.sqrt(jpsi_scale), upper_limit=jpsi_scale+np.sqrt(jpsi_scale))\n",
"\n",
"#psi2s\n",
"\n",
"psi2s_mass, psi2s_width, psi2s_phase, psi2s_scale = pdg[\"psi2s\"]\n",
"\n",
"psi2s_m = zfit.Parameter(\"psi2s_m\", ztf.constant(psi2s_mass), floating = False)\n",
"psi2s_w = zfit.Parameter(\"psi2s_w\", ztf.constant(psi2s_width), floating = False)\n",
"psi2s_p = zfit.Parameter(\"psi2s_p\", ztf.constant(psi2s_phase), lower_limit=-2*np.pi, upper_limit=2*np.pi)\n",
"psi2s_s = zfit.Parameter(\"psi2s_s\", ztf.constant(psi2s_scale), floating = False) #, lower_limit=psi2s_scale-np.sqrt(psi2s_scale), upper_limit=psi2s_scale+np.sqrt(psi2s_scale))\n",
"\n",
"#psi(3770)\n",
"\n",
"p3770_mass, p3770_width, p3770_phase, p3770_scale = pdg[\"p3770\"]\n",
"\n",
"p3770_m = zfit.Parameter(\"p3770_m\", ztf.constant(p3770_mass), floating = False)\n",
"p3770_w = zfit.Parameter(\"p3770_w\", ztf.constant(p3770_width), floating = False)\n",
"p3770_p = zfit.Parameter(\"p3770_p\", ztf.constant(p3770_phase), lower_limit=-2*np.pi, upper_limit=2*np.pi)\n",
"p3770_s = zfit.Parameter(\"p3770_s\", ztf.constant(p3770_scale), lower_limit=p3770_scale-np.sqrt(p3770_scale), upper_limit=p3770_scale+np.sqrt(p3770_scale))\n",
"\n",
"#psi(4040)\n",
"\n",
"p4040_mass, p4040_width, p4040_phase, p4040_scale = pdg[\"p4040\"]\n",
"\n",
"p4040_m = zfit.Parameter(\"p4040_m\", ztf.constant(p4040_mass), floating = False)\n",
"p4040_w = zfit.Parameter(\"p4040_w\", ztf.constant(p4040_width), floating = False)\n",
"p4040_p = zfit.Parameter(\"p4040_p\", ztf.constant(p4040_phase), lower_limit=-2*np.pi, upper_limit=2*np.pi)\n",
"p4040_s = zfit.Parameter(\"p4040_s\", ztf.constant(p4040_scale), lower_limit=p4040_scale-np.sqrt(p4040_scale), upper_limit=p4040_scale+np.sqrt(p4040_scale))\n",
"\n",
"#psi(4160)\n",
"\n",
"p4160_mass, p4160_width, p4160_phase, p4160_scale = pdg[\"p4160\"]\n",
"\n",
"p4160_m = zfit.Parameter(\"p4160_m\", ztf.constant(p4160_mass), floating = False)\n",
"p4160_w = zfit.Parameter(\"p4160_w\", ztf.constant(p4160_width), floating = False)\n",
"p4160_p = zfit.Parameter(\"p4160_p\", ztf.constant(p4160_phase), lower_limit=-2*np.pi, upper_limit=2*np.pi)\n",
"p4160_s = zfit.Parameter(\"p4160_s\", ztf.constant(p4160_scale), lower_limit=p4160_scale-np.sqrt(p4160_scale), upper_limit=p4160_scale+np.sqrt(p4160_scale))\n",
"\n",
"#psi(4415)\n",
"\n",
"p4415_mass, p4415_width, p4415_phase, p4415_scale = pdg[\"p4415\"]\n",
"\n",
"p4415_m = zfit.Parameter(\"p4415_m\", ztf.constant(p4415_mass), floating = False)\n",
"p4415_w = zfit.Parameter(\"p4415_w\", ztf.constant(p4415_width), floating = False)\n",
"p4415_p = zfit.Parameter(\"p4415_p\", ztf.constant(p4415_phase), lower_limit=-2*np.pi, upper_limit=2*np.pi)\n",
"p4415_s = zfit.Parameter(\"p4415_s\", ztf.constant(p4415_scale), lower_limit=p4415_scale-np.sqrt(p4415_scale), upper_limit=p4415_scale+np.sqrt(p4415_scale))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Dynamic generation of 2 particle contribution"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"m_c = 1300\n",
"\n",
"Dbar_phase = 0.0\n",
"DDstar_phase = 0.0\n",
"Dstar_mass = pdg['Dst_M']\n",
"Dbar_mass = pdg['D0_M']\n",
"D_mass = pdg['D0_M']\n",
"\n",
"Dbar_s = zfit.Parameter(\"Dbar_s\", ztf.constant(0.0), lower_limit=-0.3, upper_limit=0.3)\n",
"Dbar_m = zfit.Parameter(\"Dbar_m\", ztf.constant(Dbar_mass), floating = False)\n",
"Dbar_p = zfit.Parameter(\"Dbar_p\", ztf.constant(Dbar_phase), lower_limit=-2*np.pi, upper_limit=2*np.pi)#, floating = False)\n",
"DDstar_s = zfit.Parameter(\"DDstar_s\", ztf.constant(0.0), lower_limit=-0.3, upper_limit=0.3)#, floating = False)\n",
"Dstar_m = zfit.Parameter(\"Dstar_m\", ztf.constant(Dstar_mass), floating = False)\n",
"D_m = zfit.Parameter(\"D_m\", ztf.constant(D_mass), floating = False)\n",
"DDstar_p = zfit.Parameter(\"DDstar_p\", ztf.constant(DDstar_phase), lower_limit=-2*np.pi, upper_limit=2*np.pi)#, floating = False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Tau parameters"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"tau_m = zfit.Parameter(\"tau_m\", ztf.constant(pdg['tau_M']), floating = False)\n",
"Ctt = zfit.Parameter(\"Ctt\", ztf.constant(0.0), lower_limit=-2.5, upper_limit=2.5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load data"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"x_min = 2*pdg['muon_M']\n",
"x_max = (pdg[\"Bplus_M\"]-pdg[\"Ks_M\"]-0.1)\n",
"\n",
"# # Full spectrum\n",
"\n",
"obs_toy = zfit.Space('q', limits = (x_min, x_max))\n",
"\n",
"# Jpsi and Psi2s cut out\n",
"\n",
"obs1 = zfit.Space('q', limits = (x_min, jpsi_mass - 60.))\n",
"obs2 = zfit.Space('q', limits = (jpsi_mass + 70., psi2s_mass - 50.))\n",
"obs3 = zfit.Space('q', limits = (psi2s_mass + 50., x_max))\n",
"\n",
"obs_fit = obs1 + obs2 + obs3\n",
"\n",
"# with open(r\"./data/slim_points/slim_points_toy_0_range({0}-{1}).pkl\".format(int(x_min), int(x_max)), \"rb\") as input_file:\n",
"# part_set = pkl.load(input_file)\n",
"\n",
"# x_part = part_set['x_part']\n",
"\n",
"# x_part = x_part.astype('float64')\n",
"\n",
"# data = zfit.data.Data.from_numpy(array=x_part, obs=obs)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Setup pdf"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"total_f = total_pdf_cut(obs=obs_toy, jpsi_mass = jpsi_m, jpsi_scale = jpsi_s, jpsi_phase = jpsi_p, jpsi_width = jpsi_w,\n",
" psi2s_mass = psi2s_m, psi2s_scale = psi2s_s, psi2s_phase = psi2s_p, psi2s_width = psi2s_w,\n",
" p3770_mass = p3770_m, p3770_scale = p3770_s, p3770_phase = p3770_p, p3770_width = p3770_w,\n",
" p4040_mass = p4040_m, p4040_scale = p4040_s, p4040_phase = p4040_p, p4040_width = p4040_w,\n",
" p4160_mass = p4160_m, p4160_scale = p4160_s, p4160_phase = p4160_p, p4160_width = p4160_w,\n",
" p4415_mass = p4415_m, p4415_scale = p4415_s, p4415_phase = p4415_p, p4415_width = p4415_w,\n",
" rho_mass = rho_m, rho_scale = rho_s, rho_phase = rho_p, rho_width = rho_w,\n",
" omega_mass = omega_m, omega_scale = omega_s, omega_phase = omega_p, omega_width = omega_w,\n",
" phi_mass = phi_m, phi_scale = phi_s, phi_phase = phi_p, phi_width = phi_w,\n",
" Dstar_mass = Dstar_m, DDstar_scale = DDstar_s, DDstar_phase = DDstar_p, D_mass = D_m,\n",
" Dbar_mass = Dbar_m, Dbar_scale = Dbar_s, Dbar_phase = Dbar_p,\n",
" tau_mass = tau_m, C_tt = Ctt, b0_0 = b0_0, b0_1 = b0_1, b0_2 = b0_2,\n",
" bplus_0 = bplus_0, bplus_1 = bplus_1, bplus_2 = bplus_2,\n",
" bT_0 = bT_0, bT_1 = bT_1, bT_2 = bT_2)\n",
"\n",
"total_f_fit = total_pdf_full(obs=obs_fit, jpsi_mass = jpsi_m, jpsi_scale = jpsi_s, jpsi_phase = jpsi_p, jpsi_width = jpsi_w,\n",
" psi2s_mass = psi2s_m, psi2s_scale = psi2s_s, psi2s_phase = psi2s_p, psi2s_width = psi2s_w,\n",
" p3770_mass = p3770_m, p3770_scale = p3770_s, p3770_phase = p3770_p, p3770_width = p3770_w,\n",
" p4040_mass = p4040_m, p4040_scale = p4040_s, p4040_phase = p4040_p, p4040_width = p4040_w,\n",
" p4160_mass = p4160_m, p4160_scale = p4160_s, p4160_phase = p4160_p, p4160_width = p4160_w,\n",
" p4415_mass = p4415_m, p4415_scale = p4415_s, p4415_phase = p4415_p, p4415_width = p4415_w,\n",
" rho_mass = rho_m, rho_scale = rho_s, rho_phase = rho_p, rho_width = rho_w,\n",
" omega_mass = omega_m, omega_scale = omega_s, omega_phase = omega_p, omega_width = omega_w,\n",
" phi_mass = phi_m, phi_scale = phi_s, phi_phase = phi_p, phi_width = phi_w,\n",
" Dstar_mass = Dstar_m, DDstar_scale = DDstar_s, DDstar_phase = DDstar_p, D_mass = D_m,\n",
" Dbar_mass = Dbar_m, Dbar_scale = Dbar_s, Dbar_phase = Dbar_p,\n",
" tau_mass = tau_m, C_tt = Ctt, b0_0 = b0_0, b0_1 = b0_1, b0_2 = b0_2,\n",
" bplus_0 = bplus_0, bplus_1 = bplus_1, bplus_2 = bplus_2,\n",
" bT_0 = bT_0, bT_1 = bT_1, bT_2 = bT_2)\n",
" \n",
"# print(total_pdf.obs)\n",
"\n",
"# print(calcs_test)\n",
"\n",
"# for param in total_f.get_dependents():\n",
"# print(zfit.run(param))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# total_f_fit.normalization(obs_fit)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Test if graphs actually work and compute values"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"# def total_test_tf(xq):\n",
"\n",
"# def jpsi_res(q):\n",
"# return resonance(q, jpsi_m, jpsi_s, jpsi_p, jpsi_w)\n",
"\n",
"# def psi2s_res(q):\n",
"# return resonance(q, psi2s_m, psi2s_s, psi2s_p, psi2s_w)\n",
"\n",
"# def cusp(q):\n",
"# return bifur_gauss(q, cusp_m, sig_L, sig_R, cusp_s)\n",
"\n",
"# funcs = jpsi_res(xq) + psi2s_res(xq) + cusp(xq)\n",
"\n",
"# vec_f = vec(xq, funcs)\n",
"\n",
"# axiv_nr = axiv_nonres(xq)\n",
"\n",
"# tot = vec_f + axiv_nr\n",
" \n",
"# return tot\n",
"\n",
"# def jpsi_res(q):\n",
"# return resonance(q, jpsi_m, jpsi_s, jpsi_p, jpsi_w)\n",
"\n",
"# calcs = zfit.run(total_test_tf(x_part))\n",
"\n",
"\n",
"\n",
"test_q = np.linspace(x_min, x_max, int(2e6))\n",
"\n",
"probs = total_f_fit.pdf(test_q, norm_range=False)\n",
"\n",
"calcs_test = zfit.run(probs)\n",
"\n",
"Ctt.set_value(0.5)\n",
"\n",
"calcs_test1 = zfit.run(probs)\n",
"\n",
"Ctt.set_value(0.0)\n",
"\n",
"Dbar_s.set_value(0.3)\n",
"\n",
"DDstar_s.set_value(0.3)\n",
"\n",
"calcs_test2 = zfit.run(probs)\n",
"# res_y = zfit.run(jpsi_res(test_q))\n",
"# b0 = [b0_0, b0_1, b0_2]\n",
"# bplus = [bplus_0, bplus_1, bplus_2]\n",
"# bT = [bT_0, bT_1, bT_2]\n",
"# f0_y = zfit.run(tf.math.real(formfactor(test_q,\"0\", b0, bplus, bT)))\n",
"# fplus_y = zfit.run(tf.math.real(formfactor(test_q,\"+\", b0, bplus, bT)))\n",
"# fT_y = zfit.run(tf.math.real(formfactor(test_q,\"T\", b0, bplus, bT)))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\sa_li\\.conda\\envs\\rmd\\lib\\site-packages\\ipykernel_launcher.py:14: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n",
" \n",
"C:\\Users\\sa_li\\.conda\\envs\\rmd\\lib\\site-packages\\IPython\\core\\pylabtools.py:128: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n",
" fig.canvas.print_figure(bytes_io, **kw)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.clf()\n",
"# plt.plot(x_part, calcs, '.')\n",
"plt.plot(test_q, calcs_test, label = 'pdf (Ctt = 0.0)')\n",
"plt.plot(test_q, calcs_test1, label = 'pdf (Ctt = 0.5)')\n",
"plt.plot(test_q, calcs_test2, label = 'pdf (D-contribs = 0.3)')\n",
"# plt.plot(test_q, f0_y, label = '0')\n",
"# plt.plot(test_q, fT_y, label = 'T')\n",
"# plt.plot(test_q, fplus_y, label = '+')\n",
"# plt.plot(test_q, res_y, label = 'res')\n",
"plt.legend()\n",
"plt.ylim(0.0, 1.5e-6)\n",
"# plt.yscale('log')\n",
"# plt.xlim(770, 785)\n",
"plt.savefig('test.png')\n",
"# print(jpsi_width)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"\n",
"\n",
"# probs = mixture.prob(test_q)\n",
"# probs_np = zfit.run(probs)\n",
"# probs_np *= np.max(calcs_test) / np.max(probs_np)\n",
"# plt.figure()\n",
"# plt.semilogy(test_q, probs_np,label=\"importance sampling\")\n",
"# plt.semilogy(test_q, calcs_test, label = 'pdf')\n"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"# 0.213/(0.00133+0.213+0.015)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Adjust scaling of different parts"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"total_f.update_integration_options(draws_per_dim=2000000, mc_sampler=None)\n",
"# inte = total_f.integrate(limits = (950., 1050.), norm_range=False)\n",
"# inte_fl = zfit.run(inte)\n",
"# print(inte_fl/4500)\n",
"# print(pdg[\"jpsi_BR\"]/pdg[\"NR_BR\"], inte_fl*pdg[\"psi2s_auc\"]/pdg[\"NR_auc\"])"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"# # print(\"jpsi:\", inte_fl)\n",
"# # print(\"Increase am by factor:\", np.sqrt(pdg[\"jpsi_BR\"]/pdg[\"NR_BR\"]*pdg[\"NR_auc\"]/inte_fl))\n",
"# # print(\"New amp:\", pdg[\"jpsi\"][3]*np.sqrt(pdg[\"jpsi_BR\"]/pdg[\"NR_BR\"]*pdg[\"NR_auc\"]/inte_fl))\n",
"\n",
"# # print(\"psi2s:\", inte_fl)\n",
"# # print(\"Increase am by factor:\", np.sqrt(pdg[\"psi2s_BR\"]/pdg[\"NR_BR\"]*pdg[\"NR_auc\"]/inte_fl))\n",
"# # print(\"New amp:\", pdg[\"psi2s\"][3]*np.sqrt(pdg[\"psi2s_BR\"]/pdg[\"NR_BR\"]*pdg[\"NR_auc\"]/inte_fl))\n",
"\n",
"# name = \"phi\"\n",
"\n",
"# print(name+\":\", inte_fl)\n",
"# print(\"Increase am by factor:\", np.sqrt(pdg[name+\"_BR\"]/pdg[\"NR_BR\"]*pdg[\"NR_auc\"]/inte_fl))\n",
"# print(\"New amp:\", pdg[name][0]*np.sqrt(pdg[name+\"_BR\"]/pdg[\"NR_BR\"]*pdg[\"NR_auc\"]/inte_fl))\n",
"\n",
"\n",
"# print(x_min)\n",
"# print(x_max)\n",
"# # total_f.update_integration_options(draws_per_dim=2000000, mc_sampler=None)\n",
"# total_f.update_integration_options(mc_sampler=lambda dim, num_results,\n",
"# dtype: tf.random_uniform(maxval=1., shape=(num_results, dim), dtype=dtype),\n",
"# draws_per_dim=1000000)\n",
"# # _ = []\n",
"\n",
"# # for i in range(10):\n",
"\n",
"# # inte = total_f.integrate(limits = (x_min, x_max))\n",
"# # inte_fl = zfit.run(inte)\n",
"# # print(inte_fl)\n",
"# # _.append(inte_fl)\n",
"\n",
"# # print(\"mean:\", np.mean(_))\n",
"\n",
"# _ = time.time()\n",
"\n",
"# inte = total_f.integrate(limits = (x_min, x_max))\n",
"# inte_fl = zfit.run(inte)\n",
"# print(inte_fl)\n",
"# print(\"Time taken: {}\".format(display_time(int(time.time() - _))))\n",
"\n",
"# print(pdg['NR_BR']/pdg['NR_auc']*inte_fl)\n",
"# print(0.25**2*4.2/1000)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Sampling\n",
"## Mixture distribution for sampling"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"\n",
" \n",
"# print(list_of_borders[:9])\n",
"# print(list_of_borders[-9:])\n",
"\n",
"\n",
"class UniformSampleAndWeights(zfit.util.execution.SessionHolderMixin):\n",
" def __call__(self, limits, dtype, n_to_produce):\n",
" # n_to_produce = tf.cast(n_to_produce, dtype=tf.int32)\n",
" low, high = limits.limit1d\n",
" low = tf.cast(low, dtype=dtype)\n",
" high = tf.cast(high, dtype=dtype)\n",
"# uniform = tfd.Uniform(low=low, high=high)\n",
"# uniformjpsi = tfd.Uniform(low=tf.constant(3080, dtype=dtype), high=tf.constant(3112, dtype=dtype))\n",
"# uniformpsi2s = tfd.Uniform(low=tf.constant(3670, dtype=dtype), high=tf.constant(3702, dtype=dtype))\n",
"\n",
"# list_of_borders = []\n",
"# _p = []\n",
"# splits = 10\n",
"\n",
"# _ = np.linspace(x_min, x_max, splits)\n",
"\n",
"# for i in range(splits):\n",
"# list_of_borders.append(tf.constant(_[i], dtype=dtype))\n",
"# _p.append(tf.constant(1/splits, dtype=dtype))\n",
" \n",
"# mixture = tfd.MixtureSameFamily(mixture_distribution=tfd.Categorical(probs=_p[:(splits-1)]),\n",
"# components_distribution=tfd.Uniform(low=list_of_borders[:(splits-1)], \n",
"# high=list_of_borders[-(splits-1):]))\n",
" mixture = tfd.MixtureSameFamily(mixture_distribution=tfd.Categorical(probs=[tf.constant(0.05, dtype=dtype),\n",
" tf.constant(0.93, dtype=dtype),\n",
" tf.constant(0.05, dtype=dtype),\n",
" tf.constant(0.065, dtype=dtype),\n",
" tf.constant(0.04, dtype=dtype),\n",
" tf.constant(0.05, dtype=dtype)]),\n",
" components_distribution=tfd.Uniform(low=[tf.constant(x_min, dtype=dtype), \n",
" tf.constant(3090, dtype=dtype),\n",
" tf.constant(3681, dtype=dtype), \n",
" tf.constant(3070, dtype=dtype),\n",
" tf.constant(1000, dtype=dtype),\n",
" tf.constant(3660, dtype=dtype)], \n",
" high=[tf.constant(x_max, dtype=dtype),\n",
" tf.constant(3102, dtype=dtype), \n",
" tf.constant(3691, dtype=dtype),\n",
" tf.constant(3110, dtype=dtype),\n",
" tf.constant(1040, dtype=dtype),\n",
" tf.constant(3710, dtype=dtype)]))\n",
"# dtype = tf.float64\n",
"# mixture = tfd.MixtureSameFamily(mixture_distribution=tfd.Categorical(probs=[tf.constant(0.04, dtype=dtype),\n",
"# tf.constant(0.90, dtype=dtype),\n",
"# tf.constant(0.02, dtype=dtype),\n",
"# tf.constant(0.07, dtype=dtype),\n",
"# tf.constant(0.02, dtype=dtype)]),\n",
"# components_distribution=tfd.Uniform(low=[tf.constant(x_min, dtype=dtype), \n",
"# tf.constant(3089, dtype=dtype),\n",
"# tf.constant(3103, dtype=dtype), \n",
"# tf.constant(3681, dtype=dtype),\n",
"# tf.constant(3691, dtype=dtype)], \n",
"# high=[tf.constant(3089, dtype=dtype),\n",
"# tf.constant(3103, dtype=dtype), \n",
"# tf.constant(3681, dtype=dtype),\n",
"# tf.constant(3691, dtype=dtype), \n",
"# tf.constant(x_max, dtype=dtype)]))\n",
"# mixture = tfd.Uniform(tf.constant(x_min, dtype=dtype), tf.constant(x_max, dtype=dtype))\n",
"# sample = tf.random.uniform((n_to_produce, 1), dtype=dtype)\n",
" sample = mixture.sample((n_to_produce, 1))\n",
"# sample = tf.random.uniform((n_to_produce, 1), dtype=dtype)\n",
" weights = mixture.prob(sample)[:,0]\n",
"# weights = tf.broadcast_to(tf.constant(1., dtype=dtype), shape=(n_to_produce,))\n",
" # sample = tf.expand_dims(sample, axis=-1)\n",
"# print(sample, weights)\n",
" \n",
"# weights = tf.ones(shape=(n_to_produce,), dtype=dtype)\n",
" weights_max = None\n",
" thresholds = tf.random_uniform(shape=(n_to_produce,), dtype=dtype)\n",
" return sample, thresholds, weights, weights_max, n_to_produce"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"# total_f._sample_and_weights = UniformSampleAndWeights"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"# 0.00133/(0.00133+0.213+0.015)*(x_max-3750)/(x_max-x_min)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"# zfit.settings.set_verbosity(10)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"# # zfit.run.numeric_checks = False \n",
"\n",
"# nr_of_toys = 1\n",
"# nevents = int(pdg[\"number_of_decays\"])\n",
"# nevents = pdg[\"number_of_decays\"]\n",
"# event_stack = 1000000\n",
"# # zfit.settings.set_verbosity(10)\n",
"# calls = int(nevents/event_stack + 1)\n",
"\n",
"# total_samp = []\n",
"\n",
"# start = time.time()\n",
"\n",
"# sampler = total_f.create_sampler(n=event_stack)\n",
"\n",
"# for toy in range(nr_of_toys):\n",
" \n",
"# dirName = 'data/zfit_toys/toy_{0}'.format(toy)\n",
" \n",
"# if not os.path.exists(dirName):\n",
"# os.mkdir(dirName)\n",
"# print(\"Directory \" , dirName , \" Created \")\n",
"\n",
"# for call in range(calls):\n",
"\n",
"# sampler.resample(n=event_stack)\n",
"# s = sampler.unstack_x()\n",
"# sam = zfit.run(s)\n",
"# # clear_output(wait=True)\n",
"\n",
"# c = call + 1\n",
" \n",
"# print(\"{0}/{1} of Toy {2}/{3}\".format(c, calls, toy+1, nr_of_toys))\n",
"# print(\"Time taken: {}\".format(display_time(int(time.time() - start))))\n",
"# print(\"Projected time left: {}\".format(display_time(int((time.time() - start)/(c+calls*(toy))*((nr_of_toys-toy)*calls-c)))))\n",
"\n",
"# with open(\"data/zfit_toys/toy_{0}/{1}.pkl\".format(toy, call), \"wb\") as f:\n",
"# pkl.dump(sam, f, pkl.HIGHEST_PROTOCOL)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"# with open(r\"data/zfit_toys/toy_0/0.pkl\", \"rb\") as input_file:\n",
"# sam = pkl.load(input_file)\n",
"# print(sam[:10])\n",
"\n",
"# with open(r\"data/zfit_toys/toy_0/1.pkl\", \"rb\") as input_file:\n",
"# sam2 = pkl.load(input_file)\n",
"# print(sam2[:10])\n",
"\n",
"# print(np.sum(sam-sam2))"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"# print(\"Time to generate full toy: {} s\".format(int(time.time()-start)))\n",
"\n",
"# total_samp = []\n",
"\n",
"# for call in range(calls):\n",
"# with open(r\"data/zfit_toys/toy_0/{}.pkl\".format(call), \"rb\") as input_file:\n",
"# sam = pkl.load(input_file)\n",
"# total_samp = np.append(total_samp, sam)\n",
"\n",
"# total_samp = total_samp.astype('float64')\n",
"\n",
"# data2 = zfit.data.Data.from_numpy(array=total_samp[:int(nevents)], obs=obs)\n",
"\n",
"# data3 = zfit.data.Data.from_numpy(array=total_samp, obs=obs)\n",
"\n",
"# print(total_samp[:nevents].shape)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"# plt.clf()\n",
"\n",
"# bins = int((x_max-x_min)/7)\n",
"\n",
"# # calcs = zfit.run(total_test_tf(samp))\n",
"# print(total_samp[:nevents].shape)\n",
"\n",
"# plt.hist(total_samp[:nevents], bins = bins, range = (x_min,x_max), label = 'data')\n",
"# # plt.plot(test_q, calcs_test*nevents , label = 'pdf')\n",
"\n",
"# # plt.plot(sam, calcs, '.')\n",
"# # plt.plot(test_q, calcs_test)\n",
"# # plt.yscale('log')\n",
"# plt.ylim(0, 200)\n",
"# # plt.xlim(3080, 3110)\n",
"\n",
"# plt.legend()\n",
"\n",
"# plt.savefig('test2.png')"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"# sampler = total_f.create_sampler(n=nevents)\n",
"# nll = zfit.loss.UnbinnedNLL(model=total_f, data=sampler, fit_range = (x_min, x_max))\n",
"\n",
"# # for param in pdf.get_dependents():\n",
"# # param.set_value(initial_value)\n",
"\n",
"# sampler.resample(n=nevents)\n",
"\n",
"# # Randomise initial values\n",
"# # for param in pdf.get_dependents():\n",
"# # param.set_value(random value here)\n",
"\n",
"# # Minimise the NLL\n",
"# minimizer = zfit.minimize.MinuitMinimizer(verbosity = 10)\n",
"# minimum = minimizer.minimize(nll)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"# jpsi_width"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"# plt.hist(sample, weights=1 / prob(sample))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Fitting"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"# start = time.time()\n",
"\n",
"# for param in total_f.get_dependents():\n",
"# param.randomize()\n",
" \n",
"# # for param in total_f.get_dependents():\n",
"# # print(zfit.run(param))\n",
" \n",
"# nll = zfit.loss.UnbinnedNLL(model=total_f, data=data2, fit_range = (x_min, x_max))\n",
"\n",
"# minimizer = zfit.minimize.MinuitMinimizer(verbosity = 5)\n",
"# # minimizer._use_tfgrad = False\n",
"# result = minimizer.minimize(nll)\n",
"\n",
"# # param_errors = result.error()\n",
"\n",
"# # for var, errors in param_errors.items():\n",
"# # print('{}: ^{{+{}}}_{{{}}}'.format(var.name, errors['upper'], errors['lower']))\n",
"\n",
"# print(\"Function minimum:\", result.fmin)\n",
"# # print(\"Results:\", result.params)\n",
"# print(\"Hesse errors:\", result.hesse())"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"# print(\"Time taken for fitting: {}\".format(display_time(int(time.time()-start))))\n",
"\n",
"# # probs = total_f.pdf(test_q)\n",
"\n",
"# calcs_test = zfit.run(probs)\n",
"# res_y = zfit.run(jpsi_res(test_q))"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"# plt.clf()\n",
"# # plt.plot(x_part, calcs, '.')\n",
"# plt.plot(test_q, calcs_test, label = 'pdf')\n",
"# # plt.plot(test_q, res_y, label = 'res')\n",
"# plt.legend()\n",
"# plt.ylim(0.0, 10e-6)\n",
"# # plt.yscale('log')\n",
"# # plt.xlim(3080, 3110)\n",
"# plt.savefig('test3.png')\n",
"# # print(jpsi_width)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"# _tot = 4.37e-7+6.02e-5+4.97e-6\n",
"# _probs = []\n",
"# _probs.append(6.02e-5/_tot)\n",
"# _probs.append(4.97e-6/_tot)\n",
"# _probs.append(4.37e-7/_tot)\n",
"# print(_probs)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"# dtype = 'float64'\n",
"# # mixture = tfd.Uniform(tf.constant(x_min, dtype=dtype), tf.constant(x_max, dtype=dtype))\n",
"# mixture = tfd.MixtureSameFamily(mixture_distribution=tfd.Categorical(probs=[tf.constant(0.007, dtype=dtype),\n",
"# tf.constant(0.917, dtype=dtype),\n",
"# tf.constant(0.076, dtype=dtype)]),\n",
"# components_distribution=tfd.Uniform(low=[tf.constant(x_min, dtype=dtype), \n",
"# tf.constant(3080, dtype=dtype),\n",
"# tf.constant(3670, dtype=dtype)], \n",
"# high=[tf.constant(x_max, dtype=dtype),\n",
"# tf.constant(3112, dtype=dtype), \n",
"# tf.constant(3702, dtype=dtype)]))\n",
"# # for i in range(10):\n",
"# # print(zfit.run(mixture.prob(mixture.sample((10, 1)))))"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"# print((zfit.run(jpsi_p)%(2*np.pi))/np.pi)\n",
"# print((zfit.run(psi2s_p)%(2*np.pi))/np.pi)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"# def jpsi_res(q):\n",
"# return resonance(q, _mass = jpsi_mass, scale = jpsi_scale,\n",
"# phase = jpsi_phase, width = jpsi_width)\n",
"\n",
"# def psi2s_res(q):\n",
"# return resonance(q, _mass = psi2s_mass, scale = psi2s_scale,\n",
"# phase = psi2s_phase, width = psi2s_width)\n",
" \n",
"# def p3770_res(q):\n",
"# return resonance(q, _mass = p3770_mass, scale = p3770_scale,\n",
"# phase = p3770_phase, width = p3770_width)\n",
" \n",
"# def p4040_res(q):\n",
"# return resonance(q, _mass = p4040_mass, scale = p4040_scale,\n",
"# phase = p4040_phase, width = p4040_width)\n",
" \n",
"# def p4160_res(q):\n",
"# return resonance(q, _mass = p4160_mass, scale = p4160_scale,\n",
"# phase = p4160_phase, width = p4160_width)\n",
" \n",
"# def p4415_res(q):\n",
"# return resonance(q, _mass = p4415_mass, scale = p4415_scale,\n",
"# phase = p4415_phase, width = p4415_width)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"# 0.15**2*4.2/1000\n",
"# result.hesse()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Constraints"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"# 1. Constraint - Real part of sum of Psi contrib and D contribs\n",
"\n",
"sum_list = []\n",
"\n",
"sum_list.append(ztf.to_complex(jpsi_s) * tf.exp(tf.complex(ztf.constant(0.0), jpsi_p)) * ztf.to_complex(jpsi_w / (tf.pow(jpsi_m,3))))\n",
"sum_list.append(ztf.to_complex(psi2s_s) * tf.exp(tf.complex(ztf.constant(0.0), psi2s_p)) * ztf.to_complex(psi2s_w / (tf.pow(psi2s_m,3))))\n",
"sum_list.append(ztf.to_complex(p3770_s) * tf.exp(tf.complex(ztf.constant(0.0), p3770_p)) * ztf.to_complex(p3770_w / (tf.pow(p3770_m,3))))\n",
"sum_list.append(ztf.to_complex(p4040_s) * tf.exp(tf.complex(ztf.constant(0.0), p4040_p)) * ztf.to_complex(p4040_w / (tf.pow(p4040_m,3))))\n",
"sum_list.append(ztf.to_complex(p4160_s) * tf.exp(tf.complex(ztf.constant(0.0), p4160_p)) * ztf.to_complex(p4160_w / (tf.pow(p4160_m,3))))\n",
"sum_list.append(ztf.to_complex(p4415_s) * tf.exp(tf.complex(ztf.constant(0.0), p4415_p)) * ztf.to_complex(p4415_w / (tf.pow(p4415_m,3))))\n",
"sum_list.append(ztf.to_complex(DDstar_s) * tf.exp(tf.complex(ztf.constant(0.0), DDstar_p)) * (ztf.to_complex(1.0 / (10.0*tf.pow(Dstar_m,2)) + 1.0 / (10.0*tf.pow(D_m,2)))))\n",
"sum_list.append(ztf.to_complex(Dbar_s) * tf.exp(tf.complex(ztf.constant(0.0), Dbar_p)) * ztf.to_complex(1.0 / (6.0*tf.pow(Dbar_m,2))))\n",
"\n",
"sum_ru_1 = ztf.to_complex(ztf.constant(0.0))\n",
"\n",
"for part in sum_list:\n",
" sum_ru_1 += part\n",
"\n",
"sum_1 = tf.math.real(sum_ru_1)\n",
"# constraint1 = zfit.constraint.GaussianConstraint(params = sum_1, mu = ztf.constant(1.7*10**-8), \n",
"# sigma = ztf.constant(2.2*10**-8))\n",
"\n",
"constraint1 = tf.pow((sum_1-ztf.constant(1.7*10**-8))/ztf.constant(2.2*10**-8),2)/ztf.constant(2.)\n",
"\n",
"# 2. Constraint - Abs. of sum of Psi contribs and D contribs\n",
"\n",
"sum_2 = tf.abs(sum_ru_1)\n",
"constraint2 = tf.cond(tf.greater_equal(sum_2, 5.0e-8), lambda: 100000., lambda: 0.)\n",
"\n",
"# 3. Constraint - Maximum eta of D contribs\n",
"\n",
"constraint3_0 = tf.cond(tf.greater_equal(tf.abs(Dbar_s), 0.2), lambda: 100000., lambda: 0.)\n",
"\n",
"constraint3_1 = tf.cond(tf.greater_equal(tf.abs(DDstar_s), 0.2), lambda: 100000., lambda: 0.)\n",
"\n",
"# 4. Constraint - Formfactor multivariant gaussian covariance fplus\n",
"\n",
"Cov_matrix = [[ztf.constant( 1.), ztf.constant( 0.45), ztf.constant( 0.19), ztf.constant(0.857), ztf.constant(0.598), ztf.constant(0.531), ztf.constant(0.752), ztf.constant(0.229), ztf.constant(0,117)],\n",
" [ztf.constant( 0.45), ztf.constant( 1.), ztf.constant(0.677), ztf.constant(0.708), ztf.constant(0.958), ztf.constant(0.927), ztf.constant(0.227), ztf.constant(0.443), ztf.constant(0.287)],\n",
" [ztf.constant( 0.19), ztf.constant(0.677), ztf.constant( 1.), ztf.constant(0.595), ztf.constant(0.770), ztf.constant(0.819),ztf.constant(-0.023), ztf.constant( 0.07), ztf.constant(0.196)],\n",
" [ztf.constant(0.857), ztf.constant(0.708), ztf.constant(0.595), ztf.constant( 1.), ztf.constant( 0.83), ztf.constant(0.766), ztf.constant(0.582), ztf.constant(0.237), ztf.constant(0.192)],\n",
" [ztf.constant(0.598), ztf.constant(0.958), ztf.constant(0.770), ztf.constant( 0.83), ztf.constant( 1.), ztf.constant(0.973), ztf.constant(0.324), ztf.constant(0.372), ztf.constant(0.272)],\n",
" [ztf.constant(0.531), ztf.constant(0.927), ztf.constant(0.819), ztf.constant(0.766), ztf.constant(0.973), ztf.constant( 1.), ztf.constant(0.268), ztf.constant(0.332), ztf.constant(0.269)],\n",
" [ztf.constant(0.752), ztf.constant(0.227),ztf.constant(-0.023), ztf.constant(0.582), ztf.constant(0.324), ztf.constant(0.268), ztf.constant( 1.), ztf.constant( 0.59), ztf.constant(0.515)],\n",
" [ztf.constant(0.229), ztf.constant(0.443), ztf.constant( 0.07), ztf.constant(0.237), ztf.constant(0.372), ztf.constant(0.332), ztf.constant( 0.59), ztf.constant( 1.), ztf.constant(0.897)],\n",
" [ztf.constant(0.117), ztf.constant(0.287), ztf.constant(0.196), ztf.constant(0.192), ztf.constant(0.272), ztf.constant(0.269), ztf.constant(0.515), ztf.constant(0.897), ztf.constant( 1.)]]\n",
"\n",
"def triGauss(val1,val2,val3,m = Cov_matrix):\n",
"\n",
" mean1 = ztf.constant(0.466)\n",
" mean2 = ztf.constant(-0.885)\n",
" mean3 = ztf.constant(-0.213)\n",
" sigma1 = ztf.constant(0.014)\n",
" sigma2 = ztf.constant(0.128)\n",
" sigma3 = ztf.constant(0.548)\n",
" x1 = (val1-mean1)/sigma1\n",
" x2 = (val2-mean2)/sigma2\n",
" x3 = (val3-mean3)/sigma3\n",
" rho12 = m[0][1]\n",
" rho13 = m[0][2]\n",
" rho23 = m[1][2]\n",
" w = x1*x1*(rho23*rho23-1) + x2*x2*(rho13*rho13-1)+x3*x3*(rho12*rho12-1)+2*(x1*x2*(rho12-rho13*rho23)+x1*x3*(rho13-rho12*rho23)+x2*x3*(rho23-rho12*rho13))\n",
" d = 2*(rho12*rho12+rho13*rho13+rho23*rho23-2*rho12*rho13*rho23-1)\n",
" \n",
" fcn = -w/d\n",
" chisq = -2*fcn\n",
" return chisq\n",
"\n",
"constraint4 = triGauss(bplus_0, bplus_1, bplus_2)\n",
"\n",
"# mean1 = ztf.constant(0.466)\n",
"# mean2 = ztf.constant(-0.885)\n",
"# mean3 = ztf.constant(-0.213)\n",
"# sigma1 = ztf.constant(0.014)\n",
"# sigma2 = ztf.constant(0.128)\n",
"# sigma3 = ztf.constant(0.548)\n",
"# constraint4_0 = tf.pow((bplus_0-mean1)/sigma1,2)/ztf.constant(2.)\n",
"# constraint4_1 = tf.pow((bplus_1-mean2)/sigma2,2)/ztf.constant(2.)\n",
"# constraint4_2 = tf.pow((bplus_2-mean3)/sigma3,2)/ztf.constant(2.)\n",
"\n",
"# 5. Constraint - Abs. of sum of light contribs\n",
"\n",
"sum_list_5 = []\n",
"\n",
"sum_list_5.append(rho_s*rho_w/rho_m)\n",
"sum_list_5.append(omega_s*omega_w/omega_m)\n",
"sum_list_5.append(phi_s*phi_w/phi_m)\n",
"\n",
"\n",
"sum_ru_5 = ztf.constant(0.0)\n",
"\n",
"for part in sum_list_5:\n",
" sum_ru_5 += part\n",
"\n",
"constraint5 = tf.cond(tf.greater_equal(tf.abs(sum_ru_5), ztf.constant(0.02)), lambda: 100000., lambda: 0.)\n",
"\n",
"# 6. Constraint on phases of Jpsi and Psi2s for cut out fit\n",
"\n",
"\n",
"# constraint6_0 = zfit.constraint.GaussianConstraint(params = jpsi_p, mu = ztf.constant(pdg[\"jpsi_phase_unc\"]),\n",
"# sigma = ztf.constant(jpsi_phase))\n",
"# constraint6_1 = zfit.constraint.GaussianConstraint(params = psi2s_p, mu = ztf.constant(pdg[\"psi2s_phase_unc\"]),\n",
"# sigma = ztf.constant(psi2s_phase))\n",
"\n",
"constraint6_0 = tf.pow((jpsi_p-ztf.constant(jpsi_phase))/ztf.constant(pdg[\"jpsi_phase_unc\"]),2)/ztf.constant(2.)\n",
"constraint6_1 = tf.pow((psi2s_p-ztf.constant(psi2s_phase))/ztf.constant(pdg[\"psi2s_phase_unc\"]),2)/ztf.constant(2.)\n",
"\n",
"# 7. Constraint on Ctt with higher limits\n",
"\n",
"constraint7 = tf.cond(tf.greater_equal(Ctt*Ctt, 0.25), lambda: 100000., lambda: 0.)\n",
"\n",
"constraint7dtype = tf.float64\n",
"\n",
"# zfit.run(constraint6_0)\n",
"\n",
"# ztf.convert_to_tensor(constraint6_0)\n",
"\n",
"#List of all constraints\n",
"\n",
