{
"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",
"\n",
"import numpy as np\n",
"from pdg_const 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(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), floating = False)#, lower_limit = -2.0, upper_limit= 2.0)\n",
"bplus_1 = zfit.Parameter(\"bplus_1\", ztf.constant(-0.885), floating = False)#, lower_limit = -2.0, upper_limit= 2.0)\n",
"bplus_2 = zfit.Parameter(\"bplus_2\", ztf.constant(-0.213), floating = False)#, 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=-1.5, upper_limit=1.5)"
]
},
{
"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(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(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": [
{
"data": {
"text/plain": [
"<tf.Tensor 'normalization/hook_integrate/hook_numeric_integrate/mul_1:0' shape=() dtype=float64>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"total_f_fit.normalization(obs_toy)"
]
},
{
"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",
"test_q = np.linspace(x_min, x_max, int(2e6))\n",
"\n",
"probs = total_f.pdf(test_q, norm_range=False)\n",
"\n",
"calcs_test = 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:12: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n",
" if sys.path[0] == '':\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')\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": [
"def reset_param_values(): \n",
" jpsi_m.set_value(jpsi_mass)\n",
" jpsi_s.set_value(jpsi_scale)\n",
" jpsi_p.set_value(jpsi_phase)\n",
" jpsi_w.set_value(jpsi_width)\n",
" psi2s_m.set_value(psi2s_mass)\n",
" psi2s_s.set_value(psi2s_scale)\n",
" psi2s_p.set_value(psi2s_phase)\n",
" psi2s_w.set_value(psi2s_width)\n",
" p3770_m.set_value(p3770_mass)\n",
" p3770_s.set_value(p3770_scale)\n",
" p3770_p.set_value(p3770_phase)\n",
" p3770_w.set_value(p3770_width)\n",
" p4040_m.set_value(p4040_mass)\n",
" p4040_s.set_value(p4040_scale)\n",
" p4040_p.set_value(p4040_phase)\n",
" p4040_w.set_value(p4040_width)\n",
" p4160_m.set_value(p4160_mass)\n",
" p4160_s.set_value(p4160_scale)\n",
" p4160_p.set_value(p4160_phase)\n",
" p4160_w.set_value(p4160_width)\n",
" p4415_m.set_value(p4415_mass)\n",
" p4415_s.set_value(p4415_scale)\n",
" p4415_p.set_value(p4415_phase)\n",
" p4415_w.set_value(p4415_width)\n",
" rho_m.set_value(rho_mass)\n",
" rho_s.set_value(rho_scale)\n",
" rho_p.set_value(rho_phase)\n",
" rho_w.set_value(rho_width)\n",
" omega_m.set_value(omega_mass)\n",
" omega_s.set_value(omega_scale)\n",
" omega_p.set_value(omega_phase)\n",
" omega_w.set_value(omega_width)\n",
" phi_m.set_value(phi_mass)\n",
" phi_s.set_value(phi_scale)\n",
" phi_p.set_value(phi_phase)\n",
" phi_w.set_value(phi_width)\n",
" Dstar_m.set_value(Dstar_mass)\n",
" DDstar_s.set_value(0.0)\n",
" DDstar_p.set_value(0.0)\n",
" D_m.set_value(D_mass)\n",
" Dbar_m.set_value(Dbar_mass)\n",
" Dbar_s.set_value(0.0)\n",
" Dbar_p.set_value(0.0)\n",
" tau_m.set_value(pdg['tau_M'])\n",
" Ctt.set_value(0.0)\n",
" b0_0.set_value(0.292)\n",
" b0_1.set_value(0.281)\n",
" b0_2.set_value(0.150)\n",
" bplus_0.set_value(0.466)\n",
" bplus_1.set_value(-0.885)\n",
" bplus_2.set_value(-0.213)\n",
" bT_0.set_value(0.460)\n",
" bT_1.set_value(-1.089)\n",
" bT_2.set_value(-1.114)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Analysis"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"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",
"Toy 0: Generating data...\n",
"Toy 0: Data generation finished\n",
"Toy 0: Loading data...\n",
"Toy 0: Loading data finished\n",
"Toy 0: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.973E+05 | Ncalls=339 (339 total) |\n",
"| EDM = 4.18E-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: 297282.7780193165\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 0.75 | 0.17 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | -2.29 | 0.16 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | -1.03 | 0.20 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | -6.1 | 0.6 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -6.3 | 0.6 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 19.1 | 0.9 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 1.99 | 0.16 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | 4.715 | 0.024 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | -0.05 | 0.08 | | | -2 | 2 | |\n",
"| 9 | p4040_p | 3.62 | 0.24 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | 1.65 | 0.23 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | 0.46 | 0.17 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 1.28 | 0.19 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 1.0 | 0.3 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 6.7 | 1.9 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | 0.300 | 0.006 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | -0.300 | 0.010 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | -2.00 | 0.11 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | 6.25 | 0.12 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | -6.283 | 0.012 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 0.919 | 0.011 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | 0.481 | 0.019 | | | -2 | 2 | |\n",
"| 22| bplus_1 | -0.96 | 0.04 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 2.134 | 0.026 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 -0.228 -0.003 0.005 0.016 -0.013 -0.135 0.017 0.029 -0.178 -0.084 0.346 0.128 0.022 0.001 -0.001 0.001 -0.495 0.001 0.000 -0.005 0.018 0.048 0.094 |\n",
"| p4415_p | -0.228 1.000 -0.037 0.002 0.046 -0.031 -0.115 -0.020 0.210 0.078 -0.086 -0.027 -0.109 0.015 -0.000 0.003 0.015 0.298 0.000 -0.001 0.002 0.022 -0.097 -0.109 |\n",
"| Dbar_p | -0.003 -0.037 1.000 0.006 -0.002 -0.008 -0.065 0.214 -0.064 -0.072 -0.029 -0.218 0.022 0.035 -0.001 0.002 0.003 0.036 -0.001 -0.003 0.008 0.036 0.129 0.064 |\n",
"| omega_p | 0.005 0.002 0.006 1.000 -0.097 0.102 0.007 -0.046 0.026 0.000 0.005 0.005 0.003 0.109 0.904 0.000 0.000 -0.004 0.060 0.000 -0.000 0.030 -0.017 -0.008 |\n",
"| rho_p | 0.016 0.046 -0.002 -0.097 1.000 0.050 0.044 -0.076 0.197 0.029 -0.030 0.079 -0.004 0.088 0.046 0.000 -0.000 0.008 0.035 0.000 -0.001 -0.093 0.073 -0.005 |\n",
"| phi_s | -0.013 -0.031 -0.008 0.102 0.050 1.000 -0.033 0.024 -0.121 -0.023 0.007 -0.050 -0.003 -0.008 0.112 0.000 0.000 -0.009 0.362 0.000 0.000 -0.032 0.031 -0.007 |\n",
"| p4160_s | -0.135 -0.115 -0.065 0.007 0.044 -0.033 1.000 -0.048 0.117 0.381 -0.088 0.197 0.325 0.033 0.001 0.001 0.005 -0.107 0.001 0.000 -0.001 0.040 0.002 -0.114 |\n",
"| jpsi_p | 0.017 -0.020 0.214 -0.046 -0.076 0.024 -0.048 1.000 0.114 -0.098 0.013 0.242 -0.033 -0.026 -0.045 0.007 0.028 -0.035 -0.015 0.002 0.002 -0.063 -0.001 -0.068 |\n",
"| bplus_2 | 0.029 0.210 -0.064 0.026 0.197 -0.121 0.117 0.114 1.000 0.052 -0.255 0.649 -0.125 0.085 0.013 0.001 0.004 0.049 0.005 0.004 -0.000 0.075 -0.361 -0.063 |\n",
"| p4040_p | -0.178 0.078 -0.072 0.000 0.029 -0.023 0.381 -0.098 0.052 1.000 -0.038 -0.151 0.101 0.012 -0.002 0.003 0.012 -0.036 -0.000 -0.002 0.003 0.026 -0.035 -0.252 |\n",
"| DDstar_p | -0.084 -0.086 -0.029 0.005 -0.030 0.007 -0.088 0.013 -0.255 -0.038 1.000 -0.114 -0.016 0.056 -0.006 0.001 0.010 0.073 -0.001 -0.002 0.005 0.036 0.314 -0.021 |\n",
"| Ctt | 0.346 -0.027 -0.218 0.005 0.079 -0.050 0.197 0.242 0.649 -0.151 -0.114 1.000 0.179 0.035 -0.001 0.003 0.002 -0.333 0.000 0.009 -0.002 -0.005 -0.129 0.085 |\n",
"| p4415_s | 0.128 -0.109 0.022 0.003 -0.004 -0.003 0.325 -0.033 -0.125 0.101 -0.016 0.179 1.000 0.023 -0.001 -0.000 0.000 -0.057 0.000 0.001 -0.002 0.024 0.123 0.015 |\n",
"| rho_s | 0.022 0.015 0.035 0.109 0.088 -0.008 0.033 -0.026 0.085 0.012 0.056 0.035 0.023 1.000 -0.067 -0.000 0.000 -0.003 0.013 -0.000 0.000 0.225 -0.155 0.011 |\n",
"| omega_s | 0.001 -0.000 -0.001 0.904 0.046 0.112 0.001 -0.045 0.013 -0.002 -0.006 -0.001 -0.001 -0.067 1.000 0.000 0.000 -0.004 0.052 0.000 -0.000 -0.016 0.017 -0.010 |\n",
"| Dbar_s | -0.001 0.003 0.002 0.000 0.000 0.000 0.001 0.007 0.001 0.003 0.001 0.003 -0.000 -0.000 0.000 1.000 -0.000 0.004 0.000 -0.000 0.000 -0.000 -0.001 0.007 |\n",
"| DDstar_s | 0.001 0.015 0.003 0.000 -0.000 0.000 0.005 0.028 0.004 0.012 0.010 0.002 0.000 0.000 0.000 -0.000 1.000 0.018 -0.000 -0.000 0.000 0.000 -0.001 0.020 |\n",
"| p4160_p | -0.495 0.298 0.036 -0.004 0.008 -0.009 -0.107 -0.035 0.049 -0.036 0.073 -0.333 -0.057 -0.003 -0.004 0.004 0.018 1.000 -0.001 -0.003 0.005 0.012 -0.068 -0.126 |\n",
"| phi_p | 0.001 0.000 -0.001 0.060 0.035 0.362 0.001 -0.015 0.005 -0.000 -0.001 0.000 0.000 0.013 0.052 0.000 -0.000 -0.001 1.000 0.000 -0.000 -0.001 0.002 -0.003 |\n",
"| p3770_p | 0.000 -0.001 -0.003 0.000 0.000 0.000 0.000 0.002 0.004 -0.002 -0.002 0.009 0.001 -0.000 0.000 -0.000 -0.000 -0.003 0.000 1.000 -0.002 -0.001 -0.001 0.010 |\n",
"| p3770_s | -0.005 0.002 0.008 -0.000 -0.001 0.000 -0.001 0.002 -0.000 0.003 0.005 -0.002 -0.002 0.000 -0.000 0.000 0.000 0.005 -0.000 -0.002 1.000 0.001 0.001 0.009 |\n",
"| bplus_0 | 0.018 0.022 0.036 0.030 -0.093 -0.032 0.040 -0.063 0.075 0.026 0.036 -0.005 0.024 0.225 -0.016 -0.000 0.000 0.012 -0.001 -0.001 0.001 1.000 -0.864 0.014 |\n",
"| bplus_1 | 0.048 -0.097 0.129 -0.017 0.073 0.031 0.002 -0.001 -0.361 -0.035 0.314 -0.129 0.123 -0.155 0.017 -0.001 -0.001 -0.068 0.002 -0.001 0.001 -0.864 1.000 0.045 |\n",
"| psi2s_p | 0.094 -0.109 0.064 -0.008 -0.005 -0.007 -0.114 -0.068 -0.063 -0.252 -0.021 0.085 0.015 0.011 -0.010 0.007 0.020 -0.126 -0.003 0.010 0.009 0.014 0.045 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.16877995169658805}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.16247575338851927}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.19900862069874625}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.6302811561454438}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.5560679937032589}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 0.8671990427693697}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.16496803693122974}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.024434319412766747}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.0841109589093274}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.2370609077068293}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.23311179146915606}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.16864527033373622}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.18786151660850048}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.3419797835741468}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 1.9142083292666605}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.0060831596924605935}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.009548447406650562}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.10728797898379927}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.1200583686731651}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.011778400234528252}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.01118141747481266}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.019460341380867163}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.04123529565958395}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.026229198841033252})])\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\sa_li\\.conda\\envs\\rmd\\lib\\site-packages\\ipykernel_launcher.py:192: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 1/50\n",
"Time taken: 1 min, 26 s\n",
"Projected time left: 1 h, 10 min\n",
"Toy 1: Generating data...\n",
"Toy 1: Data generation finished\n",
"Toy 1: Loading data...\n",
"Toy 1: Loading data finished\n",
"Toy 1: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.973E+05 | Ncalls=1506 (1506 total) |\n",
"| EDM = 0.00454 (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: 297305.2836194889\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 0.005 | 0.026 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | -2.29 | 0.22 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | 1.0 | 0.7 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | 6.28 | 0.07 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.44 | 0.28 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 16.6 | 0.9 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 2.21 | 0.16 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | -4.62 | 0.03 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | -0.36 | 0.09 | | | -2 | 2 | |\n",
"| 9 | p4040_p | -6 | 9 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | 6.3 | 0.7 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | -0.53 | 0.22 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 0.99 | 0.20 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 1.32 | 0.32 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 5.9 | 0.9 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | 0.30 | 0.39 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | 0.30 | 0.39 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | -2.03 | 0.11 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | 5.92 | 0.20 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | -2.71 | 0.11 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 2.74 | 0.26 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | 0.464 | 0.020 | | | -2 | 2 | |\n",
"| 22| bplus_1 | -0.81 | 0.04 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 1.80 | 0.04 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 0.020 0.021 -0.000 -0.002 0.000 0.014 0.019 -0.004 -0.259 -0.011 -0.008 -0.009 -0.002 0.001 0.003 -0.005 0.034 0.000 0.014 0.009 -0.000 -0.010 0.004 |\n",
"| p4415_p | 0.020 1.000 0.309 -0.000 0.050 -0.019 -0.175 0.150 0.214 -0.017 -0.095 0.237 -0.186 -0.022 0.009 0.127 0.017 0.372 0.008 0.063 0.190 0.013 -0.173 0.139 |\n",
"| Dbar_p | 0.021 0.309 1.000 -0.001 -0.083 0.022 -0.061 0.348 0.017 -0.037 0.255 0.577 -0.187 -0.089 0.027 0.301 -0.087 0.419 -0.002 -0.102 0.453 -0.055 -0.398 0.504 |\n",
"| omega_p | -0.000 -0.000 -0.001 1.000 0.009 -0.002 0.000 0.000 -0.001 0.000 -0.000 -0.001 0.000 0.016 -0.071 -0.000 -0.000 -0.000 -0.001 0.000 -0.000 0.003 -0.002 -0.000 |\n",