"constraints = [constraint1, constraint2, constraint3_0, constraint3_1,# constraint4, #constraint4_0, constraint4_1, constraint4_2,\n",
" constraint6_0, constraint6_1]#, constraint7]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Reset params"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"param_values_dic = {\n",
" 'jpsi_m': jpsi_mass,\n",
" 'jpsi_s': jpsi_scale,\n",
" 'jpsi_p': jpsi_phase,\n",
" 'jpsi_w': jpsi_width,\n",
" 'psi2s_m': psi2s_mass,\n",
" 'psi2s_s': psi2s_scale,\n",
" 'psi2s_p': psi2s_phase,\n",
" 'psi2s_w': psi2s_width,\n",
" 'p3770_m': p3770_mass,\n",
" 'p3770_s': p3770_scale,\n",
" 'p3770_p': p3770_phase,\n",
" 'p3770_w': p3770_width,\n",
" 'p4040_m': p4040_mass,\n",
" 'p4040_s': p4040_scale,\n",
" 'p4040_p': p4040_phase,\n",
" 'p4040_w': p4040_width,\n",
" 'p4160_m': p4160_mass,\n",
" 'p4160_s': p4160_scale,\n",
" 'p4160_p': p4160_phase,\n",
" 'p4160_w': p4160_width,\n",
" 'p4415_m': p4415_mass,\n",
" 'p4415_s': p4415_scale,\n",
" 'p4415_p': p4415_phase,\n",
" 'p4415_w': p4415_width,\n",
" 'rho_m': rho_mass,\n",
" 'rho_s': rho_scale,\n",
" 'rho_p': rho_phase,\n",
" 'rho_w': rho_width,\n",
" 'omega_m': omega_mass,\n",
" 'omega_s': omega_scale,\n",
" 'omega_p': omega_phase,\n",
" 'omega_w': omega_width,\n",
" 'phi_m': phi_mass,\n",
" 'phi_s': phi_scale,\n",
" 'phi_p': phi_phase,\n",
" 'phi_w': phi_width,\n",
" 'Dstar_m': Dstar_mass,\n",
" 'DDstar_s': 0.0,\n",
" 'DDstar_p': 0.0,\n",
" 'D_m': D_mass,\n",
" 'Dbar_m': Dbar_mass,\n",
" 'Dbar_s': 0.0,\n",
" 'Dbar_p': 0.0,\n",
" 'tau_m': pdg['tau_M'],\n",
" 'Ctt': 0.0,\n",
" 'b0_0': 0.292,\n",
" 'b0_1': 0.281,\n",
" 'b0_2': 0.150,\n",
" 'bplus_0': 0.466,\n",
" 'bplus_1': -0.885,\n",
" 'bplus_2': -0.213,\n",
" 'bT_0': 0.460,\n",
" 'bT_1': -1.089,\n",
" 'bT_2': -1.114}\n",
"\n",
"\n",
"def reset_param_values(variation = 0.05):\n",
" for param in total_f_fit.get_dependents():\n",
" if param.floating:\n",
" param.set_value(param_values_dic[param.name] + random.uniform(-1, 1) * param_values_dic[param.name]* variation)\n",
"# print(param.name)\n",
"# for param in totalf.get_dependents():\n",
"# param.set_value()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Analysis"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"# # zfit.run.numeric_checks = False \n",
"\n",
"# fitting_range = 'cut'\n",
"# total_BR = 1.7e-10 + 4.9e-10 + 2.5e-9 + 6.02e-5 + 4.97e-6 + 1.38e-9 + 4.2e-10 + 2.6e-9 + 6.1e-10 + 4.37e-7\n",
"# cut_BR = 1.0 - (6.02e-5 + 4.97e-6)/total_BR\n",
"\n",
"# Ctt_list = []\n",
"# Ctt_error_list = []\n",
"\n",
"# nr_of_toys = 1\n",
"# if fitting_range == 'cut':\n",
"# nevents = int(pdg[\"number_of_decays\"]*cut_BR)\n",
"# else:\n",
"# nevents = int(pdg[\"number_of_decays\"])\n",
"# # nevents = pdg[\"number_of_decays\"]\n",
"# event_stack = 1000000\n",
"# # nevents *= 41\n",
"# # zfit.settings.set_verbosity(10)\n",
"# calls = int(nevents/event_stack + 1)\n",
"\n",
"# total_samp = []\n",
"\n",
"# start = time.time()\n",
"\n",
"# sampler = total_f.create_sampler(n=event_stack)\n",
"\n",
"# for toy in range(nr_of_toys):\n",
" \n",
"# ### Generate data\n",
" \n",
"# # clear_output(wait=True)\n",
" \n",
"# print(\"Toy {}: Generating data...\".format(toy))\n",
" \n",
"# dirName = 'data/zfit_toys/toy_{0}'.format(toy)\n",
" \n",
"# if not os.path.exists(dirName):\n",
"# os.mkdir(dirName)\n",
"# print(\"Directory \" , dirName , \" Created \")\n",
" \n",
"# reset_param_values()\n",
" \n",
"# if fitting_range == 'cut':\n",
" \n",
"# sampler.resample(n=nevents)\n",
"# s = sampler.unstack_x()\n",
"# sam = zfit.run(s)\n",
"# calls = 0\n",
"# c = 1\n",
" \n",
"# else: \n",
"# for call in range(calls):\n",
"\n",
"# sampler.resample(n=event_stack)\n",
"# s = sampler.unstack_x()\n",
"# sam = zfit.run(s)\n",
"\n",
"# c = call + 1\n",
"\n",
"# with open(\"data/zfit_toys/toy_{0}/{1}.pkl\".format(toy, call), \"wb\") as f:\n",
"# pkl.dump(sam, f, pkl.HIGHEST_PROTOCOL)\n",
" \n",
"# print(\"Toy {}: Data generation finished\".format(toy))\n",
" \n",
"# ### Load data\n",
" \n",
"# print(\"Toy {}: Loading data...\".format(toy))\n",
" \n",
"# if fitting_range == 'cut':\n",
" \n",
"# total_samp = sam\n",
" \n",
"# else:\n",
" \n",
"# for call in range(calls):\n",
"# with open(r\"data/zfit_toys/toy_0/{}.pkl\".format(call), \"rb\") as input_file:\n",
"# sam = pkl.load(input_file)\n",
"# total_samp = np.append(total_samp, sam)\n",
"\n",
"# total_samp = total_samp.astype('float64')\n",
" \n",
"# if fitting_range == 'full':\n",
"\n",
"# data = zfit.data.Data.from_numpy(array=total_samp[:int(nevents)], obs=obs)\n",
" \n",
"# print(\"Toy {}: Loading data finished\".format(toy))\n",
"\n",
"# ### Fit data\n",
"\n",
"# print(\"Toy {}: Fitting pdf...\".format(toy))\n",
"\n",
"# for param in total_f.get_dependents():\n",
"# param.randomize()\n",
"\n",
"# nll = zfit.loss.UnbinnedNLL(model=total_f, data=data, fit_range = (x_min, x_max), constraints = constraints)\n",
"\n",
"# minimizer = zfit.minimize.MinuitMinimizer(verbosity = 5)\n",
"# # minimizer._use_tfgrad = False\n",
"# result = minimizer.minimize(nll)\n",
"\n",
"# print(\"Toy {}: Fitting finished\".format(toy))\n",
"\n",
"# print(\"Function minimum:\", result.fmin)\n",
"# print(\"Hesse errors:\", result.hesse())\n",
"\n",
"# params = result.params\n",
"# Ctt_list.append(params[Ctt]['value'])\n",
"# Ctt_error_list.append(params[Ctt]['minuit_hesse']['error'])\n",
"\n",
"# #plotting the result\n",
"\n",
"# plotdirName = 'data/plots'.format(toy)\n",
"\n",
"# if not os.path.exists(plotdirName):\n",
"# os.mkdir(plotdirName)\n",
"# # print(\"Directory \" , dirName , \" Created \")\n",
" \n",
"# probs = total_f.pdf(test_q, norm_range=False)\n",
"# calcs_test = zfit.run(probs)\n",
"# plt.clf()\n",
"# plt.plot(test_q, calcs_test, label = 'pdf')\n",
"# plt.legend()\n",
"# plt.ylim(0.0, 6e-6)\n",
"# plt.savefig(plotdirName + '/toy_fit_full_range{}.png'.format(toy))\n",
"\n",
"# print(\"Toy {0}/{1}\".format(toy+1, nr_of_toys))\n",
"# print(\"Time taken: {}\".format(display_time(int(time.time() - start))))\n",
"# print(\"Projected time left: {}\".format(display_time(int((time.time() - start)/(c+calls*(toy))*((nr_of_toys-toy)*calls-c)))))\n",
" \n",
"# if fitting_range == 'cut':\n",
" \n",
"# _1 = np.where((total_samp >= x_min) & (total_samp <= (jpsi_mass - 60.)))\n",
" \n",
"# tot_sam_1 = total_samp[_1]\n",
" \n",
"# _2 = np.where((total_samp >= (jpsi_mass + 70.)) & (total_samp <= (psi2s_mass - 50.)))\n",
" \n",
"# tot_sam_2 = total_samp[_2]\n",
"\n",
"# _3 = np.where((total_samp >= (psi2s_mass + 50.)) & (total_samp <= x_max))\n",
" \n",
"# tot_sam_3 = total_samp[_3]\n",
"\n",
"# tot_sam = np.append(tot_sam_1, tot_sam_2)\n",
"# tot_sam = np.append(tot_sam, tot_sam_3)\n",
" \n",
"# data = zfit.data.Data.from_numpy(array=tot_sam[:int(nevents)], obs=obs_fit)\n",
" \n",
"# print(\"Toy {}: Loading data finished\".format(toy))\n",
" \n",
"# ### Fit data\n",
"\n",
"# print(\"Toy {}: Fitting pdf...\".format(toy))\n",
"\n",
"# for param in total_f_fit.get_dependents():\n",
"# param.randomize()\n",
"\n",
"# nll = zfit.loss.UnbinnedNLL(model=total_f_fit, data=data, constraints = constraints)\n",
"\n",
"# minimizer = zfit.minimize.MinuitMinimizer(verbosity = 5)\n",
"# # minimizer._use_tfgrad = False\n",
"# result = minimizer.minimize(nll)\n",
"\n",
"# print(\"Function minimum:\", result.fmin)\n",
"# print(\"Hesse errors:\", result.hesse())\n",
"\n",
"# params = result.params\n",
" \n",
"# if result.converged:\n",
"# Ctt_list.append(params[Ctt]['value'])\n",
"# Ctt_error_list.append(params[Ctt]['minuit_hesse']['error'])\n",
"\n",
"# #plotting the result\n",
"\n",
"# plotdirName = 'data/plots'.format(toy)\n",
"\n",
"# if not os.path.exists(plotdirName):\n",
"# os.mkdir(plotdirName)\n",
"# # print(\"Directory \" , dirName , \" Created \")\n",
" \n",
"# plt.clf()\n",
"# plt.hist(tot_sam, bins = int((x_max-x_min)/7.), label = 'toy data')\n",
"# plt.savefig(plotdirName + '/toy_histo_cut_region{}.png'.format(toy))\n",
"\n",
" \n",
"# probs = total_f_fit.pdf(test_q, norm_range=False)\n",
"# calcs_test = zfit.run(probs)\n",
"# plt.clf()\n",
"# plt.plot(test_q, calcs_test, label = 'pdf')\n",
"# plt.axvline(x=jpsi_mass-60.,color='red', linewidth=0.7, linestyle = 'dotted')\n",
"# plt.axvline(x=jpsi_mass+70.,color='red', linewidth=0.7, linestyle = 'dotted')\n",
"# plt.axvline(x=psi2s_mass-50.,color='red', linewidth=0.7, linestyle = 'dotted')\n",
"# plt.axvline(x=psi2s_mass+50.,color='red', linewidth=0.7, linestyle = 'dotted')\n",
"# plt.legend()\n",
"# plt.ylim(0.0, 1.5e-6)\n",
"# plt.savefig(plotdirName + '/toy_fit_cut_region{}.png'.format(toy))\n",
" \n",
"# print(\"Toy {0}/{1}\".format(toy+1, nr_of_toys))\n",
"# print(\"Time taken: {}\".format(display_time(int(time.time() - start))))\n",
"# print(\"Projected time left: {}\".format(display_time(int((time.time() - start)/(toy+1))*((nr_of_toys-toy-1)))))\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"# with open(\"data/results/Ctt_list.pkl\", \"wb\") as f:\n",
"# pkl.dump(Ctt_list, f, pkl.HIGHEST_PROTOCOL)\n",
"# with open(\"data/results/Ctt_error_list.pkl\", \"wb\") as f:\n",
"# pkl.dump(Ctt_error_list, f, pkl.HIGHEST_PROTOCOL)"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"# print('{0}/{1} fits converged'.format(len(Ctt_list), nr_of_toys))\n",
"# print('Mean Ctt value = {}'.format(np.mean(Ctt_list)))\n",
"# print('Mean Ctt error = {}'.format(np.mean(Ctt_error_list)))\n",
"# print('95 Sensitivy = {}'.format(((2*np.mean(Ctt_error_list))**2)*4.2/1000))"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"# plt.hist(tot_sam, bins = int((x_max-x_min)/7.))\n",
"\n",
"# plt.show()\n",
"\n",
"# # _ = np.where((total_samp >= x_min) & (total_samp <= (jpsi_mass - 50.)))\n",
"\n",
"# tot_sam.shape"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"# Ctt.floating = False"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"# zfit.run(nll.value())"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
"# result.fmin"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [],
"source": [
"# BR_steps = np.linspace(0.0, 1e-3, 11)\n",
"pull_dic = {}\n",
"\n",
"mi = 0.0\n",
"ma = 1e-2\n",
"ste = 11\n",
"\n",
"for param in total_f_fit.get_dependents():\n",
" if param.floating:\n",
" pull_dic[param.name] = []\n",
" for step in range(2*ste):\n",
" pull_dic[param.name].append([])\n",
" \n",
"\n",
"\n",
"def save_pulls(step):\n",
" for param in total_f_fit.get_dependents():\n",
" if param.floating:\n",
" pull_dic[param.name][step].append((params[param]['value'] - param_values_dic[param.name])/params[param]['minuit_hesse']['error'])\n",
"\n",
"\n",
"\n",
"# for key in pull_dic.keys():\n",
"# print(np.shape(pull_dic[key]))\n",
"# save_pulls(New_step=True)\n",
"# params[Ctt]['value']"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [],
"source": [
"# for param in total_f_fit.get_dependents():\n",
"# if param.floating:\n",
"# print(param.name)\n",
"\n",
"# print(params[Ctt])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# CLS Code"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0. 0.48795004 0.69006556 0.84515425 0.97590007 1.09108945\n",
" 1.19522861 1.29099445 1.38013112 1.46385011 1.5430335 ]\n",
"WARNING:tensorflow:From C:\\Users\\sa_li\\.conda\\envs\\rmd\\lib\\site-packages\\zfit\\core\\sample.py:163: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"Use tf.cast instead.\n",
"Step: 0/11\n",
"Current Ctt: 0.0\n",
"Ctt floating: True\n",
"Toy 0/1 - Fit 0/1\n",
"------------------------------------------------------------------\n",
"| FCN = 2.975E+05 | Ncalls=1132 (1132 total) |\n",
"| EDM = 0.000572 (Goal: 5E-06) | up = 0.5 |\n",
"------------------------------------------------------------------\n",
"| Valid Min. | Valid Param. | Above EDM | Reached call limit |\n",
"------------------------------------------------------------------\n",
"| True | True | False | False |\n",
"------------------------------------------------------------------\n",
"| Hesse failed | Has cov. | Accurate | Pos. def. | Forced |\n",
"------------------------------------------------------------------\n",
"| False | True | False | False | True |\n",
"------------------------------------------------------------------\n",
"Function minimum: 297523.5053385047\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | jpsi_p | -1.494 | 0.027 | | |-6.28319 | 6.28319 | |\n",
"| 1 | rho_s | 1.05 | 0.18 | | |0.0253049| 2.0747 | |\n",
"| 2 | p4160_p | -2.00 | 0.06 | | |-6.28319 | 6.28319 | |\n",
"| 3 | p4040_p | -3.02 | 0.18 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.48 | 0.22 | | |-6.28319 | 6.28319 | |\n",
"| 5 | bplus_1 | -0.875 | 0.022 | | | -2 | 2 | |\n",
"| 6 | omega_p | 0.22 | 0.19 | | |-6.28319 | 6.28319 | |\n",
"| 7 | Dbar_s | 0.26 | 0.09 | | | -0.3 | 0.3 | |\n",
"| 8 | DDstar_p | 0.4 | 7.3 | | |-6.28319 | 6.28319 | |\n",
"| 9 | DDstar_s | -0.007 | 0.239 | | | -0.3 | 0.3 | |\n",
"| 10| Dbar_p | 0.34 | 0.17 | | |-6.28319 | 6.28319 | |\n",
"| 11| p4040_s | 0.76 | 0.16 | | |0.00501244| 2.01499 | |\n",
"| 12| p3770_s | 2.30 | 0.15 | | |0.918861 | 4.08114 | |\n",
"| 13| phi_p | 0.56 | 0.11 | | |-6.28319 | 6.28319 | |\n",
"| 14| p4415_p | -2.64 | 0.19 | | |-6.28319 | 6.28319 | |\n",
"| 15| p3770_p | -2.70 | 0.10 | | |-6.28319 | 6.28319 | |\n",
"| 16| phi_s | 20.0 | 0.5 | | | 14.8182 | 23.5818 | |\n",
"| 17| bplus_0 | 0.480 | 0.011 | | | -2 | 2 | |\n",
"| 18| Ctt | -0.79 | 0.11 | | | -2.5 | 2.5 | |\n",
"| 19| p4160_s | 2.02 | 0.18 | | | 0.71676 | 3.68324 | |\n",
"| 20| p4415_s | 1.23 | 0.14 | | |0.126447 | 2.35355 | |\n",
"| 21| omega_s | 4.7 | 0.6 | | | 4.19232 | 9.40768 | |\n",
"| 22| psi2s_p | 2.081 | 0.030 | | |-6.28319 | 6.28319 | |\n",
"| 23| bplus_2 | -0.49 | 0.04 | | | -2 | 2 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | jpsi_p rho_s p4160_p p4040_p rho_p bplus_1 omega_p Dbar_s DDstar_p DDstar_s Dbar_p p4040_s p3770_s phi_p p4415_p p3770_p phi_s bplus_0 Ctt p4160_s p4415_s omega_s psi2s_p bplus_2 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| jpsi_p | 1.000 0.175 0.439 -0.613 -0.400 0.818 -0.059 -0.793 0.845 0.845 -0.138 -0.708 -0.362 0.035 -0.739 0.625 0.170 0.814 0.687 -0.755 -0.575 -0.048 -0.672 0.603 |\n",
"| rho_s | 0.175 1.000 0.098 -0.144 -0.021 0.192 0.057 -0.186 0.197 0.197 -0.066 -0.164 -0.091 0.038 -0.172 0.143 0.024 0.197 0.158 -0.175 -0.132 -0.206 -0.157 0.132 |\n",
"| p4160_p | 0.439 0.098 1.000 -0.422 -0.226 0.488 -0.033 -0.494 0.505 0.505 -0.039 -0.481 -0.229 0.025 -0.402 0.400 0.097 0.488 0.329 -0.468 -0.323 -0.028 -0.409 0.402 |\n",
"| p4040_p | -0.613 -0.144 -0.422 1.000 0.335 -0.706 0.049 0.680 -0.728 -0.728 0.278 0.584 0.321 -0.034 0.644 -0.510 -0.146 -0.703 -0.582 0.674 0.512 0.039 0.555 -0.517 |\n",
"| rho_p | -0.400 -0.021 -0.226 0.335 1.000 -0.433 -0.041 0.430 -0.455 -0.455 0.144 0.380 0.209 -0.084 0.399 -0.333 -0.089 -0.431 -0.370 0.406 0.303 0.118 0.367 -0.268 |\n",
"| bplus_1 | 0.818 0.192 0.488 -0.706 -0.433 1.000 -0.064 -0.922 0.975 0.975 -0.273 -0.807 -0.430 0.047 -0.847 0.712 0.188 0.936 0.757 -0.862 -0.649 -0.053 -0.774 0.696 |\n",
"| omega_p | -0.059 0.057 -0.033 0.049 -0.041 -0.064 1.000 0.063 -0.067 -0.067 0.023 0.056 0.031 -0.003 0.058 -0.049 -0.006 -0.064 -0.054 0.059 0.045 0.263 0.054 -0.042 |\n",
"| Dbar_s | -0.793 -0.186 -0.494 0.680 0.430 -0.922 0.063 1.000 -0.955 -0.955 0.267 0.799 0.406 -0.045 0.830 -0.691 -0.186 -0.919 -0.760 0.846 0.649 0.052 0.751 -0.677 |\n",
"| DDstar_p | 0.845 0.197 0.505 -0.728 -0.455 0.975 -0.067 -0.955 1.000 0.996 -0.282 -0.834 -0.447 0.048 -0.875 0.729 0.197 0.972 0.778 -0.890 -0.675 -0.055 -0.798 0.732 |\n",
"| DDstar_s | 0.845 0.197 0.505 -0.728 -0.455 0.975 -0.067 -0.955 0.996 1.000 -0.283 -0.834 -0.447 0.048 -0.875 0.729 0.197 0.971 0.778 -0.890 -0.675 -0.055 -0.797 0.732 |\n",
"| Dbar_p | -0.138 -0.066 -0.039 0.278 0.144 -0.273 0.023 0.267 -0.282 -0.283 1.000 0.230 0.254 -0.006 0.267 -0.087 -0.059 -0.271 -0.174 0.255 0.185 0.018 0.338 -0.212 |\n",
"| p4040_s | -0.708 -0.164 -0.481 0.584 0.380 -0.807 0.056 0.799 -0.834 -0.834 0.230 1.000 0.403 -0.040 0.713 -0.610 -0.165 -0.805 -0.603 0.707 0.574 0.045 0.671 -0.618 |\n",
"| p3770_s | -0.362 -0.091 -0.229 0.321 0.209 -0.430 0.031 0.406 -0.447 -0.447 0.254 0.403 1.000 -0.020 0.392 -0.400 -0.093 -0.428 -0.394 0.402 0.305 0.024 0.289 -0.316 |\n",
"| phi_p | 0.035 0.038 0.025 -0.034 -0.084 0.047 -0.003 -0.045 0.048 0.048 -0.006 -0.040 -0.020 1.000 -0.042 0.035 0.317 0.047 0.038 -0.042 -0.033 -0.029 -0.039 0.041 |\n",
"| p4415_p | -0.739 -0.172 -0.402 0.644 0.399 -0.847 0.058 0.830 -0.875 -0.875 0.267 0.713 0.392 -0.042 1.000 -0.634 -0.173 -0.844 -0.662 0.772 0.566 0.048 0.689 -0.632 |\n",
"| p3770_p | 0.625 0.143 0.400 -0.510 -0.333 0.712 -0.049 -0.691 0.729 0.729 -0.087 -0.610 -0.400 0.035 -0.634 1.000 0.143 0.709 0.535 -0.649 -0.502 -0.041 -0.595 0.536 |\n",
"| phi_s | 0.170 0.024 0.097 -0.146 -0.089 0.188 -0.006 -0.186 0.197 0.197 -0.059 -0.165 -0.093 0.317 -0.173 0.143 1.000 0.186 0.162 -0.177 -0.132 -0.006 -0.161 0.116 |\n",
"| bplus_0 | 0.814 0.197 0.488 -0.703 -0.431 0.936 -0.064 -0.919 0.972 0.971 -0.271 -0.805 -0.428 0.047 -0.844 0.709 0.186 1.000 0.756 -0.858 -0.648 -0.054 -0.772 0.690 |\n",
"| Ctt | 0.687 0.158 0.329 -0.582 -0.370 0.757 -0.054 -0.760 0.778 0.778 -0.174 -0.603 -0.394 0.038 -0.662 0.535 0.162 0.756 1.000 -0.665 -0.483 -0.043 -0.613 0.665 |\n",
"| p4160_s | -0.755 -0.175 -0.468 0.674 0.406 -0.862 0.059 0.846 -0.890 -0.890 0.255 0.707 0.402 -0.042 0.772 -0.649 -0.177 -0.858 -0.665 1.000 0.637 0.048 0.699 -0.645 |\n",
"| p4415_s | -0.575 -0.132 -0.323 0.512 0.303 -0.649 0.045 0.649 -0.675 -0.675 0.185 0.574 0.305 -0.033 0.566 -0.502 -0.132 -0.648 -0.483 0.637 1.000 0.037 0.540 -0.531 |\n",
"| omega_s | -0.048 -0.206 -0.028 0.039 0.118 -0.053 0.263 0.052 -0.055 -0.055 0.018 0.045 0.024 -0.029 0.048 -0.041 -0.006 -0.054 -0.043 0.048 0.037 1.000 0.043 -0.040 |\n",
"| psi2s_p | -0.672 -0.157 -0.409 0.555 0.367 -0.774 0.054 0.751 -0.798 -0.797 0.338 0.671 0.289 -0.039 0.689 -0.595 -0.161 -0.772 -0.613 0.699 0.540 0.043 1.000 -0.598 |\n",
"| bplus_2 | 0.603 0.132 0.402 -0.517 -0.268 0.696 -0.042 -0.677 0.732 0.732 -0.212 -0.618 -0.316 0.041 -0.632 0.536 0.116 0.690 0.665 -0.645 -0.531 -0.040 -0.598 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.02665746884160125}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.18050974279627674}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.061134095843033975}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.17780552872854272}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.22080669741642778}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.02167946771081375}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.1872385004972985}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.09373933353359451}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 7.271627947684793}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.23863324817379866}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.165987498313096}), (<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.16072590908652606}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.14580443153792344}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.11328072590681248}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.19284212546473833}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.10326538656542716}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 0.5492386422264417}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.011055337039524993}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.10738468926454803}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.18220642472877913}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.14315591188209909}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 0.6277487030664988}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.029598785883712786}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.03505952778284427})])\n",
"Step: 0/11\n",
"Current Ctt: 0.0\n",
"Ctt floating: False\n",
"Toy 0/1 - Fit 0/1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"------------------------------------------------------------------\n",
"| FCN = 2.975E+05 | Ncalls=1054 (1054 total) |\n",
"| EDM = 8.6E-05 (Goal: 5E-06) | up = 0.5 |\n",
"------------------------------------------------------------------\n",
"| Valid Min. | Valid Param. | Above EDM | Reached call limit |\n",
"------------------------------------------------------------------\n",
"| True | True | False | False |\n",
"------------------------------------------------------------------\n",
"| Hesse failed | Has cov. | Accurate | Pos. def. | Forced |\n",
"------------------------------------------------------------------\n",
"| False | True | True | True | False |\n",
"------------------------------------------------------------------\n",
"Function minimum: 297526.60290280666\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | jpsi_p | -1.498 | 0.027 | | |-6.28319 | 6.28319 | |\n",
"| 1 | rho_s | 1.03 | 0.29 | | |0.0253049| 2.0747 | |\n",
"| 2 | p4160_p | -2.01 | 0.17 | | |-6.28319 | 6.28319 | |\n",
"| 3 | p4040_p | -2.9 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.5 | 0.3 | | |-6.28319 | 6.28319 | |\n",
"| 5 | bplus_1 | -0.880 | 0.024 | | | -2 | 2 | |\n",
"| 6 | omega_p | 0.22 | 0.32 | | |-6.28319 | 6.28319 | |\n",
"| 7 | Dbar_s | -0.28 | 0.58 | | | -0.3 | 0.3 | |\n",
"| 8 | DDstar_p | -6.3 | 1.1 | | |-6.28319 | 6.28319 | |\n",
"| 9 | DDstar_s | 0.30 | 0.38 | | | -0.3 | 0.3 | |\n",
"| 10| Dbar_p | -0.026 | 0.455 | | |-6.28319 | 6.28319 | |\n",
"| 11| p4040_s | 0.78 | 0.20 | | |0.00501244| 2.01499 | |\n",
"| 12| p3770_s | 2.4 | 0.5 | | |0.918861 | 4.08114 | |\n",
"| 13| phi_p | 0.56 | 0.20 | | |-6.28319 | 6.28319 | |\n",
"| 14| p4415_p | -2.58 | 0.20 | | |-6.28319 | 6.28319 | |\n",
"| 15| p3770_p | -2.81 | 0.12 | | |-6.28319 | 6.28319 | |\n",
"| 16| phi_s | 20.0 | 1.0 | | | 14.8182 | 23.5818 | |\n",
"| 17| bplus_0 | 0.475 | 0.012 | | | -2 | 2 | |\n",
"| 18| p4160_s | 2.13 | 0.14 | | | 0.71676 | 3.68324 | |\n",
"| 19| p4415_s | 1.20 | 0.20 | | |0.126447 | 2.35355 | |\n",
"| 20| omega_s | 4.8 | 1.1 | | | 4.19232 | 9.40768 | |\n",
"| 21| psi2s_p | 2.09 | 0.05 | | |-6.28319 | 6.28319 | |\n",
"| 22| bplus_2 | -0.39 | 0.09 | | | -2 | 2 | |\n",
"----------------------------------------------------------------------------------------------\n",
"-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | jpsi_p rho_s p4160_p p4040_p rho_p bplus_1 omega_p Dbar_s DDstar_p DDstar_s Dbar_p p4040_s p3770_s phi_p p4415_p p3770_p phi_s bplus_0 p4160_s p4415_s omega_s psi2s_p bplus_2 |\n",
"-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| jpsi_p | 1.000 0.121 -0.170 -0.246 -0.022 0.289 -0.028 0.329 0.375 0.239 -0.117 0.181 -0.229 0.018 -0.171 0.105 0.006 0.270 -0.119 0.148 -0.066 -0.191 0.261 |\n",
"| rho_s | 0.121 1.000 -0.266 -0.267 0.124 0.254 -0.035 0.303 0.203 0.195 0.196 0.216 -0.268 0.068 -0.201 -0.113 -0.019 0.303 -0.052 0.184 -0.408 -0.245 0.245 |\n",
"| p4160_p | -0.170 -0.266 1.000 0.755 -0.102 -0.775 0.055 -0.868 -0.502 -0.610 -0.661 -0.707 0.768 -0.035 0.679 0.430 0.024 -0.746 0.135 -0.497 0.118 0.736 -0.713 |\n",
"| p4040_p | -0.246 -0.267 0.755 1.000 -0.103 -0.768 0.055 -0.884 -0.547 -0.603 -0.627 -0.665 0.781 -0.038 0.621 0.398 0.022 -0.742 0.301 -0.465 0.119 0.705 -0.759 |\n",
"| rho_p | -0.022 0.124 -0.102 -0.103 1.000 0.149 -0.085 0.136 0.094 0.098 0.065 0.093 -0.106 -0.168 -0.065 -0.041 -0.097 0.141 0.002 0.060 0.161 -0.108 0.229 |\n",
"| bplus_1 | 0.289 0.254 -0.775 -0.768 0.149 1.000 -0.051 0.882 0.599 0.561 0.537 0.646 -0.767 0.028 -0.571 -0.316 -0.040 0.619 -0.120 0.558 -0.107 -0.704 0.737 |\n",
"| omega_p | -0.028 -0.035 0.055 0.055 -0.085 -0.051 1.000 -0.062 -0.041 -0.040 -0.043 -0.044 0.055 -0.010 0.042 0.024 0.017 -0.057 0.011 -0.037 0.534 0.051 -0.048 |\n",
"| Dbar_s | 0.329 0.303 -0.868 -0.884 0.136 0.882 -0.062 1.000 0.675 0.708 0.661 0.697 -0.887 0.040 -0.669 -0.379 -0.034 0.855 -0.192 0.568 -0.134 -0.826 0.886 |\n",
"| DDstar_p | 0.375 0.203 -0.502 -0.547 0.094 0.599 -0.041 0.675 1.000 0.491 0.596 0.470 -0.567 0.031 -0.375 -0.210 -0.022 0.581 -0.102 0.368 -0.089 -0.501 0.596 |\n",
"| DDstar_s | 0.239 0.195 -0.610 -0.603 0.098 0.561 -0.040 0.708 0.491 1.000 0.458 0.520 -0.615 0.026 -0.430 -0.294 -0.026 0.547 -0.084 0.415 -0.086 -0.549 0.638 |\n",
"| Dbar_p | -0.117 0.196 -0.661 -0.627 0.065 0.537 -0.043 0.661 0.596 0.458 1.000 0.489 -0.642 0.021 -0.476 -0.561 -0.017 0.517 -0.097 0.370 -0.091 -0.664 0.577 |\n",
"| p4040_s | 0.181 0.216 -0.707 -0.665 0.093 0.646 -0.044 0.697 0.470 0.520 0.489 1.000 -0.568 0.027 -0.553 -0.297 -0.025 0.622 -0.316 0.426 -0.095 -0.567 0.551 |\n",
"| p3770_s | -0.229 -0.268 0.768 0.781 -0.106 -0.767 0.055 -0.887 -0.567 -0.615 -0.642 -0.568 1.000 -0.037 0.601 0.262 0.023 -0.741 0.183 -0.489 0.119 0.683 -0.774 |\n",
"| phi_p | 0.018 0.068 -0.035 -0.038 -0.168 0.028 -0.010 0.040 0.031 0.026 0.021 0.027 -0.037 1.000 -0.030 -0.011 0.636 0.032 -0.013 0.026 -0.095 -0.034 0.015 |\n",
"| p4415_p | -0.171 -0.201 0.679 0.621 -0.065 -0.571 0.042 -0.669 -0.375 -0.430 -0.476 -0.553 0.601 -0.030 1.000 0.317 0.010 -0.550 0.087 -0.468 0.091 0.540 -0.560 |\n",
"| p3770_p | 0.105 -0.113 0.430 0.398 -0.041 -0.316 0.024 -0.379 -0.210 -0.294 -0.561 -0.297 0.262 -0.011 0.317 1.000 0.009 -0.299 0.076 -0.237 0.050 0.365 -0.304 |\n",
"| phi_s | 0.006 -0.019 0.024 0.022 -0.097 -0.040 0.017 -0.034 -0.022 -0.026 -0.017 -0.025 0.023 0.636 0.010 0.009 1.000 -0.042 -0.009 -0.014 -0.013 0.025 -0.078 |\n",
"| bplus_0 | 0.270 0.303 -0.746 -0.742 0.141 0.619 -0.057 0.855 0.581 0.547 0.517 0.622 -0.741 0.032 -0.550 -0.299 -0.042 1.000 -0.114 0.534 -0.126 -0.686 0.703 |\n",
"| p4160_s | -0.119 -0.052 0.135 0.301 0.002 -0.120 0.011 -0.192 -0.102 -0.084 -0.097 -0.316 0.183 -0.013 0.087 0.076 -0.009 -0.114 1.000 0.088 0.026 0.096 -0.186 |\n",
"| p4415_s | 0.148 0.184 -0.497 -0.465 0.060 0.558 -0.037 0.568 0.368 0.415 0.370 0.426 -0.489 0.026 -0.468 -0.237 -0.014 0.534 0.088 1.000 -0.082 -0.467 0.399 |\n",
"| omega_s | -0.066 -0.408 0.118 0.119 0.161 -0.107 0.534 -0.134 -0.089 -0.086 -0.091 -0.095 0.119 -0.095 0.091 0.050 -0.013 -0.126 0.026 -0.082 1.000 0.109 -0.095 |\n",
"| psi2s_p | -0.191 -0.245 0.736 0.705 -0.108 -0.704 0.051 -0.826 -0.501 -0.549 -0.664 -0.567 0.683 -0.034 0.540 0.365 0.025 -0.686 0.096 -0.467 0.109 1.000 -0.766 |\n",
"| bplus_2 | 0.261 0.245 -0.713 -0.759 0.229 0.737 -0.048 0.886 0.596 0.638 0.577 0.551 -0.774 0.015 -0.560 -0.304 -0.078 0.703 -0.186 0.399 -0.095 -0.766 1.000 |\n",
"-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.02704796647504848}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.29492844006802316}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.17190274767899538}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.41466387701487606}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.32269683102876856}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.02422723373646607}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.3193186965006696}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.5775215414918989}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 1.051710242499055}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.3815404872006971}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.4546523159765079}), (<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.19859569652151027}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.4601942469805349}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.20076323352538195}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.20373547774487544}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.12111656933870174}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 0.9522779116246785}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.011835609005568237}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.13920742693502108}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.19695936143909543}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 1.1011548898938646}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.05215232627571975}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.09384669293516534})])\n",
"\n",
"Time taken: 3 min, 18 s\n",
"Estimated time left: 36 min, 28 s\n",
"Step: 1/11\n",
"Current Ctt: 0.4879500364742666\n",
"Ctt floating: True\n",
"Toy 0/1 - Fit 0/1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"------------------------------------------------------------------\n",
"| FCN = 2.975E+05 | Ncalls=1106 (1106 total) |\n",
"| EDM = 0.000463 (Goal: 5E-06) | up = 0.5 |\n",
"------------------------------------------------------------------\n",
"| Valid Min. | Valid Param. | Above EDM | Reached call limit |\n",
"------------------------------------------------------------------\n",
"| True | True | False | False |\n",
"------------------------------------------------------------------\n",
"| Hesse failed | Has cov. | Accurate | Pos. def. | Forced |\n",
"------------------------------------------------------------------\n",
"| False | True | True | True | False |\n",
"------------------------------------------------------------------\n",
"Function minimum: 297495.12736631924\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | jpsi_p | -1.54 | 0.04 | | |-6.28319 | 6.28319 | |\n",
"| 1 | rho_s | 0.7 | 0.4 | | |0.0253049| 2.0747 | |\n",
"| 2 | p4160_p | -2.09 | 0.16 | | |-6.28319 | 6.28319 | |\n",
"| 3 | p4040_p | -2.5 | 0.3 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | 0.14 | 0.44 | | |-6.28319 | 6.28319 | |\n",
"| 5 | bplus_1 | -0.878 | 0.024 | | | -2 | 2 | |\n",
"| 6 | omega_p | 0.6 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 7 | Dbar_s | -0.30 | 0.41 | | | -0.3 | 0.3 | |\n",
"| 8 | DDstar_p | -0.5 | 2.3 | | |-6.28319 | 6.28319 | |\n",
"| 9 | DDstar_s | 0.18 | 0.49 | | | -0.3 | 0.3 | |\n",
"| 10| Dbar_p | 0.3 | 1.2 | | |-6.28319 | 6.28319 | |\n",
"| 11| p4040_s | 0.59 | 0.19 | | |0.00501244| 2.01499 | |\n",
"| 12| p3770_s | 2.51 | 0.25 | | |0.918861 | 4.08114 | |\n",
"| 13| phi_p | 0.79 | 0.16 | | |-6.28319 | 6.28319 | |\n",
"| 14| p4415_p | -2.73 | 0.23 | | |-6.28319 | 6.28319 | |\n",
"| 15| p3770_p | -2.86 | 0.13 | | |-6.28319 | 6.28319 | |\n",
"| 16| phi_s | 19.8 | 0.9 | | | 14.8182 | 23.5818 | |\n",
"| 17| bplus_0 | 0.457 | 0.011 | | | -2 | 2 | |\n",
"| 18| Ctt | 0.83 | 0.21 | | | -2.5 | 2.5 | |\n",
"| 19| p4160_s | 2.39 | 0.17 | | | 0.71676 | 3.68324 | |\n",
"| 20| p4415_s | 1.46 | 0.19 | | |0.126447 | 2.35355 | |\n",
"| 21| omega_s | 8.5 | 1.4 | | | 4.19232 | 9.40768 | |\n",
"| 22| psi2s_p | 2.08 | 0.04 | | |-6.28319 | 6.28319 | |\n",
"| 23| bplus_2 | -0.15 | 0.07 | | | -2 | 2 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | jpsi_p rho_s p4160_p p4040_p rho_p bplus_1 omega_p Dbar_s DDstar_p DDstar_s Dbar_p p4040_s p3770_s phi_p p4415_p p3770_p phi_s bplus_0 Ctt p4160_s p4415_s omega_s psi2s_p bplus_2 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| jpsi_p | 1.000 -0.063 0.679 0.368 -0.041 -0.179 -0.006 0.402 0.723 -0.687 0.493 0.195 0.235 0.040 0.639 0.121 0.037 -0.143 -0.216 0.225 -0.100 0.001 0.427 0.184 |\n",