"| rho_p | -0.002 0.050 -0.083 0.009 1.000 0.107 0.085 -0.027 0.282 -0.000 -0.015 0.061 0.013 0.231 0.171 -0.045 -0.004 -0.015 0.125 -0.009 -0.016 0.026 0.032 -0.018 |\n",
"| phi_s | 0.000 -0.019 0.022 -0.002 0.107 1.000 -0.028 -0.008 -0.085 0.000 0.000 -0.025 -0.003 0.022 0.029 0.011 -0.002 0.001 0.539 -0.002 -0.000 -0.023 0.014 0.002 |\n",
"| p4160_s | 0.014 -0.175 -0.061 0.000 0.085 -0.028 1.000 -0.140 0.183 -0.023 0.029 0.272 0.349 0.026 -0.006 0.024 0.033 -0.189 0.007 -0.074 -0.011 0.049 0.048 -0.010 |\n",
"| jpsi_p | 0.019 0.150 0.348 0.000 -0.027 -0.008 -0.140 1.000 -0.282 -0.021 -0.401 -0.146 -0.120 -0.015 -0.003 -0.069 -0.071 0.404 -0.003 0.138 0.353 0.023 -0.029 0.289 |\n",
"| bplus_2 | -0.004 0.214 0.017 -0.001 0.282 -0.085 0.183 -0.282 1.000 -0.002 0.155 0.625 -0.102 -0.024 0.024 0.071 0.090 -0.016 0.027 -0.057 -0.082 -0.064 -0.167 0.033 |\n",
"| p4040_p | -0.259 -0.017 -0.037 0.000 -0.000 0.000 -0.023 -0.021 -0.002 1.000 0.009 -0.013 -0.000 0.003 -0.001 -0.011 0.003 -0.017 -0.000 -0.010 -0.020 -0.000 0.014 -0.009 |\n",
"| DDstar_p | -0.011 -0.095 0.255 -0.000 -0.015 0.000 0.029 -0.401 0.155 0.009 1.000 0.278 -0.001 -0.030 0.011 0.017 0.089 -0.306 -0.008 -0.273 -0.114 -0.018 -0.187 -0.081 |\n",
"| Ctt | -0.008 0.237 0.577 -0.001 0.061 -0.025 0.272 -0.146 0.625 -0.013 0.278 1.000 0.039 -0.046 0.017 0.269 -0.022 0.032 0.003 -0.168 0.078 -0.022 -0.343 0.419 |\n",
"| p4415_s | -0.009 -0.186 -0.187 0.000 0.013 -0.003 0.349 -0.120 -0.102 -0.000 -0.001 0.039 1.000 0.034 -0.011 -0.078 0.005 -0.111 0.000 -0.058 -0.089 0.023 0.184 -0.044 |\n",
"| rho_s | -0.002 -0.022 -0.089 0.016 0.231 0.022 0.026 -0.015 -0.024 0.003 -0.030 -0.046 0.034 1.000 -0.448 -0.043 -0.021 -0.034 0.031 0.017 -0.031 0.257 -0.156 -0.034 |\n",
"| omega_s | 0.001 0.009 0.027 -0.071 0.171 0.029 -0.006 -0.003 0.024 -0.001 0.011 0.017 -0.011 -0.448 1.000 0.013 0.007 0.009 -0.016 -0.010 0.008 -0.101 0.070 0.009 |\n",
"| Dbar_s | 0.003 0.127 0.301 -0.000 -0.045 0.011 0.024 -0.069 0.071 -0.011 0.017 0.269 -0.078 -0.043 0.013 1.000 -0.057 0.075 -0.006 -0.270 0.071 -0.035 -0.212 0.105 |\n",
"| DDstar_s | -0.005 0.017 -0.087 -0.000 -0.004 -0.002 0.033 -0.071 0.090 0.003 0.089 -0.022 0.005 -0.021 0.007 -0.057 1.000 -0.072 -0.002 -0.102 -0.094 -0.007 -0.127 -0.041 |\n",
"| p4160_p | 0.034 0.372 0.419 -0.000 -0.015 0.001 -0.189 0.404 -0.016 -0.017 -0.306 0.032 -0.111 -0.034 0.009 0.075 -0.072 1.000 0.003 0.192 0.313 0.000 -0.175 0.192 |\n",
"| phi_p | 0.000 0.008 -0.002 -0.001 0.125 0.539 0.007 -0.003 0.027 -0.000 -0.008 0.003 0.000 0.031 -0.016 -0.006 -0.002 0.003 1.000 -0.003 0.003 0.008 0.003 0.001 |\n",
"| p3770_p | 0.014 0.063 -0.102 0.000 -0.009 -0.002 -0.074 0.138 -0.057 -0.010 -0.273 -0.168 -0.058 0.017 -0.010 -0.270 -0.102 0.192 -0.003 1.000 -0.165 0.033 0.051 0.046 |\n",
"| p3770_s | 0.009 0.190 0.453 -0.000 -0.016 -0.000 -0.011 0.353 -0.082 -0.020 -0.114 0.078 -0.089 -0.031 0.008 0.071 -0.094 0.313 0.003 -0.165 1.000 0.017 -0.149 -0.050 |\n",
"| bplus_0 | -0.000 0.013 -0.055 0.003 0.026 -0.023 0.049 0.023 -0.064 -0.000 -0.018 -0.022 0.023 0.257 -0.101 -0.035 -0.007 0.000 0.008 0.033 0.017 1.000 -0.815 -0.014 |\n",
"| bplus_1 | -0.010 -0.173 -0.398 -0.002 0.032 0.014 0.048 -0.029 -0.167 0.014 -0.187 -0.343 0.184 -0.156 0.070 -0.212 -0.127 -0.175 0.003 0.051 -0.149 -0.815 1.000 -0.164 |\n",
"| psi2s_p | 0.004 0.139 0.504 -0.000 -0.018 0.002 -0.010 0.289 0.033 -0.009 -0.081 0.419 -0.044 -0.034 0.009 0.105 -0.041 0.192 0.001 0.046 -0.050 -0.014 -0.164 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.02600198160051127}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.22221188417996385}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.6525556274797397}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.06986411382518565}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.2775081252414173}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 0.940294195295797}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.15961532203253914}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.03201855904157025}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.08503229822984038}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 9.4147240874848}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.6767700985929404}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.2244578861034544}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.19809232196474302}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.31531792876082804}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 0.9019371501407454}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.38530322192902755}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.3873307162905222}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.10805733844064447}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.20490634997133217}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.11269531746078454}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.26478588588206375}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.020218897195892982}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.0394445884026593}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.03661552626823461})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 2/50\n",
"Time taken: 3 min, 41 s\n",
"Projected time left: 1 h, 28 min\n",
"Toy 2: Generating data...\n",
"Toy 2: Data generation finished\n",
"Toy 2: Loading data...\n",
"Toy 2: Loading data finished\n",
"Toy 2: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.975E+05 | Ncalls=1341 (1341 total) |\n",
"| EDM = 5.28E-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: 297510.2742995519\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 1.12 | 0.19 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | 5.2 | 0.3 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | 0.7 | 0.8 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | 0.005 | 0.302 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | 6.0 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 15.6 | 1.1 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 0.717 | 0.011 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | 1.71 | 0.03 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | 0.42 | 0.08 | | | -2 | 2 | |\n",
"| 9 | p4040_p | -3.32 | 0.16 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | 1.1 | 0.6 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | -1.15 | 0.21 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 0.65 | 0.19 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 1.0 | 0.4 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 6.1 | 1.2 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | 0.30 | 0.38 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | 0.30 | 0.07 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | -6.283 | 0.015 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | 6.00 | 0.22 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | 4.04 | 0.12 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 2.76 | 0.30 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | -0.404 | 0.031 | | | -2 | 2 | |\n",
"| 22| bplus_1 | 0.71 | 0.06 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 1.84 | 0.04 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 -0.212 -0.365 -0.002 0.028 -0.015 -0.010 -0.305 -0.200 -0.296 0.074 0.138 0.019 0.016 -0.006 -0.091 0.037 0.014 -0.003 -0.289 -0.223 0.028 -0.058 -0.074 |\n",
"| p4415_p | -0.212 1.000 0.121 0.006 0.028 -0.009 0.007 0.165 -0.166 0.075 0.161 -0.011 -0.008 -0.020 0.012 0.048 0.014 0.002 0.003 0.086 0.098 -0.029 0.170 0.055 |\n",
"| Dbar_p | -0.365 0.121 1.000 0.006 0.003 -0.001 0.012 0.593 0.213 0.424 -0.367 0.526 -0.062 0.006 0.000 0.297 -0.012 -0.007 0.012 0.377 0.640 -0.060 0.030 0.530 |\n",
"| omega_p | -0.002 0.006 0.006 1.000 -0.073 0.031 0.000 0.000 -0.032 0.008 0.016 0.005 0.002 -0.090 0.518 0.001 0.003 -0.000 0.012 0.001 0.005 0.064 -0.052 0.006 |\n",
"| rho_p | 0.028 0.028 0.003 -0.073 1.000 0.111 -0.000 -0.013 -0.245 0.032 -0.012 0.086 0.047 0.102 0.233 -0.012 -0.004 -0.001 0.090 -0.015 0.014 0.122 -0.123 0.015 |\n",
"| phi_s | -0.015 -0.009 -0.001 0.031 0.111 1.000 0.000 -0.013 0.059 -0.015 0.029 -0.045 -0.025 -0.019 0.060 0.008 0.008 0.000 0.624 0.007 -0.008 0.096 -0.079 -0.008 |\n",
"| p4160_s | -0.010 0.007 0.012 0.000 -0.000 0.000 1.000 0.011 0.003 -0.001 -0.001 -0.001 0.004 -0.001 0.000 0.002 -0.002 -0.002 0.000 0.008 0.009 -0.000 0.002 0.005 |\n",
"| jpsi_p | -0.305 0.165 0.593 0.000 -0.013 -0.013 0.011 1.000 0.291 0.394 0.158 0.025 -0.049 0.007 -0.008 0.030 -0.048 -0.008 0.003 0.190 0.442 -0.141 0.210 0.396 |\n",
"| bplus_2 | -0.200 -0.166 0.213 -0.032 -0.245 0.059 0.003 0.291 1.000 -0.027 -0.194 -0.487 -0.188 0.096 -0.073 0.035 -0.072 0.003 -0.001 0.128 0.190 -0.276 0.076 0.004 |\n",
"| p4040_p | -0.296 0.075 0.424 0.008 0.032 -0.015 -0.001 0.394 -0.027 1.000 0.213 0.199 0.125 -0.015 0.010 0.112 0.001 -0.010 0.007 0.165 0.347 -0.072 0.193 0.187 |\n",
"| DDstar_p | 0.074 0.161 -0.367 0.016 -0.012 0.029 -0.001 0.158 -0.194 0.213 1.000 -0.257 0.172 -0.123 0.055 -0.232 0.115 -0.010 -0.005 -0.260 -0.204 0.053 0.313 0.020 |\n",
"| Ctt | 0.138 -0.011 0.526 0.005 0.086 -0.045 -0.001 0.025 -0.487 0.199 -0.257 1.000 0.181 0.022 -0.005 0.269 0.009 -0.005 0.005 0.102 0.171 -0.007 0.043 0.459 |\n",
"| p4415_s | 0.019 -0.008 -0.062 0.002 0.047 -0.025 0.004 -0.049 -0.188 0.125 0.172 0.181 1.000 0.014 -0.003 -0.005 0.044 -0.005 0.002 -0.078 -0.040 -0.031 0.066 0.015 |\n",
"| rho_s | 0.016 -0.020 0.006 -0.090 0.102 -0.019 -0.001 0.007 0.096 -0.015 -0.123 0.022 0.014 1.000 -0.408 -0.012 -0.033 0.000 0.042 -0.013 -0.000 -0.438 0.341 -0.010 |\n",
"| omega_s | -0.006 0.012 0.000 0.518 0.233 0.060 0.000 -0.008 -0.073 0.010 0.055 -0.005 -0.003 -0.408 1.000 0.005 0.014 -0.000 -0.008 0.004 0.002 0.226 -0.185 0.006 |\n",
"| Dbar_s | -0.091 0.048 0.297 0.001 -0.012 0.008 0.002 0.030 0.035 0.112 -0.232 0.269 -0.005 -0.012 0.005 1.000 -0.041 -0.002 -0.000 -0.036 0.159 0.010 0.004 0.123 |\n",
"| DDstar_s | 0.037 0.014 -0.012 0.003 -0.004 0.008 -0.002 -0.048 -0.072 0.001 0.115 0.009 0.044 -0.033 0.014 -0.041 1.000 -0.002 -0.003 -0.089 -0.061 0.020 0.076 -0.011 |\n",
"| p4160_p | 0.014 0.002 -0.007 -0.000 -0.001 0.000 -0.002 -0.008 0.003 -0.010 -0.010 -0.005 -0.005 0.000 -0.000 -0.002 -0.002 1.000 -0.000 -0.002 -0.005 0.002 -0.007 -0.004 |\n",
"| phi_p | -0.003 0.003 0.012 0.012 0.090 0.624 0.000 0.003 -0.001 0.007 -0.005 0.005 0.002 0.042 -0.008 -0.000 -0.003 -0.000 1.000 -0.001 0.007 -0.023 0.016 0.006 |\n",
"| p3770_p | -0.289 0.086 0.377 0.001 -0.015 0.007 0.008 0.190 0.128 0.165 -0.260 0.102 -0.078 -0.013 0.004 -0.036 -0.089 -0.002 -0.001 1.000 0.148 0.036 -0.092 0.241 |\n",
"| p3770_s | -0.223 0.098 0.640 0.005 0.014 -0.008 0.009 0.442 0.190 0.347 -0.204 0.171 -0.040 -0.000 0.002 0.159 -0.061 -0.005 0.007 0.148 1.000 -0.040 0.010 0.028 |\n",
"| bplus_0 | 0.028 -0.029 -0.060 0.064 0.122 0.096 -0.000 -0.141 -0.276 -0.072 0.053 -0.007 -0.031 -0.438 0.226 0.010 0.020 0.002 -0.023 0.036 -0.040 1.000 -0.901 -0.040 |\n",
"| bplus_1 | -0.058 0.170 0.030 -0.052 -0.123 -0.079 0.002 0.210 0.076 0.193 0.313 0.043 0.066 0.341 -0.185 0.004 0.076 -0.007 0.016 -0.092 0.010 -0.901 1.000 0.102 |\n",
"| psi2s_p | -0.074 0.055 0.530 0.006 0.015 -0.008 0.005 0.396 0.004 0.187 0.020 0.459 0.015 -0.010 0.006 0.123 -0.011 -0.004 0.006 0.241 0.028 -0.040 0.102 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.18784495516146726}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.3216396549555798}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.7920343831732986}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.3024323575761372}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.36194112193100914}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 1.098900840924954}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.011479235061617132}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.03436494894789366}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.0809092022971376}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.16199665702029065}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.6017789912723575}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.21354349063544442}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.19204719517973326}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.3663548018980488}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 1.1990437711944817}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.3773399440049379}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.07033365227262722}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.015207842523130566}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.22352207484717823}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.12062697653855992}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.2980962060003467}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.030700680858113505}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.057466426751071165}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.03776233479955149})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 3/50\n",
"Time taken: 5 min, 49 s\n",
"Projected time left: 1 h, 30 min\n",
"Toy 3: Generating data...\n",
"Toy 3: Data generation finished\n",
"Toy 3: Loading data...\n",
"Toy 3: Loading data finished\n",
"Toy 3: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.972E+05 | Ncalls=1907 (1907 total) |\n",
"| EDM = 7.93E-06 (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: 297167.49690604093\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 1.13 | 0.17 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | 3.87 | 0.17 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | -1.34 | 0.31 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | 0.27 | 0.38 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -6.1 | 0.6 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 20 | 6 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 2.12 | 0.17 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | 4.614 | 0.024 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | 0.31 | 0.08 | | | -2 | 2 | |\n",