"| rho_s | -0.063 1.000 -0.041 -0.017 0.189 -0.026 0.266 0.012 -0.031 0.057 -0.029 0.012 0.002 -0.105 -0.022 0.002 -0.096 0.168 0.057 0.022 0.018 0.002 -0.024 0.096 |\n",
"| p4160_p | 0.679 -0.041 1.000 0.442 0.014 -0.192 -0.001 0.338 0.720 -0.677 0.515 -0.086 0.175 0.025 0.719 0.187 0.010 -0.112 -0.493 0.144 -0.172 0.007 0.343 0.147 |\n",
"| p4040_p | 0.368 -0.017 0.442 1.000 0.026 -0.117 -0.003 0.073 0.333 -0.320 0.173 -0.105 0.086 0.007 0.410 0.230 -0.007 -0.059 -0.271 0.401 -0.049 0.002 0.116 0.085 |\n",
"| rho_p | -0.041 0.189 0.014 0.026 1.000 0.051 -0.130 0.007 0.005 -0.018 0.006 0.023 0.020 -0.249 0.033 -0.012 -0.104 -0.077 0.056 0.041 -0.032 0.070 0.002 0.224 |\n",
"| bplus_1 | -0.179 -0.026 -0.192 -0.117 0.051 1.000 -0.016 -0.005 -0.153 0.270 -0.156 -0.028 -0.020 -0.019 -0.181 0.048 -0.005 -0.590 0.018 -0.036 0.159 0.001 -0.091 -0.302 |\n",
"| omega_p | -0.006 0.266 -0.001 -0.003 -0.130 -0.016 1.000 0.006 0.004 0.003 0.000 0.002 -0.000 -0.040 -0.000 0.002 0.015 0.042 -0.001 0.001 0.007 0.798 -0.001 -0.013 |\n",
"| Dbar_s | 0.402 0.012 0.338 0.073 0.007 -0.005 0.006 1.000 0.553 -0.581 0.578 0.190 -0.048 0.014 0.377 -0.073 0.000 0.002 -0.444 0.153 0.021 0.001 0.097 0.126 |\n",
"| DDstar_p | 0.723 -0.031 0.720 0.333 0.005 -0.153 0.004 0.553 1.000 -0.943 0.917 0.312 0.117 0.032 0.750 -0.129 0.017 -0.097 -0.516 0.313 -0.065 0.009 0.328 0.191 |\n",
"| DDstar_s | -0.687 0.057 -0.677 -0.320 -0.018 0.270 0.003 -0.581 -0.943 1.000 -0.909 -0.354 -0.104 -0.029 -0.748 0.195 -0.017 0.167 0.508 -0.337 0.063 -0.011 -0.331 -0.237 |\n",
"| Dbar_p | 0.493 -0.029 0.515 0.173 0.006 -0.156 0.000 0.578 0.917 -0.909 1.000 0.338 -0.033 0.024 0.616 -0.346 0.013 -0.098 -0.534 0.293 -0.026 0.006 0.133 0.202 |\n",
"| p4040_s | 0.195 0.012 -0.086 -0.105 0.023 -0.028 0.002 0.190 0.312 -0.354 0.338 1.000 0.126 0.002 0.145 -0.190 -0.011 -0.008 0.091 0.104 0.189 -0.001 0.107 0.124 |\n",
"| p3770_s | 0.235 0.002 0.175 0.086 0.020 -0.020 -0.000 -0.048 0.117 -0.104 -0.033 0.126 1.000 0.001 0.157 -0.064 -0.012 0.008 -0.062 0.063 -0.000 -0.001 -0.042 -0.017 |\n",
"| phi_p | 0.040 -0.105 0.025 0.007 -0.249 -0.019 -0.040 0.014 0.032 -0.029 0.024 0.002 0.001 1.000 0.018 0.005 0.525 -0.005 -0.026 -0.003 0.003 -0.086 0.015 -0.058 |\n",
"| p4415_p | 0.639 -0.022 0.719 0.410 0.033 -0.181 -0.000 0.377 0.750 -0.748 0.616 0.145 0.157 0.018 1.000 0.024 -0.003 -0.099 -0.348 0.235 -0.193 0.005 0.314 0.228 |\n",
"| p3770_p | 0.121 0.002 0.187 0.230 -0.012 0.048 0.002 -0.073 -0.129 0.195 -0.346 -0.190 -0.064 0.005 0.024 1.000 0.002 0.046 0.001 -0.075 -0.100 -0.001 0.114 -0.099 |\n",
"| phi_s | 0.037 -0.096 0.010 -0.007 -0.104 -0.005 0.015 0.000 0.017 -0.017 0.013 -0.011 -0.012 0.525 -0.003 0.002 1.000 -0.023 -0.039 -0.023 0.009 0.014 0.008 -0.122 |\n",
"| bplus_0 | -0.143 0.168 -0.112 -0.059 -0.077 -0.590 0.042 0.002 -0.097 0.167 -0.098 -0.008 0.008 -0.005 -0.099 0.046 -0.023 1.000 0.019 0.003 0.093 -0.014 -0.064 -0.138 |\n",
"| Ctt | -0.216 0.057 -0.493 -0.271 0.056 0.018 -0.001 -0.444 -0.516 0.508 -0.534 0.091 -0.062 -0.026 -0.348 0.001 -0.039 0.019 1.000 0.027 0.154 -0.010 0.036 0.403 |\n",
"| p4160_s | 0.225 0.022 0.144 0.401 0.041 -0.036 0.001 0.153 0.313 -0.337 0.293 0.104 0.063 -0.003 0.235 -0.075 -0.023 0.003 0.027 1.000 0.289 -0.003 0.069 0.168 |\n",
"| p4415_s | -0.100 0.018 -0.172 -0.049 -0.032 0.159 0.007 0.021 -0.065 0.063 -0.026 0.189 -0.000 0.003 -0.193 -0.100 0.009 0.093 0.154 0.289 1.000 -0.000 -0.014 -0.182 |\n",
"| omega_s | 0.001 0.002 0.007 0.002 0.070 0.001 0.798 0.001 0.009 -0.011 0.006 -0.001 -0.001 -0.086 0.005 -0.001 0.014 -0.014 -0.010 -0.003 -0.000 1.000 0.003 -0.021 |\n",
"| psi2s_p | 0.427 -0.024 0.343 0.116 0.002 -0.091 -0.001 0.097 0.328 -0.331 0.133 0.107 -0.042 0.015 0.314 0.114 0.008 -0.064 0.036 0.069 -0.014 0.003 1.000 0.051 |\n",
"| bplus_2 | 0.184 0.096 0.147 0.085 0.224 -0.302 -0.013 0.126 0.191 -0.237 0.202 0.124 -0.017 -0.058 0.228 -0.099 -0.122 -0.138 0.403 0.168 -0.182 -0.021 0.051 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.04441839199267639}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.3604625655243686}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.15767247415691443}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.33705142490447826}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.43986105363025185}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.023563020399403833}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.3830407968413878}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.41171469823215157}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 2.2651160453695782}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.4854150076643613}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 1.2000445510653424}), (<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.1883569427984237}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.2524974065965022}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.15599529439166293}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.23204524313003194}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.13048561570107875}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 0.9263377662833907}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.011460720481993647}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.2057987487166828}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.17226233748648623}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.19455038596921093}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 1.4368251296563344}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.03785383967546352}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.07326328450355712})])\n",
"Step: 1/11\n",
"Current Ctt: 0.4879500364742666\n",
"Ctt floating: False\n",
"Toy 0/1 - Fit 0/1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"------------------------------------------------------------------\n",
"| FCN = 2.975E+05 | Ncalls=1034 (1034 total) |\n",
"| EDM = 4.32E-05 (Goal: 5E-06) | up = 0.5 |\n",
"------------------------------------------------------------------\n",
"| Valid Min. | Valid Param. | Above EDM | Reached call limit |\n",
"------------------------------------------------------------------\n",
"| True | True | False | False |\n",
"------------------------------------------------------------------\n",
"| Hesse failed | Has cov. | Accurate | Pos. def. | Forced |\n",
"------------------------------------------------------------------\n",
"| False | True | True | True | False |\n",
"------------------------------------------------------------------\n",
"Function minimum: 297499.95457663346\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | jpsi_p | -1.51 | 0.04 | | |-6.28319 | 6.28319 | |\n",
"| 1 | rho_s | 0.7 | 0.4 | | |0.0253049| 2.0747 | |\n",
"| 2 | p4160_p | -1.94 | 0.11 | | |-6.28319 | 6.28319 | |\n",
"| 3 | p4040_p | -2.5 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | 0.04 | 0.50 | | |-6.28319 | 6.28319 | |\n",
"| 5 | bplus_1 | -0.84 | 0.05 | | | -2 | 2 | |\n",
"| 6 | omega_p | 0.6 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 7 | Dbar_s | 0.30 | 0.44 | | | -0.3 | 0.3 | |\n",
"| 8 | DDstar_p | -1.4 | 1.0 | | |-6.28319 | 6.28319 | |\n",
"| 9 | DDstar_s | -0.30 | 0.46 | | | -0.3 | 0.3 | |\n",
"| 10| Dbar_p | -0.9 | 0.8 | | |-6.28319 | 6.28319 | |\n",
"| 11| p4040_s | 0.46 | 0.20 | | |0.00501244| 2.01499 | |\n",
"| 12| p3770_s | 2.48 | 0.25 | | |0.918861 | 4.08114 | |\n",
"| 13| phi_p | 0.80 | 0.16 | | |-6.28319 | 6.28319 | |\n",
"| 14| p4415_p | -2.66 | 0.16 | | |-6.28319 | 6.28319 | |\n",
"| 15| p3770_p | -2.74 | 0.15 | | |-6.28319 | 6.28319 | |\n",
"| 16| phi_s | 19.9 | 1.0 | | | 14.8182 | 23.5818 | |\n",
"| 17| bplus_0 | 0.453 | 0.019 | | | -2 | 2 | |\n",
"| 18| p4160_s | 2.28 | 0.17 | | | 0.71676 | 3.68324 | |\n",
"| 19| p4415_s | 1.45 | 0.21 | | |0.126447 | 2.35355 | |\n",
"| 20| omega_s | 8.5 | 1.6 | | | 4.19232 | 9.40768 | |\n",
"| 21| psi2s_p | 2.07 | 0.04 | | |-6.28319 | 6.28319 | |\n",
"| 22| bplus_2 | -0.30 | 0.09 | | | -2 | 2 | |\n",
"----------------------------------------------------------------------------------------------\n",
"-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | jpsi_p rho_s p4160_p p4040_p rho_p bplus_1 omega_p Dbar_s DDstar_p DDstar_s Dbar_p p4040_s p3770_s phi_p p4415_p p3770_p phi_s bplus_0 p4160_s p4415_s omega_s psi2s_p bplus_2 |\n",
"-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| jpsi_p | 1.000 0.019 0.220 -0.030 -0.011 0.044 -0.006 0.464 0.167 -0.020 0.615 -0.003 0.043 0.011 0.148 0.476 -0.007 -0.008 -0.035 0.063 -0.018 0.291 0.164 |\n",
"| rho_s | 0.019 1.000 0.043 0.004 0.150 -0.006 0.311 0.014 -0.121 -0.070 0.024 -0.035 0.028 -0.081 -0.007 0.097 -0.092 0.249 -0.004 0.028 0.044 -0.017 -0.010 |\n",
"| p4160_p | 0.220 0.043 1.000 0.204 0.009 0.108 0.006 0.378 -0.264 -0.366 -0.129 -0.533 0.066 -0.001 0.313 0.313 -0.012 0.013 -0.133 -0.174 -0.006 0.023 0.012 |\n",
"| p4040_p | -0.030 0.004 0.204 1.000 0.019 -0.025 -0.004 0.194 -0.088 -0.169 -0.196 -0.272 0.001 -0.008 0.200 0.086 -0.015 0.008 0.377 -0.044 -0.005 -0.151 0.035 |\n",
"| rho_p | -0.011 0.150 0.009 0.019 1.000 0.018 -0.119 0.017 0.119 0.081 0.132 0.042 0.002 -0.274 0.070 0.021 -0.132 -0.114 0.054 -0.032 0.054 0.028 0.263 |\n",
"| bplus_1 | 0.044 -0.006 0.108 -0.025 0.018 1.000 -0.007 0.017 -0.705 -0.442 -0.267 -0.206 0.098 0.000 -0.193 0.234 0.030 -0.598 -0.141 0.186 0.002 -0.110 -0.550 |\n",
"| omega_p | -0.006 0.311 0.006 -0.004 -0.119 -0.007 1.000 0.007 -0.039 -0.026 -0.007 -0.012 0.003 -0.047 -0.012 0.019 0.015 0.072 -0.009 0.012 0.834 -0.009 -0.037 |\n",
"| Dbar_s | 0.464 0.014 0.378 0.194 0.017 0.017 0.007 1.000 0.021 0.136 0.265 -0.120 0.213 0.004 0.193 0.454 -0.011 0.027 -0.024 -0.026 0.002 0.356 -0.022 |\n",
"| DDstar_p | 0.167 -0.121 -0.264 -0.088 0.119 -0.705 -0.039 0.021 1.000 0.647 0.663 0.430 -0.154 -0.026 0.263 -0.171 -0.053 0.009 0.256 -0.020 -0.000 0.292 0.729 |\n",
"| DDstar_s | -0.020 -0.070 -0.366 -0.169 0.081 -0.442 -0.026 0.136 0.647 1.000 0.503 0.289 -0.182 -0.022 0.012 -0.133 -0.039 0.009 0.130 0.035 -0.002 0.098 0.481 |\n",
"| Dbar_p | 0.615 0.024 -0.129 -0.196 0.132 -0.267 -0.007 0.265 0.663 0.503 1.000 0.313 -0.138 -0.026 0.176 0.338 -0.077 0.057 0.137 0.163 -0.007 0.380 0.580 |\n",
"| p4040_s | -0.003 -0.035 -0.533 -0.272 0.042 -0.206 -0.012 -0.120 0.430 0.289 0.313 1.000 0.062 -0.013 -0.100 -0.142 -0.022 0.016 -0.028 0.200 -0.000 0.093 0.137 |\n",
"| p3770_s | 0.043 0.028 0.066 0.001 0.002 0.098 0.003 0.213 -0.154 -0.182 -0.138 0.062 1.000 -0.004 0.017 -0.156 -0.010 0.023 -0.003 0.021 -0.004 -0.251 -0.128 |\n",
"| phi_p | 0.011 -0.081 -0.001 -0.008 -0.274 0.000 -0.047 0.004 -0.026 -0.022 -0.026 -0.013 -0.004 1.000 -0.019 -0.000 0.541 0.011 -0.019 0.009 -0.097 -0.004 -0.077 |\n",
"| p4415_p | 0.148 -0.007 0.313 0.200 0.070 -0.193 -0.012 0.193 0.263 0.012 0.176 -0.100 0.017 -0.019 1.000 0.096 -0.043 0.028 0.054 -0.245 -0.006 0.079 0.260 |\n",
"| p3770_p | 0.476 0.097 0.313 0.086 0.021 0.234 0.019 0.454 -0.171 -0.133 0.338 -0.142 -0.156 -0.000 0.096 1.000 -0.027 0.056 -0.049 0.052 -0.008 0.154 -0.003 |\n",
"| phi_s | -0.007 -0.092 -0.012 -0.015 -0.132 0.030 0.015 -0.011 -0.053 -0.039 -0.077 -0.022 -0.010 0.541 -0.043 -0.027 1.000 -0.030 -0.036 0.013 0.011 -0.019 -0.143 |\n",
"| bplus_0 | -0.008 0.249 0.013 0.008 -0.114 -0.598 0.072 0.027 0.009 0.009 0.057 0.016 0.023 0.011 0.028 0.056 -0.030 1.000 0.035 0.013 -0.010 0.005 -0.024 |\n",
"| p4160_s | -0.035 -0.004 -0.133 0.377 0.054 -0.141 -0.009 -0.024 0.256 0.130 0.137 -0.028 -0.003 -0.019 0.054 -0.049 -0.036 0.035 1.000 0.283 -0.004 -0.048 0.134 |\n",
"| p4415_s | 0.063 0.028 -0.174 -0.044 -0.032 0.186 0.012 -0.026 -0.020 0.035 0.163 0.200 0.021 0.009 -0.245 0.052 0.013 0.013 0.283 1.000 0.002 0.062 -0.248 |\n",
"| omega_s | -0.018 0.044 -0.006 -0.005 0.054 0.002 0.834 0.002 -0.000 -0.002 -0.007 -0.000 -0.004 -0.097 -0.006 -0.008 0.011 -0.010 -0.004 0.002 1.000 -0.004 -0.016 |\n",
"| psi2s_p | 0.291 -0.017 0.023 -0.151 0.028 -0.110 -0.009 0.356 0.292 0.098 0.380 0.093 -0.251 -0.004 0.079 0.154 -0.019 0.005 -0.048 0.062 -0.004 1.000 0.089 |\n",
"| bplus_2 | 0.164 -0.010 0.012 0.035 0.263 -0.550 -0.037 -0.022 0.729 0.481 0.580 0.137 -0.128 -0.077 0.260 -0.003 -0.143 -0.024 0.134 -0.248 -0.016 0.089 1.000 |\n",
"-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.03772667424058973}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.3759225510078985}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.11365631939238652}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.40643948348756154}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.5031465942924238}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.053215605821335776}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.43716691200107327}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.4413423411416325}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.9613097660357908}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.45679659950732154}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.7652422097509715}), (<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.1982919085111997}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.25164347393694286}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.1614794027193689}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.15797151703548584}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.15205478197140665}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 0.9618104675626675}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.01881494494716951}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.17117902446880517}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.21032371502931146}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 1.5794617586808832}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.0366989999911187}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.08651973051266493})])\n",
"\n",
"Time taken: 6 min, 34 s\n",
"Estimated time left: 32 min, 52 s\n",
"Step: 2/11\n",
"Current Ctt: 0.6900655593423543\n",
"Ctt floating: True\n",
"Toy 0/1 - Fit 0/1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"------------------------------------------------------------------\n",
"| FCN = 2.974E+05 | Ncalls=100 (100 total) |\n",
"| EDM = 1.81E-05 (Goal: 5E-06) | up = 0.5 |\n",
"------------------------------------------------------------------\n",
"| Valid Min. | Valid Param. | Above EDM | Reached call limit |\n",
"------------------------------------------------------------------\n",
"| True | True | False | False |\n",
"------------------------------------------------------------------\n",
"| Hesse failed | Has cov. | Accurate | Pos. def. | Forced |\n",
"------------------------------------------------------------------\n",
"| False | True | True | True | False |\n",
"------------------------------------------------------------------\n",
"Function minimum: 297354.02549322904\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | jpsi_p | -1.518 | 0.026 | | |-6.28319 | 6.28319 | |\n",
"| 1 | rho_s | 1.25 | 0.26 | | |0.0253049| 2.0747 | |\n",
"| 2 | p4160_p | -2.12 | 0.09 | | |-6.28319 | 6.28319 | |\n",
"| 3 | p4040_p | -2.59 | 0.14 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.68 | 0.28 | | |-6.28319 | 6.28319 | |\n",
"| 5 | bplus_1 | -0.985 | 0.012 | | | -2 | 2 | |\n",
"| 6 | omega_p | 0.13 | 0.23 | | |-6.28319 | 6.28319 | |\n",
"| 7 | Dbar_s | -0.15 | 0.08 | | | -0.3 | 0.3 | |\n",
"| 8 | DDstar_p | 0.07 | 0.42 | | |-6.28319 | 6.28319 | |\n",
"| 9 | DDstar_s | -0.24 | 0.07 | | | -0.3 | 0.3 | |\n",
"| 10| Dbar_p | 0.05 | 0.63 | | |-6.28319 | 6.28319 | |\n",
"| 11| p4040_s | 1.12 | 0.14 | | |0.00501244| 2.01499 | |\n",
"| 12| p3770_s | 2.63 | 0.21 | | |0.918861 | 4.08114 | |\n",
"| 13| phi_p | 0.3 | 2.2 | | |-6.28319 | 6.28319 | |\n",
"| 14| p4415_p | -2.58 | 0.13 | | |-6.28319 | 6.28319 | |\n",
"| 15| p3770_p | -3.04 | 0.10 | | |-6.28319 | 6.28319 | |\n",
"| 16| phi_s | 19 | 7 | | | 14.8182 | 23.5818 | |\n",
"| 17| bplus_0 | 0.483 | 0.006 | | | -2 | 2 | |\n",
"| 18| Ctt | 1.05 | 0.12 | | | -2.5 | 2.5 | |\n",
"| 19| p4160_s | 2.41 | 0.14 | | | 0.71676 | 3.68324 | |\n",
"| 20| p4415_s | 1.55 | 0.16 | | |0.126447 | 2.35355 | |\n",
"| 21| omega_s | 6.9 | 0.9 | | | 4.19232 | 9.40768 | |\n",
"| 22| psi2s_p | 2.122 | 0.029 | | |-6.28319 | 6.28319 | |\n",
"| 23| bplus_2 | -0.08 | 0.05 | | | -2 | 2 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | jpsi_p rho_s p4160_p p4040_p rho_p bplus_1 omega_p Dbar_s DDstar_p DDstar_s Dbar_p p4040_s p3770_s phi_p p4415_p p3770_p phi_s bplus_0 Ctt p4160_s p4415_s omega_s psi2s_p bplus_2 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| jpsi_p | 1.000 0.008 0.235 0.132 -0.057 0.000 -0.057 0.200 -0.314 -0.028 -0.305 0.017 0.098 -0.137 0.141 0.213 -0.134 -0.021 0.101 -0.011 -0.021 0.000 0.152 0.008 |\n",
"| rho_s | 0.008 1.000 -0.008 -0.011 0.132 -0.003 0.133 0.019 -0.007 0.048 -0.012 -0.003 -0.009 0.187 -0.010 0.006 0.182 0.083 0.004 -0.006 0.013 -0.329 -0.004 -0.061 |\n",
"| p4160_p | 0.235 -0.008 1.000 0.188 0.014 -0.029 0.006 -0.044 -0.341 0.060 -0.138 -0.314 0.043 0.008 0.324 0.247 0.007 -0.022 -0.202 -0.095 -0.040 0.001 0.090 0.049 |\n",
"| p4040_p | 0.132 -0.011 0.188 1.000 0.020 -0.017 0.002 -0.110 -0.218 -0.003 -0.113 -0.098 -0.002 -0.000 0.196 0.182 -0.002 -0.010 -0.116 0.290 0.027 0.002 -0.020 0.023 |\n",
"| rho_p | -0.057 0.132 0.014 0.020 1.000 0.062 -0.082 0.032 0.005 0.007 -0.021 0.017 0.021 -0.073 0.027 0.010 -0.069 0.075 0.010 0.028 -0.008 0.060 0.002 0.216 |\n",
"| bplus_1 | 0.000 -0.003 -0.029 -0.017 0.062 1.000 -0.002 0.159 0.011 0.334 -0.085 0.028 0.011 -0.015 -0.020 0.080 -0.016 -0.280 -0.045 0.028 0.098 0.004 -0.005 -0.191 |\n",
"| omega_p | -0.057 0.133 0.006 0.002 -0.082 -0.002 1.000 0.010 -0.021 -0.006 -0.024 0.003 0.002 0.366 0.007 0.004 0.367 -0.000 0.011 0.004 -0.001 0.422 -0.006 0.024 |\n",
"| Dbar_s | 0.200 0.019 -0.044 -0.110 0.032 0.159 0.010 1.000 -0.068 -0.377 -0.212 0.022 -0.115 0.027 -0.034 0.109 0.026 0.152 -0.290 -0.029 0.066 -0.009 -0.025 0.139 |\n",
"| DDstar_p | -0.314 -0.007 -0.341 -0.218 0.005 0.011 -0.021 -0.068 1.000 -0.010 -0.413 -0.111 -0.126 -0.048 -0.297 -0.082 -0.048 0.010 0.023 -0.094 0.017 0.002 -0.191 0.001 |\n",
"| DDstar_s | -0.028 0.048 0.060 -0.003 0.007 0.334 -0.006 -0.377 -0.010 1.000 0.126 -0.162 -0.009 -0.003 -0.112 0.070 -0.003 0.306 0.151 -0.146 -0.104 -0.015 -0.110 -0.056 |\n",
"| Dbar_p | -0.305 -0.012 -0.138 -0.113 -0.021 -0.085 -0.024 -0.212 -0.413 0.126 1.000 0.044 -0.075 -0.057 -0.019 -0.375 -0.056 -0.085 0.001 0.050 -0.009 0.006 -0.194 -0.033 |\n",
"| p4040_s | 0.017 -0.003 -0.314 -0.098 0.017 0.028 0.003 0.022 -0.111 -0.162 0.044 1.000 0.117 0.004 -0.073 -0.018 0.004 0.030 0.217 -0.025 0.128 0.000 0.031 -0.001 |\n",
"| p3770_s | 0.098 -0.009 0.043 -0.002 0.021 0.011 0.002 -0.115 -0.126 -0.009 -0.075 0.117 1.000 0.000 0.061 -0.173 -0.001 0.018 -0.015 0.039 0.019 0.002 -0.122 -0.011 |\n",
"| phi_p | -0.137 0.187 0.008 -0.000 -0.073 -0.015 0.366 0.027 -0.048 -0.003 -0.057 0.004 0.000 1.000 0.011 0.010 0.995 0.003 0.032 0.006 0.001 -0.106 -0.019 0.031 |\n",
"| p4415_p | 0.141 -0.010 0.324 0.196 0.027 -0.020 0.007 -0.034 -0.297 -0.112 -0.019 -0.073 0.061 0.011 1.000 0.112 0.009 -0.011 0.019 -0.030 -0.166 0.002 0.061 0.073 |\n",
"| p3770_p | 0.213 0.006 0.247 0.182 0.010 0.080 0.004 0.109 -0.082 0.070 -0.375 -0.018 -0.173 0.010 0.112 1.000 0.009 0.085 -0.135 -0.024 -0.050 -0.004 0.027 0.004 |\n",
"| phi_s | -0.134 0.182 0.007 -0.002 -0.069 -0.016 0.367 0.026 -0.048 -0.003 -0.056 0.004 -0.001 0.995 0.009 0.009 1.000 0.001 0.032 0.005 0.002 -0.101 -0.019 0.023 |\n",
"| bplus_0 | -0.021 0.083 -0.022 -0.010 0.075 -0.280 -0.000 0.152 0.010 0.306 -0.085 0.030 0.018 0.003 -0.011 0.085 0.001 1.000 -0.048 0.034 0.091 -0.021 -0.006 -0.146 |\n",
"| Ctt | 0.101 0.004 -0.202 -0.116 0.010 -0.045 0.011 -0.290 0.023 0.151 0.001 0.217 -0.015 0.032 0.019 -0.135 0.032 -0.048 1.000 0.182 0.144 -0.006 0.155 0.408 |\n",
"| p4160_s | -0.011 -0.006 -0.095 0.290 0.028 0.028 0.004 -0.029 -0.094 -0.146 0.050 -0.025 0.039 0.006 -0.030 -0.024 0.005 0.034 0.182 1.000 0.263 0.000 -0.034 0.039 |\n",
"| p4415_s | -0.021 0.013 -0.040 0.027 -0.008 0.098 -0.001 0.066 0.017 -0.104 -0.009 0.128 0.019 0.001 -0.166 -0.050 0.002 0.091 0.144 0.263 1.000 -0.004 0.019 -0.122 |\n",
"| omega_s | 0.000 -0.329 0.001 0.002 0.060 0.004 0.422 -0.009 0.002 -0.015 0.006 0.000 0.002 -0.106 0.002 -0.004 -0.101 -0.021 -0.006 0.000 -0.004 1.000 0.002 0.011 |\n",
"| psi2s_p | 0.152 -0.004 0.090 -0.020 0.002 -0.005 -0.006 -0.025 -0.191 -0.110 -0.194 0.031 -0.122 -0.019 0.061 0.027 -0.019 -0.006 0.155 -0.034 0.019 0.002 1.000 -0.055 |\n",
"| bplus_2 | 0.008 -0.061 0.049 0.023 0.216 -0.191 0.024 0.139 0.001 -0.056 -0.033 -0.001 -0.011 0.031 0.073 0.004 0.023 -0.146 0.408 0.039 -0.122 0.011 -0.055 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.02561072348946203}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.2558272802576479}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.08563041747738387}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.14363131424273012}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.27994781191594065}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.012473230109842026}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.23409043110307293}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.07984590802809192}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.42126440237204843}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.07011919326467199}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.632455926634151}), (<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.139933378390394}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.21199611543831276}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 2.15404224612451}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.13004252693543017}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.09643505392893958}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 6.6035680949490825}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.006167898067401811}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.12011593794976316}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.1361613880881416}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.16126193950962187}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 0.9205536652924917}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.02939610036290663}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.05027214946282765})])\n",
"Step: 2/11\n",
"Current Ctt: 0.6900655593423543\n",
"Ctt floating: False\n",
"Toy 0/1 - Fit 0/1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"------------------------------------------------------------------\n",
"| FCN = 2.974E+05 | Ncalls=977 (977 total) |\n",
"| EDM = 0.000153 (Goal: 5E-06) | up = 0.5 |\n",
"------------------------------------------------------------------\n",
"| Valid Min. | Valid Param. | Above EDM | Reached call limit |\n",
"------------------------------------------------------------------\n",
"| True | True | False | False |\n",
"------------------------------------------------------------------\n",
"| Hesse failed | Has cov. | Accurate | Pos. def. | Forced |\n",
"------------------------------------------------------------------\n",
"| False | True | True | True | False |\n",
"------------------------------------------------------------------\n",
"Function minimum: 297362.6026377614\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | jpsi_p | -1.55 | 0.04 | | |-6.28319 | 6.28319 | |\n",
"| 1 | rho_s | 1.22 | 0.30 | | |0.0253049| 2.0747 | |\n",
"| 2 | p4160_p | -2.08 | 0.13 | | |-6.28319 | 6.28319 | |\n",
"| 3 | p4040_p | -2.66 | 0.21 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.9 | 0.3 | | |-6.28319 | 6.28319 | |\n",
"| 5 | bplus_1 | -0.90 | 0.04 | | | -2 | 2 | |\n",
"| 6 | omega_p | 0.33 | 0.31 | | |-6.28319 | 6.28319 | |\n",
"| 7 | Dbar_s | 0.30 | 0.11 | | | -0.3 | 0.3 | |\n",
"| 8 | DDstar_p | -0.30 | 0.55 | | |-6.28319 | 6.28319 | |\n",
"| 9 | DDstar_s | -0.30 | 0.38 | | | -0.3 | 0.3 | |\n",
"| 10| Dbar_p | -0.6 | 0.5 | | |-6.28319 | 6.28319 | |\n",
"| 11| p4040_s | 0.94 | 0.17 | | |0.00501244| 2.01499 | |\n",
"| 12| p3770_s | 2.55 | 0.25 | | |0.918861 | 4.08114 | |\n",
"| 13| phi_p | 0.64 | 0.24 | | |-6.28319 | 6.28319 | |\n",
"| 14| p4415_p | -2.69 | 0.16 | | |-6.28319 | 6.28319 | |\n",
"| 15| p3770_p | -3.00 | 0.14 | | |-6.28319 | 6.28319 | |\n",
"| 16| phi_s | 20.6 | 1.2 | | | 14.8182 | 23.5818 | |\n",
"| 17| bplus_0 | 0.468 | 0.019 | | | -2 | 2 | |\n",
"| 18| p4160_s | 2.17 | 0.16 | | | 0.71676 | 3.68324 | |\n",
"| 19| p4415_s | 1.52 | 0.20 | | |0.126447 | 2.35355 | |\n",
"| 20| omega_s | 7.5 | 1.4 | | | 4.19232 | 9.40768 | |\n",
"| 21| psi2s_p | 2.07 | 0.04 | | |-6.28319 | 6.28319 | |\n",
"| 22| bplus_2 | -0.35 | 0.06 | | | -2 | 2 | |\n",
"----------------------------------------------------------------------------------------------\n",
"-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | jpsi_p rho_s p4160_p p4040_p rho_p bplus_1 omega_p Dbar_s DDstar_p DDstar_s Dbar_p p4040_s p3770_s phi_p p4415_p p3770_p phi_s bplus_0 p4160_s p4415_s omega_s psi2s_p bplus_2 |\n",
"-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| jpsi_p | 1.000 0.063 0.444 0.244 -0.015 0.209 -0.018 0.100 -0.415 -0.103 0.444 -0.108 0.105 0.018 0.284 0.515 0.017 -0.018 -0.058 -0.016 -0.033 0.289 -0.036 |\n",
"| rho_s | 0.063 1.000 -0.007 -0.010 0.037 -0.189 0.032 -0.006 -0.032 0.023 -0.005 0.014 -0.004 0.188 -0.006 0.010 0.094 0.232 -0.003 0.036 -0.332 0.025 -0.187 |\n",
"| p4160_p | 0.444 -0.007 1.000 0.290 0.057 0.034 0.002 0.111 -0.594 -0.120 -0.025 -0.433 0.053 -0.006 0.528 0.354 -0.023 0.022 -0.074 -0.153 -0.005 0.172 0.199 |\n",
"| p4040_p | 0.244 -0.010 0.290 1.000 0.058 0.051 0.003 0.112 -0.425 -0.118 -0.075 -0.218 0.018 -0.013 0.323 0.241 -0.029 0.027 0.376 0.018 -0.003 -0.021 0.085 |\n",
"| rho_p | -0.015 0.037 0.057 0.058 1.000 -0.031 0.009 -0.011 0.009 0.017 0.117 -0.007 0.028 -0.201 0.062 0.083 -0.176 0.115 0.038 -0.024 -0.003 0.009 0.265 |\n",
"| bplus_1 | 0.209 -0.189 0.034 0.051 -0.031 1.000 0.041 -0.046 -0.145 0.152 0.178 0.096 0.044 -0.026 0.075 0.153 -0.004 -0.863 0.078 0.175 0.087 0.166 -0.141 |\n",
"| omega_p | -0.018 0.032 0.002 0.003 0.009 0.041 1.000 0.003 0.002 -0.006 0.002 -0.001 0.002 -0.032 0.003 -0.002 0.005 -0.044 0.002 -0.006 0.745 -0.003 0.039 |\n",
"| Dbar_s | 0.100 -0.006 0.111 0.112 -0.011 -0.046 0.003 1.000 0.134 0.055 0.164 -0.065 0.069 0.003 0.056 0.158 0.003 0.004 -0.013 -0.032 0.004 0.134 -0.026 |\n",
"| DDstar_p | -0.415 -0.032 -0.594 -0.425 0.009 -0.145 0.002 0.134 1.000 0.080 0.403 0.122 -0.235 -0.020 -0.462 -0.216 -0.020 0.002 -0.046 0.117 0.009 -0.250 0.188 |\n",
"| DDstar_s | -0.103 0.023 -0.120 -0.118 0.017 0.152 -0.006 0.055 0.080 1.000 0.012 -0.027 -0.060 -0.002 -0.157 -0.003 -0.001 0.005 -0.066 0.048 -0.011 -0.120 -0.118 |\n",
"| Dbar_p | 0.444 -0.005 -0.025 -0.075 0.117 0.178 0.002 0.164 0.403 0.012 1.000 0.044 -0.110 -0.019 -0.056 0.504 -0.045 0.050 -0.045 0.167 -0.010 0.201 0.184 |\n",
"| p4040_s | -0.108 0.014 -0.433 -0.218 -0.007 0.096 -0.001 -0.065 0.122 -0.027 0.044 1.000 0.148 0.000 -0.248 -0.065 0.003 0.008 -0.140 0.196 -0.002 -0.008 -0.268 |\n",
"| p3770_s | 0.105 -0.004 0.053 0.018 0.028 0.044 0.002 0.069 -0.235 -0.060 -0.110 0.148 1.000 -0.009 0.090 -0.212 -0.017 0.019 0.054 0.028 -0.001 -0.166 -0.046 |\n",
"| phi_p | 0.018 0.188 -0.006 -0.013 -0.201 -0.026 -0.032 0.003 -0.020 -0.002 -0.019 0.000 -0.009 1.000 -0.012 -0.007 0.743 0.013 -0.014 0.012 -0.107 0.003 -0.109 |\n",
"| p4415_p | 0.284 -0.006 0.528 0.323 0.062 0.075 0.003 0.056 -0.462 -0.157 -0.056 -0.248 0.090 -0.012 1.000 0.246 -0.028 0.030 -0.039 -0.264 -0.004 0.087 0.057 |\n",
"| p3770_p | 0.515 0.010 0.354 0.241 0.083 0.153 -0.002 0.158 -0.216 -0.003 0.504 -0.065 -0.212 -0.007 0.246 1.000 -0.029 0.054 0.005 0.009 -0.015 0.186 0.118 |\n",
"| phi_s | 0.017 0.094 -0.023 -0.029 -0.176 -0.004 0.005 0.003 -0.020 -0.001 -0.045 0.003 -0.017 0.743 -0.028 -0.029 1.000 -0.022 -0.021 0.019 -0.033 0.001 -0.160 |\n",
"| bplus_0 | -0.018 0.232 0.022 0.027 0.115 -0.863 -0.044 0.004 0.002 0.005 0.050 0.008 0.019 0.013 0.030 0.054 -0.022 1.000 0.029 0.005 -0.106 -0.003 -0.079 |\n",
"| p4160_s | -0.058 -0.003 -0.074 0.376 0.038 0.078 0.002 -0.013 -0.046 -0.066 -0.045 -0.140 0.054 -0.014 -0.039 0.005 -0.021 0.029 1.000 0.320 -0.001 -0.109 -0.126 |\n",
"| p4415_s | -0.016 0.036 -0.153 0.018 -0.024 0.175 -0.006 -0.032 0.117 0.048 0.167 0.196 0.028 0.012 -0.264 0.009 0.019 0.005 0.320 1.000 -0.010 0.051 -0.358 |\n",
"| omega_s | -0.033 -0.332 -0.005 -0.003 -0.003 0.087 0.745 0.004 0.009 -0.011 -0.010 -0.002 -0.001 -0.107 -0.004 -0.015 -0.033 -0.106 -0.001 -0.010 1.000 -0.010 0.051 |\n",
"| psi2s_p | 0.289 0.025 0.172 -0.021 0.009 0.166 -0.003 0.134 -0.250 -0.120 0.201 -0.008 -0.166 0.003 0.087 0.186 0.001 -0.003 -0.109 0.051 -0.010 1.000 -0.202 |\n",
"| bplus_2 | -0.036 -0.187 0.199 0.085 0.265 -0.141 0.039 -0.026 0.188 -0.118 0.184 -0.268 -0.046 -0.109 0.057 0.118 -0.160 -0.079 -0.126 -0.358 0.051 -0.202 1.000 |\n",
"-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.03820081954583321}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.3013484730553757}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.12881350848112394}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.20852847965730725}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.33627454583427197}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.038799172839063534}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.3128051751160976}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.11102895880034766}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.5512031995715012}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.37542497982712275}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.5453489736133346}), (<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.16882036928850136}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.24896465432694237}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.2397099693939877}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.1622977997351207}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.14006266021570668}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 1.1888064317286489}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.018847150569016424}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.16144892272754796}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.20195965076014988}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 1.4161643161113422}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.03532529466600742}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.061644764029540555})])\n",
"\n",
"Time taken: 9 min, 6 s\n",
"Estimated time left: 27 min, 20 s\n",
"Step: 3/11\n",
"Current Ctt: 0.8451542547285166\n",