"| 9 | p4040_p | -2.37 | 0.16 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | 4.75 | 0.31 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | -0.76 | 0.20 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 1.24 | 0.20 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 0.8 | 0.4 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 8.1 | 1.7 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | 0.300 | 0.018 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | 0.300 | 0.023 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | -2.10 | 0.10 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | -6.0 | 1.0 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | -2.45 | 0.10 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 3.27 | 0.23 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | -0.413 | 0.031 | | | -2 | 2 | |\n",
"| 22| bplus_1 | 0.76 | 0.06 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 1.909 | 0.032 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 -0.155 -0.068 0.006 0.040 -0.029 0.094 0.009 -0.116 -0.216 -0.135 0.358 0.208 0.047 0.007 -0.004 -0.002 -0.529 -0.023 -0.160 0.103 -0.033 0.021 0.025 |\n",
"| p4415_p | -0.155 1.000 -0.109 0.010 0.064 -0.044 -0.103 -0.020 -0.218 0.143 -0.129 0.057 -0.173 0.038 0.021 0.010 0.021 0.272 -0.039 0.014 -0.003 -0.028 0.099 -0.073 |\n",
"| Dbar_p | -0.068 -0.109 1.000 -0.007 -0.017 -0.011 -0.068 0.160 0.068 -0.109 -0.153 -0.326 0.068 0.054 -0.025 0.023 0.002 -0.053 -0.005 0.272 -0.078 -0.042 -0.092 -0.065 |\n",
"| omega_p | 0.006 0.010 -0.007 1.000 0.151 0.021 0.009 -0.040 -0.073 -0.001 -0.024 0.022 -0.006 0.000 0.751 0.001 0.000 -0.000 0.006 -0.006 0.001 0.100 -0.090 -0.006 |\n",
"| rho_p | 0.040 0.064 -0.017 0.151 1.000 -0.276 0.058 -0.061 -0.366 0.015 -0.084 0.121 -0.025 0.092 0.529 0.001 -0.002 0.015 -0.309 -0.012 0.026 0.406 -0.366 -0.001 |\n",
"| phi_s | -0.029 -0.044 -0.011 0.021 -0.276 1.000 -0.039 -0.056 0.152 -0.027 0.009 -0.044 0.005 -0.152 -0.173 0.001 0.002 -0.022 0.983 -0.003 -0.034 -0.035 0.040 -0.022 |\n",
"| p4160_s | 0.094 -0.103 -0.068 0.009 0.058 -0.039 1.000 -0.012 -0.145 0.295 -0.086 0.278 0.333 0.057 0.013 -0.001 0.002 -0.154 -0.033 -0.071 0.023 -0.027 0.009 -0.039 |\n",
"| jpsi_p | 0.009 -0.020 0.160 -0.040 -0.061 -0.056 -0.012 1.000 -0.166 -0.104 0.023 0.260 -0.006 -0.049 -0.031 0.045 0.053 -0.064 -0.061 0.015 -0.066 0.088 -0.053 -0.016 |\n",
"| bplus_2 | -0.116 -0.218 0.068 -0.073 -0.366 0.152 -0.145 -0.166 1.000 0.006 0.255 -0.665 0.139 -0.095 -0.161 0.001 0.006 -0.019 0.142 0.067 0.057 -0.207 0.000 -0.044 |\n",
"| p4040_p | -0.216 0.143 -0.109 -0.001 0.015 -0.027 0.295 -0.104 0.006 1.000 0.024 -0.233 -0.016 0.010 0.005 0.020 0.028 0.195 -0.025 0.141 -0.029 -0.024 0.046 -0.218 |\n",
"| DDstar_p | -0.135 -0.129 -0.153 -0.024 -0.084 0.009 -0.086 0.023 0.255 0.024 1.000 -0.056 0.014 0.062 -0.061 0.002 0.035 0.053 0.013 0.172 0.109 -0.065 -0.185 -0.065 |\n",
"| Ctt | 0.358 0.057 -0.326 0.022 0.121 -0.044 0.278 0.260 -0.665 -0.233 -0.056 1.000 0.160 0.054 0.041 -0.002 -0.007 -0.304 -0.037 -0.213 -0.141 0.043 0.073 0.246 |\n",
"| p4415_s | 0.208 -0.173 0.068 -0.006 -0.025 0.005 0.333 -0.006 0.139 -0.016 0.014 0.160 1.000 0.018 -0.018 -0.000 -0.002 -0.105 0.007 -0.064 0.015 -0.014 -0.093 0.044 |\n",
"| rho_s | 0.047 0.038 0.054 0.000 0.092 -0.152 0.057 -0.049 -0.095 0.010 0.062 0.054 0.018 1.000 -0.154 0.001 0.001 -0.005 -0.139 -0.012 0.020 -0.308 0.255 0.013 |\n",
"| omega_s | 0.007 0.021 -0.025 0.751 0.529 -0.173 0.013 -0.031 -0.161 0.005 -0.061 0.041 -0.018 -0.154 1.000 0.000 -0.001 0.008 -0.204 -0.005 0.007 0.300 -0.268 -0.006 |\n",
"| Dbar_s | -0.004 0.010 0.023 0.001 0.001 0.001 -0.001 0.045 0.001 0.020 0.002 -0.002 -0.000 0.001 0.000 1.000 -0.001 0.024 0.001 0.034 0.026 0.001 -0.004 0.023 |\n",
"| DDstar_s | -0.002 0.021 0.002 0.000 -0.002 0.002 0.002 0.053 0.006 0.028 0.035 -0.007 -0.002 0.001 -0.001 -0.001 1.000 0.039 0.002 0.026 0.027 0.001 -0.009 0.021 |\n",
"| p4160_p | -0.529 0.272 -0.053 -0.000 0.015 -0.022 -0.154 -0.064 -0.019 0.195 0.053 -0.304 -0.105 -0.005 0.008 0.024 0.039 1.000 -0.022 0.158 -0.011 -0.000 0.044 -0.152 |\n",
"| phi_p | -0.023 -0.039 -0.005 0.006 -0.309 0.983 -0.033 -0.061 0.142 -0.025 0.013 -0.037 0.007 -0.139 -0.204 0.001 0.002 -0.022 1.000 -0.004 -0.031 -0.074 0.075 -0.021 |\n",
"| p3770_p | -0.160 0.014 0.272 -0.006 -0.012 -0.003 -0.071 0.015 0.067 0.141 0.172 -0.213 -0.064 -0.012 -0.005 0.034 0.026 0.158 -0.004 1.000 -0.221 0.047 -0.112 0.026 |\n",
"| p3770_s | 0.103 -0.003 -0.078 0.001 0.026 -0.034 0.023 -0.066 0.057 -0.029 0.109 -0.141 0.015 0.020 0.007 0.026 0.027 -0.011 -0.031 -0.221 1.000 -0.005 -0.039 -0.459 |\n",
"| bplus_0 | -0.033 -0.028 -0.042 0.100 0.406 -0.035 -0.027 0.088 -0.207 -0.024 -0.065 0.043 -0.014 -0.308 0.300 0.001 0.001 -0.000 -0.074 0.047 -0.005 1.000 -0.931 -0.018 |\n",
"| bplus_1 | 0.021 0.099 -0.092 -0.090 -0.366 0.040 0.009 -0.053 0.000 0.046 -0.185 0.073 -0.093 0.255 -0.268 -0.004 -0.009 0.044 0.075 -0.112 -0.039 -0.931 1.000 0.027 |\n",
"| psi2s_p | 0.025 -0.073 -0.065 -0.006 -0.001 -0.022 -0.039 -0.016 -0.044 -0.218 -0.065 0.246 0.044 0.013 -0.006 0.023 0.021 -0.152 -0.021 0.026 -0.459 -0.018 0.027 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.17417568289302676}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.16908334192890617}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.3074920048408196}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.37501281429650923}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.5537657408440326}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 6.470649966017251}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.17332332696245523}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.024064646982150606}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.08426360845111258}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.16262987722092714}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.3051698005430117}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.20378713434788331}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.19907787783153152}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.382781694507778}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 1.7112257377054618}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.018400967404992696}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.023212675780537817}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.10105436989181982}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 1.0129061480323798}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.09799093979609608}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.22805914049042508}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.031218781573369547}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.05879529396685945}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.031524468127126504})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 4/50\n",
"Time taken: 8 min, 29 s\n",
"Projected time left: 1 h, 37 min\n",
"Toy 4: Generating data...\n",