"Ctt floating: True\n",
"Toy 0/1 - Fit 0/1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"------------------------------------------------------------------\n",
"| FCN = 2.971E+05 | Ncalls=1096 (1096 total) |\n",
"| EDM = 0.00804 (Goal: 5E-06) | up = 0.5 |\n",
"------------------------------------------------------------------\n",
"| Valid Min. | Valid Param. | Above EDM | Reached call limit |\n",
"------------------------------------------------------------------\n",
"| False | True | True | False |\n",
"------------------------------------------------------------------\n",
"| Hesse failed | Has cov. | Accurate | Pos. def. | Forced |\n",
"------------------------------------------------------------------\n",
"| False | True | False | False | True |\n",
"------------------------------------------------------------------\n",
"Function minimum: 297103.47424277046\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | jpsi_p | -1.47 | 0.06 | | |-6.28319 | 6.28319 | |\n",
"| 1 | rho_s | 0.73 | 0.32 | | |0.0253049| 2.0747 | |\n",
"| 2 | p4160_p | -2.02 | 0.25 | | |-6.28319 | 6.28319 | |\n",
"| 3 | p4040_p | -2.9 | 0.3 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -1.4 | 0.5 | | |-6.28319 | 6.28319 | |\n",
"| 5 | bplus_1 | -0.932 | 0.029 | | | -2 | 2 | |\n",
"| 6 | omega_p | 0.7 | 0.3 | | |-6.28319 | 6.28319 | |\n",
"| 7 | Dbar_s | 0.30 | 0.09 | | | -0.3 | 0.3 | |\n",
"| 8 | DDstar_p | -0.9 | 0.6 | | |-6.28319 | 6.28319 | |\n",
"| 9 | DDstar_s | -0.30 | 0.40 | | | -0.3 | 0.3 | |\n",
"| 10| Dbar_p | -0.5 | 0.6 | | |-6.28319 | 6.28319 | |\n",
"| 11| p4040_s | 1.07 | 0.17 | | |0.00501244| 2.01499 | |\n",
"| 12| p3770_s | 2.4 | 0.3 | | |0.918861 | 4.08114 | |\n",
"| 13| phi_p | 0.65 | 0.22 | | |-6.28319 | 6.28319 | |\n",
"| 14| p4415_p | -2.3 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 15| p3770_p | -2.76 | 0.13 | | |-6.28319 | 6.28319 | |\n",
"| 16| phi_s | 18.7 | 1.1 | | | 14.8182 | 23.5818 | |\n",
"| 17| bplus_0 | 0.481 | 0.012 | | | -2 | 2 | |\n",
"| 18| Ctt | 0.57 | 0.17 | | | -2.5 | 2.5 | |\n",
"| 19| p4160_s | 1.97 | 0.19 | | | 0.71676 | 3.68324 | |\n",
"| 20| p4415_s | 1.08 | 0.19 | | |0.126447 | 2.35355 | |\n",
"| 21| omega_s | 8.4 | 1.6 | | | 4.19232 | 9.40768 | |\n",
"| 22| psi2s_p | 2.07 | 0.06 | | |-6.28319 | 6.28319 | |\n",
"| 23| bplus_2 | -0.24 | 0.07 | | | -2 | 2 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | jpsi_p rho_s p4160_p p4040_p rho_p bplus_1 omega_p Dbar_s DDstar_p DDstar_s Dbar_p p4040_s p3770_s phi_p p4415_p p3770_p phi_s bplus_0 Ctt p4160_s p4415_s omega_s psi2s_p bplus_2 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| jpsi_p | 1.000 0.051 0.832 0.798 -0.220 -0.550 -0.005 -0.318 -0.735 -0.889 -0.387 -0.039 0.666 0.065 0.779 0.375 0.063 -0.464 0.075 0.441 -0.191 0.027 0.781 0.057 |\n",
"| rho_s | 0.051 1.000 0.009 -0.002 -0.227 -0.051 0.231 -0.007 -0.035 -0.019 -0.044 -0.010 -0.004 0.240 -0.010 -0.001 0.149 0.020 -0.072 -0.031 0.009 0.050 0.015 -0.278 |\n",
"| p4160_p | 0.832 0.009 1.000 0.788 -0.204 -0.582 -0.003 -0.324 -0.778 -0.897 -0.532 -0.220 0.654 0.057 0.838 0.355 0.050 -0.474 -0.081 0.410 -0.217 0.031 0.743 0.051 |\n",
"| p4040_p | 0.798 -0.002 0.788 1.000 -0.194 -0.575 -0.004 -0.320 -0.735 -0.891 -0.554 -0.118 0.649 0.052 0.783 0.305 0.043 -0.464 0.018 0.587 -0.137 0.030 0.707 0.058 |\n",
"| rho_p | -0.220 -0.227 -0.204 -0.194 1.000 0.181 0.154 0.091 0.166 0.246 0.212 0.020 -0.155 -0.152 -0.191 -0.019 -0.142 0.248 0.039 -0.093 0.059 -0.026 -0.192 0.176 |\n",
"| bplus_1 | -0.550 -0.051 -0.582 -0.575 0.181 1.000 0.000 0.255 0.399 0.682 0.532 0.034 -0.455 -0.054 -0.595 -0.046 -0.052 0.076 -0.124 -0.350 0.217 -0.025 -0.532 -0.222 |\n",
"| omega_p | -0.005 0.231 -0.003 -0.004 0.154 0.000 1.000 0.002 -0.003 0.004 0.008 0.001 -0.003 -0.003 -0.005 0.004 0.025 0.020 -0.002 -0.003 0.004 0.840 -0.003 -0.011 |\n",
"| Dbar_s | -0.318 -0.007 -0.324 -0.320 0.091 0.255 0.002 1.000 0.320 0.401 0.292 -0.015 -0.249 -0.024 -0.326 -0.045 -0.023 0.210 0.017 -0.209 0.069 -0.014 -0.292 -0.030 |\n",
"| DDstar_p | -0.735 -0.035 -0.778 -0.735 0.166 0.399 -0.003 0.320 1.000 0.800 0.699 0.091 -0.622 -0.056 -0.710 -0.255 -0.054 0.334 -0.113 -0.393 0.220 -0.028 -0.664 0.040 |\n",
"| DDstar_s | -0.889 -0.019 -0.897 -0.891 0.246 0.682 0.004 0.401 0.800 1.000 0.652 0.029 -0.735 -0.067 -0.873 -0.256 -0.063 0.559 -0.072 -0.539 0.202 -0.038 -0.843 -0.057 |\n",
"| Dbar_p | -0.387 -0.044 -0.532 -0.554 0.212 0.532 0.008 0.292 0.699 0.652 1.000 0.023 -0.459 -0.049 -0.568 0.193 -0.060 0.449 -0.220 -0.391 0.175 -0.028 -0.445 -0.004 |\n",
"| p4040_s | -0.039 -0.010 -0.220 -0.118 0.020 0.034 0.001 -0.015 0.091 0.029 0.023 1.000 0.063 -0.005 -0.120 -0.136 -0.006 0.031 0.323 -0.128 0.124 -0.002 0.028 0.029 |\n",
"| p3770_s | 0.666 -0.004 0.654 0.649 -0.155 -0.455 -0.003 -0.249 -0.622 -0.735 -0.459 0.063 1.000 0.041 0.636 0.078 0.032 -0.364 -0.023 0.399 -0.134 0.024 0.501 0.011 |\n",
"| phi_p | 0.065 0.240 0.057 0.052 -0.152 -0.054 -0.003 -0.024 -0.056 -0.067 -0.049 -0.005 0.041 1.000 0.050 0.016 0.703 -0.046 -0.010 0.022 -0.012 -0.044 0.054 -0.074 |\n",
"| p4415_p | 0.779 -0.010 0.838 0.783 -0.191 -0.595 -0.005 -0.326 -0.710 -0.873 -0.568 -0.120 0.636 0.050 1.000 0.259 0.041 -0.481 0.063 0.413 -0.254 0.030 0.713 0.124 |\n",
"| p3770_p | 0.375 -0.001 0.355 0.305 -0.019 -0.046 0.004 -0.045 -0.255 -0.256 0.193 -0.136 0.078 0.016 0.259 1.000 0.005 -0.022 -0.245 0.071 -0.109 0.005 0.246 -0.037 |\n",
"| phi_s | 0.063 0.149 0.050 0.043 -0.142 -0.052 0.025 -0.023 -0.054 -0.063 -0.060 -0.006 0.032 0.703 0.041 0.005 1.000 -0.056 -0.022 0.011 -0.011 0.011 0.048 -0.121 |\n",
"| bplus_0 | -0.464 0.020 -0.474 -0.464 0.248 0.076 0.020 0.210 0.334 0.559 0.449 0.031 -0.364 -0.046 -0.481 -0.022 -0.056 1.000 -0.092 -0.273 0.178 -0.030 -0.439 -0.166 |\n",
"| Ctt | 0.075 -0.072 -0.081 0.018 0.039 -0.124 -0.002 0.017 -0.113 -0.072 -0.220 0.323 -0.023 -0.010 0.063 -0.245 -0.022 -0.092 1.000 0.256 0.170 -0.003 0.120 0.589 |\n",
"| p4160_s | 0.441 -0.031 0.410 0.587 -0.093 -0.350 -0.003 -0.209 -0.393 -0.539 -0.391 -0.128 0.399 0.022 0.413 0.071 0.011 -0.273 0.256 1.000 0.159 0.016 0.409 0.116 |\n",
"| p4415_s | -0.191 0.009 -0.217 -0.137 0.059 0.217 0.004 0.069 0.220 0.202 0.175 0.124 -0.134 -0.012 -0.254 -0.109 -0.011 0.178 0.170 0.159 1.000 -0.008 -0.151 -0.123 |\n",
"| omega_s | 0.027 0.050 0.031 0.030 -0.026 -0.025 0.840 -0.014 -0.028 -0.038 -0.028 -0.002 0.024 -0.044 0.030 0.005 0.011 -0.030 -0.003 0.016 -0.008 1.000 0.029 -0.017 |\n",
"| psi2s_p | 0.781 0.015 0.743 0.707 -0.192 -0.532 -0.003 -0.292 -0.664 -0.843 -0.445 0.028 0.501 0.054 0.713 0.246 0.048 -0.439 0.120 0.409 -0.151 0.029 1.000 0.030 |\n",
"| bplus_2 | 0.057 -0.278 0.051 0.058 0.176 -0.222 -0.011 -0.030 0.040 -0.057 -0.004 0.029 0.011 -0.074 0.124 -0.037 -0.121 -0.166 0.589 0.116 -0.123 -0.017 0.030 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.06392028253262794}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.3153470326184793}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.24828996197303432}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.3376966631697771}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.5381211010473872}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.02910409475948106}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.33827242670332014}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.08894383532024774}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.6194878768986665}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.40245298627981474}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.6355445574518503}), (<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.16987541309949766}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.3397386411857868}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.2192486105322886}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.38364840258291255}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.1324411715255691}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 1.1147427245914656}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.012498403892764243}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.1660124956381961}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.19210521803179748}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.19273096888963415}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 1.6036848723812742}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.057760683276259606}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.07218526624929611})])\n",
"Step: 3/11\n",
"Current Ctt: 0.8451542547285166\n",
"Ctt floating: True\n",
"Toy 0/1 - Fit 0/1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"------------------------------------------------------------------\n",
"| FCN = 2.971E+05 | Ncalls=1104 (1104 total) |\n",
"| EDM = 0.000621 (Goal: 5E-06) | up = 0.5 |\n",
"------------------------------------------------------------------\n",
"| Valid Min. | Valid Param. | Above EDM | Reached call limit |\n",
"------------------------------------------------------------------\n",
"| True | True | False | False |\n",
"------------------------------------------------------------------\n",
"| Hesse failed | Has cov. | Accurate | Pos. def. | Forced |\n",
"------------------------------------------------------------------\n",
"| False | True | True | True | False |\n",
"------------------------------------------------------------------\n",
"Function minimum: 297056.46473696467\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | jpsi_p | -1.53 | 0.06 | | |-6.28319 | 6.28319 | |\n",
"| 1 | rho_s | 1.15 | 0.31 | | |0.0253049| 2.0747 | |\n",
"| 2 | p4160_p | -2.19 | 0.12 | | |-6.28319 | 6.28319 | |\n",
"| 3 | p4040_p | -2.53 | 0.17 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.14 | 0.31 | | |-6.28319 | 6.28319 | |\n",
"| 5 | bplus_1 | -1.079 | 0.030 | | | -2 | 2 | |\n",
"| 6 | omega_p | 0.4 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 7 | Dbar_s | 0.14 | 0.51 | | | -0.3 | 0.3 | |\n",
"| 8 | DDstar_p | 0.10 | 0.82 | | |-6.28319 | 6.28319 | |\n",
"| 9 | DDstar_s | -0.30 | 0.38 | | | -0.3 | 0.3 | |\n",
"| 10| Dbar_p | 1.8 | 2.4 | | |-6.28319 | 6.28319 | |\n",
"| 11| p4040_s | 1.09 | 0.17 | | |0.00501244| 2.01499 | |\n",
"| 12| p3770_s | 3.07 | 0.24 | | |0.918861 | 4.08114 | |\n",
"| 13| phi_p | 0.42 | 0.30 | | |-6.28319 | 6.28319 | |\n",
"| 14| p4415_p | -2.01 | 0.22 | | |-6.28319 | 6.28319 | |\n",
"| 15| p3770_p | -2.97 | 0.26 | | |-6.28319 | 6.28319 | |\n",
"| 16| phi_s | 19.8 | 1.2 | | | 14.8182 | 23.5818 | |\n",
"| 17| bplus_0 | 0.531 | 0.014 | | | -2 | 2 | |\n",
"| 18| Ctt | 0.89 | 0.19 | | | -2.5 | 2.5 | |\n",
"| 19| p4160_s | 2.19 | 0.17 | | | 0.71676 | 3.68324 | |\n",
"| 20| p4415_s | 1.04 | 0.18 | | |0.126447 | 2.35355 | |\n",
"| 21| omega_s | 6.7 | 1.5 | | | 4.19232 | 9.40768 | |\n",
"| 22| psi2s_p | 2.08 | 0.04 | | |-6.28319 | 6.28319 | |\n",
"| 23| bplus_2 | -0.08 | 0.07 | | | -2 | 2 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | jpsi_p rho_s p4160_p p4040_p rho_p bplus_1 omega_p Dbar_s DDstar_p DDstar_s Dbar_p p4040_s p3770_s phi_p p4415_p p3770_p phi_s bplus_0 Ctt p4160_s p4415_s omega_s psi2s_p bplus_2 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| jpsi_p | 1.000 0.193 0.472 0.184 0.123 0.672 -0.018 0.874 0.595 -0.283 -0.872 -0.345 -0.039 0.022 -0.184 0.861 -0.032 0.635 -0.472 -0.371 -0.072 -0.056 0.544 0.095 |\n",
"| rho_s | 0.193 1.000 0.075 0.019 0.267 0.168 0.020 0.222 0.191 -0.045 -0.230 -0.075 -0.025 -0.035 -0.075 0.211 -0.064 0.237 -0.129 -0.080 0.006 -0.218 0.118 0.058 |\n",
"| p4160_p | 0.472 0.075 1.000 0.322 0.083 0.248 0.003 0.371 0.055 -0.130 -0.350 -0.462 0.031 0.008 0.220 0.450 -0.024 0.244 -0.404 -0.252 -0.015 -0.011 0.296 0.063 |\n",
"| p4040_p | 0.184 0.019 0.322 1.000 0.041 0.057 0.005 0.107 -0.111 -0.057 -0.067 -0.182 0.019 -0.002 0.179 0.177 -0.017 0.061 -0.184 0.239 0.034 0.001 0.052 0.019 |\n",
"| rho_p | 0.123 0.267 0.083 0.041 1.000 0.171 0.089 0.181 0.150 -0.058 -0.184 -0.055 0.001 -0.172 -0.023 0.171 -0.117 0.141 -0.068 -0.048 -0.010 0.241 0.090 0.252 |\n",
"| bplus_1 | 0.672 0.168 0.248 0.057 0.171 1.000 0.002 0.766 0.654 -0.149 -0.792 -0.265 -0.085 0.010 -0.293 0.733 -0.044 0.327 -0.512 -0.287 0.042 -0.024 0.412 -0.081 |\n",
"| omega_p | -0.018 0.020 0.003 0.005 0.089 0.002 1.000 -0.008 -0.011 -0.004 0.010 0.003 0.005 -0.030 0.011 -0.009 0.011 -0.018 0.009 0.005 -0.004 0.785 -0.006 0.032 |\n",
"| Dbar_s | 0.874 0.222 0.371 0.107 0.181 0.766 -0.008 1.000 0.863 -0.295 -0.958 -0.404 -0.107 0.024 -0.321 0.934 -0.045 0.733 -0.564 -0.428 -0.059 -0.047 0.533 0.086 |\n",
"| DDstar_p | 0.595 0.191 0.055 -0.111 0.150 0.654 -0.011 0.863 1.000 -0.220 -0.812 -0.371 -0.207 0.014 -0.453 0.732 -0.042 0.624 -0.463 -0.402 -0.035 -0.044 0.291 0.077 |\n",
"| DDstar_s | -0.283 -0.045 -0.130 -0.057 -0.058 -0.149 -0.004 -0.295 -0.220 1.000 0.323 0.068 0.024 -0.006 0.049 -0.272 0.015 -0.148 0.216 0.082 -0.020 0.004 -0.210 -0.066 |\n",
"| Dbar_p | -0.872 -0.230 -0.350 -0.067 -0.184 -0.792 0.010 -0.958 -0.812 0.323 1.000 0.394 0.143 -0.024 0.335 -0.923 0.046 -0.756 0.614 0.429 0.055 0.050 -0.493 -0.096 |\n",
"| p4040_s | -0.345 -0.075 -0.462 -0.182 -0.055 -0.265 0.003 -0.404 -0.371 0.068 0.394 1.000 0.169 -0.011 -0.015 -0.393 0.011 -0.253 0.461 0.202 0.120 0.017 -0.181 -0.023 |\n",
"| p3770_s | -0.039 -0.025 0.031 0.019 0.001 -0.085 0.005 -0.107 -0.207 0.024 0.143 0.169 1.000 -0.007 0.105 -0.179 -0.007 -0.074 0.038 0.099 0.024 0.009 -0.182 -0.036 |\n",
"| phi_p | 0.022 -0.035 0.008 -0.002 -0.172 0.010 -0.030 0.024 0.014 -0.006 -0.024 -0.011 -0.007 1.000 -0.012 0.023 0.787 0.016 -0.013 -0.014 -0.001 -0.093 0.012 -0.037 |\n",
"| p4415_p | -0.184 -0.075 0.220 0.179 -0.023 -0.293 0.011 -0.321 -0.453 0.049 0.335 -0.015 0.105 -0.012 1.000 -0.240 0.001 -0.272 0.150 -0.006 -0.108 0.025 -0.107 0.101 |\n",
"| p3770_p | 0.861 0.211 0.450 0.177 0.171 0.733 -0.009 0.934 0.732 -0.272 -0.923 -0.393 -0.179 0.023 -0.240 1.000 -0.043 0.703 -0.604 -0.408 -0.079 -0.046 0.505 0.072 |\n",
"| phi_s | -0.032 -0.064 -0.024 -0.017 -0.117 -0.044 0.011 -0.045 -0.042 0.015 0.046 0.011 -0.007 0.787 0.001 -0.043 1.000 -0.042 0.019 0.006 0.001 -0.024 -0.025 -0.093 |\n",
"| bplus_0 | 0.635 0.237 0.244 0.061 0.141 0.327 -0.018 0.733 0.624 -0.148 -0.756 -0.253 -0.074 0.016 -0.272 0.703 -0.042 1.000 -0.484 -0.270 0.037 -0.060 0.389 -0.036 |\n",
"| Ctt | -0.472 -0.129 -0.404 -0.184 -0.068 -0.512 0.009 -0.564 -0.463 0.216 0.614 0.461 0.038 -0.013 0.150 -0.604 0.019 -0.484 1.000 0.436 0.210 0.033 -0.195 0.388 |\n",
"| p4160_s | -0.371 -0.080 -0.252 0.239 -0.048 -0.287 0.005 -0.428 -0.402 0.082 0.429 0.202 0.099 -0.014 -0.006 -0.408 0.006 -0.270 0.436 1.000 0.246 0.020 -0.244 0.003 |\n",
"| p4415_s | -0.072 0.006 -0.015 0.034 -0.010 0.042 -0.004 -0.059 -0.035 -0.020 0.055 0.120 0.024 -0.001 -0.108 -0.079 0.001 0.037 0.210 0.246 1.000 -0.005 -0.041 -0.092 |\n",
"| omega_s | -0.056 -0.218 -0.011 0.001 0.241 -0.024 0.785 -0.047 -0.044 0.004 0.050 0.017 0.009 -0.093 0.025 -0.046 -0.024 -0.060 0.033 0.020 -0.005 1.000 -0.027 0.036 |\n",
"| psi2s_p | 0.544 0.118 0.296 0.052 0.090 0.412 -0.006 0.533 0.291 -0.210 -0.493 -0.181 -0.182 0.012 -0.107 0.505 -0.025 0.389 -0.195 -0.244 -0.041 -0.027 1.000 -0.002 |\n",
"| bplus_2 | 0.095 0.058 0.063 0.019 0.252 -0.081 0.032 0.086 0.077 -0.066 -0.096 -0.023 -0.036 -0.037 0.101 0.072 -0.093 -0.036 0.388 0.003 -0.092 0.036 -0.002 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.061280891018625105}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.31454576730901546}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.11878706376497505}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.16985855041526055}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.30644115593166443}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.029836894295678595}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.38511916356210474}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.5119245402666803}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.8212513820521412}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.37800016530526226}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 2.3558205440813444}), (<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.17057139855814873}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.23835927537097312}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.301116651477884}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.2165701897728738}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.25826090955133774}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 1.2490093118696706}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.013760012548490685}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.18938698196381787}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.16980352114831754}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.17708880972456487}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 1.5334784821448664}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.037656251720526335}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.07103733889377062})])\n",
"Step: 3/11\n",
"Current Ctt: 0.8451542547285166\n",
"Ctt floating: False\n",
"Toy 0/1 - Fit 0/1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"------------------------------------------------------------------\n",
"| FCN = 2.971E+05 | Ncalls=1015 (1015 total) |\n",
"| EDM = 8.63E-05 (Goal: 5E-06) | up = 0.5 |\n",
"------------------------------------------------------------------\n",
"| Valid Min. | Valid Param. | Above EDM | Reached call limit |\n",
"------------------------------------------------------------------\n",
"| True | True | False | False |\n",
"------------------------------------------------------------------\n",
"| Hesse failed | Has cov. | Accurate | Pos. def. | Forced |\n",
"------------------------------------------------------------------\n",
"| False | True | True | True | False |\n",
"------------------------------------------------------------------\n",
"Function minimum: 297062.04588106315\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | jpsi_p | -1.52 | 0.04 | | |-6.28319 | 6.28319 | |\n",
"| 1 | rho_s | 1.1 | 0.3 | | |0.0253049| 2.0747 | |\n",
"| 2 | p4160_p | -2.08 | 0.14 | | |-6.28319 | 6.28319 | |\n",
"| 3 | p4040_p | -2.50 | 0.23 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.24 | 0.35 | | |-6.28319 | 6.28319 | |\n",
"| 5 | bplus_1 | -0.98 | 0.04 | | | -2 | 2 | |\n",
"| 6 | omega_p | 0.4 | 0.5 | | |-6.28319 | 6.28319 | |\n",
"| 7 | Dbar_s | 0.30 | 0.09 | | | -0.3 | 0.3 | |\n",
"| 8 | DDstar_p | -0.4 | 0.5 | | |-6.28319 | 6.28319 | |\n",
"| 9 | DDstar_s | -0.30 | 0.08 | | | -0.3 | 0.3 | |\n",
"| 10| Dbar_p | 0.5 | 0.5 | | |-6.28319 | 6.28319 | |\n",
"| 11| p4040_s | 0.88 | 0.17 | | |0.00501244| 2.01499 | |\n",
"| 12| p3770_s | 3.06 | 0.26 | | |0.918861 | 4.08114 | |\n",
"| 13| phi_p | 0.4 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 14| p4415_p | -2.09 | 0.23 | | |-6.28319 | 6.28319 | |\n",
"| 15| p3770_p | -2.82 | 0.13 | | |-6.28319 | 6.28319 | |\n",
"| 16| phi_s | 19.9 | 1.6 | | | 14.8182 | 23.5818 | |\n",
"| 17| bplus_0 | 0.514 | 0.022 | | | -2 | 2 | |\n",
"| 18| p4160_s | 1.99 | 0.16 | | | 0.71676 | 3.68324 | |\n",
"| 19| p4415_s | 0.95 | 0.20 | | |0.126447 | 2.35355 | |\n",
"| 20| omega_s | 6.7 | 1.9 | | | 4.19232 | 9.40768 | |\n",
"| 21| psi2s_p | 2.05 | 0.04 | | |-6.28319 | 6.28319 | |\n",
"| 22| bplus_2 | -0.35 | 0.07 | | | -2 | 2 | |\n",
"----------------------------------------------------------------------------------------------\n",
"-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | jpsi_p rho_s p4160_p p4040_p rho_p bplus_1 omega_p Dbar_s DDstar_p DDstar_s Dbar_p p4040_s p3770_s phi_p p4415_p p3770_p phi_s bplus_0 p4160_s p4415_s omega_s psi2s_p bplus_2 |\n",
"-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| jpsi_p | 1.000 0.005 0.521 0.354 -0.084 0.084 -0.032 -0.027 -0.399 -0.030 0.508 -0.228 0.256 0.012 0.257 0.530 0.017 -0.019 -0.112 -0.128 -0.040 0.352 -0.179 |\n",
"| rho_s | 0.005 1.000 0.009 0.010 0.180 -0.162 -0.067 -0.022 -0.064 0.013 -0.033 0.012 0.010 -0.018 0.009 0.006 -0.047 0.232 0.021 0.015 -0.285 -0.002 -0.012 |\n",
"| p4160_p | 0.521 0.009 1.000 0.340 0.055 -0.022 0.010 0.102 -0.299 -0.035 0.469 -0.511 0.135 -0.008 0.425 0.526 -0.023 0.029 -0.154 -0.060 0.010 0.265 0.156 |\n",
"| p4040_p | 0.354 0.010 0.340 1.000 0.056 0.000 0.010 0.108 -0.150 -0.028 0.415 -0.274 0.094 -0.013 0.224 0.421 -0.027 0.031 0.322 0.040 0.010 0.109 0.069 |\n",
"| rho_p | -0.084 0.180 0.055 0.056 1.000 0.071 0.174 -0.026 -0.024 -0.002 0.000 -0.017 0.037 -0.251 0.069 0.015 -0.190 -0.047 0.024 -0.034 0.302 -0.019 0.282 |\n",
"| bplus_1 | 0.084 -0.162 -0.022 0.000 0.071 1.000 0.073 -0.070 -0.301 0.074 -0.122 0.107 0.030 -0.029 -0.041 0.007 -0.012 -0.873 0.094 0.154 0.107 0.062 -0.158 |\n",
"| omega_p | -0.032 -0.067 0.010 0.010 0.174 0.073 1.000 0.002 0.013 -0.005 0.017 -0.007 0.006 -0.069 0.013 0.002 -0.017 -0.084 -0.000 -0.012 0.858 -0.002 0.070 |\n",
"| Dbar_s | -0.027 -0.022 0.102 0.108 -0.026 -0.070 0.002 1.000 -0.020 0.025 0.067 -0.059 0.086 0.004 0.078 -0.013 0.009 -0.015 -0.014 -0.056 0.004 0.056 -0.066 |\n",
"| DDstar_p | -0.399 -0.064 -0.299 -0.150 -0.024 -0.301 0.013 -0.020 1.000 0.085 0.284 0.054 -0.087 -0.009 -0.128 -0.234 -0.001 -0.041 0.009 0.011 0.023 -0.089 0.161 |\n",
"| DDstar_s | -0.030 0.013 -0.035 -0.028 -0.002 0.074 -0.005 0.025 0.085 1.000 0.124 -0.043 -0.005 0.001 -0.068 0.056 0.001 0.008 -0.040 0.001 -0.007 -0.027 -0.087 |\n",
"| Dbar_p | 0.508 -0.033 0.469 0.415 0.000 -0.122 0.017 0.067 0.284 0.124 1.000 -0.208 0.299 0.006 0.249 0.588 0.001 0.012 -0.060 -0.088 0.020 0.504 -0.093 |\n",
"| p4040_s | -0.228 0.012 -0.511 -0.274 -0.017 0.107 -0.007 -0.059 0.054 -0.043 -0.208 1.000 0.094 -0.001 -0.309 -0.214 0.003 0.005 -0.043 0.135 -0.009 -0.113 -0.258 |\n",
"| p3770_s | 0.256 0.010 0.135 0.094 0.037 0.030 0.006 0.086 -0.087 -0.005 0.299 0.094 1.000 -0.010 0.076 -0.005 -0.020 0.032 0.037 0.022 0.006 -0.062 -0.050 |\n",
"| phi_p | 0.012 -0.018 -0.008 -0.013 -0.251 -0.029 -0.069 0.004 -0.009 0.001 0.006 -0.001 -0.010 1.000 -0.017 0.004 0.858 0.025 -0.011 0.006 -0.137 0.002 -0.093 |\n",
"| p4415_p | 0.257 0.009 0.425 0.224 0.069 -0.041 0.013 0.078 -0.128 -0.068 0.249 -0.309 0.076 -0.017 1.000 0.290 -0.032 0.023 -0.233 -0.223 0.014 0.085 0.207 |\n",
"| p3770_p | 0.530 0.006 0.526 0.421 0.015 0.007 0.002 -0.013 -0.234 0.056 0.588 -0.214 -0.005 0.004 0.290 1.000 -0.006 0.042 -0.048 -0.103 -0.001 0.336 -0.039 |\n",
"| phi_s | 0.017 -0.047 -0.023 -0.027 -0.190 -0.012 -0.017 0.009 -0.001 0.001 0.001 0.003 -0.020 0.858 -0.032 -0.006 1.000 0.001 -0.016 0.012 -0.065 0.002 -0.131 |\n",
"| bplus_0 | -0.019 0.232 0.029 0.031 -0.047 -0.873 -0.084 -0.015 -0.041 0.008 0.012 0.005 0.032 0.025 0.023 0.042 0.001 1.000 0.028 0.011 -0.128 -0.002 -0.117 |\n",
"| p4160_s | -0.112 0.021 -0.154 0.322 0.024 0.094 -0.000 -0.014 0.009 -0.040 -0.060 -0.043 0.037 -0.011 -0.233 -0.048 -0.016 0.028 1.000 0.301 -0.002 -0.127 -0.155 |\n",
"| p4415_s | -0.128 0.015 -0.060 0.040 -0.034 0.154 -0.012 -0.056 0.011 0.001 -0.088 0.135 0.022 0.006 -0.223 -0.103 0.012 0.011 0.301 1.000 -0.015 -0.049 -0.359 |\n",
"| omega_s | -0.040 -0.285 0.010 0.010 0.302 0.107 0.858 0.004 0.023 -0.007 0.020 -0.009 0.006 -0.137 0.014 -0.001 -0.065 -0.128 -0.002 -0.015 1.000 -0.004 0.090 |\n",
"| psi2s_p | 0.352 -0.002 0.265 0.109 -0.019 0.062 -0.002 0.056 -0.089 -0.027 0.504 -0.113 -0.062 0.002 0.085 0.336 0.002 -0.002 -0.127 -0.049 -0.004 1.000 -0.272 |\n",
"| bplus_2 | -0.179 -0.012 0.156 0.069 0.282 -0.158 0.070 -0.066 0.161 -0.087 -0.093 -0.258 -0.050 -0.093 0.207 -0.039 -0.131 -0.117 -0.155 -0.359 0.090 -0.272 1.000 |\n",
"-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.036562893368484506}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.331941157723508}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.1372512704798199}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.22891092842716043}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.35211239140390793}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.04455302138342021}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.49022683071988205}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.09290163368275439}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.46006996019846946}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.08017724049871756}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.5410963784531813}), (<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.17205292492905183}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.2605533758647143}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.3804140412628354}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.23349990504551843}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.12857676153451258}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 1.5597536397796379}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.02201974728272904}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.16461395336932172}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.1957101845199422}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 1.9361157516973555}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.03788242185907276}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.06854001188389147})])\n",
"\n",
"Time taken: 14 min, 54 s\n",
"Estimated time left: 29 min, 48 s\n",
"Step: 4/11\n",
"Current Ctt: 0.9759000729485332\n",
"Ctt floating: True\n",
"Toy 0/1 - Fit 0/1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"------------------------------------------------------------------\n",
"| FCN = 2.972E+05 | Ncalls=1116 (1116 total) |\n",
"| EDM = 0.000364 (Goal: 5E-06) | up = 0.5 |\n",
"------------------------------------------------------------------\n",
"| Valid Min. | Valid Param. | Above EDM | Reached call limit |\n",
"------------------------------------------------------------------\n",
"| True | True | False | False |\n",
"------------------------------------------------------------------\n",
"| Hesse failed | Has cov. | Accurate | Pos. def. | Forced |\n",
"------------------------------------------------------------------\n",
"| False | True | True | True | False |\n",
"------------------------------------------------------------------\n",
"Function minimum: 297180.915770768\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | jpsi_p | -1.54 | 0.06 | | |-6.28319 | 6.28319 | |\n",
"| 1 | rho_s | 1.00 | 0.29 | | |0.0253049| 2.0747 | |\n",
"| 2 | p4160_p | -2.19 | 0.22 | | |-6.28319 | 6.28319 | |\n",
"| 3 | p4040_p | -3.0 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.8 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 5 | bplus_1 | -0.922 | 0.031 | | | -2 | 2 | |\n",
"| 6 | omega_p | -0.19 | 0.23 | | |-6.28319 | 6.28319 | |\n",
"| 7 | Dbar_s | -0.07 | 0.42 | | | -0.3 | 0.3 | |\n",
"| 8 | DDstar_p | -0.7 | 0.5 | | |-6.28319 | 6.28319 | |\n",
"| 9 | DDstar_s | 0.30 | 0.42 | | | -0.3 | 0.3 | |\n",
"| 10| Dbar_p | -0.4 | 4.6 | | |-6.28319 | 6.28319 | |\n",
"| 11| p4040_s | 0.85 | 0.21 | | |0.00501244| 2.01499 | |\n",
"| 12| p3770_s | 2.4 | 0.4 | | |0.918861 | 4.08114 | |\n",
"| 13| phi_p | 0.24 | 0.26 | | |-6.28319 | 6.28319 | |\n",
"| 14| p4415_p | -2.9 | 0.3 | | |-6.28319 | 6.28319 | |\n",
"| 15| p3770_p | -3.05 | 0.25 | | |-6.28319 | 6.28319 | |\n",
"| 16| phi_s | 19.6 | 1.2 | | | 14.8182 | 23.5818 | |\n",
"| 17| bplus_0 | 0.492 | 0.014 | | | -2 | 2 | |\n",
"| 18| Ctt | 0.95 | 0.22 | | | -2.5 | 2.5 | |\n",
"| 19| p4160_s | 1.96 | 0.17 | | | 0.71676 | 3.68324 | |\n",
"| 20| p4415_s | 0.80 | 0.22 | | |0.126447 | 2.35355 | |\n",
"| 21| omega_s | 6.8 | 0.9 | | | 4.19232 | 9.40768 | |\n",
"| 22| psi2s_p | 2.09 | 0.07 | | |-6.28319 | 6.28319 | |\n",
"| 23| bplus_2 | -0.20 | 0.08 | | | -2 | 2 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | jpsi_p rho_s p4160_p p4040_p rho_p bplus_1 omega_p Dbar_s DDstar_p DDstar_s Dbar_p p4040_s p3770_s phi_p p4415_p p3770_p phi_s bplus_0 Ctt p4160_s p4415_s omega_s psi2s_p bplus_2 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| jpsi_p | 1.000 -0.116 0.822 0.775 -0.166 -0.557 0.025 -0.887 -0.376 -0.429 -0.905 -0.527 0.677 0.032 0.599 0.846 0.049 -0.470 0.635 0.078 -0.394 0.040 0.825 -0.053 |\n",
"| rho_s | -0.116 1.000 -0.139 -0.144 0.074 0.074 0.008 0.167 0.156 0.078 0.159 0.098 -0.123 0.054 -0.118 -0.134 0.007 0.207 -0.139 -0.030 0.100 -0.417 -0.140 -0.124 |\n",
"| p4160_p | 0.822 -0.139 1.000 0.716 -0.119 -0.549 0.028 -0.856 -0.348 -0.411 -0.844 -0.668 0.618 0.034 0.656 0.832 0.040 -0.444 0.465 0.009 -0.429 0.051 0.762 -0.041 |\n",
"| p4040_p | 0.775 -0.144 0.716 1.000 -0.104 -0.540 0.028 -0.848 -0.431 -0.412 -0.823 -0.562 0.612 0.032 0.585 0.791 0.033 -0.433 0.550 0.269 -0.313 0.053 0.723 -0.029 |\n",
"| rho_p | -0.166 0.074 -0.119 -0.104 1.000 0.117 -0.113 0.156 0.111 0.077 0.141 0.097 -0.091 -0.034 -0.059 -0.131 -0.013 0.138 -0.041 0.039 0.043 0.145 -0.133 0.259 |\n",
"| bplus_1 | -0.557 0.074 -0.549 -0.540 0.117 1.000 -0.016 0.672 0.598 0.313 0.629 0.404 -0.458 -0.028 -0.419 -0.542 -0.033 -0.009 -0.498 -0.038 0.368 -0.023 -0.565 -0.142 |\n",
"| omega_p | 0.025 0.008 0.028 0.028 -0.113 -0.016 1.000 -0.032 -0.022 -0.015 -0.032 -0.019 0.024 0.038 0.022 0.028 0.044 -0.025 0.022 0.005 -0.016 0.384 0.028 0.011 |\n",
"| Dbar_s | -0.887 0.167 -0.856 -0.848 0.156 0.672 -0.032 1.000 0.568 0.552 0.944 0.572 -0.736 -0.040 -0.656 -0.874 -0.051 0.550 -0.678 -0.117 0.430 -0.061 -0.888 0.058 |\n",
"| DDstar_p | -0.376 0.156 -0.348 -0.431 0.111 0.598 -0.022 0.568 1.000 0.405 0.605 0.268 -0.370 -0.016 -0.348 -0.394 -0.026 0.480 -0.402 -0.103 0.231 -0.054 -0.466 -0.072 |\n",
"| DDstar_s | -0.429 0.078 -0.411 -0.412 0.077 0.313 -0.015 0.552 0.405 1.000 0.535 0.310 -0.372 -0.020 -0.292 -0.462 -0.025 0.257 -0.388 -0.031 0.212 -0.029 -0.447 0.060 |\n",
"| Dbar_p | -0.905 0.159 -0.844 -0.823 0.141 0.629 -0.032 0.944 0.605 0.535 1.000 0.555 -0.709 -0.040 -0.635 -0.893 -0.048 0.513 -0.613 -0.101 0.405 -0.059 -0.878 0.054 |\n",
"| p4040_s | -0.527 0.098 -0.668 -0.562 0.097 0.404 -0.019 0.572 0.268 0.310 0.555 1.000 -0.338 -0.023 -0.469 -0.554 -0.031 0.332 -0.185 -0.180 0.359 -0.036 -0.470 0.042 |\n",
"| p3770_s | 0.677 -0.123 0.618 0.612 -0.091 -0.458 0.024 -0.736 -0.370 -0.372 -0.709 -0.338 1.000 0.028 0.479 0.584 0.029 -0.366 0.482 0.102 -0.284 0.045 0.588 -0.053 |\n",
"| phi_p | 0.032 0.054 0.034 0.032 -0.034 -0.028 0.038 -0.040 -0.016 -0.020 -0.040 -0.023 0.028 1.000 0.023 0.036 0.767 -0.017 0.024 0.001 -0.014 -0.036 0.035 -0.021 |\n",
"| p4415_p | 0.599 -0.118 0.656 0.585 -0.059 -0.419 0.022 -0.656 -0.348 -0.292 -0.635 -0.469 0.479 0.023 1.000 0.601 0.019 -0.331 0.487 0.054 -0.391 0.044 0.570 0.052 |\n",
"| p3770_p | 0.846 -0.134 0.832 0.791 -0.131 -0.542 0.028 -0.874 -0.394 -0.462 -0.893 -0.554 0.584 0.036 0.601 1.000 0.044 -0.438 0.502 0.079 -0.405 0.049 0.781 -0.091 |\n",
"| phi_s | 0.049 0.007 0.040 0.033 -0.013 -0.033 0.044 -0.051 -0.026 -0.025 -0.048 -0.031 0.029 0.767 0.019 0.044 1.000 -0.036 0.016 -0.013 -0.013 0.007 0.044 -0.083 |\n",
"| bplus_0 | -0.470 0.207 -0.444 -0.433 0.138 -0.009 -0.025 0.550 0.480 0.257 0.513 0.332 -0.366 -0.017 -0.331 -0.438 -0.036 1.000 -0.394 -0.011 0.292 -0.069 -0.465 -0.087 |\n",
"| Ctt | 0.635 -0.139 0.465 0.550 -0.041 -0.498 0.022 -0.678 -0.402 -0.388 -0.613 -0.185 0.482 0.024 0.487 0.502 0.016 -0.394 1.000 0.266 -0.201 0.048 0.659 0.421 |\n",
"| p4160_s | 0.078 -0.030 0.009 0.269 0.039 -0.038 0.005 -0.117 -0.103 -0.031 -0.101 -0.180 0.102 0.001 0.054 0.079 -0.013 -0.011 0.266 1.000 0.245 0.011 0.074 0.087 |\n",
"| p4415_s | -0.394 0.100 -0.429 -0.313 0.043 0.368 -0.016 0.430 0.231 0.212 0.405 0.359 -0.284 -0.014 -0.391 -0.405 -0.013 0.292 -0.201 0.245 1.000 -0.036 -0.356 -0.151 |\n",
"| omega_s | 0.040 -0.417 0.051 0.053 0.145 -0.023 0.384 -0.061 -0.054 -0.029 -0.059 -0.036 0.045 -0.036 0.044 0.049 0.007 -0.069 0.048 0.011 -0.036 1.000 0.051 0.047 |\n",
"| psi2s_p | 0.825 -0.140 0.762 0.723 -0.133 -0.565 0.028 -0.888 -0.466 -0.447 -0.878 -0.470 0.588 0.035 0.570 0.781 0.044 -0.465 0.659 0.074 -0.356 0.051 1.000 -0.063 |\n",
"| bplus_2 | -0.053 -0.124 -0.041 -0.029 0.259 -0.142 0.011 0.058 -0.072 0.060 0.054 0.042 -0.053 -0.021 0.052 -0.091 -0.083 -0.087 0.421 0.087 -0.151 0.047 -0.063 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.06372140983255115}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.28626426273746436}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.22036399270141116}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.37167089738170245}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.3717573532820304}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.030976180536348097}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.23191802727941857}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.4172578565304308}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.5154005397602863}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.4154255232893645}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 4.62662495826725}), (<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.20896727596197295}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.36781715661494374}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.2585776408909113}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.3319577932880833}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.25175721433564435}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 1.212189983069246}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.014099859642668244}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.22046422086593376}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.16843403017657088}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.2165851750697591}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 0.9476924420067472}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.06991308207337354}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.07573633507840372})])\n",
"Step: 4/11\n",
"Current Ctt: 0.9759000729485332\n",
"Ctt floating: False\n",
"Toy 0/1 - Fit 0/1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"------------------------------------------------------------------\n",
"| FCN = 2.972E+05 | Ncalls=1060 (1060 total) |\n",
"| EDM = 8.03E-05 (Goal: 5E-06) | up = 0.5 |\n",
"------------------------------------------------------------------\n",
"| Valid Min. | Valid Param. | Above EDM | Reached call limit |\n",
"------------------------------------------------------------------\n",
"| True | True | False | False |\n",
"------------------------------------------------------------------\n",
"| Hesse failed | Has cov. | Accurate | Pos. def. | Forced |\n",
"------------------------------------------------------------------\n",
"| False | True | True | True | False |\n",
"------------------------------------------------------------------\n",
"Function minimum: 297187.3203920056\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | jpsi_p | -1.50 | 0.07 | | |-6.28319 | 6.28319 | |\n",
"| 1 | rho_s | 1.04 | 0.31 | | |0.0253049| 2.0747 | |\n",
"| 2 | p4160_p | -1.99 | 0.29 | | |-6.28319 | 6.28319 | |\n",
"| 3 | p4040_p | -3.1 | 0.6 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.9 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 5 | bplus_1 | -0.83 | 0.08 | | | -2 | 2 | |\n",
"| 6 | omega_p | -0.18 | 0.24 | | |-6.28319 | 6.28319 | |\n",
"| 7 | Dbar_s | 0.30 | 0.07 | | | -0.3 | 0.3 | |\n",
"| 8 | DDstar_p | 0.7 | 2.3 | | |-6.28319 | 6.28319 | |\n",
"| 9 | DDstar_s | 0.30 | 0.41 | | | -0.3 | 0.3 | |\n",
"| 10| Dbar_p | -0.031 | 0.687 | | |-6.28319 | 6.28319 | |\n",
"| 11| p4040_s | 0.68 | 0.20 | | |0.00501244| 2.01499 | |\n",
"| 12| p3770_s | 2.4 | 0.3 | | |0.918861 | 4.08114 | |\n",
"| 13| phi_p | 0.25 | 0.29 | | |-6.28319 | 6.28319 | |\n",
"| 14| p4415_p | -2.9 | 0.5 | | |-6.28319 | 6.28319 | |\n",
"| 15| p3770_p | -2.82 | 0.14 | | |-6.28319 | 6.28319 | |\n",
"| 16| phi_s | 19.7 | 1.3 | | | 14.8182 | 23.5818 | |\n",
"| 17| bplus_0 | 0.477 | 0.021 | | | -2 | 2 | |\n",
"| 18| p4160_s | 1.76 | 0.22 | | | 0.71676 | 3.68324 | |\n",
"| 19| p4415_s | 0.83 | 0.30 | | |0.126447 | 2.35355 | |\n",
"| 20| omega_s | 6.8 | 1.0 | | | 4.19232 | 9.40768 | |\n",
"| 21| psi2s_p | 2.07 | 0.06 | | |-6.28319 | 6.28319 | |\n",
"| 22| bplus_2 | -0.45 | 0.10 | | | -2 | 2 | |\n",
"----------------------------------------------------------------------------------------------\n",
"-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | jpsi_p rho_s p4160_p p4040_p rho_p bplus_1 omega_p Dbar_s DDstar_p DDstar_s Dbar_p p4040_s p3770_s phi_p p4415_p p3770_p phi_s bplus_0 p4160_s p4415_s omega_s psi2s_p bplus_2 |\n",
"-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| jpsi_p | 1.000 -0.204 0.858 0.801 -0.207 -0.768 0.036 -0.298 0.887 0.317 -0.418 -0.483 0.621 0.025 0.781 0.326 0.017 -0.128 0.512 -0.642 0.066 0.815 0.674 |\n",
"| rho_s | -0.204 1.000 -0.244 -0.235 0.072 0.130 0.013 0.087 -0.255 -0.110 0.183 0.152 -0.178 0.063 -0.227 -0.039 0.019 0.257 -0.163 0.210 -0.451 -0.208 -0.319 |\n",
"| p4160_p | 0.858 -0.244 1.000 0.772 -0.157 -0.817 0.040 -0.279 0.907 0.334 -0.564 -0.577 0.583 0.027 0.847 0.244 0.006 -0.107 0.520 -0.708 0.081 0.779 0.799 |\n",
"| p4040_p | 0.801 -0.235 0.772 1.000 -0.151 -0.780 0.039 -0.281 0.891 0.346 -0.603 -0.524 0.593 0.026 0.794 0.195 0.005 -0.099 0.670 -0.599 0.079 0.719 0.713 |\n",
"| rho_p | -0.207 0.072 -0.157 -0.151 1.000 0.160 -0.125 0.050 -0.204 -0.090 0.189 0.067 -0.100 -0.027 -0.151 0.017 -0.013 0.125 -0.089 0.111 0.087 -0.170 -0.008 |\n",
"| bplus_1 | -0.768 0.130 -0.817 -0.780 0.160 1.000 -0.029 0.288 -0.887 -0.385 0.682 0.482 -0.575 -0.033 -0.758 -0.104 -0.012 -0.306 -0.522 0.685 -0.037 -0.720 -0.705 |\n",
"| omega_p | 0.036 0.013 0.040 0.039 -0.125 -0.029 1.000 -0.014 0.043 0.018 -0.028 -0.023 0.029 0.046 0.038 0.007 0.051 -0.025 0.027 -0.032 0.402 0.037 0.043 |\n",
"| Dbar_s | -0.298 0.087 -0.279 -0.281 0.050 0.288 -0.014 1.000 -0.349 -0.140 0.284 0.113 -0.183 -0.010 -0.291 -0.005 -0.001 0.037 -0.220 0.224 -0.029 -0.263 -0.311 |\n",
"| DDstar_p | 0.887 -0.255 0.907 0.891 -0.204 -0.887 0.043 -0.349 1.000 0.382 -0.728 -0.505 0.662 0.033 0.871 0.134 0.018 -0.129 0.618 -0.723 0.086 0.844 0.785 |\n",
"| DDstar_s | 0.317 -0.110 0.334 0.346 -0.090 -0.385 0.018 -0.140 0.382 1.000 -0.255 -0.187 0.245 0.012 0.340 0.006 0.007 -0.058 0.249 -0.293 0.037 0.321 0.338 |\n",
"| Dbar_p | -0.418 0.183 -0.564 -0.603 0.189 0.682 -0.028 0.284 -0.728 -0.255 1.000 0.322 -0.410 -0.019 -0.595 0.331 -0.021 0.127 -0.467 0.548 -0.062 -0.450 -0.581 |\n",
"| p4040_s | -0.483 0.152 -0.577 -0.524 0.067 0.482 -0.023 0.113 -0.505 -0.187 0.322 1.000 -0.224 -0.013 -0.522 -0.171 0.005 0.060 -0.537 0.449 -0.049 -0.383 -0.564 |\n",
"| p3770_s | 0.621 -0.178 0.583 0.593 -0.100 -0.575 0.029 -0.183 0.662 0.245 -0.410 -0.224 1.000 0.018 0.583 -0.036 -0.002 -0.061 0.431 -0.448 0.059 0.467 0.527 |\n",
"| phi_p | 0.025 0.063 0.027 0.026 -0.027 -0.033 0.046 -0.010 0.033 0.012 -0.019 -0.013 0.018 1.000 0.026 0.005 0.805 0.005 0.016 -0.019 -0.036 0.028 0.007 |\n",
"| p4415_p | 0.781 -0.227 0.847 0.794 -0.151 -0.758 0.038 -0.291 0.871 0.340 -0.595 -0.522 0.583 0.026 1.000 0.171 0.006 -0.097 0.554 -0.682 0.076 0.724 0.685 |\n",
"| p3770_p | 0.326 -0.039 0.244 0.195 0.017 -0.104 0.007 -0.005 0.134 0.006 0.331 -0.171 -0.036 0.005 0.171 1.000 -0.013 0.028 0.088 -0.118 0.010 0.209 0.160 |\n",
"| phi_s | 0.017 0.019 0.006 0.005 -0.013 -0.012 0.051 -0.001 0.018 0.007 -0.021 0.005 -0.002 0.805 0.006 -0.013 1.000 -0.019 -0.002 0.001 0.003 0.013 -0.040 |\n",
"| bplus_0 | -0.128 0.257 -0.107 -0.099 0.125 -0.306 -0.025 0.037 -0.129 -0.058 0.127 0.060 -0.061 0.005 -0.097 0.028 -0.019 1.000 -0.049 0.090 -0.096 -0.106 -0.211 |\n",
"| p4160_s | 0.512 -0.163 0.520 0.670 -0.089 -0.522 0.027 -0.220 0.618 0.249 -0.467 -0.537 0.431 0.016 0.554 0.088 -0.002 -0.049 1.000 -0.279 0.055 0.463 0.445 |\n",
"| p4415_s | -0.642 0.210 -0.708 -0.599 0.111 0.685 -0.032 0.224 -0.723 -0.293 0.548 0.449 -0.448 -0.019 -0.682 -0.118 0.001 0.090 -0.279 1.000 -0.070 -0.576 -0.734 |\n",
"| omega_s | 0.066 -0.451 0.081 0.079 0.087 -0.037 0.402 -0.029 0.086 0.037 -0.062 -0.049 0.059 -0.036 0.076 0.010 0.003 -0.096 0.055 -0.070 1.000 0.070 0.110 |\n",
"| psi2s_p | 0.815 -0.208 0.779 0.719 -0.170 -0.720 0.037 -0.263 0.844 0.321 -0.450 -0.383 0.467 0.028 0.724 0.209 0.013 -0.106 0.463 -0.576 0.070 1.000 0.594 |\n",
"| bplus_2 | 0.674 -0.319 0.799 0.713 -0.008 -0.705 0.043 -0.311 0.785 0.338 -0.581 -0.564 0.527 0.007 0.685 0.160 -0.040 -0.211 0.445 -0.734 0.110 0.594 1.000 |\n",
"-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.07101538522719064}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.309882081426758}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.2884031666963205}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.550045671322255}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.38246551541389673}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.07999913036579931}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.24069993985428484}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.07483429659224233}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 2.2760800059821853}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.4079696994032441}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.6872398972602709}), (<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.20371407209994596}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.34299572469727213}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.2891801390193569}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.501431197984888}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.1394308474034025}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 1.3468233188757157}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.02129224510892902}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.21874876871126903}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.30129335364964094}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 0.9990250168057759}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.06473128751163415}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.09761900683638203})])\n",
"\n",
"Time taken: 19 min, 3 s\n",
"Estimated time left: 26 min, 40 s\n",
"Step: 5/11\n",
"Current Ctt: 1.0910894511799618\n",
"Ctt floating: True\n",
"Toy 0/1 - Fit 0/1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"------------------------------------------------------------------\n",
"| FCN = 2.97E+05 | Ncalls=1196 (1196 total) |\n",
"| EDM = 6.58E-05 (Goal: 5E-06) | up = 0.5 |\n",
"------------------------------------------------------------------\n",
"| Valid Min. | Valid Param. | Above EDM | Reached call limit |\n",
"------------------------------------------------------------------\n",
"| True | True | False | False |\n",
"------------------------------------------------------------------\n",
"| Hesse failed | Has cov. | Accurate | Pos. def. | Forced |\n",
"------------------------------------------------------------------\n",
"| False | True | True | True | False |\n",
"------------------------------------------------------------------\n",
"Function minimum: 296959.3369213137\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | jpsi_p | -1.50 | 0.04 | | |-6.28319 | 6.28319 | |\n",
"| 1 | rho_s | 1.59 | 0.29 | | |0.0253049| 2.0747 | |\n",
"| 2 | p4160_p | -1.94 | 0.16 | | |-6.28319 | 6.28319 | |\n",
"| 3 | p4040_p | -2.3 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.61 | 0.25 | | |-6.28319 | 6.28319 | |\n",
"| 5 | bplus_1 | -0.94 | 0.03 | | | -2 | 2 | |\n",
"| 6 | omega_p | 0.25 | 0.30 | | |-6.28319 | 6.28319 | |\n",
"| 7 | Dbar_s | -0.30 | 0.50 | | | -0.3 | 0.3 | |\n",
"| 8 | DDstar_p | -0.30 | 2.52 | | |-6.28319 | 6.28319 | |\n",
"| 9 | DDstar_s | 0.19 | 0.47 | | | -0.3 | 0.3 | |\n",
"| 10| Dbar_p | 0.21 | 1.47 | | |-6.28319 | 6.28319 | |\n",
"| 11| p4040_s | 0.57 | 0.20 | | |0.00501244| 2.01499 | |\n",
"| 12| p3770_s | 2.41 | 0.26 | | |0.918861 | 4.08114 | |\n",
"| 13| phi_p | 0.5 | 0.5 | | |-6.28319 | 6.28319 | |\n",
"| 14| p4415_p | -2.41 | 0.26 | | |-6.28319 | 6.28319 | |\n",
"| 15| p3770_p | -2.90 | 0.16 | | |-6.28319 | 6.28319 | |\n",
"| 16| phi_s | 17.7 | 1.9 | | | 14.8182 | 23.5818 | |\n",
"| 17| bplus_0 | 0.487 | 0.015 | | | -2 | 2 | |\n",
"| 18| Ctt | 1.21 | 0.20 | | | -2.5 | 2.5 | |\n",
"| 19| p4160_s | 2.36 | 0.18 | | | 0.71676 | 3.68324 | |\n",
"| 20| p4415_s | 1.27 | 0.20 | | |0.126447 | 2.35355 | |\n",
"| 21| omega_s | 7.3 | 1.3 | | | 4.19232 | 9.40768 | |\n",
"| 22| psi2s_p | 2.08 | 0.04 | | |-6.28319 | 6.28319 | |\n",
"| 23| bplus_2 | -0.22 | 0.09 | | | -2 | 2 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | jpsi_p rho_s p4160_p p4040_p rho_p bplus_1 omega_p Dbar_s DDstar_p DDstar_s Dbar_p p4040_s p3770_s phi_p p4415_p p3770_p phi_s bplus_0 Ctt p4160_s p4415_s omega_s psi2s_p bplus_2 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| jpsi_p | 1.000 -0.013 0.640 0.359 -0.093 -0.204 -0.004 0.294 0.556 -0.506 0.271 0.150 0.256 0.026 0.551 0.126 0.030 -0.146 -0.105 0.196 -0.104 -0.002 0.418 0.165 |\n",
"| rho_s | -0.013 1.000 -0.041 -0.027 0.150 -0.049 -0.023 -0.016 -0.045 0.077 -0.047 -0.028 -0.009 0.099 -0.057 0.032 0.066 0.175 -0.004 -0.031 0.029 -0.355 -0.012 -0.120 |\n",
"| p4160_p | 0.640 -0.041 1.000 0.449 -0.038 -0.243 0.013 0.296 0.637 -0.569 0.400 -0.091 0.164 0.021 0.690 0.107 0.019 -0.127 -0.455 0.173 -0.164 0.017 0.299 0.158 |\n",
"| p4040_p | 0.359 -0.027 0.449 1.000 -0.000 -0.122 0.010 0.036 0.254 -0.229 0.079 -0.135 0.066 0.002 0.373 0.223 -0.001 -0.055 -0.265 0.386 -0.050 0.012 0.102 0.075 |\n",
"| rho_p | -0.093 0.150 -0.038 -0.000 1.000 0.025 0.030 -0.005 -0.047 0.057 -0.042 0.023 0.021 -0.165 -0.004 0.009 -0.139 0.060 0.121 0.047 0.003 0.083 -0.014 0.250 |\n",
"| bplus_1 | -0.204 -0.049 -0.243 -0.122 0.025 1.000 0.013 -0.113 -0.292 0.426 -0.291 -0.118 -0.009 -0.022 -0.291 0.167 -0.015 -0.585 0.065 -0.114 0.144 0.028 -0.076 -0.345 |\n",
"| omega_p | -0.004 -0.023 0.013 0.010 0.030 0.013 1.000 0.006 0.013 -0.019 0.010 0.009 0.006 0.018 0.018 -0.006 0.037 -0.033 0.003 0.012 -0.007 0.717 0.005 0.042 |\n",
"| Dbar_s | 0.294 -0.016 0.296 0.036 -0.005 -0.113 0.006 1.000 0.584 -0.595 0.589 0.236 -0.073 0.009 0.367 -0.258 0.006 -0.054 -0.425 0.190 0.016 0.006 0.012 0.161 |\n",
"| DDstar_p | 0.556 -0.045 0.637 0.254 -0.047 -0.292 0.013 0.584 1.000 -0.917 0.919 0.391 0.065 0.027 0.718 -0.391 0.027 -0.156 -0.474 0.369 -0.051 0.019 0.185 0.258 |\n",
"| DDstar_s | -0.506 0.077 -0.569 -0.229 0.057 0.426 -0.019 -0.595 -0.917 1.000 -0.881 -0.434 -0.054 -0.024 -0.706 0.448 -0.024 0.226 0.440 -0.385 0.042 -0.031 -0.190 -0.331 |\n",
"| Dbar_p | 0.271 -0.047 0.400 0.079 -0.042 -0.291 0.010 0.589 0.919 -0.881 1.000 0.413 -0.084 0.017 0.574 -0.603 0.018 -0.153 -0.472 0.342 -0.012 0.017 -0.032 0.271 |\n",
"| p4040_s | 0.150 -0.028 -0.091 -0.135 0.023 -0.118 0.009 0.236 0.391 -0.434 0.413 1.000 0.104 -0.004 0.165 -0.301 -0.009 -0.047 0.080 0.141 0.181 0.011 0.047 0.184 |\n",
"| p3770_s | 0.256 -0.009 0.164 0.066 0.021 -0.009 0.006 -0.073 0.065 -0.054 -0.084 0.104 1.000 -0.005 0.122 -0.003 -0.010 0.014 -0.028 0.043 0.008 0.005 -0.032 -0.020 |\n",
"| phi_p | 0.026 0.099 0.021 0.002 -0.165 -0.022 0.018 0.009 0.027 -0.024 0.017 -0.004 -0.005 1.000 0.009 -0.000 0.909 -0.003 -0.033 -0.011 0.001 -0.076 0.009 -0.083 |\n",
"| p4415_p | 0.551 -0.057 0.690 0.373 -0.004 -0.291 0.018 0.367 0.718 -0.706 0.574 0.165 0.122 0.009 1.000 -0.127 0.003 -0.140 -0.319 0.241 -0.167 0.024 0.227 0.303 |\n",
"| p3770_p | 0.126 0.032 0.107 0.223 0.009 0.167 -0.006 -0.258 -0.391 0.448 -0.603 -0.301 -0.003 -0.000 -0.127 1.000 -0.002 0.100 0.103 -0.166 -0.088 -0.013 0.151 -0.199 |\n",
"| phi_s | 0.030 0.066 0.019 -0.001 -0.139 -0.015 0.037 0.006 0.027 -0.024 0.018 -0.009 -0.010 0.909 0.003 -0.002 1.000 -0.013 -0.044 -0.020 0.001 -0.040 0.007 -0.112 |\n",
"| bplus_0 | -0.146 0.175 -0.127 -0.055 0.060 -0.585 -0.033 -0.054 -0.156 0.226 -0.153 -0.047 0.014 -0.003 -0.140 0.100 -0.013 1.000 0.060 -0.028 0.077 -0.071 -0.049 -0.150 |\n",
"| Ctt | -0.105 -0.004 -0.455 -0.265 0.121 0.065 0.003 -0.425 -0.474 0.440 -0.472 0.080 -0.028 -0.033 -0.319 0.103 -0.044 0.060 1.000 0.009 0.185 -0.002 0.136 0.394 |\n",
"| p4160_s | 0.196 -0.031 0.173 0.386 0.047 -0.114 0.012 0.190 0.369 -0.385 0.342 0.141 0.043 -0.011 0.241 -0.166 -0.020 -0.028 0.009 1.000 0.289 0.012 0.027 0.220 |\n",
"| p4415_s | -0.104 0.029 -0.164 -0.050 0.003 0.144 -0.007 0.016 -0.051 0.042 -0.012 0.181 0.008 0.001 -0.167 -0.088 0.001 0.077 0.185 0.289 1.000 -0.012 -0.017 -0.149 |\n",
"| omega_s | -0.002 -0.355 0.017 0.012 0.083 0.028 0.717 0.006 0.019 -0.031 0.017 0.011 0.005 -0.076 0.024 -0.013 -0.040 -0.071 -0.002 0.012 -0.012 1.000 0.005 0.052 |\n",
"| psi2s_p | 0.418 -0.012 0.299 0.102 -0.014 -0.076 0.005 0.012 0.185 -0.190 -0.032 0.047 -0.032 0.009 0.227 0.151 0.007 -0.049 0.136 0.027 -0.017 0.005 1.000 0.044 |\n",
"| bplus_2 | 0.165 -0.120 0.158 0.075 0.250 -0.345 0.042 0.161 0.258 -0.331 0.271 0.184 -0.020 -0.083 0.303 -0.199 -0.112 -0.150 0.394 0.220 -0.149 0.052 0.044 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.04184298912460305}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.28932781706772515}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.15720020431109338}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.35162985099902344}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.25279143853880104}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.03227927257945207}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.2962341102421533}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.502162514817949}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 2.5177755171147846}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.47095511064931567}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 1.4660364150776335}), (<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.1960216842688318}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.2621381767777382}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.46764509396672604}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.26469020671709864}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.15944525824462064}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 1.9009061284750102}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.014792002441646801}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.2042749478064787}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.17818246165544105}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.1952041222720029}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 1.2909843203277918}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.03811572185864609}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.0862791657364742})])\n",
"Step: 5/11\n",
"Current Ctt: 1.0910894511799618\n",
"Ctt floating: False\n",
"Toy 0/1 - Fit 0/1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"------------------------------------------------------------------\n",
"| FCN = 2.97E+05 | Ncalls=1049 (1049 total) |\n",
"| EDM = 8.2E-05 (Goal: 5E-06) | up = 0.5 |\n",
"------------------------------------------------------------------\n",
"| Valid Min. | Valid Param. | Above EDM | Reached call limit |\n",
"------------------------------------------------------------------\n",
"| True | True | False | False |\n",
"------------------------------------------------------------------\n",
"| Hesse failed | Has cov. | Accurate | Pos. def. | Forced |\n",
"------------------------------------------------------------------\n",
"| False | True | True | True | False |\n",
"------------------------------------------------------------------\n",
"Function minimum: 296968.7291744274\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | jpsi_p | -1.46 | 0.04 | | |-6.28319 | 6.28319 | |\n",
"| 1 | rho_s | 1.63 | 0.30 | | |0.0253049| 2.0747 | |\n",
"| 2 | p4160_p | -1.71 | 0.12 | | |-6.28319 | 6.28319 | |\n",
"| 3 | p4040_p | -2.2 | 0.6 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.69 | 0.26 | | |-6.28319 | 6.28319 | |\n",
"| 5 | bplus_1 | -0.88 | 0.06 | | | -2 | 2 | |\n",
"| 6 | omega_p | 0.25 | 0.30 | | |-6.28319 | 6.28319 | |\n",
"| 7 | Dbar_s | 0.30 | 0.07 | | | -0.3 | 0.3 | |\n",
"| 8 | DDstar_p | -1.4 | 1.0 | | |-6.28319 | 6.28319 | |\n",
"| 9 | DDstar_s | -0.30 | 0.54 | | | -0.3 | 0.3 | |\n",
"| 10| Dbar_p | -0.06 | 0.50 | | |-6.28319 | 6.28319 | |\n",
"| 11| p4040_s | 0.32 | 0.20 | | |0.00501244| 2.01499 | |\n",
"| 12| p3770_s | 2.42 | 0.25 | | |0.918861 | 4.08114 | |\n",
"| 13| phi_p | 0.5 | 0.5 | | |-6.28319 | 6.28319 | |\n",
"| 14| p4415_p | -2.37 | 0.19 | | |-6.28319 | 6.28319 | |\n",
"| 15| p3770_p | -2.63 | 0.16 | | |-6.28319 | 6.28319 | |\n",
"| 16| phi_s | 17.9 | 2.0 | | | 14.8182 | 23.5818 | |\n",
"| 17| bplus_0 | 0.480 | 0.020 | | | -2 | 2 | |\n",
"| 18| p4160_s | 2.16 | 0.17 | | | 0.71676 | 3.68324 | |\n",
"| 19| p4415_s | 1.21 | 0.20 | | |0.126447 | 2.35355 | |\n",
"| 20| omega_s | 7.3 | 1.3 | | | 4.19232 | 9.40768 | |\n",
"| 21| psi2s_p | 2.06 | 0.04 | | |-6.28319 | 6.28319 | |\n",
"| 22| bplus_2 | -0.48 | 0.08 | | | -2 | 2 | |\n",
"----------------------------------------------------------------------------------------------\n",
"-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | jpsi_p rho_s p4160_p p4040_p rho_p bplus_1 omega_p Dbar_s DDstar_p DDstar_s Dbar_p p4040_s p3770_s phi_p p4415_p p3770_p phi_s bplus_0 p4160_s p4415_s omega_s psi2s_p bplus_2 |\n",
"-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| jpsi_p | 1.000 0.086 0.441 0.132 -0.004 0.294 -0.025 0.071 -0.304 -0.387 0.446 -0.261 0.169 0.002 0.045 0.517 0.002 0.002 -0.111 0.001 -0.044 0.218 -0.231 |\n",
"| rho_s | 0.086 1.000 0.023 -0.023 0.144 0.034 -0.033 0.019 -0.187 -0.139 -0.063 -0.063 0.002 0.131 -0.077 0.088 0.094 0.238 -0.045 0.060 -0.376 -0.024 -0.236 |\n",
"| p4160_p | 0.441 0.023 1.000 0.223 0.102 0.149 -0.001 0.139 -0.247 -0.377 0.184 -0.523 0.005 -0.021 0.305 0.419 -0.033 0.045 -0.025 -0.100 -0.015 0.082 0.104 |\n",
"| p4040_p | 0.132 -0.023 0.223 1.000 0.066 -0.040 0.006 0.096 -0.002 -0.094 0.079 -0.294 -0.110 -0.025 0.237 0.174 -0.033 0.020 0.455 -0.012 0.005 -0.098 0.226 |\n",
"| rho_p | -0.004 0.144 0.102 0.066 1.000 0.099 0.010 -0.003 -0.142 -0.103 0.013 -0.066 0.059 -0.176 0.026 0.108 -0.156 0.087 0.025 -0.015 0.035 -0.019 0.105 |\n",
"| bplus_1 | 0.294 0.034 0.149 -0.040 0.099 1.000 0.001 0.073 -0.801 -0.593 -0.217 -0.262 0.062 -0.013 -0.267 0.392 -0.010 -0.466 -0.146 0.231 -0.007 -0.082 -0.555 |\n",
"| omega_p | -0.025 -0.033 -0.001 0.006 0.010 0.001 1.000 -0.003 0.034 0.023 0.018 0.012 0.002 0.018 0.017 -0.014 0.037 -0.048 0.010 -0.012 0.723 0.005 0.055 |\n",
"| Dbar_s | 0.071 0.019 0.139 0.096 -0.003 0.073 -0.003 1.000 -0.129 -0.073 0.008 -0.095 0.082 0.006 0.015 0.098 0.007 0.005 -0.018 -0.027 -0.007 0.042 -0.119 |\n",
"| DDstar_p | -0.304 -0.187 -0.247 -0.002 -0.142 -0.801 0.034 -0.129 1.000 0.749 0.368 0.414 -0.039 -0.001 0.320 -0.471 0.004 -0.099 0.208 -0.158 0.077 0.197 0.660 |\n",
"| DDstar_s | -0.387 -0.139 -0.377 -0.094 -0.103 -0.593 0.023 -0.073 0.749 1.000 0.416 0.309 -0.110 -0.006 0.098 -0.380 -0.001 -0.073 0.112 -0.081 0.056 0.045 0.495 |\n",
"| Dbar_p | 0.446 -0.063 0.184 0.079 0.013 -0.217 0.018 0.008 0.368 0.416 1.000 0.061 0.141 -0.008 0.200 0.314 -0.016 0.011 0.041 -0.010 0.025 0.435 0.231 |\n",
"| p4040_s | -0.261 -0.063 -0.523 -0.294 -0.066 -0.262 0.012 -0.095 0.414 0.309 0.061 1.000 0.143 -0.002 -0.090 -0.296 0.002 -0.033 -0.108 0.114 0.029 0.018 0.055 |\n",
"| p3770_s | 0.169 0.002 0.005 -0.110 0.059 0.062 0.002 0.082 -0.039 -0.110 0.141 0.143 1.000 -0.021 0.010 -0.091 -0.029 0.040 0.001 0.072 -0.003 -0.222 -0.024 |\n",
"| phi_p | 0.002 0.131 -0.021 -0.025 -0.176 -0.013 0.018 0.006 -0.001 -0.006 -0.008 -0.002 -0.021 1.000 -0.027 -0.007 0.917 0.008 -0.022 0.016 -0.081 -0.006 -0.089 |\n",
"| p4415_p | 0.045 -0.077 0.305 0.237 0.026 -0.267 0.017 0.015 0.320 0.098 0.200 -0.090 0.010 -0.027 1.000 -0.002 -0.035 -0.005 0.079 -0.254 0.028 0.057 0.360 |\n",
"| p3770_p | 0.517 0.088 0.419 0.174 0.108 0.392 -0.014 0.098 -0.471 -0.380 0.314 -0.296 -0.091 -0.007 -0.002 1.000 -0.017 0.087 -0.071 0.039 -0.040 0.103 -0.241 |\n",
"| phi_s | 0.002 0.094 -0.033 -0.033 -0.156 -0.010 0.037 0.007 0.004 -0.001 -0.016 0.002 -0.029 0.917 -0.035 -0.017 1.000 -0.007 -0.028 0.020 -0.045 -0.007 -0.105 |\n",
"| bplus_0 | 0.002 0.238 0.045 0.020 0.087 -0.466 -0.048 0.005 -0.099 -0.073 0.011 -0.033 0.040 0.008 -0.005 0.087 -0.007 1.000 0.015 0.022 -0.105 -0.015 -0.198 |\n",
"| p4160_s | -0.111 -0.045 -0.025 0.455 0.025 -0.146 0.010 -0.018 0.208 0.112 0.041 -0.108 0.001 -0.022 0.079 -0.071 -0.028 0.015 1.000 0.235 0.017 -0.088 0.150 |\n",
"| p4415_s | 0.001 0.060 -0.100 -0.012 -0.015 0.231 -0.012 -0.027 -0.158 -0.081 -0.010 0.114 0.072 0.016 -0.254 0.039 0.020 0.022 0.235 1.000 -0.021 0.011 -0.411 |\n",
"| omega_s | -0.044 -0.376 -0.015 0.005 0.035 -0.007 0.723 -0.007 0.077 0.056 0.025 0.029 -0.003 -0.081 0.028 -0.040 -0.045 -0.105 0.017 -0.021 1.000 0.010 0.095 |\n",
"| psi2s_p | 0.218 -0.024 0.082 -0.098 -0.019 -0.082 0.005 0.042 0.197 0.045 0.435 0.018 -0.222 -0.006 0.057 0.103 -0.007 -0.015 -0.088 0.011 0.010 1.000 -0.016 |\n",
"| bplus_2 | -0.231 -0.236 0.104 0.226 0.105 -0.555 0.055 -0.119 0.660 0.495 0.231 0.055 -0.024 -0.089 0.360 -0.241 -0.105 -0.198 0.150 -0.411 0.095 -0.016 1.000 |\n",
"-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.03629123205332219}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.30118447397518067}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.11746256211456929}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.565315136723898}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.2578333849098109}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.06299979083463492}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.30093532140458246}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.06941149544506003}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.9932965573618386}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.536045263720389}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.5021372286276393}), (<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.19608145912904512}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.24909485637497797}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.49128732836878264}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.19484945899059936}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.16097962381360298}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 2.007842145348045}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.020447457748468123}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.17066057080641128}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.2033584833388411}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 1.3364502629121944}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.03582569201439867}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.08441834596442221})])\n",
"\n",
"Time taken: 23 min, 37 s\n",
"Estimated time left: 23 min, 37 s\n",
"Step: 6/11\n",
"Current Ctt: 1.1952286093343936\n",
"Ctt floating: True\n",
"Toy 0/1 - Fit 0/1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"------------------------------------------------------------------\n",
"| FCN = 2.969E+05 | Ncalls=1059 (1059 total) |\n",
"| EDM = 0.000305 (Goal: 5E-06) | up = 0.5 |\n",
"------------------------------------------------------------------\n",
"| Valid Min. | Valid Param. | Above EDM | Reached call limit |\n",
"------------------------------------------------------------------\n",
"| True | True | False | False |\n",
"------------------------------------------------------------------\n",
"| Hesse failed | Has cov. | Accurate | Pos. def. | Forced |\n",
"------------------------------------------------------------------\n",
"| False | True | False | False | True |\n",
"------------------------------------------------------------------\n",
"Function minimum: 296939.8181073398\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | jpsi_p | -1.52 | 0.05 | | |-6.28319 | 6.28319 | |\n",
"| 1 | rho_s | 0.95 | 0.25 | | |0.0253049| 2.0747 | |\n",
"| 2 | p4160_p | -2.19 | 0.15 | | |-6.28319 | 6.28319 | |\n",
"| 3 | p4040_p | -2.51 | 0.20 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.7 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 5 | bplus_1 | -1.041 | 0.013 | | | -2 | 2 | |\n",
"| 6 | omega_p | 0.72 | 0.21 | | |-6.28319 | 6.28319 | |\n",
"| 7 | Dbar_s | -0.30 | 0.41 | | | -0.3 | 0.3 | |\n",
"| 8 | DDstar_p | -1.0 | 3.7 | | |-6.28319 | 6.28319 | |\n",
"| 9 | DDstar_s | 0.08 | 0.48 | | | -0.3 | 0.3 | |\n",
"| 10| Dbar_p | 0.3 | 0.8 | | |-6.28319 | 6.28319 | |\n",
"| 11| p4040_s | 0.93 | 0.15 | | |0.00501244| 2.01499 | |\n",
"| 12| p3770_s | 2.68 | 0.24 | | |0.918861 | 4.08114 | |\n",
"| 13| phi_p | 0.22 | 0.29 | | |-6.28319 | 6.28319 | |\n",
"| 14| p4415_p | -2.43 | 0.21 | | |-6.28319 | 6.28319 | |\n",
"| 15| p3770_p | -2.96 | 0.10 | | |-6.28319 | 6.28319 | |\n",
"| 16| phi_s | 18.2 | 1.1 | | | 14.8182 | 23.5818 | |\n",
"| 17| bplus_0 | 0.525 | 0.007 | | | -2 | 2 | |\n",
"| 18| Ctt | 1.57 | 0.12 | | | -2.5 | 2.5 | |\n",
"| 19| p4160_s | 2.22 | 0.14 | | | 0.71676 | 3.68324 | |\n",
"| 20| p4415_s | 1.30 | 0.16 | | |0.126447 | 2.35355 | |\n",
"| 21| omega_s | 8.7 | 1.0 | | | 4.19232 | 9.40768 | |\n",
"| 22| psi2s_p | 2.09 | 0.04 | | |-6.28319 | 6.28319 | |\n",
"| 23| bplus_2 | -0.08 | 0.05 | | | -2 | 2 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | jpsi_p rho_s p4160_p p4040_p rho_p bplus_1 omega_p Dbar_s DDstar_p DDstar_s Dbar_p p4040_s p3770_s phi_p p4415_p p3770_p phi_s bplus_0 Ctt p4160_s p4415_s omega_s psi2s_p bplus_2 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| jpsi_p | 1.000 0.054 0.770 0.551 -0.037 0.246 0.016 0.240 0.872 -0.873 0.746 0.367 0.439 0.019 0.673 0.424 0.027 0.216 -0.246 0.238 -0.121 0.005 0.586 0.084 |\n",