"Toy 4: Data generation finished\n",
"Toy 4: Loading data...\n",
"Toy 4: Loading data finished\n",
"Toy 4: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.971E+05 | Ncalls=1281 (1281 total) |\n",
"| EDM = 0.000728 (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: 297105.7453460888\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 0.005 | 0.019 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | 4.19 | 0.18 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | 4.9 | 0.8 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | -0.4 | 0.3 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | 5.59 | 0.23 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 16.0 | 1.0 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 2.15 | 0.16 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | -4.62 | 0.07 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | -0.37 | 0.07 | | | -2 | 2 | |\n",
"| 9 | p4040_p | -6 | 10 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | 2.7 | 1.2 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | -0.26 | 0.16 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 1.14 | 0.18 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 1.62 | 0.26 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 4 | 3 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | -0.23 | 0.55 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | -0.30 | 0.09 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | -1.97 | 0.13 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | -0.32 | 0.21 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | -2.68 | 0.29 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 2.3 | 0.4 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | 0.453 | 0.009 | | | -2 | 2 | |\n",
"| 22| bplus_1 | -0.835 | 0.018 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 1.81 | 0.05 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 0.012 -0.033 0.001 0.004 -0.000 -0.005 0.040 -0.015 -0.153 -0.033 -0.003 -0.005 -0.002 0.001 -0.040 -0.006 0.041 0.002 0.040 0.034 0.004 0.004 0.031 |\n",
"| p4415_p | 0.012 1.000 0.088 0.000 0.039 -0.014 -0.167 0.047 0.153 -0.007 0.099 0.019 -0.120 -0.017 0.004 0.011 0.072 0.245 0.005 0.029 0.054 -0.017 -0.054 0.010 |\n",
"| Dbar_p | -0.033 0.088 1.000 -0.007 -0.125 0.022 0.425 -0.778 0.276 0.029 0.817 -0.060 0.040 0.011 -0.011 0.849 0.053 -0.489 -0.048 -0.838 -0.691 -0.210 -0.268 -0.638 |\n",
"| omega_p | 0.001 0.000 -0.007 1.000 -0.209 0.011 -0.007 0.010 -0.007 -0.001 -0.011 0.003 -0.003 0.003 0.123 -0.012 0.001 0.008 0.016 0.010 0.010 -0.009 0.004 0.010 |\n",
"| rho_p | 0.004 0.039 -0.125 -0.209 1.000 0.114 0.003 0.105 0.185 -0.006 -0.092 0.071 0.012 0.196 0.104 -0.101 -0.023 0.074 0.137 0.095 0.097 0.087 0.050 0.089 |\n",
"| phi_s | -0.000 -0.014 0.022 0.011 0.114 1.000 -0.012 -0.021 -0.064 0.001 0.013 -0.022 -0.005 0.011 0.022 0.012 0.004 -0.011 0.569 -0.013 -0.015 -0.016 0.000 -0.013 |\n",
"| p4160_s | -0.005 -0.167 0.425 -0.007 0.003 -0.012 1.000 -0.447 0.259 0.002 0.424 0.126 0.285 0.015 -0.005 0.460 0.096 -0.361 -0.021 -0.437 -0.371 0.004 -0.016 -0.374 |\n",
"| jpsi_p | 0.040 0.047 -0.778 0.010 0.105 -0.021 -0.447 1.000 -0.386 -0.044 -0.779 0.136 -0.098 -0.030 0.012 -0.910 -0.076 0.677 0.048 0.847 0.827 0.155 0.187 0.778 |\n",
"| bplus_2 | -0.015 0.153 0.276 -0.007 0.185 -0.064 0.259 -0.386 1.000 0.014 0.279 0.428 -0.026 -0.074 0.016 0.341 0.080 -0.221 0.005 -0.313 -0.319 -0.193 -0.220 -0.278 |\n",
"| p4040_p | -0.153 -0.007 0.029 -0.001 -0.006 0.001 0.002 -0.044 0.014 1.000 0.034 -0.010 -0.002 0.002 -0.001 0.043 0.002 -0.029 -0.003 -0.043 -0.041 -0.006 -0.006 -0.032 |\n",
"| DDstar_p | -0.033 0.099 0.817 -0.011 -0.092 0.013 0.424 -0.779 0.279 0.034 1.000 -0.286 0.036 0.052 -0.016 0.944 0.154 -0.447 -0.048 -0.803 -0.743 -0.056 -0.048 -0.694 |\n",
"| Ctt | -0.003 0.019 -0.060 0.003 0.071 -0.022 0.126 0.136 0.428 -0.010 -0.286 1.000 0.173 -0.047 0.009 -0.287 -0.105 0.026 0.014 0.181 0.166 -0.088 -0.154 0.358 |\n",
"| p4415_s | -0.005 -0.120 0.040 -0.003 0.012 -0.005 0.285 -0.098 -0.026 -0.002 0.036 0.173 1.000 0.019 -0.003 0.067 0.028 -0.053 -0.003 -0.085 -0.068 0.082 0.112 -0.048 |\n",
"| rho_s | -0.002 -0.017 0.011 0.003 0.196 0.011 0.015 -0.030 -0.074 0.002 0.052 -0.047 0.019 1.000 -0.214 0.042 -0.015 -0.025 0.005 -0.025 -0.035 0.128 -0.048 -0.029 |\n",
"| omega_s | 0.001 0.004 -0.011 0.123 0.104 0.022 -0.005 0.012 0.016 -0.001 -0.016 0.009 -0.003 -0.214 1.000 -0.016 0.001 0.010 0.009 0.012 0.013 -0.013 0.013 0.012 |\n",
"| Dbar_s | -0.040 0.011 0.849 -0.012 -0.101 0.012 0.460 -0.910 0.341 0.043 0.944 -0.287 0.067 0.042 -0.016 1.000 0.144 -0.624 -0.054 -0.896 -0.851 -0.104 -0.121 -0.804 |\n",
"| DDstar_s | -0.006 0.072 0.053 0.001 -0.023 0.004 0.096 -0.076 0.080 0.002 0.154 -0.105 0.028 -0.015 0.001 0.144 1.000 -0.035 -0.005 -0.125 -0.116 -0.087 -0.125 -0.077 |\n",
"| p4160_p | 0.041 0.245 -0.489 0.008 0.074 -0.011 -0.361 0.677 -0.221 -0.029 -0.447 0.026 -0.053 -0.025 0.010 -0.624 -0.035 1.000 0.037 0.638 0.613 0.088 0.096 0.533 |\n",
"| phi_p | 0.002 0.005 -0.048 0.016 0.137 0.569 -0.021 0.048 0.005 -0.003 -0.048 0.014 -0.003 0.005 0.009 -0.054 -0.005 0.037 1.000 0.048 0.048 0.017 0.018 0.044 |\n",
"| p3770_p | 0.040 0.029 -0.838 0.010 0.095 -0.013 -0.437 0.847 -0.313 -0.043 -0.803 0.181 -0.085 -0.025 0.012 -0.896 -0.125 0.638 0.048 1.000 0.735 0.142 0.170 0.747 |\n",
"| p3770_s | 0.034 0.054 -0.691 0.010 0.097 -0.015 -0.371 0.827 -0.319 -0.041 -0.743 0.166 -0.068 -0.035 0.013 -0.851 -0.116 0.613 0.048 0.735 1.000 0.121 0.132 0.601 |\n",
"| bplus_0 | 0.004 -0.017 -0.210 -0.009 0.087 -0.016 0.004 0.155 -0.193 -0.006 -0.056 -0.088 0.082 0.128 -0.013 -0.104 -0.087 0.088 0.017 0.142 0.121 1.000 -0.547 0.107 |\n",
"| bplus_1 | 0.004 -0.054 -0.268 0.004 0.050 0.000 -0.016 0.187 -0.220 -0.006 -0.048 -0.154 0.112 -0.048 0.013 -0.121 -0.125 0.096 0.018 0.170 0.132 -0.547 1.000 0.128 |\n",
"| psi2s_p | 0.031 0.010 -0.638 0.010 0.089 -0.013 -0.374 0.778 -0.278 -0.032 -0.694 0.358 -0.048 -0.029 0.012 -0.804 -0.077 0.533 0.044 0.747 0.601 0.107 0.128 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.0186044342218853}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.17809678788041072}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.8221946138300158}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.3199903141401923}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.23338694380061042}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 0.9600195489142367}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.162425771001949}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.067568396189289}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.06748002752178828}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 10.047310373561096}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 1.2271685745714267}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.15731726269167456}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.17758743779859998}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.2620691451041094}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 3.295626735250695}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.5479330319699134}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.09083230787212436}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.12686398822408762}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.2098930760636022}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.29040086480755534}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.4219046959451469}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.009425967536176305}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.01823597007119404}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.052040799272147886})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 5/50\n",