"| rho_s | 0.054 1.000 0.028 0.015 0.097 -0.000 0.315 0.021 0.044 -0.040 0.042 0.016 0.009 0.027 0.023 0.015 -0.003 0.062 -0.021 0.007 0.006 -0.080 0.027 -0.073 |\n",
"| p4160_p | 0.770 0.028 1.000 0.565 0.006 0.230 0.019 0.144 0.839 -0.836 0.719 0.188 0.397 0.029 0.714 0.448 0.025 0.212 -0.399 0.192 -0.093 0.008 0.546 0.123 |\n",
"| p4040_p | 0.551 0.015 0.565 1.000 0.012 0.159 0.014 0.039 0.593 -0.593 0.475 0.168 0.259 0.021 0.519 0.370 0.015 0.148 -0.310 0.391 -0.045 0.005 0.345 0.089 |\n",
"| rho_p | -0.037 0.097 0.006 0.012 1.000 0.053 0.071 0.020 0.001 0.000 -0.001 0.018 0.018 -0.013 0.017 -0.001 0.020 0.066 0.011 0.026 -0.001 0.012 0.000 0.195 |\n",
"| bplus_1 | 0.246 -0.000 0.230 0.159 0.053 1.000 0.008 0.248 0.344 -0.300 0.316 0.198 0.155 0.011 0.229 0.136 0.002 -0.255 -0.152 0.164 0.085 0.001 0.201 -0.136 |\n",
"| omega_p | 0.016 0.315 0.019 0.014 0.071 0.008 1.000 0.009 0.024 -0.023 0.020 0.011 0.011 0.033 0.018 0.010 0.035 0.018 -0.007 0.008 -0.001 0.639 0.014 0.008 |\n",
"| Dbar_s | 0.240 0.021 0.144 0.039 0.020 0.248 0.009 1.000 0.189 -0.223 0.222 0.065 0.005 0.008 0.111 0.157 0.003 0.236 -0.252 0.020 -0.002 -0.001 0.091 0.135 |\n",
"| DDstar_p | 0.872 0.044 0.839 0.593 0.001 0.344 0.024 0.189 1.000 -0.982 0.927 0.413 0.451 0.033 0.738 0.422 0.032 0.317 -0.364 0.274 -0.127 0.009 0.624 0.114 |\n",
"| DDstar_s | -0.873 -0.040 -0.836 -0.593 0.000 -0.300 -0.023 -0.223 -0.982 1.000 -0.935 -0.434 -0.452 -0.034 -0.749 -0.407 -0.032 -0.275 0.379 -0.292 0.112 -0.010 -0.633 -0.116 |\n",
"| Dbar_p | 0.746 0.042 0.719 0.475 -0.001 0.316 0.020 0.222 0.927 -0.935 1.000 0.396 0.340 0.028 0.657 0.268 0.027 0.291 -0.391 0.264 -0.095 0.007 0.500 0.138 |\n",
"| p4040_s | 0.367 0.016 0.188 0.168 0.018 0.198 0.011 0.065 0.413 -0.434 0.396 1.000 0.277 0.015 0.248 0.171 0.009 0.188 0.030 0.097 0.042 0.002 0.262 0.044 |\n",
"| p3770_s | 0.439 0.009 0.397 0.259 0.018 0.155 0.011 0.005 0.451 -0.452 0.340 0.277 1.000 0.017 0.361 0.073 0.009 0.149 -0.171 0.155 -0.041 0.003 0.181 0.043 |\n",
"| phi_p | 0.019 0.027 0.029 0.021 -0.013 0.011 0.033 0.008 0.033 -0.034 0.028 0.015 0.017 1.000 0.026 0.015 0.779 0.011 -0.009 0.011 -0.004 -0.030 0.020 0.014 |\n",
"| p4415_p | 0.673 0.023 0.714 0.519 0.017 0.229 0.018 0.111 0.738 -0.749 0.657 0.248 0.361 0.026 1.000 0.368 0.020 0.213 -0.265 0.150 -0.158 0.006 0.474 0.140 |\n",
"| p3770_p | 0.424 0.015 0.448 0.370 -0.001 0.136 0.010 0.157 0.422 -0.407 0.268 0.171 0.073 0.015 0.368 1.000 0.012 0.132 -0.227 0.116 -0.096 0.003 0.282 0.039 |\n",
"| phi_s | 0.027 -0.003 0.025 0.015 0.020 0.002 0.035 0.003 0.032 -0.032 0.027 0.009 0.009 0.779 0.020 0.012 1.000 -0.000 -0.011 0.003 -0.004 -0.000 0.018 -0.036 |\n",
"| bplus_0 | 0.216 0.062 0.212 0.148 0.066 -0.255 0.018 0.236 0.317 -0.275 0.291 0.188 0.149 0.011 0.213 0.132 -0.000 1.000 -0.142 0.160 0.083 -0.006 0.183 -0.102 |\n",
"| Ctt | -0.246 -0.021 -0.399 -0.310 0.011 -0.152 -0.007 -0.252 -0.364 0.379 -0.391 0.030 -0.171 -0.009 -0.265 -0.227 -0.011 -0.142 1.000 0.058 0.205 -0.003 -0.082 0.332 |\n",
"| p4160_s | 0.238 0.007 0.192 0.391 0.026 0.164 0.008 0.020 0.274 -0.292 0.264 0.097 0.155 0.011 0.150 0.116 0.003 0.160 0.058 1.000 0.183 0.000 0.144 0.065 |\n",
"| p4415_s | -0.121 0.006 -0.093 -0.045 -0.001 0.085 -0.001 -0.002 -0.127 0.112 -0.095 0.042 -0.041 -0.004 -0.158 -0.096 -0.004 0.083 0.205 0.183 1.000 -0.002 -0.075 -0.121 |\n",
"| omega_s | 0.005 -0.080 0.008 0.005 0.012 0.001 0.639 -0.001 0.009 -0.010 0.007 0.002 0.003 -0.030 0.006 0.003 -0.000 -0.006 -0.003 0.000 -0.002 1.000 0.005 -0.008 |\n",
"| psi2s_p | 0.586 0.027 0.546 0.345 0.000 0.201 0.014 0.091 0.624 -0.633 0.500 0.262 0.181 0.020 0.474 0.282 0.018 0.183 -0.082 0.144 -0.075 0.005 1.000 0.026 |\n",
"| bplus_2 | 0.084 -0.073 0.123 0.089 0.195 -0.136 0.008 0.135 0.114 -0.116 0.138 0.044 0.043 0.014 0.140 0.039 -0.036 -0.102 0.332 0.065 -0.121 -0.008 0.026 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.04528409765540298}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.24839905215830838}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.15213495204092675}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.20318874621917904}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.3531546251763724}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.012848584613857295}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.213514048083689}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.405398004255336}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 3.6760215619230254}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.47668538890089185}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.8045030715428441}), (<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.1496708661215665}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.23560670912498383}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.2887618628871187}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.21299975174791586}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.098494067267626}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 1.1499512693813152}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.006530544304049535}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.11757922489754025}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.14033759532498702}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.16126637569069968}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 1.0349058263880915}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.035866975018942426}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.05287302214910361})])\n",
"Step: 6/11\n",
"Current Ctt: 1.1952286093343936\n",
"Ctt floating: False\n",
"Toy 0/1 - Fit 0/1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"------------------------------------------------------------------\n",
"| FCN = 2.97E+05 | Ncalls=1046 (1046 total) |\n",
"| EDM = 2.36E-05 (Goal: 5E-06) | up = 0.5 |\n",
"------------------------------------------------------------------\n",
"| Valid Min. | Valid Param. | Above EDM | Reached call limit |\n",
"------------------------------------------------------------------\n",
"| True | True | False | False |\n",
"------------------------------------------------------------------\n",
"| Hesse failed | Has cov. | Accurate | Pos. def. | Forced |\n",
"------------------------------------------------------------------\n",
"| False | True | False | False | True |\n",
"------------------------------------------------------------------\n",
"Function minimum: 296958.8313506647\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | jpsi_p | -1.48 | 0.03 | | |-6.28319 | 6.28319 | |\n",
"| 1 | rho_s | 1.02 | 0.31 | | |0.0253049| 2.0747 | |\n",
"| 2 | p4160_p | -1.89 | 0.12 | | |-6.28319 | 6.28319 | |\n",
"| 3 | p4040_p | -2.3 | 0.3 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -1.0 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 5 | bplus_1 | -0.92 | 0.05 | | | -2 | 2 | |\n",
"| 6 | omega_p | 0.7 | 0.3 | | |-6.28319 | 6.28319 | |\n",
"| 7 | Dbar_s | 0.30 | 0.04 | | | -0.3 | 0.3 | |\n",
"| 8 | DDstar_p | -1.3 | 0.7 | | |-6.28319 | 6.28319 | |\n",
"| 9 | DDstar_s | -0.30 | 0.42 | | | -0.3 | 0.3 | |\n",
"| 10| Dbar_p | 0.006 | 0.408 | | |-6.28319 | 6.28319 | |\n",
"| 11| p4040_s | 0.55 | 0.18 | | |0.00501244| 2.01499 | |\n",
"| 12| p3770_s | 2.77 | 0.25 | | |0.918861 | 4.08114 | |\n",
"| 13| phi_p | 0.22 | 1.31 | | |-6.28319 | 6.28319 | |\n",
"| 14| p4415_p | -2.42 | 0.19 | | |-6.28319 | 6.28319 | |\n",
"| 15| p3770_p | -2.61 | 0.13 | | |-6.28319 | 6.28319 | |\n",
"| 16| phi_s | 18 | 6 | | | 14.8182 | 23.5818 | |\n",
"| 17| bplus_0 | 0.506 | 0.022 | | | -2 | 2 | |\n",
"| 18| p4160_s | 1.90 | 0.17 | | | 0.71676 | 3.68324 | |\n",
"| 19| p4415_s | 1.19 | 0.21 | | |0.126447 | 2.35355 | |\n",
"| 20| omega_s | 9 | 4 | | | 4.19232 | 9.40768 | |\n",
"| 21| psi2s_p | 2.06 | 0.03 | | |-6.28319 | 6.28319 | |\n",
"| 22| bplus_2 | -0.51 | 0.08 | | | -2 | 2 | |\n",
"----------------------------------------------------------------------------------------------\n",
"-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | jpsi_p rho_s p4160_p p4040_p rho_p bplus_1 omega_p Dbar_s DDstar_p DDstar_s Dbar_p p4040_s p3770_s phi_p p4415_p p3770_p phi_s bplus_0 p4160_s p4415_s omega_s psi2s_p bplus_2 |\n",
"-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| jpsi_p | 1.000 0.062 0.328 0.113 -0.039 0.209 -0.015 0.023 -0.245 -0.307 0.548 -0.200 0.164 -0.080 0.052 0.448 -0.077 -0.018 -0.128 -0.025 -0.012 0.195 -0.172 |\n",
"| rho_s | 0.062 1.000 -0.033 -0.044 0.062 -0.064 0.419 0.006 -0.095 -0.043 -0.023 -0.010 -0.016 0.107 -0.058 0.029 0.098 0.197 -0.030 0.051 0.099 -0.003 -0.226 |\n",
"| p4160_p | 0.328 -0.033 1.000 0.152 0.068 -0.005 -0.000 0.064 -0.084 -0.238 0.277 -0.487 -0.012 -0.023 0.336 0.321 -0.028 0.026 -0.087 -0.097 -0.005 0.056 0.257 |\n",
"| p4040_p | 0.113 -0.044 0.152 1.000 0.049 -0.080 -0.006 0.050 0.081 -0.078 0.152 -0.201 -0.069 -0.021 0.213 0.162 -0.026 0.018 0.427 0.025 -0.004 -0.102 0.246 |\n",
"| rho_p | -0.039 0.062 0.068 0.049 1.000 0.039 0.198 -0.006 -0.136 -0.062 0.032 -0.041 0.055 0.099 0.024 0.084 0.102 0.133 0.013 -0.012 0.054 -0.021 0.106 |\n",
"| bplus_1 | 0.209 -0.064 -0.005 -0.080 0.039 1.000 -0.011 0.016 -0.685 -0.307 -0.033 -0.104 0.061 -0.003 -0.189 0.282 -0.002 -0.614 -0.088 0.217 -0.000 -0.019 -0.381 |\n",
"| omega_p | -0.015 0.419 -0.000 -0.006 0.198 -0.011 1.000 0.001 -0.037 -0.020 0.006 -0.008 0.001 0.203 -0.011 0.017 0.204 0.062 -0.006 0.010 0.793 -0.008 -0.039 |\n",
"| Dbar_s | 0.023 0.006 0.064 0.050 -0.006 0.016 0.001 1.000 -0.056 -0.013 0.019 -0.039 0.047 0.003 0.015 0.036 0.003 -0.001 -0.013 -0.020 0.001 0.027 -0.054 |\n",
"| DDstar_p | -0.245 -0.095 -0.084 0.081 -0.136 -0.685 -0.037 -0.056 1.000 0.471 0.164 0.274 -0.047 0.010 0.272 -0.406 0.011 -0.085 0.204 -0.141 0.001 0.145 0.526 |\n",
"| DDstar_s | -0.307 -0.043 -0.238 -0.078 -0.062 -0.307 -0.020 -0.013 0.471 1.000 0.209 0.126 -0.109 -0.003 -0.023 -0.235 -0.002 -0.040 0.061 -0.030 -0.001 -0.051 0.241 |\n",
"| Dbar_p | 0.548 -0.023 0.277 0.152 0.032 -0.033 0.006 0.019 0.164 0.209 1.000 -0.050 0.183 0.011 0.157 0.453 0.007 0.029 -0.004 0.007 0.001 0.396 0.055 |\n",
"| p4040_s | -0.200 -0.010 -0.487 -0.201 -0.041 -0.104 -0.008 -0.039 0.274 0.126 -0.050 1.000 0.151 0.002 -0.141 -0.219 0.003 -0.014 -0.048 0.143 0.001 -0.012 -0.102 |\n",
"| p3770_s | 0.164 -0.016 -0.012 -0.069 0.055 0.061 0.001 0.047 -0.047 -0.109 0.183 0.151 1.000 -0.020 0.015 -0.108 -0.024 0.041 0.032 0.069 -0.004 -0.255 -0.006 |\n",
"| phi_p | -0.080 0.107 -0.023 -0.021 0.099 -0.003 0.203 0.003 0.010 -0.003 0.011 0.002 -0.020 1.000 -0.017 -0.014 0.987 -0.007 -0.010 0.008 0.010 -0.016 -0.040 |\n",
"| p4415_p | 0.052 -0.058 0.336 0.213 0.024 -0.189 -0.011 0.015 0.272 -0.023 0.157 -0.141 0.015 -0.017 1.000 0.036 -0.021 0.004 -0.004 -0.220 -0.004 0.014 0.283 |\n",
"| p3770_p | 0.448 0.029 0.321 0.162 0.084 0.282 0.017 0.036 -0.406 -0.235 0.453 -0.219 -0.108 -0.014 0.036 1.000 -0.018 0.070 -0.083 0.010 -0.002 0.124 -0.142 |\n",
"| phi_s | -0.077 0.098 -0.028 -0.026 0.102 -0.002 0.204 0.003 0.011 -0.002 0.007 0.003 -0.024 0.987 -0.021 -0.018 1.000 -0.011 -0.012 0.011 0.018 -0.016 -0.052 |\n",
"| bplus_0 | -0.018 0.197 0.026 0.018 0.133 -0.614 0.062 -0.001 -0.085 -0.040 0.029 -0.014 0.041 -0.007 0.004 0.070 -0.011 1.000 0.016 0.017 0.000 -0.013 -0.214 |\n",
"| p4160_s | -0.128 -0.030 -0.087 0.427 0.013 -0.088 -0.006 -0.013 0.204 0.061 -0.004 -0.048 0.032 -0.010 -0.004 -0.083 -0.012 0.016 1.000 0.276 -0.002 -0.096 0.037 |\n",
"| p4415_s | -0.025 0.051 -0.097 0.025 -0.012 0.217 0.010 -0.020 -0.141 -0.030 0.007 0.143 0.069 0.008 -0.220 0.010 0.011 0.017 0.276 1.000 0.002 0.019 -0.422 |\n",
"| omega_s | -0.012 0.099 -0.005 -0.004 0.054 -0.000 0.793 0.001 0.001 -0.001 0.001 0.001 -0.004 0.010 -0.004 -0.002 0.018 0.000 -0.002 0.002 1.000 -0.002 -0.010 |\n",
"| psi2s_p | 0.195 -0.003 0.056 -0.102 -0.021 -0.019 -0.008 0.027 0.145 -0.051 0.396 -0.012 -0.255 -0.016 0.014 0.124 -0.016 -0.013 -0.096 0.019 -0.002 1.000 -0.098 |\n",
"| bplus_2 | -0.172 -0.226 0.257 0.246 0.106 -0.381 -0.039 -0.054 0.526 0.241 0.055 -0.102 -0.006 -0.040 0.283 -0.142 -0.052 -0.214 0.037 -0.422 -0.010 -0.098 1.000 |\n",
"-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.03315706549706743}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.31330479345684153}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.12092643103182432}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.32832185000645664}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.407141830712376}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.05421153784750177}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.34159772012698086}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.038389979321935164}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.6945135580421073}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.4182160577884089}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.40848863457479156}), (<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.1786062640526911}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.24505042877326755}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 1.3130255378990543}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.1880989189545128}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.13487049340479773}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 6.1350787988866875}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.021731377480066483}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.17023952031780798}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.20503674148275525}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 3.8069189487520543}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.03470652403318297}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.07692341255505597})])\n",
"\n",
"Time taken: 28 min, 23 s\n",
"Estimated time left: 20 min, 16 s\n",
"Step: 7/11\n",
"Current Ctt: 1.2909944487358056\n",
"Ctt floating: True\n",
"Toy 0/1 - Fit 0/1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"------------------------------------------------------------------\n",
"| FCN = 2.97E+05 | Ncalls=1113 (1113 total) |\n",
"| EDM = 0.000354 (Goal: 5E-06) | up = 0.5 |\n",
"------------------------------------------------------------------\n",
"| Valid Min. | Valid Param. | Above EDM | Reached call limit |\n",
"------------------------------------------------------------------\n",
"| True | True | False | False |\n",
"------------------------------------------------------------------\n",
"| Hesse failed | Has cov. | Accurate | Pos. def. | Forced |\n",
"------------------------------------------------------------------\n",
"| False | True | True | True | False |\n",
"------------------------------------------------------------------\n",
"Function minimum: 296974.24162189604\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | jpsi_p | -1.50 | 0.06 | | |-6.28319 | 6.28319 | |\n",
"| 1 | rho_s | 1.69 | 0.28 | | |0.0253049| 2.0747 | |\n",
"| 2 | p4160_p | -2.11 | 0.20 | | |-6.28319 | 6.28319 | |\n",
"| 3 | p4040_p | -2.8 | 0.3 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.25 | 0.20 | | |-6.28319 | 6.28319 | |\n",
"| 5 | bplus_1 | -0.920 | 0.026 | | | -2 | 2 | |\n",
"| 6 | omega_p | -0.18 | 0.34 | | |-6.28319 | 6.28319 | |\n",
"| 7 | Dbar_s | -0.25 | 0.55 | | | -0.3 | 0.3 | |\n",
"| 8 | DDstar_p | -0.6 | 0.6 | | |-6.28319 | 6.28319 | |\n",
"| 9 | DDstar_s | 0.30 | 0.07 | | | -0.3 | 0.3 | |\n",
"| 10| Dbar_p | -0.7 | 0.9 | | |-6.28319 | 6.28319 | |\n",
"| 11| p4040_s | 0.98 | 0.17 | | |0.00501244| 2.01499 | |\n",
"| 12| p3770_s | 3.1 | 0.4 | | |0.918861 | 4.08114 | |\n",
"| 13| phi_p | 0.73 | 0.18 | | |-6.28319 | 6.28319 | |\n",
"| 14| p4415_p | -2.53 | 0.21 | | |-6.28319 | 6.28319 | |\n",
"| 15| p3770_p | -2.94 | 0.22 | | |-6.28319 | 6.28319 | |\n",
"| 16| phi_s | 20.0 | 0.9 | | | 14.8182 | 23.5818 | |\n",
"| 17| bplus_0 | 0.501 | 0.013 | | | -2 | 2 | |\n",
"| 18| Ctt | 1.29 | 0.19 | | | -2.5 | 2.5 | |\n",
"| 19| p4160_s | 2.14 | 0.16 | | | 0.71676 | 3.68324 | |\n",
"| 20| p4415_s | 1.63 | 0.19 | | |0.126447 | 2.35355 | |\n",
"| 21| omega_s | 4.2 | 0.9 | | | 4.19232 | 9.40768 | |\n",
"| 22| psi2s_p | 2.08 | 0.07 | | |-6.28319 | 6.28319 | |\n",
"| 23| bplus_2 | -0.24 | 0.07 | | | -2 | 2 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | jpsi_p rho_s p4160_p p4040_p rho_p bplus_1 omega_p Dbar_s DDstar_p DDstar_s Dbar_p p4040_s p3770_s phi_p p4415_p p3770_p phi_s bplus_0 Ctt p4160_s p4415_s omega_s psi2s_p bplus_2 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| jpsi_p | 1.000 -0.137 0.825 0.791 -0.075 -0.576 0.027 -0.911 -0.593 0.176 -0.856 -0.313 0.722 0.044 0.734 0.867 0.034 -0.525 0.537 0.082 -0.258 0.013 0.830 -0.181 |\n",
"| rho_s | -0.137 1.000 -0.134 -0.134 0.352 0.109 -0.069 0.163 0.149 -0.031 0.121 0.063 -0.120 -0.032 -0.117 -0.134 -0.055 0.186 -0.094 -0.007 0.060 -0.115 -0.138 0.048 |\n",
"| p4160_p | 0.825 -0.134 1.000 0.754 -0.035 -0.570 0.026 -0.866 -0.530 0.167 -0.749 -0.490 0.668 0.034 0.774 0.833 0.016 -0.506 0.385 0.039 -0.265 0.016 0.766 -0.157 |\n",
"| p4040_p | 0.791 -0.134 0.754 1.000 -0.027 -0.571 0.026 -0.865 -0.581 0.169 -0.721 -0.362 0.663 0.030 0.713 0.805 0.010 -0.505 0.458 0.261 -0.201 0.017 0.738 -0.160 |\n",
"| rho_p | -0.075 0.352 -0.035 -0.027 1.000 0.071 -0.226 0.053 0.038 -0.011 0.021 0.033 -0.023 -0.216 -0.012 -0.040 -0.123 0.063 0.010 0.039 0.007 0.103 -0.045 0.251 |\n",
"| bplus_1 | -0.576 0.109 -0.570 -0.571 0.071 1.000 -0.021 0.690 0.644 -0.131 0.512 0.267 -0.505 -0.036 -0.509 -0.560 -0.027 0.135 -0.458 -0.040 0.289 -0.009 -0.584 -0.003 |\n",
"| omega_p | 0.027 -0.069 0.026 0.026 -0.226 -0.021 1.000 -0.031 -0.025 0.006 -0.025 -0.012 0.023 0.019 0.023 0.027 0.025 -0.026 0.016 0.001 -0.010 0.146 0.027 -0.013 |\n",
"| Dbar_s | -0.911 0.163 -0.866 -0.865 0.053 0.690 -0.031 1.000 0.749 -0.215 0.855 0.327 -0.783 -0.041 -0.787 -0.898 -0.024 0.616 -0.571 -0.124 0.275 -0.019 -0.899 0.205 |\n",
"| DDstar_p | -0.593 0.149 -0.530 -0.581 0.038 0.644 -0.025 0.749 1.000 -0.185 0.751 0.195 -0.522 -0.022 -0.502 -0.606 -0.011 0.570 -0.388 -0.107 0.170 -0.018 -0.632 0.095 |\n",
"| DDstar_s | 0.176 -0.031 0.167 0.169 -0.011 -0.131 0.006 -0.215 -0.185 1.000 -0.180 -0.076 0.158 0.008 0.143 0.185 0.005 -0.117 0.130 0.016 -0.057 0.004 0.178 -0.050 |\n",
"| Dbar_p | -0.856 0.121 -0.749 -0.721 0.021 0.512 -0.025 0.855 0.751 -0.180 1.000 0.279 -0.647 -0.034 -0.661 -0.856 -0.012 0.452 -0.368 -0.071 0.201 -0.016 -0.783 0.147 |\n",
"| p4040_s | -0.313 0.063 -0.490 -0.362 0.033 0.267 -0.012 0.327 0.195 -0.076 0.279 1.000 -0.177 -0.017 -0.368 -0.331 -0.016 0.243 0.053 -0.132 0.216 -0.006 -0.270 0.076 |\n",
"| p3770_s | 0.722 -0.120 0.668 0.663 -0.023 -0.505 0.023 -0.783 -0.522 0.158 -0.647 -0.177 1.000 0.027 0.619 0.639 0.008 -0.443 0.439 0.115 -0.193 0.015 0.628 -0.164 |\n",
"| phi_p | 0.044 -0.032 0.034 0.030 -0.216 -0.036 0.019 -0.041 -0.022 0.008 -0.034 -0.017 0.027 1.000 0.026 0.038 0.555 -0.030 0.019 -0.006 -0.008 -0.035 0.036 -0.065 |\n",
"| p4415_p | 0.734 -0.117 0.774 0.713 -0.012 -0.509 0.023 -0.787 -0.502 0.143 -0.661 -0.368 0.619 0.026 1.000 0.737 0.004 -0.446 0.458 0.040 -0.310 0.016 0.692 -0.092 |\n",
"| p3770_p | 0.867 -0.134 0.833 0.805 -0.040 -0.560 0.027 -0.898 -0.606 0.185 -0.856 -0.331 0.639 0.038 0.737 1.000 0.019 -0.494 0.414 0.086 -0.264 0.016 0.802 -0.196 |\n",
"| phi_s | 0.034 -0.055 0.016 0.010 -0.123 -0.027 0.025 -0.024 -0.011 0.005 -0.012 -0.016 0.008 0.555 0.004 0.019 1.000 -0.031 0.001 -0.021 -0.003 -0.010 0.020 -0.120 |\n",
"| bplus_0 | -0.525 0.186 -0.506 -0.505 0.063 0.135 -0.026 0.616 0.570 -0.117 0.452 0.243 -0.443 -0.030 -0.446 -0.494 -0.031 1.000 -0.396 -0.020 0.256 -0.019 -0.523 0.010 |\n",
"| Ctt | 0.537 -0.094 0.385 0.458 0.010 -0.458 0.016 -0.571 -0.388 0.130 -0.368 0.053 0.439 0.019 0.458 0.414 0.001 -0.396 1.000 0.273 -0.026 0.013 0.580 0.320 |\n",
"| p4160_s | 0.082 -0.007 0.039 0.261 0.039 -0.040 0.001 -0.124 -0.107 0.016 -0.071 -0.132 0.115 -0.006 0.040 0.086 -0.021 -0.020 0.273 1.000 0.259 0.004 0.079 0.054 |\n",
"| p4415_s | -0.258 0.060 -0.265 -0.201 0.007 0.289 -0.010 0.275 0.170 -0.057 0.201 0.216 -0.193 -0.008 -0.310 -0.264 -0.003 0.256 -0.026 0.259 1.000 -0.008 -0.229 -0.077 |\n",
"| omega_s | 0.013 -0.115 0.016 0.017 0.103 -0.009 0.146 -0.019 -0.018 0.004 -0.016 -0.006 0.015 -0.035 0.016 0.016 -0.010 -0.019 0.013 0.004 -0.008 1.000 0.016 0.012 |\n",
"| psi2s_p | 0.830 -0.138 0.766 0.738 -0.045 -0.584 0.027 -0.899 -0.632 0.178 -0.783 -0.270 0.628 0.036 0.692 0.802 0.020 -0.523 0.580 0.079 -0.229 0.016 1.000 -0.195 |\n",
"| bplus_2 | -0.181 0.048 -0.157 -0.160 0.251 -0.003 -0.013 0.205 0.095 -0.050 0.147 0.076 -0.164 -0.065 -0.092 -0.196 -0.120 0.010 0.320 0.054 -0.077 0.012 -0.195 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.06497862860056536}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.2830967115533096}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.19931582387852664}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.3321637810259612}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.20350255453254817}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.026000195146002936}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.34193977890940097}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.550682431109885}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.5961168903760656}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.07115401068442817}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.9158093954146471}), (<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.17208496068564316}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.3777162713860669}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.17928892661644502}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.2060974694884956}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.21672550280819514}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 0.9366237137129829}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.012738301866036528}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.1856277337205383}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.15977732517271104}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.19131653349589617}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 0.88228152945298}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.06802193245227173}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.06985599165995982})])\n",
"Step: 7/11\n",
"Current Ctt: 1.2909944487358056\n",
"Ctt floating: False\n",
"Toy 0/1 - Fit 0/1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"------------------------------------------------------------------\n",
"| FCN = 2.97E+05 | Ncalls=1047 (1047 total) |\n",
"| EDM = 3.43E-05 (Goal: 5E-06) | up = 0.5 |\n",
"------------------------------------------------------------------\n",
"| Valid Min. | Valid Param. | Above EDM | Reached call limit |\n",
"------------------------------------------------------------------\n",
"| True | True | False | False |\n",
"------------------------------------------------------------------\n",
"| Hesse failed | Has cov. | Accurate | Pos. def. | Forced |\n",
"------------------------------------------------------------------\n",
"| False | True | True | True | False |\n",
"------------------------------------------------------------------\n",
"Function minimum: 296985.65627854504\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | jpsi_p | -1.47 | 0.03 | | |-6.28319 | 6.28319 | |\n",
"| 1 | rho_s | 1.66 | 0.30 | | |0.0253049| 2.0747 | |\n",
"| 2 | p4160_p | -1.87 | 0.13 | | |-6.28319 | 6.28319 | |\n",
"| 3 | p4040_p | -2.70 | 0.28 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.36 | 0.24 | | |-6.28319 | 6.28319 | |\n",
"| 5 | bplus_1 | -0.85 | 0.06 | | | -2 | 2 | |\n",
"| 6 | omega_p | -0.16 | 0.36 | | |-6.28319 | 6.28319 | |\n",
"| 7 | Dbar_s | 0.30 | 0.04 | | | -0.3 | 0.3 | |\n",
"| 8 | DDstar_p | -1.8 | 1.0 | | |-6.28319 | 6.28319 | |\n",
"| 9 | DDstar_s | -0.30 | 0.44 | | | -0.3 | 0.3 | |\n",
"| 10| Dbar_p | 0.18 | 0.43 | | |-6.28319 | 6.28319 | |\n",
"| 11| p4040_s | 0.71 | 0.18 | | |0.00501244| 2.01499 | |\n",
"| 12| p3770_s | 3.13 | 0.26 | | |0.918861 | 4.08114 | |\n",
"| 13| phi_p | 0.75 | 0.19 | | |-6.28319 | 6.28319 | |\n",
"| 14| p4415_p | -2.46 | 0.18 | | |-6.28319 | 6.28319 | |\n",
"| 15| p3770_p | -2.74 | 0.13 | | |-6.28319 | 6.28319 | |\n",
"| 16| phi_s | 20.2 | 1.0 | | | 14.8182 | 23.5818 | |\n",
"| 17| bplus_0 | 0.489 | 0.022 | | | -2 | 2 | |\n",
"| 18| p4160_s | 1.90 | 0.18 | | | 0.71676 | 3.68324 | |\n",
"| 19| p4415_s | 1.55 | 0.22 | | |0.126447 | 2.35355 | |\n",
"| 20| omega_s | 4.2 | 0.9 | | | 4.19232 | 9.40768 | |\n",
"| 21| psi2s_p | 2.06 | 0.04 | | |-6.28319 | 6.28319 | |\n",
"| 22| bplus_2 | -0.56 | 0.08 | | | -2 | 2 | |\n",
"----------------------------------------------------------------------------------------------\n",
"-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | jpsi_p rho_s p4160_p p4040_p rho_p bplus_1 omega_p Dbar_s DDstar_p DDstar_s Dbar_p p4040_s p3770_s phi_p p4415_p p3770_p phi_s bplus_0 p4160_s p4415_s omega_s psi2s_p bplus_2 |\n",
"-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| jpsi_p | 1.000 -0.031 0.353 0.176 -0.095 -0.061 0.009 -0.015 0.126 -0.091 0.590 -0.136 0.170 0.024 0.203 0.335 0.034 -0.060 -0.042 -0.104 -0.006 0.272 -0.003 |\n",
"| rho_s | -0.031 1.000 -0.066 -0.092 0.358 0.063 -0.046 0.014 -0.206 -0.144 0.048 -0.021 -0.011 -0.015 -0.117 0.095 -0.054 0.231 -0.058 0.079 -0.129 -0.079 -0.163 |\n",
"| p4160_p | 0.353 -0.066 1.000 0.160 0.022 -0.308 0.005 0.014 0.343 0.088 0.273 -0.358 0.037 -0.007 0.493 0.153 -0.029 -0.019 0.060 -0.207 0.008 0.217 0.430 |\n",
"| p4040_p | 0.176 -0.092 0.160 1.000 0.004 -0.393 0.009 -0.012 0.510 0.265 0.085 -0.102 0.066 -0.010 0.409 -0.038 -0.030 -0.031 0.475 -0.079 0.010 0.127 0.394 |\n",
"| rho_p | -0.095 0.358 0.022 0.004 1.000 0.096 -0.262 -0.002 -0.112 -0.082 0.055 -0.042 0.037 -0.251 -0.013 0.073 -0.170 0.044 0.005 -0.001 0.078 -0.052 0.133 |\n",
"| bplus_1 | -0.061 0.063 -0.308 -0.393 0.096 1.000 -0.014 0.065 -0.801 -0.560 0.181 -0.046 -0.071 -0.021 -0.494 0.345 -0.007 -0.453 -0.250 0.362 0.002 -0.276 -0.504 |\n",
"| omega_p | 0.009 -0.046 0.005 0.009 -0.262 -0.014 1.000 -0.001 0.026 0.017 -0.005 0.005 -0.001 0.034 0.012 -0.012 0.035 -0.019 0.005 -0.007 0.146 0.012 0.004 |\n",
"| Dbar_s | -0.015 0.014 0.014 -0.012 -0.002 0.065 -0.001 1.000 -0.108 -0.068 0.046 -0.052 0.027 0.001 -0.042 0.051 0.004 0.006 -0.039 0.008 -0.002 -0.018 -0.096 |\n",
"| DDstar_p | 0.126 -0.206 0.343 0.510 -0.112 -0.801 0.026 -0.108 1.000 0.627 -0.192 0.130 0.118 0.016 0.628 -0.427 0.010 -0.121 0.363 -0.343 0.016 0.417 0.641 |\n",
"| DDstar_s | -0.091 -0.144 0.088 0.265 -0.082 -0.560 0.017 -0.068 0.627 1.000 -0.035 0.111 0.018 0.008 0.322 -0.357 0.008 -0.088 0.224 -0.219 0.011 0.203 0.442 |\n",
"| Dbar_p | 0.590 0.048 0.273 0.085 0.055 0.181 -0.005 0.046 -0.192 -0.035 1.000 -0.154 0.180 -0.001 0.045 0.628 -0.018 0.059 -0.100 0.062 -0.002 0.293 -0.178 |\n",
"| p4040_s | -0.136 -0.021 -0.358 -0.102 -0.042 -0.046 0.005 -0.052 0.130 0.111 -0.154 1.000 0.167 0.006 -0.119 -0.196 0.015 -0.016 -0.191 0.079 0.000 0.058 -0.143 |\n",
"| p3770_s | 0.170 -0.011 0.037 0.066 0.037 -0.071 -0.001 0.027 0.118 0.018 0.180 0.167 1.000 -0.012 0.106 -0.163 -0.029 0.024 0.076 0.014 0.003 -0.148 0.082 |\n",
"| phi_p | 0.024 -0.015 -0.007 -0.010 -0.251 -0.021 0.034 0.001 0.016 0.008 -0.001 0.006 -0.012 1.000 -0.006 -0.007 0.598 -0.001 -0.010 0.005 -0.038 0.008 -0.059 |\n",
"| p4415_p | 0.203 -0.117 0.493 0.409 -0.013 -0.494 0.012 -0.042 0.628 0.322 0.045 -0.119 0.106 -0.006 1.000 -0.112 -0.026 -0.048 0.189 -0.359 0.012 0.258 0.482 |\n",
"| p3770_p | 0.335 0.095 0.153 -0.038 0.073 0.345 -0.012 0.051 -0.427 -0.357 0.628 -0.196 -0.163 -0.007 -0.112 1.000 -0.019 0.090 -0.155 0.098 -0.007 -0.002 -0.246 |\n",
"| phi_s | 0.034 -0.054 -0.029 -0.030 -0.170 -0.007 0.035 0.004 0.010 0.008 -0.018 0.015 -0.029 0.598 -0.026 -0.019 1.000 -0.022 -0.023 0.017 -0.013 0.004 -0.104 |\n",
"| bplus_0 | -0.060 0.231 -0.019 -0.031 0.044 -0.453 -0.019 0.006 -0.121 -0.088 0.059 -0.016 0.024 -0.001 -0.048 0.090 -0.022 1.000 -0.007 0.047 -0.027 -0.053 -0.267 |\n",
"| p4160_s | -0.042 -0.058 0.060 0.475 0.005 -0.250 0.005 -0.039 0.363 0.224 -0.100 -0.191 0.076 -0.010 0.189 -0.155 -0.023 -0.007 1.000 0.159 0.007 0.028 0.184 |\n",
"| p4415_s | -0.104 0.079 -0.207 -0.079 -0.001 0.362 -0.007 0.008 -0.343 -0.219 0.062 0.079 0.014 0.005 -0.359 0.098 0.017 0.047 0.159 1.000 -0.009 -0.112 -0.504 |\n",
"| omega_s | -0.006 -0.129 0.008 0.010 0.078 0.002 0.146 -0.002 0.016 0.011 -0.002 0.000 0.003 -0.038 0.012 -0.007 -0.013 -0.027 0.007 -0.009 1.000 0.006 0.029 |\n",
"| psi2s_p | 0.272 -0.079 0.217 0.127 -0.052 -0.276 0.012 -0.018 0.417 0.203 0.293 0.058 -0.148 0.008 0.258 -0.002 0.004 -0.053 0.028 -0.112 0.006 1.000 0.106 |\n",
"| bplus_2 | -0.003 -0.163 0.430 0.394 0.133 -0.504 0.004 -0.096 0.641 0.442 -0.178 -0.143 0.082 -0.059 0.482 -0.246 -0.104 -0.267 0.184 -0.504 0.029 0.106 1.000 |\n",
"-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.03218246635163302}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.30017928673980154}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.12742905529215776}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.282882515529185}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.23879146769675952}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.062512573978321}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.3608638699207658}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.041037261478300835}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.9666318453282807}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.4380211186444397}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.4308457961214267}), (<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.17579451231073312}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.25522361859000897}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.1942569539577219}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.18283445188238545}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.12615505276649053}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 1.0225689805388392}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.02173630915670466}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.18007208254332596}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.21589178265474607}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 0.9235283862285737}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.03807044351582167}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.08163885055347309})])\n",
"\n",
"Time taken: 33 min, 40 s\n",
"Estimated time left: 16 min, 50 s\n",
"Step: 8/11\n",
"Current Ctt: 1.3801311186847085\n",
"Ctt floating: True\n",
"Toy 0/1 - Fit 0/1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"------------------------------------------------------------------\n",
"| FCN = 2.966E+05 | Ncalls=1697 (1697 total) |\n",
"| EDM = 0.000164 (Goal: 5E-06) | up = 0.5 |\n",
"------------------------------------------------------------------\n",
"| Valid Min. | Valid Param. | Above EDM | Reached call limit |\n",
"------------------------------------------------------------------\n",
"| True | True | False | False |\n",
"------------------------------------------------------------------\n",
"| Hesse failed | Has cov. | Accurate | Pos. def. | Forced |\n",
"------------------------------------------------------------------\n",
"| False | True | False | False | True |\n",
"------------------------------------------------------------------\n",
"Function minimum: 296616.3749755793\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | jpsi_p | -1.44 | 0.05 | | |-6.28319 | 6.28319 | |\n",
"| 1 | rho_s | 1.46 | 0.29 | | |0.0253049| 2.0747 | |\n",
"| 2 | p4160_p | -2.06 | 0.14 | | |-6.28319 | 6.28319 | |\n",
"| 3 | p4040_p | -2.25 | 0.19 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.43 | 0.25 | | |-6.28319 | 6.28319 | |\n",
"| 5 | bplus_1 | -1.17 | 0.04 | | | -2 | 2 | |\n",
"| 6 | omega_p | 0.15 | 0.32 | | |-6.28319 | 6.28319 | |\n",
"| 7 | Dbar_s | 0.30 | 0.47 | | | -0.3 | 0.3 | |\n",
"| 8 | DDstar_p | -0.4 | 0.9 | | |-6.28319 | 6.28319 | |\n",
"| 9 | DDstar_s | -0.19 | 0.31 | | | -0.3 | 0.3 | |\n",
"| 10| Dbar_p | 1.5 | 0.9 | | |-6.28319 | 6.28319 | |\n",
"| 11| p4040_s | 1.13 | 0.18 | | |0.00501244| 2.01499 | |\n",
"| 12| p3770_s | 3.06 | 0.25 | | |0.918861 | 4.08114 | |\n",
"| 13| phi_p | 0.78 | 0.18 | | |-6.28319 | 6.28319 | |\n",
"| 14| p4415_p | -2.20 | 0.22 | | |-6.28319 | 6.28319 | |\n",
"| 15| p3770_p | -2.77 | 0.11 | | |-6.28319 | 6.28319 | |\n",
"| 16| phi_s | 19.4 | 1.0 | | | 14.8182 | 23.5818 | |\n",
"| 17| bplus_0 | 0.627 | 0.018 | | | -2 | 2 | |\n",
"| 18| Ctt | 1.37 | 0.25 | | | -2.5 | 2.5 | |\n",
"| 19| p4160_s | 2.67 | 0.17 | | | 0.71676 | 3.68324 | |\n",
"| 20| p4415_s | 1.58 | 0.19 | | |0.126447 | 2.35355 | |\n",
"| 21| omega_s | 5.1 | 1.1 | | | 4.19232 | 9.40768 | |\n",
"| 22| psi2s_p | 2.08 | 0.04 | | |-6.28319 | 6.28319 | |\n",
"| 23| bplus_2 | -0.25 | 0.11 | | | -2 | 2 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | jpsi_p rho_s p4160_p p4040_p rho_p bplus_1 omega_p Dbar_s DDstar_p DDstar_s Dbar_p p4040_s p3770_s phi_p p4415_p p3770_p phi_s bplus_0 Ctt p4160_s p4415_s omega_s psi2s_p bplus_2 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| jpsi_p | 1.000 -0.064 0.697 0.407 -0.005 -0.345 0.018 -0.519 -0.752 -0.834 -0.724 0.278 0.103 0.021 0.675 0.472 -0.013 -0.272 -0.522 0.190 0.044 0.020 0.531 0.270 |\n",
"| rho_s | -0.064 1.000 -0.072 -0.048 0.152 0.038 -0.059 0.029 0.043 0.105 0.067 -0.042 -0.013 0.069 -0.084 -0.021 -0.006 0.135 0.037 -0.030 0.010 -0.395 -0.055 -0.104 |\n",
"| p4160_p | 0.697 -0.072 1.000 0.545 0.028 -0.331 0.022 -0.321 -0.733 -0.678 -0.473 -0.034 0.132 0.009 0.721 0.498 -0.028 -0.249 -0.530 0.078 -0.014 0.031 0.447 0.208 |\n",
"| p4040_p | 0.407 -0.048 0.545 1.000 0.018 -0.221 0.014 -0.141 -0.485 -0.385 -0.169 -0.017 0.088 0.003 0.483 0.357 -0.021 -0.168 -0.306 0.340 -0.006 0.021 0.214 0.108 |\n",
"| rho_p | -0.005 0.152 0.028 0.018 1.000 0.020 -0.079 -0.061 -0.031 -0.040 -0.073 0.048 0.015 -0.245 0.051 0.025 -0.148 0.034 0.009 0.062 0.011 0.165 0.012 0.255 |\n",
"| bplus_1 | -0.345 0.038 -0.331 -0.221 0.020 1.000 -0.009 0.071 0.169 0.493 0.263 -0.161 -0.038 -0.016 -0.381 -0.060 0.007 -0.225 0.166 -0.086 0.090 -0.008 -0.270 -0.372 |\n",
"| omega_p | 0.018 -0.059 0.022 0.014 -0.079 -0.009 1.000 -0.012 -0.018 -0.030 -0.021 0.011 0.004 -0.025 0.024 0.009 0.008 -0.025 -0.015 0.008 -0.001 0.553 0.016 0.024 |\n",
"| Dbar_s | -0.519 0.029 -0.321 -0.141 -0.061 0.071 -0.012 1.000 0.150 0.444 0.554 -0.113 0.025 0.000 -0.282 -0.459 0.031 0.037 0.445 -0.068 -0.091 -0.018 -0.283 -0.143 |\n",
"| DDstar_p | -0.752 0.043 -0.733 -0.485 -0.031 0.169 -0.018 0.150 1.000 0.646 0.508 -0.205 -0.196 -0.016 -0.645 -0.483 0.018 0.121 0.420 -0.169 -0.006 -0.021 -0.511 -0.121 |\n",
"| DDstar_s | -0.834 0.105 -0.678 -0.385 -0.040 0.493 -0.030 0.444 0.646 1.000 0.861 -0.383 -0.052 -0.009 -0.727 -0.384 0.038 0.372 0.659 -0.262 -0.096 -0.045 -0.560 -0.362 |\n",
"| Dbar_p | -0.724 0.067 -0.473 -0.169 -0.073 0.263 -0.021 0.554 0.508 0.861 1.000 -0.301 0.107 -0.000 -0.515 -0.391 0.044 0.183 0.735 -0.195 -0.149 -0.034 -0.365 -0.308 |\n",
"| p4040_s | 0.278 -0.042 -0.034 -0.017 0.048 -0.161 0.011 -0.113 -0.205 -0.383 -0.301 1.000 0.131 -0.007 0.165 0.039 -0.030 -0.112 -0.020 0.197 0.204 0.021 0.211 0.185 |\n",
"| p3770_s | 0.103 -0.013 0.132 0.088 0.015 -0.038 0.004 0.025 -0.196 -0.052 0.107 0.131 1.000 -0.004 0.128 -0.151 -0.014 -0.021 0.019 0.064 -0.001 0.006 -0.105 -0.020 |\n",
"| phi_p | 0.021 0.069 0.009 0.003 -0.245 -0.016 -0.025 0.000 -0.016 -0.009 -0.000 -0.007 -0.004 1.000 0.001 0.008 0.554 -0.009 -0.013 -0.012 0.000 -0.115 0.009 -0.068 |\n",
"| p4415_p | 0.675 -0.084 0.721 0.483 0.051 -0.381 0.024 -0.282 -0.645 -0.727 -0.515 0.165 0.128 0.001 1.000 0.388 -0.040 -0.284 -0.428 0.108 -0.062 0.038 0.454 0.317 |\n",
"| p3770_p | 0.472 -0.021 0.498 0.357 0.025 -0.060 0.009 -0.459 -0.483 -0.384 -0.391 0.039 -0.151 0.008 0.388 1.000 -0.016 -0.028 -0.447 0.044 -0.033 0.010 0.221 0.038 |\n",
"| phi_s | -0.013 -0.006 -0.028 -0.021 -0.148 0.007 0.008 0.031 0.018 0.038 0.044 -0.030 -0.014 0.554 -0.040 -0.016 1.000 -0.002 0.010 -0.035 -0.004 -0.030 -0.018 -0.130 |\n",
"| bplus_0 | -0.272 0.135 -0.249 -0.168 0.034 -0.225 -0.025 0.037 0.121 0.372 0.183 -0.112 -0.021 -0.009 -0.284 -0.028 -0.002 1.000 0.135 -0.043 0.077 -0.046 -0.212 -0.277 |\n",
"| Ctt | -0.522 0.037 -0.530 -0.306 0.009 0.166 -0.015 0.445 0.420 0.659 0.735 -0.020 0.019 -0.013 -0.428 -0.447 0.010 0.135 1.000 0.034 0.037 -0.016 -0.198 0.157 |\n",
"| p4160_s | 0.190 -0.030 0.078 0.340 0.062 -0.086 0.008 -0.068 -0.169 -0.262 -0.195 0.197 0.064 -0.012 0.108 0.044 -0.035 -0.043 0.034 1.000 0.327 0.018 0.117 0.169 |\n",
"| p4415_s | 0.044 0.010 -0.014 -0.006 0.011 0.090 -0.001 -0.091 -0.006 -0.096 -0.149 0.204 -0.001 0.000 -0.062 -0.033 -0.004 0.077 0.037 0.327 1.000 -0.003 0.043 -0.083 |\n",
"| omega_s | 0.020 -0.395 0.031 0.021 0.165 -0.008 0.553 -0.018 -0.021 -0.045 -0.034 0.021 0.006 -0.115 0.038 0.010 -0.030 -0.046 -0.016 0.018 -0.003 1.000 0.022 0.067 |\n",
"| psi2s_p | 0.531 -0.055 0.447 0.214 0.012 -0.270 0.016 -0.283 -0.511 -0.560 -0.365 0.211 -0.105 0.009 0.454 0.221 -0.018 -0.212 -0.198 0.117 0.043 0.022 1.000 0.160 |\n",
"| bplus_2 | 0.270 -0.104 0.208 0.108 0.255 -0.372 0.024 -0.143 -0.121 -0.362 -0.308 0.185 -0.020 -0.068 0.317 0.038 -0.130 -0.277 0.157 0.169 -0.083 0.067 0.160 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.052621776337020254}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.29160255805726243}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.14121975052151514}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.19268323886528393}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.25239900461905185}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.03724613430862411}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.3203959996645702}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.4661221784350037}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.9153374062448205}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.31337595477044095}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.9362317625603307}), (<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.1800871325857647}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.25275503894527374}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.1782806351545987}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.21879916696574098}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.11387191336805325}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 0.9612243284998723}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.017627789429814023}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.24765433294899575}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.17206888683218757}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.19433258485349625}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 1.1245748917732912}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.03934187937466138}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.10689222222461536})])\n",
"Step: 8/11\n",
"Current Ctt: 1.3801311186847085\n",
"Ctt floating: False\n",
"Toy 0/1 - Fit 0/1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"------------------------------------------------------------------\n",
"| FCN = 2.966E+05 | Ncalls=1091 (1091 total) |\n",
"| EDM = 3.46E-05 (Goal: 5E-06) | up = 0.5 |\n",
"------------------------------------------------------------------\n",
"| Valid Min. | Valid Param. | Above EDM | Reached call limit |\n",
"------------------------------------------------------------------\n",
"| True | True | False | False |\n",
"------------------------------------------------------------------\n",
"| Hesse failed | Has cov. | Accurate | Pos. def. | Forced |\n",
"------------------------------------------------------------------\n",
"| False | True | True | True | False |\n",
"------------------------------------------------------------------\n",
"Function minimum: 296633.0094294798\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | jpsi_p | -1.463 | 0.029 | | |-6.28319 | 6.28319 | |\n",
"| 1 | rho_s | 1.49 | 0.30 | | |0.0253049| 2.0747 | |\n",
"| 2 | p4160_p | -1.88 | 0.11 | | |-6.28319 | 6.28319 | |\n",
"| 3 | p4040_p | -2.04 | 0.26 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.62 | 0.27 | | |-6.28319 | 6.28319 | |\n",
"| 5 | bplus_1 | -1.00 | 0.06 | | | -2 | 2 | |\n",
"| 6 | omega_p | 0.16 | 0.33 | | |-6.28319 | 6.28319 | |\n",
"| 7 | Dbar_s | 0.300 | 0.029 | | | -0.3 | 0.3 | |\n",
"| 8 | DDstar_p | 1.7 | 0.5 | | |-6.28319 | 6.28319 | |\n",
"| 9 | DDstar_s | 0.30 | 0.07 | | | -0.3 | 0.3 | |\n",
"| 10| Dbar_p | 0.6 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 11| p4040_s | 0.73 | 0.17 | | |0.00501244| 2.01499 | |\n",
"| 12| p3770_s | 3.16 | 0.25 | | |0.918861 | 4.08114 | |\n",
"| 13| phi_p | 0.80 | 0.18 | | |-6.28319 | 6.28319 | |\n",
"| 14| p4415_p | -2.28 | 0.16 | | |-6.28319 | 6.28319 | |\n",
"| 15| p3770_p | -2.58 | 0.12 | | |-6.28319 | 6.28319 | |\n",
"| 16| phi_s | 19.7 | 1.0 | | | 14.8182 | 23.5818 | |\n",
"| 17| bplus_0 | 0.583 | 0.027 | | | -2 | 2 | |\n",
"| 18| p4160_s | 2.32 | 0.17 | | | 0.71676 | 3.68324 | |\n",
"| 19| p4415_s | 1.43 | 0.21 | | |0.126447 | 2.35355 | |\n",
"| 20| omega_s | 5.1 | 1.2 | | | 4.19232 | 9.40768 | |\n",
"| 21| psi2s_p | 2.03 | 0.03 | | |-6.28319 | 6.28319 | |\n",
"| 22| bplus_2 | -0.77 | 0.09 | | | -2 | 2 | |\n",
"----------------------------------------------------------------------------------------------\n",
"-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | jpsi_p rho_s p4160_p p4040_p rho_p bplus_1 omega_p Dbar_s DDstar_p DDstar_s Dbar_p p4040_s p3770_s phi_p p4415_p p3770_p phi_s bplus_0 p4160_s p4415_s omega_s psi2s_p bplus_2 |\n",
"-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| jpsi_p | 1.000 0.047 0.340 0.213 -0.112 0.062 -0.008 -0.024 -0.159 -0.146 0.584 -0.196 0.184 0.033 0.098 0.336 0.048 -0.052 -0.140 -0.109 -0.030 0.177 -0.166 |\n",
"| rho_s | 0.047 1.000 -0.031 -0.028 0.118 -0.088 -0.039 0.002 -0.081 -0.013 0.003 -0.010 -0.010 0.129 -0.045 0.024 0.024 0.187 -0.011 0.040 -0.430 -0.001 -0.177 |\n",
"| p4160_p | 0.340 -0.031 1.000 0.324 0.039 -0.115 0.004 0.024 0.031 -0.085 0.485 -0.459 0.063 -0.011 0.392 0.336 -0.028 -0.002 -0.103 -0.131 0.010 0.131 0.243 |\n",
"| p4040_p | 0.213 -0.028 0.324 1.000 0.046 -0.087 0.003 0.028 0.052 -0.036 0.343 -0.181 -0.008 -0.015 0.263 0.263 -0.031 0.007 0.360 -0.028 0.010 -0.011 0.200 |\n",
"| rho_p | -0.112 0.118 0.039 0.046 1.000 0.023 -0.111 -0.009 -0.073 -0.018 0.000 -0.003 0.041 -0.249 0.037 0.024 -0.169 0.064 0.033 -0.025 0.070 -0.035 0.183 |\n",
"| bplus_1 | 0.062 -0.088 -0.115 -0.087 0.023 1.000 0.016 -0.000 -0.553 -0.098 0.054 -0.044 0.019 -0.016 -0.191 0.157 -0.001 -0.718 -0.010 0.211 0.043 -0.025 -0.152 |\n",
"| omega_p | -0.008 -0.039 0.004 0.003 -0.111 0.016 1.000 0.000 0.015 0.002 0.004 0.002 0.001 -0.023 0.006 -0.004 0.011 -0.033 0.001 -0.005 0.576 0.003 0.024 |\n",
"| Dbar_s | -0.024 0.002 0.024 0.028 -0.009 -0.000 0.000 1.000 -0.037 -0.006 0.021 -0.014 0.022 0.002 0.006 -0.009 0.004 -0.004 -0.009 -0.017 -0.001 0.001 -0.031 |\n",
"| DDstar_p | -0.159 -0.081 0.031 0.052 -0.073 -0.553 0.015 -0.037 1.000 0.153 -0.157 0.261 -0.024 0.003 0.301 -0.393 0.001 -0.107 0.146 -0.142 0.027 0.124 0.451 |\n",
"| DDstar_s | -0.146 -0.013 -0.085 -0.036 -0.018 -0.098 0.002 -0.006 0.153 1.000 0.018 0.037 -0.037 -0.000 -0.016 -0.108 0.002 -0.022 0.012 -0.018 0.004 -0.035 0.074 |\n",
"| Dbar_p | 0.584 0.003 0.485 0.343 0.000 0.054 0.004 0.021 -0.157 0.018 1.000 -0.157 0.313 0.008 0.196 0.538 -0.001 0.017 -0.081 -0.069 0.001 0.409 -0.192 |\n",
"| p4040_s | -0.196 -0.010 -0.459 -0.181 -0.003 -0.044 0.002 -0.014 0.261 0.037 -0.157 1.000 0.112 -0.007 -0.133 -0.200 -0.008 -0.008 0.065 0.168 0.005 -0.083 -0.078 |\n",
"| p3770_s | 0.184 -0.010 0.063 -0.008 0.041 0.019 0.001 0.022 -0.024 -0.037 0.313 0.112 1.000 -0.013 0.054 -0.102 -0.026 0.029 0.036 0.034 0.004 -0.208 -0.025 |\n",
"| phi_p | 0.033 0.129 -0.011 -0.015 -0.249 -0.016 -0.023 0.002 0.003 -0.000 0.008 -0.007 -0.013 1.000 -0.018 0.003 0.571 0.003 -0.015 0.010 -0.119 0.006 -0.083 |\n",
"| p4415_p | 0.098 -0.045 0.392 0.263 0.037 -0.191 0.006 0.006 0.301 -0.016 0.196 -0.133 0.054 -0.018 1.000 0.075 -0.034 -0.016 -0.069 -0.252 0.017 0.045 0.265 |\n",
"| p3770_p | 0.336 0.024 0.336 0.263 0.024 0.157 -0.004 -0.009 -0.393 -0.108 0.538 -0.200 -0.102 0.003 0.075 1.000 -0.004 0.055 -0.077 -0.051 -0.010 0.122 -0.144 |\n",
"| phi_s | 0.048 0.024 -0.028 -0.031 -0.169 -0.001 0.011 0.004 0.001 0.002 -0.001 -0.008 -0.026 0.571 -0.034 -0.004 1.000 -0.014 -0.023 0.020 -0.031 0.007 -0.121 |\n",
"| bplus_0 | -0.052 0.187 -0.002 0.007 0.064 -0.718 -0.033 -0.004 -0.107 -0.022 0.017 -0.008 0.029 0.003 -0.016 0.055 -0.014 1.000 0.023 0.028 -0.073 -0.032 -0.355 |\n",
"| p4160_s | -0.140 -0.011 -0.103 0.360 0.033 -0.010 0.001 -0.009 0.146 0.012 -0.081 0.065 0.036 -0.015 -0.069 -0.077 -0.023 0.023 1.000 0.302 0.006 -0.120 -0.028 |\n",
"| p4415_s | -0.109 0.040 -0.131 -0.028 -0.025 0.211 -0.005 -0.017 -0.142 -0.018 -0.069 0.168 0.034 0.010 -0.252 -0.051 0.020 0.028 0.302 1.000 -0.014 -0.030 -0.398 |\n",
"| omega_s | -0.030 -0.430 0.010 0.010 0.070 0.043 0.576 -0.001 0.027 0.004 0.001 0.005 0.004 -0.119 0.017 -0.010 -0.031 -0.073 0.006 -0.014 1.000 -0.000 0.076 |\n",
"| psi2s_p | 0.177 -0.001 0.131 -0.011 -0.035 -0.025 0.003 0.001 0.124 -0.035 0.409 -0.083 -0.208 0.006 0.045 0.122 0.007 -0.032 -0.120 -0.030 -0.000 1.000 -0.153 |\n",
"| bplus_2 | -0.166 -0.177 0.243 0.200 0.183 -0.152 0.024 -0.031 0.451 0.074 -0.192 -0.078 -0.025 -0.083 0.265 -0.144 -0.121 -0.355 -0.028 -0.398 0.076 -0.153 1.000 |\n",
"-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.028614065186489235}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.3035616393179362}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.10716630463606114}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.2617075393316264}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.2698076366104343}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.055055962423088634}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.33403199594184674}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.028818315473875367}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.5272990411889729}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.06908408692506124}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.3943874916977719}), (<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.17173101140460323}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.2496531025382671}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.1847491942115118}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.1644765743284895}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.11696221740908941}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 1.0079687028868793}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.02685341560235699}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.16742979074392905}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.20732651264413715}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 1.195700074064074}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.03465965035551033}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.08835553908093952})])\n",
"\n",
"Time taken: 39 min, 51 s\n",
"Estimated time left: 13 min, 17 s\n",
"Step: 9/11\n",
"Current Ctt: 1.4638501094227998\n",
"Ctt floating: True\n",
"Toy 0/1 - Fit 0/1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"------------------------------------------------------------------\n",
"| FCN = 2.967E+05 | Ncalls=1645 (1645 total) |\n",
"| EDM = 0.000153 (Goal: 5E-06) | up = 0.5 |\n",
"------------------------------------------------------------------\n",
"| Valid Min. | Valid Param. | Above EDM | Reached call limit |\n",
"------------------------------------------------------------------\n",
"| True | True | False | False |\n",
"------------------------------------------------------------------\n",
"| Hesse failed | Has cov. | Accurate | Pos. def. | Forced |\n",
"------------------------------------------------------------------\n",
"| False | True | True | True | False |\n",
"------------------------------------------------------------------\n",
"Function minimum: 296735.8097108633\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | jpsi_p | -1.54 | 0.04 | | |-6.28319 | 6.28319 | |\n",
"| 1 | rho_s | 1.13 | 0.32 | | |0.0253049| 2.0747 | |\n",
"| 2 | p4160_p | -2.39 | 0.18 | | |-6.28319 | 6.28319 | |\n",
"| 3 | p4040_p | -2.56 | 0.28 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.4 | 0.3 | | |-6.28319 | 6.28319 | |\n",
"| 5 | bplus_1 | -1.00 | 0.05 | | | -2 | 2 | |\n",
"| 6 | omega_p | 0.21 | 0.32 | | |-6.28319 | 6.28319 | |\n",
"| 7 | Dbar_s | 0.25 | 0.12 | | | -0.3 | 0.3 | |\n",
"| 8 | DDstar_p | -1.7 | 1.1 | | |-6.28319 | 6.28319 | |\n",
"| 9 | DDstar_s | 0.30 | 0.56 | | | -0.3 | 0.3 | |\n",
"| 10| Dbar_p | 0.8 | 1.5 | | |-6.28319 | 6.28319 | |\n",
"| 11| p4040_s | 1.08 | 0.20 | | |0.00501244| 2.01499 | |\n",
"| 12| p3770_s | 2.0 | 0.4 | | |0.918861 | 4.08114 | |\n",
"| 13| phi_p | 0.83 | 0.17 | | |-6.28319 | 6.28319 | |\n",
"| 14| p4415_p | -2.67 | 0.20 | | |-6.28319 | 6.28319 | |\n",
"| 15| p3770_p | -2.72 | 0.21 | | |-6.28319 | 6.28319 | |\n",
"| 16| phi_s | 19.3 | 1.0 | | | 14.8182 | 23.5818 | |\n",
"| 17| bplus_0 | 0.540 | 0.022 | | | -2 | 2 | |\n",
"| 18| Ctt | 1.46 | 0.25 | | | -2.5 | 2.5 | |\n",
"| 19| p4160_s | 2.27 | 0.18 | | | 0.71676 | 3.68324 | |\n",
"| 20| p4415_s | 1.37 | 0.22 | | |0.126447 | 2.35355 | |\n",
"| 21| omega_s | 6.3 | 1.3 | | | 4.19232 | 9.40768 | |\n",
"| 22| psi2s_p | 2.08 | 0.05 | | |-6.28319 | 6.28319 | |\n",
"| 23| bplus_2 | -0.19 | 0.12 | | | -2 | 2 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | jpsi_p rho_s p4160_p p4040_p rho_p bplus_1 omega_p Dbar_s DDstar_p DDstar_s Dbar_p p4040_s p3770_s phi_p p4415_p p3770_p phi_s bplus_0 Ctt p4160_s p4415_s omega_s psi2s_p bplus_2 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| jpsi_p | 1.000 0.066 0.692 0.619 -0.130 0.197 -0.021 -0.265 0.613 0.483 0.758 -0.354 0.574 0.062 0.465 0.614 0.077 0.042 0.522 -0.160 -0.253 -0.049 0.591 -0.285 |\n",
"| rho_s | 0.066 1.000 0.056 0.041 0.146 0.033 -0.045 -0.037 0.154 0.118 0.050 -0.046 0.049 0.074 0.002 0.087 -0.016 0.222 0.013 -0.015 0.027 -0.379 0.032 -0.130 |\n",
"| p4160_p | 0.692 0.056 1.000 0.729 -0.069 0.202 -0.008 -0.448 0.688 0.483 0.822 -0.624 0.601 0.045 0.595 0.701 0.050 0.077 0.400 -0.262 -0.295 -0.029 0.567 -0.327 |\n",
"| p4040_p | 0.619 0.041 0.729 1.000 -0.060 0.155 -0.005 -0.454 0.609 0.379 0.787 -0.464 0.559 0.039 0.523 0.647 0.042 0.056 0.417 0.044 -0.241 -0.022 0.502 -0.290 |\n",
"| rho_p | -0.130 0.146 -0.069 -0.060 1.000 0.009 -0.021 0.080 -0.059 -0.023 -0.102 0.075 -0.052 -0.280 -0.010 -0.071 -0.168 0.022 0.022 0.076 0.020 0.181 -0.069 0.268 |\n",
"| bplus_1 | 0.197 0.033 0.202 0.155 0.009 1.000 -0.002 -0.136 0.567 0.424 0.189 -0.165 0.188 0.007 0.007 0.314 0.026 -0.386 0.032 -0.049 0.109 -0.005 0.117 -0.474 |\n",
"| omega_p | -0.021 -0.045 -0.008 -0.005 -0.021 -0.002 1.000 0.009 -0.027 -0.019 -0.008 0.010 -0.006 -0.054 0.004 -0.016 -0.002 -0.039 0.002 0.006 -0.006 0.646 -0.005 0.040 |\n",
"| Dbar_s | -0.265 -0.037 -0.448 -0.454 0.080 -0.136 0.009 1.000 -0.578 -0.322 -0.576 0.271 -0.452 -0.036 -0.282 -0.303 -0.051 -0.033 -0.519 0.111 0.221 0.023 -0.366 0.274 |\n",
"| DDstar_p | 0.613 0.154 0.688 0.609 -0.059 0.567 -0.027 -0.578 1.000 0.604 0.759 -0.461 0.596 0.051 0.326 0.706 0.065 0.252 0.468 -0.202 -0.174 -0.068 0.510 -0.565 |\n",
"| DDstar_s | 0.483 0.118 0.483 0.379 -0.023 0.424 -0.019 -0.322 0.604 1.000 0.313 -0.263 0.337 0.034 0.271 0.456 0.039 0.197 0.140 -0.103 -0.073 -0.049 0.297 -0.356 |\n",
"| Dbar_p | 0.758 0.050 0.822 0.787 -0.102 0.189 -0.008 -0.576 0.759 0.313 1.000 -0.439 0.737 0.057 0.550 0.709 0.069 0.052 0.647 -0.182 -0.326 -0.029 0.731 -0.383 |\n",
"| p4040_s | -0.354 -0.046 -0.624 -0.464 0.075 -0.165 0.010 0.271 -0.461 -0.263 -0.439 1.000 -0.242 -0.037 -0.341 -0.424 -0.050 -0.049 -0.039 0.213 0.299 0.027 -0.266 0.280 |\n",
"| p3770_s | 0.574 0.049 0.601 0.559 -0.052 0.188 -0.006 -0.452 0.596 0.337 0.737 -0.242 1.000 0.036 0.408 0.442 0.038 0.079 0.447 -0.098 -0.202 -0.024 0.382 -0.314 |\n",
"| phi_p | 0.062 0.074 0.045 0.039 -0.280 0.007 -0.054 -0.036 0.051 0.034 0.057 -0.037 0.036 1.000 0.016 0.047 0.516 0.010 0.014 -0.028 -0.011 -0.140 0.040 -0.100 |\n",
"| p4415_p | 0.465 0.002 0.595 0.523 -0.010 0.007 0.004 -0.282 0.326 0.271 0.550 -0.341 0.408 0.016 1.000 0.417 0.009 0.003 0.367 -0.186 -0.329 -0.000 0.396 -0.055 |\n",
"| p3770_p | 0.614 0.087 0.701 0.647 -0.071 0.314 -0.016 -0.303 0.706 0.456 0.709 -0.424 0.442 0.047 0.417 1.000 0.056 0.138 0.305 -0.185 -0.243 -0.043 0.468 -0.409 |\n",
"| phi_s | 0.077 -0.016 0.050 0.042 -0.168 0.026 -0.002 -0.051 0.065 0.039 0.069 -0.050 0.038 0.516 0.009 0.056 1.000 -0.004 0.006 -0.043 -0.010 -0.034 0.046 -0.152 |\n",
"| bplus_0 | 0.042 0.222 0.077 0.056 0.022 -0.386 -0.039 -0.033 0.252 0.197 0.052 -0.049 0.079 0.010 0.003 0.138 -0.004 1.000 0.019 0.017 0.068 -0.091 0.027 -0.179 |\n",
"| Ctt | 0.522 0.013 0.400 0.417 0.022 0.032 0.002 -0.519 0.468 0.140 0.647 -0.039 0.447 0.014 0.367 0.305 0.006 0.019 1.000 0.105 -0.110 -0.002 0.591 0.177 |\n",
"| p4160_s | -0.160 -0.015 -0.262 0.044 0.076 -0.049 0.006 0.111 -0.202 -0.103 -0.182 0.213 -0.098 -0.028 -0.186 -0.185 -0.043 0.017 0.105 1.000 0.366 0.015 -0.126 0.168 |\n",
"| p4415_s | -0.253 0.027 -0.295 -0.241 0.020 0.109 -0.006 0.221 -0.174 -0.073 -0.326 0.299 -0.202 -0.011 -0.329 -0.243 -0.010 0.068 -0.110 0.366 1.000 -0.010 -0.202 -0.068 |\n",
"| omega_s | -0.049 -0.379 -0.029 -0.022 0.181 -0.005 0.646 0.023 -0.068 -0.049 -0.029 0.027 -0.024 -0.140 -0.000 -0.043 -0.034 -0.091 -0.002 0.015 -0.010 1.000 -0.020 0.089 |\n",
"| psi2s_p | 0.591 0.032 0.567 0.502 -0.069 0.117 -0.005 -0.366 0.510 0.297 0.731 -0.266 0.382 0.040 0.396 0.468 0.046 0.027 0.591 -0.126 -0.202 -0.020 1.000 -0.236 |\n",
"| bplus_2 | -0.285 -0.130 -0.327 -0.290 0.268 -0.474 0.040 0.274 -0.565 -0.356 -0.383 0.280 -0.314 -0.100 -0.055 -0.409 -0.152 -0.179 0.177 0.168 -0.068 0.089 -0.236 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.04227422962966543}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.3157061548917383}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.1840343904935311}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.2765714933767296}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.339587562441082}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.05178797330828211}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.32176789443535725}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.11956945590705723}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 1.1023769066039053}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.5605087083550434}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 1.5270236627880989}), (<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.20036202458206614}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.3667886159687115}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.17171194857249628}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.19876127316227765}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.21055526903610056}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 0.9530557761707303}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.021550827567701658}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.2456467744279387}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.1828712718438139}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.21620283622547998}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 1.2716622299458673}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.0474103648173152}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.1154994597697756})])\n",
"Step: 9/11\n",
"Current Ctt: 1.4638501094227998\n",
"Ctt floating: False\n",
"Toy 0/1 - Fit 0/1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"------------------------------------------------------------------\n",
"| FCN = 2.968E+05 | Ncalls=1018 (1018 total) |\n",
"| EDM = 3.99E-05 (Goal: 5E-06) | up = 0.5 |\n",
"------------------------------------------------------------------\n",
"| Valid Min. | Valid Param. | Above EDM | Reached call limit |\n",
"------------------------------------------------------------------\n",
"| True | True | False | False |\n",
"------------------------------------------------------------------\n",
"| Hesse failed | Has cov. | Accurate | Pos. def. | Forced |\n",
"------------------------------------------------------------------\n",
"| False | True | True | True | False |\n",
"------------------------------------------------------------------\n",
"Function minimum: 296757.9703599365\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | jpsi_p | -1.52 | 0.04 | | |-6.28319 | 6.28319 | |\n",
"| 1 | rho_s | 1.2 | 0.3 | | |0.0253049| 2.0747 | |\n",
"| 2 | p4160_p | -2.04 | 0.15 | | |-6.28319 | 6.28319 | |\n",
"| 3 | p4040_p | -2.1 | 0.3 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.7 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 5 | bplus_1 | -0.86 | 0.05 | | | -2 | 2 | |\n",
"| 6 | omega_p | 0.22 | 0.32 | | |-6.28319 | 6.28319 | |\n",
"| 7 | Dbar_s | 0.300 | 0.021 | | | -0.3 | 0.3 | |\n",
"| 8 | DDstar_p | 0.9 | 0.9 | | |-6.28319 | 6.28319 | |\n",
"| 9 | DDstar_s | 0.30 | 0.37 | | | -0.3 | 0.3 | |\n",
"| 10| Dbar_p | 0.19 | 0.35 | | |-6.28319 | 6.28319 | |\n",
"| 11| p4040_s | 0.62 | 0.17 | | |0.00501244| 2.01499 | |\n",
"| 12| p3770_s | 2.38 | 0.25 | | |0.918861 | 4.08114 | |\n",
"| 13| phi_p | 0.86 | 0.17 | | |-6.28319 | 6.28319 | |\n",
"| 14| p4415_p | -2.66 | 0.23 | | |-6.28319 | 6.28319 | |\n",
"| 15| p3770_p | -2.38 | 0.13 | | |-6.28319 | 6.28319 | |\n",
"| 16| phi_s | 19.7 | 1.0 | | | 14.8182 | 23.5818 | |\n",
"| 17| bplus_0 | 0.511 | 0.023 | | | -2 | 2 | |\n",
"| 18| p4160_s | 1.88 | 0.17 | | | 0.71676 | 3.68324 | |\n",
"| 19| p4415_s | 1.24 | 0.22 | | |0.126447 | 2.35355 | |\n",
"| 20| omega_s | 6.3 | 1.3 | | | 4.19232 | 9.40768 | |\n",
"| 21| psi2s_p | 2.05 | 0.04 | | |-6.28319 | 6.28319 | |\n",
"| 22| bplus_2 | -0.70 | 0.08 | | | -2 | 2 | |\n",
"----------------------------------------------------------------------------------------------\n",
"-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | jpsi_p rho_s p4160_p p4040_p rho_p bplus_1 omega_p Dbar_s DDstar_p DDstar_s Dbar_p p4040_s p3770_s phi_p p4415_p p3770_p phi_s bplus_0 p4160_s p4415_s omega_s psi2s_p bplus_2 |\n",
"-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| jpsi_p | 1.000 -0.038 0.516 0.358 -0.137 -0.366 0.005 -0.030 0.585 0.092 0.321 0.056 0.286 0.038 0.419 0.140 0.037 -0.095 0.047 -0.255 0.007 0.431 0.222 |\n",
"| rho_s | -0.038 1.000 -0.098 -0.077 0.095 -0.068 0.002 0.004 -0.127 -0.064 0.026 -0.027 -0.045 0.156 -0.092 0.016 0.025 0.237 -0.027 0.074 -0.401 -0.058 -0.227 |\n",
"| p4160_p | 0.516 -0.098 1.000 0.439 -0.008 -0.456 0.018 -0.005 0.618 0.163 0.093 -0.196 0.177 -0.002 0.599 0.128 -0.027 -0.040 0.051 -0.314 0.036 0.344 0.521 |\n",
"| p4040_p | 0.358 -0.077 0.439 1.000 0.015 -0.328 0.014 0.005 0.451 0.133 0.063 -0.037 0.088 -0.009 0.434 0.144 -0.032 -0.019 0.436 -0.177 0.028 0.160 0.410 |\n",
"| rho_p | -0.137 0.095 -0.008 0.015 1.000 0.039 -0.069 -0.004 -0.093 -0.054 0.044 -0.017 0.026 -0.250 -0.012 0.021 -0.170 0.084 0.016 -0.014 0.042 -0.060 0.156 |\n",
"| bplus_1 | -0.366 -0.068 -0.456 -0.328 0.039 1.000 0.009 0.016 -0.662 -0.344 0.182 -0.116 -0.166 -0.029 -0.418 0.070 0.000 -0.632 -0.090 0.338 0.035 -0.303 -0.251 |\n",
"| omega_p | 0.005 0.002 0.018 0.014 -0.069 0.009 1.000 -0.001 0.026 0.012 -0.002 0.007 0.009 -0.041 0.018 -0.004 0.003 -0.038 0.006 -0.013 0.639 0.013 0.040 |\n",
"| Dbar_s | -0.030 0.004 -0.005 0.005 -0.004 0.016 -0.001 1.000 -0.044 -0.020 0.020 -0.020 0.010 0.001 -0.019 0.002 0.003 -0.001 -0.015 -0.000 -0.001 -0.014 -0.036 |\n",
"| DDstar_p | 0.585 -0.127 0.618 0.451 -0.093 -0.662 0.026 -0.044 1.000 0.369 -0.235 0.292 0.281 0.019 0.651 -0.136 0.001 -0.088 0.228 -0.352 0.050 0.541 0.489 |\n",
"| DDstar_s | 0.092 -0.064 0.163 0.133 -0.054 -0.344 0.012 -0.020 0.369 1.000 -0.057 0.147 0.054 0.006 0.228 -0.150 0.003 -0.051 0.099 -0.154 0.025 0.163 0.246 |\n",
"| Dbar_p | 0.321 0.026 0.093 0.063 0.044 0.182 -0.002 0.020 -0.235 -0.057 1.000 -0.150 0.181 -0.002 -0.045 0.447 -0.012 0.043 -0.089 0.075 -0.010 0.184 -0.166 |\n",
"| p4040_s | 0.056 -0.027 -0.196 -0.037 -0.017 -0.116 0.007 -0.020 0.292 0.147 -0.150 1.000 0.224 -0.000 0.059 -0.138 -0.006 -0.009 0.110 0.106 0.013 0.081 -0.057 |\n",
"| p3770_s | 0.286 -0.045 0.177 0.088 0.026 -0.166 0.009 0.010 0.281 0.054 0.181 0.224 1.000 -0.010 0.219 -0.146 -0.031 0.013 0.124 -0.056 0.016 -0.098 0.168 |\n",
"| phi_p | 0.038 0.156 -0.002 -0.009 -0.250 -0.029 -0.041 0.001 0.019 0.006 -0.002 -0.000 -0.010 1.000 -0.003 0.000 0.508 0.005 -0.009 0.009 -0.128 0.014 -0.076 |\n",
"| p4415_p | 0.419 -0.092 0.599 0.434 -0.012 -0.418 0.018 -0.019 0.651 0.228 -0.045 0.059 0.219 -0.003 1.000 0.011 -0.026 -0.035 0.099 -0.375 0.036 0.319 0.380 |\n",
"| p3770_p | 0.140 0.016 0.128 0.144 0.021 0.070 -0.004 0.002 -0.136 -0.150 0.447 -0.138 -0.146 0.000 0.011 1.000 -0.006 0.034 -0.046 -0.030 -0.009 0.063 -0.002 |\n",
"| phi_s | 0.037 0.025 -0.027 -0.032 -0.170 0.000 0.003 0.003 0.001 0.003 -0.012 -0.006 -0.031 0.508 -0.026 -0.006 1.000 -0.020 -0.020 0.026 -0.027 0.004 -0.119 |\n",