"Time taken: 10 min, 46 s\n",
"Projected time left: 1 h, 36 min\n",
"Toy 5: Generating data...\n",
"Toy 5: Data generation finished\n",
"Toy 5: Loading data...\n",
"Toy 5: Loading data finished\n",
"Toy 5: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.975E+05 | Ncalls=1725 (1725 total) |\n",
"| EDM = 4.95E-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: 297458.2481980056\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 0.69 | 0.19 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | 3.73 | 0.16 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | 3.1 | 3.0 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | 6.28 | 0.19 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -6.28 | 0.20 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 17.9 | 1.2 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 2.31 | 0.16 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | -4.69 | 0.04 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | 0.11 | 0.08 | | | -2 | 2 | |\n",
"| 9 | p4040_p | 3.4 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | -5.7 | 0.9 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | -0.12 | 0.23 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 1.34 | 0.19 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 1.09 | 0.30 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 5.2 | 0.9 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | -0.14 | 0.38 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | -0.30 | 0.12 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | -2.32 | 0.15 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | -0.06 | 0.26 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | -2.90 | 0.15 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 2.7 | 0.4 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | -0.471 | 0.009 | | | -2 | 2 | |\n",
"| 22| bplus_1 | 0.887 | 0.016 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 1.81 | 0.04 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 -0.312 -0.549 0.001 0.011 -0.034 0.065 -0.416 -0.354 -0.482 -0.555 -0.336 0.326 0.031 -0.026 -0.527 -0.231 -0.622 -0.009 -0.450 -0.400 -0.076 -0.071 -0.373 |\n",
"| p4415_p | -0.312 1.000 0.402 -0.003 0.006 0.014 -0.161 0.390 0.172 0.386 0.267 0.312 -0.257 -0.028 0.011 0.387 0.115 0.481 0.010 0.341 0.358 0.119 0.132 0.305 |\n",
"| Dbar_p | -0.549 0.402 1.000 -0.003 -0.012 0.053 -0.231 0.822 0.654 0.768 0.909 0.815 -0.432 -0.045 0.037 0.944 0.292 0.819 0.022 0.770 0.848 0.076 0.079 0.751 |\n",
"| omega_p | 0.001 -0.003 -0.003 1.000 0.001 -0.010 0.000 -0.003 0.002 -0.003 -0.002 -0.003 0.002 0.047 -0.187 -0.003 0.000 -0.003 -0.006 -0.002 -0.003 -0.004 0.001 -0.003 |\n",
"| rho_p | 0.011 0.006 -0.012 0.001 1.000 0.033 0.013 -0.005 -0.059 -0.004 -0.014 -0.005 0.002 0.021 0.124 -0.012 -0.010 -0.006 0.028 -0.011 -0.006 0.007 -0.014 -0.008 |\n",
"| phi_s | -0.034 0.014 0.053 -0.010 0.033 1.000 -0.024 0.030 0.082 0.037 0.044 0.036 -0.025 0.027 -0.025 0.054 0.014 0.042 0.752 0.037 0.040 0.020 0.010 0.038 |\n",
"| p4160_s | 0.065 -0.161 -0.231 0.000 0.013 -0.024 1.000 -0.181 -0.194 0.033 -0.254 -0.087 0.336 0.020 -0.020 -0.209 -0.110 -0.223 -0.001 -0.179 -0.168 -0.060 -0.053 -0.183 |\n",
"| jpsi_p | -0.416 0.390 0.822 -0.003 -0.005 0.030 -0.181 1.000 0.563 0.651 0.634 0.580 -0.357 -0.044 0.026 0.752 0.238 0.719 0.011 0.634 0.726 0.092 0.111 0.668 |\n",
"| bplus_2 | -0.354 0.172 0.654 0.002 -0.059 0.082 -0.194 0.563 1.000 0.478 0.614 0.344 -0.204 -0.056 0.069 0.647 0.239 0.497 0.004 0.470 0.552 -0.068 -0.087 0.484 |\n",
"| p4040_p | -0.482 0.386 0.768 -0.003 -0.004 0.037 0.033 0.651 0.478 1.000 0.662 0.594 -0.293 -0.043 0.028 0.755 0.253 0.650 0.016 0.622 0.644 0.109 0.118 0.528 |\n",
"| DDstar_p | -0.555 0.267 0.909 -0.002 -0.014 0.044 -0.254 0.634 0.614 0.662 1.000 0.791 -0.414 -0.023 0.028 0.914 0.346 0.687 0.019 0.680 0.753 -0.038 -0.036 0.624 |\n",
"| Ctt | -0.336 0.312 0.815 -0.003 -0.005 0.036 -0.087 0.580 0.344 0.594 0.791 1.000 -0.269 -0.035 0.024 0.844 0.277 0.585 0.017 0.573 0.688 0.092 0.099 0.694 |\n",
"| p4415_s | 0.326 -0.257 -0.432 0.002 0.002 -0.025 0.336 -0.357 -0.204 -0.293 -0.414 -0.269 1.000 0.034 -0.021 -0.426 -0.179 -0.354 -0.007 -0.352 -0.353 -0.144 -0.150 -0.302 |\n",
"| rho_s | 0.031 -0.028 -0.045 0.047 0.021 0.027 0.020 -0.044 -0.056 -0.043 -0.023 -0.035 0.034 1.000 -0.363 -0.054 0.016 -0.049 0.047 -0.033 -0.041 -0.125 -0.015 -0.039 |\n",
"| omega_s | -0.026 0.011 0.037 -0.187 0.124 -0.025 -0.020 0.026 0.069 0.028 0.028 0.024 -0.021 -0.363 1.000 0.041 0.003 0.032 -0.057 0.027 0.029 0.044 0.011 0.028 |\n",
"| Dbar_s | -0.527 0.387 0.944 -0.003 -0.012 0.054 -0.209 0.752 0.647 0.755 0.914 0.844 -0.426 -0.054 0.041 1.000 0.339 0.774 0.019 0.679 0.825 0.127 0.129 0.714 |\n",
"| DDstar_s | -0.231 0.115 0.292 0.000 -0.010 0.014 -0.110 0.238 0.239 0.253 0.346 0.277 -0.179 0.016 0.003 0.339 1.000 0.303 0.009 0.284 0.288 -0.150 -0.152 0.227 |\n",
"| p4160_p | -0.622 0.481 0.819 -0.003 -0.006 0.042 -0.223 0.719 0.497 0.650 0.687 0.585 -0.354 -0.049 0.032 0.774 0.303 1.000 0.016 0.672 0.689 0.141 0.143 0.601 |\n",
"| phi_p | -0.009 0.010 0.022 -0.006 0.028 0.752 -0.001 0.011 0.004 0.016 0.019 0.017 -0.007 0.047 -0.057 0.019 0.009 0.016 1.000 0.015 0.018 -0.018 0.001 0.015 |\n",
"| p3770_p | -0.450 0.341 0.770 -0.002 -0.011 0.037 -0.179 0.634 0.470 0.622 0.680 0.573 -0.352 -0.033 0.027 0.679 0.284 0.672 0.015 1.000 0.561 0.045 0.034 0.574 |\n",
"| p3770_s | -0.400 0.358 0.848 -0.003 -0.006 0.040 -0.168 0.726 0.552 0.644 0.753 0.688 -0.353 -0.041 0.029 0.825 0.288 0.689 0.018 0.561 1.000 0.075 0.076 0.540 |\n",
"| bplus_0 | -0.076 0.119 0.076 -0.004 0.007 0.020 -0.060 0.092 -0.068 0.109 -0.038 0.092 -0.144 -0.125 0.044 0.127 -0.150 0.141 -0.018 0.045 0.075 1.000 -0.379 0.087 |\n",
"| bplus_1 | -0.071 0.132 0.079 0.001 -0.014 0.010 -0.053 0.111 -0.087 0.118 -0.036 0.099 -0.150 -0.015 0.011 0.129 -0.152 0.143 0.001 0.034 0.076 -0.379 1.000 0.089 |\n",