"| bplus_0 | -0.095 0.237 -0.040 -0.019 0.084 -0.632 -0.038 -0.001 -0.088 -0.051 0.043 -0.009 0.013 0.005 -0.035 0.034 -0.020 1.000 0.015 0.032 -0.099 -0.053 -0.340 |\n",
"| p4160_s | 0.047 -0.027 0.051 0.436 0.016 -0.090 0.006 -0.015 0.228 0.099 -0.089 0.110 0.124 -0.009 0.099 -0.046 -0.020 0.015 1.000 0.216 0.011 0.025 0.005 |\n",
"| p4415_s | -0.255 0.074 -0.314 -0.177 -0.014 0.338 -0.013 -0.000 -0.352 -0.154 0.075 0.106 -0.056 0.009 -0.375 -0.030 0.026 0.032 0.216 1.000 -0.028 -0.148 -0.496 |\n",
"| omega_s | 0.007 -0.401 0.036 0.028 0.042 0.035 0.639 -0.001 0.050 0.025 -0.010 0.013 0.016 -0.128 0.036 -0.009 -0.027 -0.099 0.011 -0.028 1.000 0.023 0.094 |\n",
"| psi2s_p | 0.431 -0.058 0.344 0.160 -0.060 -0.303 0.013 -0.014 0.541 0.163 0.184 0.081 -0.098 0.014 0.319 0.063 0.004 -0.053 0.025 -0.148 0.023 1.000 0.112 |\n",
"| bplus_2 | 0.222 -0.227 0.521 0.410 0.156 -0.251 0.040 -0.036 0.489 0.246 -0.166 -0.057 0.168 -0.076 0.380 -0.002 -0.119 -0.340 0.005 -0.496 0.094 0.112 1.000 |\n",
"-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.0351818695676025}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.31684373885950096}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.14930464153767709}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.33058409842502967}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.35267914800794964}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.05190658010104654}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.318247537604889}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.02125893290468228}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.8758525079316364}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.3713101081882841}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.35263902335729247}), (<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.17425715530131072}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.25435002911091464}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.17080765716538737}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.2283444771522012}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.13083190096849173}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 0.9684310266858294}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.023139887763337308}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.1747580479074663}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.2244782809778958}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 1.2918068561999663}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.0395308061583135}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.07723032407153285})])\n",
"\n",
"Time taken: 46 min, 2 s\n",
"Estimated time left: 9 min, 12 s\n",
"Step: 10/11\n",
"Current Ctt: 1.5430334996209192\n",
"Ctt floating: True\n",
"Toy 0/1 - Fit 0/1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"------------------------------------------------------------------\n",
"| FCN = 2.967E+05 | Ncalls=1163 (1163 total) |\n",
"| EDM = 0.00085 (Goal: 5E-06) | up = 0.5 |\n",
"------------------------------------------------------------------\n",
"| Valid Min. | Valid Param. | Above EDM | Reached call limit |\n",
"------------------------------------------------------------------\n",
"| True | True | False | False |\n",
"------------------------------------------------------------------\n",
"| Hesse failed | Has cov. | Accurate | Pos. def. | Forced |\n",
"------------------------------------------------------------------\n",
"| False | True | False | False | True |\n",
"------------------------------------------------------------------\n",
"Function minimum: 296656.4602062418\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | jpsi_p | -1.529 | 0.027 | | |-6.28319 | 6.28319 | |\n",
"| 1 | rho_s | 0.99 | 0.31 | | |0.0253049| 2.0747 | |\n",
"| 2 | p4160_p | -1.94 | 0.12 | | |-6.28319 | 6.28319 | |\n",
"| 3 | p4040_p | -3.01 | 0.21 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.4 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 5 | bplus_1 | -0.931 | 0.031 | | | -2 | 2 | |\n",
"| 6 | omega_p | 0.25 | 0.29 | | |-6.28319 | 6.28319 | |\n",
"| 7 | Dbar_s | -0.12 | 0.13 | | | -0.3 | 0.3 | |\n",
"| 8 | DDstar_p | 0.7 | 0.6 | | |-6.28319 | 6.28319 | |\n",
"| 9 | DDstar_s | -0.30 | 0.32 | | | -0.3 | 0.3 | |\n",
"| 10| Dbar_p | -1.0 | 1.7 | | |-6.28319 | 6.28319 | |\n",
"| 11| p4040_s | 0.79 | 0.17 | | |0.00501244| 2.01499 | |\n",
"| 12| p3770_s | 2.39 | 0.22 | | |0.918861 | 4.08114 | |\n",
"| 13| phi_p | 0.79 | 0.16 | | |-6.28319 | 6.28319 | |\n",
"| 14| p4415_p | -2.50 | 0.24 | | |-6.28319 | 6.28319 | |\n",
"| 15| p3770_p | -2.82 | 0.13 | | |-6.28319 | 6.28319 | |\n",
"| 16| phi_s | 19.9 | 0.9 | | | 14.8182 | 23.5818 | |\n",
"| 17| bplus_0 | 0.451 | 0.013 | | | -2 | 2 | |\n",
"| 18| Ctt | 1.53 | 0.15 | | | -2.5 | 2.5 | |\n",
"| 19| p4160_s | 2.10 | 0.17 | | | 0.71676 | 3.68324 | |\n",
"| 20| p4415_s | 0.87 | 0.21 | | |0.126447 | 2.35355 | |\n",
"| 21| omega_s | 7.0 | 1.2 | | | 4.19232 | 9.40768 | |\n",
"| 22| psi2s_p | 2.08 | 0.03 | | |-6.28319 | 6.28319 | |\n",
"| 23| bplus_2 | -0.09 | 0.05 | | | -2 | 2 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | jpsi_p rho_s p4160_p p4040_p rho_p bplus_1 omega_p Dbar_s DDstar_p DDstar_s Dbar_p p4040_s p3770_s phi_p p4415_p p3770_p phi_s bplus_0 Ctt p4160_s p4415_s omega_s psi2s_p bplus_2 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| jpsi_p | 1.000 0.034 0.276 0.131 -0.071 0.042 -0.018 -0.393 -0.005 0.070 -0.165 -0.062 0.166 0.023 0.078 0.296 0.031 0.029 0.107 -0.045 -0.063 -0.029 0.193 -0.015 |\n",
"| rho_s | 0.034 1.000 0.192 -0.108 0.162 0.336 -0.005 0.147 0.351 0.372 0.315 -0.177 0.010 0.063 -0.146 0.158 -0.021 0.381 0.207 -0.196 -0.174 -0.332 -0.147 -0.123 |\n",
"| p4160_p | 0.276 0.192 1.000 -0.127 0.006 0.465 -0.031 -0.068 0.453 0.552 0.388 -0.498 0.095 0.028 0.022 0.461 0.008 0.454 0.119 -0.326 -0.331 -0.080 -0.113 -0.119 |\n",
"| p4040_p | 0.131 -0.108 -0.127 1.000 0.031 -0.253 0.023 -0.337 -0.298 -0.264 -0.271 0.003 0.065 -0.019 0.194 0.072 -0.023 -0.242 -0.179 0.361 0.211 0.048 0.107 0.106 |\n",
"| rho_p | -0.071 0.162 0.006 0.031 1.000 0.017 0.019 -0.011 -0.005 -0.008 -0.022 0.008 0.024 -0.230 0.034 0.002 -0.109 0.012 0.020 0.034 -0.005 0.148 0.005 0.225 |\n",
"| bplus_1 | 0.042 0.336 0.465 -0.253 0.017 1.000 -0.055 0.342 0.851 0.901 0.757 -0.426 0.039 0.038 -0.354 0.390 0.013 0.708 0.478 -0.466 -0.409 -0.137 -0.354 -0.349 |\n",
"| omega_p | -0.018 -0.005 -0.031 0.023 0.019 -0.055 1.000 -0.031 -0.062 -0.065 -0.059 0.032 0.002 -0.054 0.030 -0.026 -0.000 -0.062 -0.035 0.038 0.030 0.669 0.027 0.047 |\n",
"| Dbar_s | -0.393 0.147 -0.068 -0.337 -0.011 0.342 -0.031 1.000 0.183 0.419 0.519 -0.089 -0.245 0.013 -0.243 -0.220 0.008 0.332 0.135 -0.200 -0.150 -0.067 -0.458 -0.053 |\n",
"| DDstar_p | -0.005 0.351 0.453 -0.298 -0.005 0.851 -0.062 0.183 1.000 0.870 0.781 -0.489 0.020 0.045 -0.402 0.406 0.020 0.828 0.541 -0.525 -0.474 -0.148 -0.394 -0.283 |\n",
"| DDstar_s | 0.070 0.372 0.552 -0.264 -0.008 0.901 -0.065 0.419 0.870 1.000 0.891 -0.494 0.039 0.051 -0.363 0.404 0.025 0.875 0.546 -0.524 -0.504 -0.157 -0.391 -0.286 |\n",
"| Dbar_p | -0.165 0.315 0.388 -0.271 -0.022 0.757 -0.059 0.519 0.781 0.891 1.000 -0.430 -0.003 0.041 -0.339 0.182 0.026 0.734 0.562 -0.440 -0.445 -0.135 -0.438 -0.279 |\n",
"| p4040_s | -0.062 -0.177 -0.498 0.003 0.008 -0.426 0.032 -0.089 -0.489 -0.494 -0.430 1.000 0.068 -0.025 0.062 -0.292 -0.014 -0.413 -0.096 0.086 0.316 0.075 0.235 0.128 |\n",
"| p3770_s | 0.166 0.010 0.095 0.065 0.024 0.039 0.002 -0.245 0.020 0.039 -0.003 0.068 1.000 -0.002 0.037 -0.052 -0.014 0.043 -0.009 0.008 -0.006 -0.002 -0.134 -0.026 |\n",
"| phi_p | 0.023 0.063 0.028 -0.019 -0.230 0.038 -0.054 0.013 0.045 0.051 0.041 -0.025 -0.002 1.000 -0.025 0.026 0.456 0.042 0.028 -0.034 -0.023 -0.115 -0.017 -0.066 |\n",
"| p4415_p | 0.078 -0.146 0.022 0.194 0.034 -0.354 0.030 -0.243 -0.402 -0.363 -0.339 0.062 0.037 -0.025 1.000 -0.062 -0.025 -0.340 -0.201 0.166 0.071 0.065 0.174 0.205 |\n",
"| p3770_p | 0.296 0.158 0.461 0.072 0.002 0.390 -0.026 -0.220 0.406 0.404 0.182 -0.292 -0.052 0.026 -0.062 1.000 0.008 0.384 0.111 -0.219 -0.261 -0.067 -0.059 -0.125 |\n",
"| phi_s | 0.031 -0.021 0.008 -0.023 -0.109 0.013 -0.000 0.008 0.020 0.025 0.026 -0.014 -0.014 0.456 -0.025 0.008 1.000 0.010 0.006 -0.030 -0.009 -0.014 -0.011 -0.112 |\n",
"| bplus_0 | 0.029 0.381 0.454 -0.242 0.012 0.708 -0.062 0.332 0.828 0.875 0.734 -0.413 0.043 0.042 -0.340 0.384 0.010 1.000 0.462 -0.448 -0.397 -0.155 -0.344 -0.323 |\n",
"| Ctt | 0.107 0.207 0.119 -0.179 0.020 0.478 -0.035 0.135 0.541 0.546 0.562 -0.096 -0.009 0.028 -0.201 0.111 0.006 0.462 1.000 -0.173 -0.154 -0.088 -0.080 0.202 |\n",
"| p4160_s | -0.045 -0.196 -0.326 0.361 0.034 -0.466 0.038 -0.200 -0.525 -0.524 -0.440 0.086 0.008 -0.034 0.166 -0.219 -0.030 -0.448 -0.173 1.000 0.479 0.085 0.167 0.205 |\n",
"| p4415_s | -0.063 -0.174 -0.331 0.211 -0.005 -0.409 0.030 -0.150 -0.474 -0.504 -0.445 0.316 -0.006 -0.023 0.071 -0.261 -0.009 -0.397 -0.154 0.479 1.000 0.073 0.208 0.037 |\n",
"| omega_s | -0.029 -0.332 -0.080 0.048 0.148 -0.137 0.669 -0.067 -0.148 -0.157 -0.135 0.075 -0.002 -0.115 0.065 -0.067 -0.014 -0.155 -0.088 0.085 0.073 1.000 0.062 0.074 |\n",
"| psi2s_p | 0.193 -0.147 -0.113 0.107 0.005 -0.354 0.027 -0.458 -0.394 -0.391 -0.438 0.235 -0.134 -0.017 0.174 -0.059 -0.011 -0.344 -0.080 0.167 0.208 0.062 1.000 0.079 |\n",
"| bplus_2 | -0.015 -0.123 -0.119 0.106 0.225 -0.349 0.047 -0.053 -0.283 -0.286 -0.279 0.128 -0.026 -0.066 0.205 -0.125 -0.112 -0.323 0.202 0.205 0.037 0.074 0.079 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.02748572924355086}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.31395261617035836}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.11961458297923233}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.2099792006080199}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.35852456850289727}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.030701461411192454}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.29311959403106513}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.12511651606965246}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.6488852751508802}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.318074006333513}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 1.7207799359133757}), (<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.17275594794777677}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.22237724088196575}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.15610700119230447}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.24363936781465045}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.12632442663559473}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 0.8754066195568893}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.013354150958214017}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.1541196212031246}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.1687912634973262}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.2056894948575974}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 1.1971433638572728}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.033408042704575536}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.05462456022029005})])\n",
"Step: 10/11\n",
"Current Ctt: 1.5430334996209192\n",
"Ctt floating: False\n",
"Toy 0/1 - Fit 0/1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"------------------------------------------------------------------\n",
"| FCN = 2.967E+05 | Ncalls=1039 (1039 total) |\n",
"| EDM = 2.89E-05 (Goal: 5E-06) | up = 0.5 |\n",
"------------------------------------------------------------------\n",
"| Valid Min. | Valid Param. | Above EDM | Reached call limit |\n",
"------------------------------------------------------------------\n",
"| True | True | False | False |\n",
"------------------------------------------------------------------\n",
"| Hesse failed | Has cov. | Accurate | Pos. def. | Forced |\n",
"------------------------------------------------------------------\n",
"| False | True | True | True | False |\n",
"------------------------------------------------------------------\n",
"Function minimum: 296675.6949483203\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | jpsi_p | -1.50 | 0.03 | | |-6.28319 | 6.28319 | |\n",
"| 1 | rho_s | 1.0 | 0.3 | | |0.0253049| 2.0747 | |\n",
"| 2 | p4160_p | -1.52 | 0.12 | | |-6.28319 | 6.28319 | |\n",
"| 3 | p4040_p | -3.1 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.8 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 5 | bplus_1 | -0.81 | 0.04 | | | -2 | 2 | |\n",
"| 6 | omega_p | 0.25 | 0.37 | | |-6.28319 | 6.28319 | |\n",
"| 7 | Dbar_s | 0.300 | 0.028 | | | -0.3 | 0.3 | |\n",
"| 8 | DDstar_p | -1.2 | 0.6 | | |-6.28319 | 6.28319 | |\n",
"| 9 | DDstar_s | -0.30 | 0.39 | | | -0.3 | 0.3 | |\n",
"| 10| Dbar_p | 0.16 | 0.37 | | |-6.28319 | 6.28319 | |\n",
"| 11| p4040_s | 0.44 | 0.18 | | |0.00501244| 2.01499 | |\n",
"| 12| p3770_s | 2.65 | 0.24 | | |0.918861 | 4.08114 | |\n",
"| 13| phi_p | 0.82 | 0.18 | | |-6.28319 | 6.28319 | |\n",
"| 14| p4415_p | -2.62 | 0.28 | | |-6.28319 | 6.28319 | |\n",
"| 15| p3770_p | -2.47 | 0.13 | | |-6.28319 | 6.28319 | |\n",
"| 16| phi_s | 20.3 | 1.0 | | | 14.8182 | 23.5818 | |\n",
"| 17| bplus_0 | 0.433 | 0.017 | | | -2 | 2 | |\n",
"| 18| p4160_s | 1.82 | 0.17 | | | 0.71676 | 3.68324 | |\n",
"| 19| p4415_s | 0.76 | 0.21 | | |0.126447 | 2.35355 | |\n",
"| 20| omega_s | 7.0 | 1.6 | | | 4.19232 | 9.40768 | |\n",
"| 21| psi2s_p | 2.05 | 0.03 | | |-6.28319 | 6.28319 | |\n",
"| 22| bplus_2 | -0.52 | 0.06 | | | -2 | 2 | |\n",
"----------------------------------------------------------------------------------------------\n",
"-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | jpsi_p rho_s p4160_p p4040_p rho_p bplus_1 omega_p Dbar_s DDstar_p DDstar_s Dbar_p p4040_s p3770_s phi_p p4415_p p3770_p phi_s bplus_0 p4160_s p4415_s omega_s psi2s_p bplus_2 |\n",
"-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| jpsi_p | 1.000 0.079 0.354 -0.041 -0.059 0.249 -0.029 0.006 -0.343 -0.310 0.504 -0.095 0.219 0.034 -0.025 0.424 0.036 -0.047 -0.132 -0.005 -0.047 0.207 -0.239 |\n",
"| rho_s | 0.079 1.000 0.004 -0.034 0.084 -0.103 -0.072 0.001 -0.134 -0.034 -0.014 0.023 0.010 0.173 -0.040 0.054 0.025 0.290 -0.035 0.049 -0.405 0.009 -0.215 |\n",
"| p4160_p | 0.354 0.004 1.000 -0.286 0.065 0.046 0.002 0.039 -0.188 -0.240 0.283 -0.159 0.055 -0.011 0.243 0.334 -0.032 0.012 -0.077 -0.198 -0.004 0.106 0.184 |\n",
"| p4040_p | -0.041 -0.034 -0.286 1.000 0.044 -0.109 0.010 0.020 0.221 -0.049 0.121 -0.244 0.058 -0.023 0.090 0.031 -0.036 0.028 0.250 0.129 0.015 -0.142 0.124 |\n",
"| rho_p | -0.059 0.084 0.065 0.044 1.000 0.042 0.007 -0.007 -0.090 -0.030 0.026 -0.061 0.066 -0.266 0.043 0.055 -0.183 0.069 0.047 -0.042 0.049 -0.018 0.194 |\n",
"| bplus_1 | 0.249 -0.103 0.046 -0.109 0.042 1.000 0.030 0.001 -0.673 -0.181 -0.023 0.074 0.092 -0.024 -0.145 0.253 -0.002 -0.683 -0.122 0.221 0.055 0.056 -0.344 |\n",
"| omega_p | -0.029 -0.072 0.002 0.010 0.007 0.030 1.000 -0.000 0.023 0.004 0.008 -0.007 0.001 -0.090 0.011 -0.009 -0.012 -0.061 0.010 -0.012 0.768 -0.002 0.061 |\n",
"| Dbar_s | 0.006 0.001 0.039 0.020 -0.007 0.001 -0.000 1.000 -0.032 -0.003 0.014 -0.036 0.037 0.002 0.008 0.012 0.004 -0.001 0.004 -0.014 0.000 0.016 -0.035 |\n",
"| DDstar_p | -0.343 -0.134 -0.188 0.221 -0.090 -0.673 0.023 -0.032 1.000 0.337 0.129 -0.021 -0.110 -0.009 0.237 -0.397 0.008 -0.002 0.232 -0.153 0.056 0.024 0.486 |\n",
"| DDstar_s | -0.310 -0.034 -0.240 -0.049 -0.030 -0.181 0.004 -0.003 0.337 1.000 0.165 0.056 -0.122 -0.005 -0.047 -0.169 0.005 -0.005 0.004 -0.007 0.014 -0.116 0.125 |\n",
"| Dbar_p | 0.504 -0.014 0.283 0.121 0.026 -0.023 0.008 0.014 0.129 0.165 1.000 -0.106 0.247 -0.002 0.107 0.428 -0.018 0.030 0.006 -0.006 0.007 0.387 -0.006 |\n",
"| p4040_s | -0.095 0.023 -0.159 -0.244 -0.061 0.074 -0.007 -0.036 -0.021 0.056 -0.106 1.000 0.107 0.020 -0.220 -0.169 0.036 -0.016 -0.459 0.071 -0.008 0.121 -0.279 |\n",
"| p3770_s | 0.219 0.010 0.055 0.058 0.066 0.092 0.001 0.037 -0.110 -0.122 0.247 0.107 1.000 -0.015 0.023 -0.046 -0.036 0.035 0.008 0.050 -0.005 -0.254 -0.009 |\n",
"| phi_p | 0.034 0.173 -0.011 -0.023 -0.266 -0.024 -0.090 0.002 -0.009 -0.005 -0.002 0.020 -0.015 1.000 -0.023 0.003 0.518 0.027 -0.025 0.021 -0.158 0.006 -0.105 |\n",
"| p4415_p | -0.025 -0.040 0.243 0.090 0.043 -0.145 0.011 0.008 0.237 -0.047 0.107 -0.220 0.023 -0.023 1.000 0.011 -0.035 0.025 0.130 -0.242 0.017 -0.051 0.199 |\n",
"| p3770_p | 0.424 0.054 0.334 0.031 0.055 0.253 -0.009 0.012 -0.397 -0.169 0.428 -0.169 -0.046 0.003 0.011 1.000 -0.017 0.030 -0.048 -0.005 -0.025 0.165 -0.132 |\n",
"| phi_s | 0.036 0.025 -0.032 -0.036 -0.183 -0.002 -0.012 0.004 0.008 0.005 -0.018 0.036 -0.036 0.518 -0.035 -0.017 1.000 -0.023 -0.037 0.031 -0.031 0.006 -0.135 |\n",
"| bplus_0 | -0.047 0.290 0.012 0.028 0.069 -0.683 -0.061 -0.001 -0.002 -0.005 0.030 -0.016 0.035 0.027 0.025 0.030 -0.023 1.000 0.035 -0.010 -0.131 -0.008 -0.185 |\n",
"| p4160_s | -0.132 -0.035 -0.077 0.250 0.047 -0.122 0.010 0.004 0.232 0.004 0.006 -0.459 0.008 -0.025 0.130 -0.048 -0.037 0.035 1.000 0.237 0.015 -0.164 0.143 |\n",
"| p4415_s | -0.005 0.049 -0.198 0.129 -0.042 0.221 -0.012 -0.014 -0.153 -0.007 -0.006 0.071 0.050 0.021 -0.242 -0.005 0.031 -0.010 0.237 1.000 -0.020 0.044 -0.421 |\n",
"| omega_s | -0.047 -0.405 -0.004 0.015 0.049 0.055 0.768 0.000 0.056 0.014 0.007 -0.008 -0.005 -0.158 0.017 -0.025 -0.031 -0.131 0.015 -0.020 1.000 -0.004 0.100 |\n",
"| psi2s_p | 0.207 0.009 0.106 -0.142 -0.018 0.056 -0.002 0.016 0.024 -0.116 0.387 0.121 -0.254 0.006 -0.051 0.165 0.006 -0.008 -0.164 0.044 -0.004 1.000 -0.189 |\n",
"| bplus_2 | -0.239 -0.215 0.184 0.124 0.194 -0.344 0.061 -0.035 0.486 0.125 -0.006 -0.279 -0.009 -0.105 0.199 -0.132 -0.135 -0.185 0.143 -0.421 0.100 -0.189 1.000 |\n",
"-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.0328045830556265}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.33881283869361595}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.12391959427555443}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.3920926816641892}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.437668448283667}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.04271834777685013}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.36721450787305754}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.02796029722800525}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.5945052377488778}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.3889456764491279}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.3707340402668837}), (<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.17790671835094876}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.24042655355296105}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.1762512338857709}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.28198450062741864}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.13435331553395025}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 1.0000236603294077}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.016920359851551492}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.1693305369936764}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.2148383070439105}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 1.5520132639651485}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.03448157125199547}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.06343640604654643})])\n",
"\n",
"Time taken: 52 min, 10 s\n",
"Estimated time left: 4 min, 44 s\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# zfit.run.numeric_checks = False \n",
"\n",
"load = False\n",
"\n",
"bo = True\n",
"\n",
"D_contribs = True\n",
"\n",
"if not D_contribs:\n",
" Dbar_s.floating = False\n",
" Dbar_p.floating = False\n",
" DDstar_s.floating = False\n",
" DDstar_p.floating = False\n",
"\n",
"bo_set = 1\n",
"\n",
"fitting_range = 'cut'\n",
"total_BR = 1.7e-10 + 4.9e-10 + 2.5e-9 + 6.02e-5 + 4.97e-6 + 1.38e-9 + 4.2e-10 + 2.6e-9 + 6.1e-10 + 4.37e-7\n",
"cut_BR = 1.0 - (6.02e-5 + 4.97e-6)/total_BR\n",
"\n",
"Ctt_list = []\n",
"Ctt_error_list = []\n",
"\n",
"nr_of_toys = 1\n",
"nevents = int(pdg[\"number_of_decays\"]*cut_BR)\n",
"# nevents = pdg[\"number_of_decays\"]\n",
"event_stack = 1000000\n",
"# nevents *= 41\n",
"# zfit.settings.set_verbosity(10)\n",
"\n",
"# mi = 0.0\n",
"# ma = 1e-3\n",
"# ste = 11\n",
"\n",
"BR_steps = np.linspace(mi, ma, ste)\n",
"\n",
"Ctt_steps = np.sqrt(BR_steps/4.2*1000)\n",
"\n",
"print(Ctt_steps)\n",
"\n",
"# total_samp = []\n",
"\n",
"start = time.time()\n",
"\n",
"Nll_list = []\n",
"\n",
"sampler = total_f.create_sampler(n=nevents, fixed_params = False)\n",
"sampler.set_data_range(obs_fit)\n",
"\n",
"__ = -1\n",
"\n",
"#-----------------------------------------------------\n",
"\n",
"if not load:\n",
" for Ctt_step in Ctt_steps:\n",
" \n",
" __ += 1\n",
" \n",
" for i in range(2):\n",
" Ctt_list.append([])\n",
" Ctt_error_list.append([])\n",
" Nll_list.append([])\n",
"\n",
" for param in total_f_fit.get_dependents():\n",
" if param.floating:\n",
" pull_dic[param.name].append([])\n",
" \n",
" for toy in range(nr_of_toys): \n",
" \n",
" newset = True\n",
" \n",
" while newset:\n",
" \n",
" for floaty in [True, False]:\n",
" Ctt.floating = floaty\n",
" \n",
" for bo_step in range(bo_set):\n",
"\n",
" print('Step: {0}/{1}'.format(int(__), ste))\n",
" print('Current Ctt: {0}'.format(Ctt_step))\n",
" print('Ctt floating: {0}'.format(floaty))\n",
" \n",
" reset_param_values(variation = 0.0)\n",
"\n",
" if floaty:\n",
" print('Toy {0}/{1} - Fit {2}/{3}'.format(toy, nr_of_toys, bo_step, bo_set))\n",
" Ctt.set_value(Ctt_step)\n",
"\n",
" else:\n",
" Ctt.set_value(0.0)\n",
" print('Toy {0}/{1} - Fit {2}/{3}'.format(toy, nr_of_toys, bo_step, bo_set))\n",
"\n",
" if newset:\n",
" sampler.resample(n=nevents)\n",
" data = sampler\n",
" newset = False\n",
"\n",
" ### Fit data\n",
" \n",
" if floaty:\n",
" plt.clf()\n",
" plt.title('Ctt value: {:.2f}'.format(Ctt_step))\n",
" plt.hist(zfit.run(data), bins = int((x_max-x_min)/7), range = (x_min, x_max))\n",
" plt.savefig('data/CLs/plots/set_histo{}.png'.format(__))\n",
" _step = 2*__\n",
" else:\n",
" _step = 2*__+1\n",
" \n",
" save_pulls(step = _step)\n",
"\n",
" nll = zfit.loss.UnbinnedNLL(model=total_f_fit, data=data, constraints = constraints)\n",
"\n",
" minimizer = zfit.minimize.MinuitMinimizer(verbosity = 5)\n",
" # minimizer._use_tfgrad = False\n",
" result = minimizer.minimize(nll)\n",
"\n",
" print(\"Function minimum:\", result.fmin)\n",
" print(\"Hesse errors:\", result.hesse())\n",
"\n",
" params = result.params\n",
"\n",
" if result.converged:\n",
"\n",
" if floaty:\n",
" Nll_list[-2].append(result.fmin)\n",
" Ctt_list[-2].append(params[Ctt]['value'])\n",
" Ctt_error_list[-2].append(params[Ctt]['minuit_hesse']['error'])\n",
"\n",
" else:\n",
" Nll_list[-1].append(result.fmin)\n",
" Ctt_list[-1].append(0.0)\n",
" Ctt_error_list[-1].append(0.0)\n",
" \n",
"\n",
" else:\n",
" for _ in [1,2]:\n",
" del Nll_list[-_][toy*bo_set:]\n",
"# print(np.shape(Nll_list[-_]))\n",
" del Ctt_list[-_][toy*bo_set:]\n",
" del Ctt_error_list[-_][toy*bo_set:]\n",
" for param in total_f_fit.get_dependents():\n",
" if param.floating:\n",
" del pull_dic[param.name][_step][toy*bo_set:]\n",
" newset = True\n",
" break\n",
" \n",
" if not result.converged:\n",
" break\n",
" \n",
" print()\n",
" print('Time taken: {}'.format(display_time(int(time.time()-start))))\n",
" print('Estimated time left: {}'.format(display_time(int((time.time()-start)/(__+(toy+1)/nr_of_toys)*(ste-__-(nr_of_toys-toy-1)/nr_of_toys)))))"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [],
"source": [
"if load:\n",
" \n",
" phase_combi = '-+'\n",
"\n",
" _dir = 'data/CLs/finished/f1d1/{}/'.format(phase_combi)\n",
" \n",
" jobs = os.listdir(_dir)\n",
" \n",
" First = True\n",
" \n",
"# print(jobs)\n",
" \n",
" for job in jobs:\n",
" \n",
" dirName = _dir + str(job) + '/data/CLs'\n",
" \n",
" if not os.path.exists(\"{}/{}-{}_{}s{}b{}t--CLs_Nll_list.pkl\".format(dirName, mi,ma,ste,bo_set,nr_of_toys)):\n",
"# print(job)\n",
" continue\n",
" \n",
" with open(r\"{}/variab.pkl\".format(dirName), \"rb\") as input_file:\n",
" variab = pkl.load(input_file)\n",
"# print(variab)\n",
" \n",
" ### sanity check:\n",
" if variab['mi'] != mi or variab['ma'] != ma or variab['ste'] != ste or bo_set != bo_set:\n",
" print('Fitting parameters of data dont equal the ones given -- Job {} skipped!'.format(job))\n",
" \n",
" with open(r\"{}/{}-{}_{}s{}b{}t--CLs_Nll_list.pkl\".format(dirName, mi,ma,ste,bo_set,nr_of_toys), \"rb\") as input_file:\n",
" _Nll_list = pkl.load(input_file)\n",
" \n",
" with open(r\"{}/{}-{}_{}s{}b{}t--Ctt_list.pkl\".format(dirName, mi,ma,ste,bo_set,nr_of_toys), \"rb\") as input_file:\n",
" _Ctt_list = pkl.load(input_file)\n",
" \n",
" with open(r\"{}/{}-{}_{}s{}b{}t--Ctt_error_list.pkl\".format(dirName, mi,ma,ste,bo_set,nr_of_toys), \"rb\") as input_file:\n",
" _Ctt_error_list = pkl.load(input_file)\n",
" \n",
" with open(r\"{}/{}-{}_{}s{}b{}t--pull_dic.pkl\".format(dirName, mi,ma,ste,bo_set,nr_of_toys), \"rb\") as input_file:\n",
" _pull_dic = pkl.load(input_file)\n",
" \n",
" with open(r\"{}/{}-{}_{}s--CLs_list.pkl\".format(dirName, mi,ma,ste), \"rb\") as input_file:\n",
" _CLs_list = pkl.load(input_file)\n",
" \n",
" \n",
" if First:\n",
" Nll_list = _Nll_list\n",
" Ctt_list = _Ctt_list\n",
" Ctt_error_list = _Ctt_error_list\n",
" pull_dic = _pull_dic\n",
"# print(_pull_dic)\n",
" CLs_list = _CLs_list\n",
" First = False\n",
" else:\n",
" for step in range(2*ste):\n",
"# print(Nll_list[step], step)\n",
" Nll_list[step].extend(_Nll_list[step])\n",
" Ctt_list[step].extend(_Ctt_list[step])\n",
" Ctt_error_list[step].extend(_Ctt_error_list[step])\n",
" for key in pull_dic.keys():\n",
"# print(key, np.shape(pull_dic[key]))\n",
" pull_dic[key][step].extend(_pull_dic[key][step])\n",
" for step in range(ste):\n",
" CLs_list[step].extend(_CLs_list[step])\n",
"\n",
"# print('----------------------')"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(22, 1)\n",
"[[297523.5053385047]]\n",
"(11, 1)\n"
]
}
],
"source": [
"dirName = 'data/CLs'\n",
"\n",
"# if bo and not load:\n",
"# for s in range(2*ste):\n",
"# Nll_list[s] = [np.min(Nll_list[s])]\n",
"\n",
"\n",
"if not load:\n",
" \n",
" if not os.path.exists(dirName):\n",
" os.mkdir(dirName)\n",
" print(\"Directory \" , dirName , \" Created \")\n",
"\n",
" with open(\"{}/{}-{}_{}s{}b{}t--CLs_Nll_list.pkl\".format(dirName, mi,ma,ste,bo_set,nr_of_toys), \"wb\") as f:\n",
" pkl.dump(Nll_list, f, pkl.HIGHEST_PROTOCOL)\n",
" \n",
" with open(\"{}/{}-{}_{}s{}b{}t--Ctt_list.pkl\".format(dirName, mi,ma,ste,bo_set,nr_of_toys), \"wb\") as f:\n",
" pkl.dump(Ctt_list, f, pkl.HIGHEST_PROTOCOL)\n",
" \n",
" with open(\"{}/{}-{}_{}s{}b{}t--Ctt_error_list.pkl\".format(dirName, mi,ma,ste,bo_set,nr_of_toys), \"wb\") as f:\n",
" pkl.dump(Ctt_error_list, f, pkl.HIGHEST_PROTOCOL)\n",
" \n",
" with open(\"{}/{}-{}_{}s{}b{}t--pull_dic.pkl\".format(dirName, mi,ma,ste,bo_set,nr_of_toys), \"wb\") as f:\n",
" pkl.dump(pull_dic, f, pkl.HIGHEST_PROTOCOL)\n",
" \n",
" variab = {'mi': mi,\n",
" 'ma': ma,\n",
" 'ste': ste,\n",
" 'bo_set': bo_set,\n",
" 'nr_of_toys': nr_of_toys}\n",
" \n",
" with open(\"{}/variab.pkl\".format(dirName), \"wb\") as f:\n",
" pkl.dump(variab, f, pkl.HIGHEST_PROTOCOL)\n",
" \n",
" CLs_values = []\n",
" \n",
" toy_size = bo_set\n",
"\n",
" print(np.shape(Nll_list))\n",
" print(Nll_list[0:1])\n",
" \n",
" for step in range(ste):\n",
" CLs_values.append([])\n",
" for toy in range(nr_of_toys):\n",
" float_min = np.min(Nll_list[2*step][toy*bo_set:(toy+1)*bo_set])\n",
" fix_min = np.min(Nll_list[2*step+1][toy*bo_set:(toy+1)*bo_set])\n",
" CLs_values[step].append(float_min-fix_min)\n",
" \n",
" \n",
" print(np.shape(CLs_values))\n",
" \n",
" with open(\"{}/{}-{}_{}s--CLs_list.pkl\".format(dirName, mi,ma,ste), \"wb\") as f:\n",
" pkl.dump(CLs_values, f, pkl.HIGHEST_PROTOCOL)"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [],
"source": [
"# print(variab['mi'] != mi)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plot"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(11, 1)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"l = []\n",
"\n",
"\n",
"if load:\n",
" CLs_values = -1*np.array(CLs_list)\n",
"\n",
"if not os.path.exists('data/CLs/plots'):\n",
" os.mkdir('data/CLs/plots')\n",
" print(\"Directory \" , 'data/CLs/plots' , \" Created \")\n",
"\n",
"print(np.shape(CLs_values))\n",
" \n",
"for step in range(1,ste):\n",
" plt.clf()\n",
" plt.title('Ctt value: {:.2f}'.format(Ctt_steps[step]))\n",
" plt.hist(CLs_values[0], bins = 100, range = (-25, 25), label = 'Ctt fixed to 0')\n",
" plt.hist(CLs_values[step], bins = 100, range = (-25, 25), label = 'Ctt floating')\n",
" plt.axvline(x=np.mean(CLs_values[0]),color='red', linewidth=1.0, linestyle = 'dotted')\n",
" plt.legend()\n",
" plt.savefig('data/CLs/plots/CLs-BR({:.1E}).png'.format(BR_steps[step]))\n",
" \n",
" l.append(len(np.where(np.array(CLs_values[step]) < np.mean(CLs_values[0]))[0]))\n",
" \n",
"for step in range(2*ste):\n",
" if step%2 == 0:\n",
" floaty = True\n",
" else:\n",
" floaty = False\n",
" for key in pull_dic.keys():\n",
" if not os.path.exists('data/CLs/plots/{}'.format(key)):\n",
" os.mkdir('data/CLs/plots/{}'.format(key))\n",
" plt.clf()\n",
" plt.title('Pull {} - Ctt value {:.2f} - floating {}'.format(key, Ctt_steps[int(step/2)], floaty))\n",
" plt.hist(pull_dic[key][step], bins = 50, range = (-5,5))\n",
" plt.xlabel('Pull')\n",
" plt.savefig('data/CLs/plots/{}/{:.2f}Ctt{}s{}f.png'.format(key, Ctt_steps[int(step/2)], step, floaty))\n"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"BR: 0.0000\n",
"2.0\n",
"\n",
"BR: 0.0010\n",
"2.0\n",
"\n",
"BR: 0.0020\n",
"2.0\n",
"\n",
"BR: 0.0030\n",
"2.0\n",
"\n",
"BR: 0.0040\n",
"2.0\n",
"\n",
"BR: 0.0050\n",
"2.0\n",
"\n",
"BR: 0.0060\n",
"2.0\n",
"\n",
"BR: 0.0070\n",
"2.0\n",
"\n",
"BR: 0.0080\n",
"2.0\n",
"\n",
"BR: 0.0090\n",
"2.0\n",
"\n"
]
}
],
"source": [
"for s in range(len(l)):\n",
" print('BR: {:.4f}'.format(BR_steps[s]))\n",
" print(2*l[s]/len(CLs_values[s]))\n",
" print()"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [],
"source": [
"# for step in range(2*ste):\n",
"# for key in pull_dic.keys():\n",
"# print(pull_dic[key][step])"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [],
"source": [
"# for param in total_f_fit.get_dependents():\n",
"# if param.floating:\n",
"# print(params[param]['value'])"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"53 min, 12 s\n"
]
}
],
"source": [
"print(display_time(int(time.time()-start)))"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [],
"source": [
"# variab['mi'] =! mi"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"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": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