"| psi2s_p | -0.373 0.305 0.751 -0.003 -0.008 0.038 -0.183 0.668 0.484 0.528 0.624 0.694 -0.302 -0.039 0.028 0.714 0.227 0.601 0.015 0.574 0.540 0.087 0.089 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.18691701445403286}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.16207314910792192}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 3.0060338464277603}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.18651861421814964}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.19504938123503957}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 1.152329750066114}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.15542281015834614}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.04100588133473915}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.07882773088593731}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.3624004744022242}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.8627684468682166}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.23290919128190612}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.19270748625241585}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.3001020560913536}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 0.8545877494776208}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.37870158165849777}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.11952190428524963}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.14801544237807085}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.2608836683933591}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.15201742130568174}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.4041894695298822}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.008719317543364635}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.016332924634111512}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.04383898191125368})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 6/50\n",
"Time taken: 13 min, 39 s\n",
"Projected time left: 1 h, 39 min\n",
"Toy 6: Generating data...\n",
"Toy 6: Data generation finished\n",
"Toy 6: Loading data...\n",
"Toy 6: Loading data finished\n",
"Toy 6: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.973E+05 | Ncalls=1227 (1227 total) |\n",
"| EDM = 8.72E-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: 297302.29941507813\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 1.04 | 0.17 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | -2.02 | 0.17 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | 2.0 | 0.3 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | 0.4 | 0.6 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.26 | 0.43 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 15.8 | 1.0 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 2.52 | 0.17 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | 4.659 | 0.027 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | -0.09 | 0.10 | | | -2 | 2 | |\n",
"| 9 | p4040_p | -2.20 | 0.18 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | 1.8 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | -0.30 | 0.22 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 1.22 | 0.19 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 0.9 | 0.3 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 8 | 4 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | -0.300 | 0.023 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | -0.300 | 0.029 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | 4.16 | 0.09 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | 5.88 | 0.22 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | -2.74 | 0.11 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 3.16 | 0.23 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | 0.488 | 0.022 | | | -2 | 2 | |\n",
"| 22| bplus_1 | -0.93 | 0.05 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 1.878 | 0.032 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 -0.225 -0.129 0.013 0.062 -0.020 0.169 -0.053 0.141 -0.227 -0.150 0.340 0.182 0.012 0.013 -0.001 0.006 -0.549 0.002 -0.160 0.079 0.020 -0.027 -0.049 |\n",
"| p4415_p | -0.225 1.000 -0.082 0.012 0.051 -0.018 -0.230 -0.026 0.194 0.171 -0.020 -0.059 -0.160 -0.002 0.014 0.022 0.042 0.290 -0.000 0.058 -0.022 0.009 -0.112 -0.105 |\n",
"| Dbar_p | -0.129 -0.082 1.000 -0.011 0.011 -0.005 -0.078 0.252 -0.089 -0.019 -0.121 -0.342 0.011 0.048 -0.018 0.032 0.004 0.056 0.005 0.371 -0.028 0.037 0.188 -0.011 |\n",
"| omega_p | 0.013 0.012 -0.011 1.000 0.224 0.043 0.012 -0.071 0.068 -0.006 -0.032 0.025 -0.000 0.019 0.909 0.001 -0.000 -0.012 -0.046 -0.024 -0.006 -0.086 0.059 -0.009 |\n",
"| rho_p | 0.062 0.051 0.011 0.224 1.000 0.124 0.073 -0.112 0.276 -0.006 -0.035 0.117 0.022 0.177 0.327 0.001 -0.001 -0.016 0.088 -0.026 0.015 -0.065 0.053 -0.004 |\n",
"| phi_s | -0.020 -0.018 -0.005 0.043 0.124 1.000 -0.025 0.002 -0.081 -0.002 0.010 -0.041 -0.008 0.046 0.050 0.000 0.001 -0.000 0.611 0.000 -0.011 -0.019 0.024 -0.004 |\n",
"| p4160_s | 0.169 -0.230 -0.078 0.012 0.073 -0.025 1.000 -0.037 0.158 0.245 -0.070 0.286 0.311 0.025 0.011 0.002 0.009 -0.202 0.003 -0.076 0.012 0.039 -0.004 -0.068 |\n",
"| jpsi_p | -0.053 -0.026 0.252 -0.071 -0.112 0.002 -0.037 1.000 0.090 -0.071 0.157 0.190 -0.019 0.015 -0.079 0.063 0.078 -0.013 -0.022 0.102 -0.029 -0.034 0.072 -0.016 |\n",
"| bplus_2 | 0.141 0.194 -0.089 0.068 0.276 -0.081 0.158 0.090 1.000 -0.083 -0.289 0.695 -0.025 0.029 0.073 0.002 -0.000 -0.094 0.008 -0.125 -0.103 0.036 -0.356 0.004 |\n",
"| p4040_p | -0.227 0.171 -0.019 -0.006 -0.006 -0.002 0.245 -0.071 -0.083 1.000 0.149 -0.329 -0.018 0.004 -0.007 0.033 0.043 0.325 -0.000 0.194 -0.062 0.016 0.016 -0.214 |\n",
"| DDstar_p | -0.150 -0.020 -0.121 -0.032 -0.035 0.010 -0.070 0.157 -0.289 0.149 1.000 -0.091 -0.051 0.077 -0.045 0.002 0.049 0.236 0.005 0.281 0.164 0.035 0.389 -0.015 |\n",
"| Ctt | 0.340 -0.059 -0.342 0.025 0.117 -0.041 0.286 0.190 0.695 -0.329 -0.091 1.000 0.219 0.009 0.027 0.001 -0.009 -0.406 -0.004 -0.256 -0.158 -0.008 -0.187 0.188 |\n",
"| p4415_s | 0.182 -0.160 0.011 -0.000 0.022 -0.008 0.311 -0.019 -0.025 -0.018 -0.051 0.219 1.000 0.024 -0.003 -0.001 -0.002 -0.058 0.002 -0.067 0.011 0.026 0.086 0.013 |\n",
"| rho_s | 0.012 -0.002 0.048 0.019 0.177 0.046 0.025 0.015 0.029 0.004 0.077 0.009 0.024 1.000 -0.168 0.000 0.001 0.009 0.054 0.039 0.024 0.245 -0.141 0.007 |\n",
"| omega_s | 0.013 0.014 -0.018 0.909 0.327 0.050 0.011 -0.079 0.073 -0.007 -0.045 0.027 -0.003 -0.168 1.000 0.001 -0.000 -0.014 -0.055 -0.031 -0.010 -0.131 0.088 -0.010 |\n",
"| Dbar_s | -0.001 0.022 0.032 0.001 0.001 0.000 0.002 0.063 0.002 0.033 0.002 0.001 -0.001 0.000 0.001 1.000 -0.003 0.044 0.001 0.047 0.036 0.001 -0.000 0.037 |\n",
"| DDstar_s | 0.006 0.042 0.004 -0.000 -0.001 0.001 0.009 0.078 -0.000 0.043 0.049 -0.009 -0.002 0.001 -0.000 -0.003 1.000 0.070 0.001 0.038 0.036 0.001 0.004 0.036 |\n",
"| p4160_p | -0.549 0.290 0.056 -0.012 -0.016 -0.000 -0.202 -0.013 -0.094 0.325 0.236 -0.406 -0.058 0.009 -0.014 0.044 0.070 1.000 -0.001 0.249 -0.002 0.019 0.031 -0.149 |\n",
"| phi_p | 0.002 -0.000 0.005 -0.046 0.088 0.611 0.003 -0.022 0.008 -0.000 0.005 -0.004 0.002 0.054 -0.055 0.001 0.001 -0.001 1.000 -0.000 0.002 0.016 -0.003 -0.002 |\n",
"| p3770_p | -0.160 0.058 0.371 -0.024 -0.026 0.000 -0.076 0.102 -0.125 0.194 0.281 -0.256 -0.067 0.039 -0.031 0.047 0.038 0.249 -0.000 1.000 -0.219 0.047 0.154 0.001 |\n",
"| p3770_s | 0.079 -0.022 -0.028 -0.006 0.015 -0.011 0.012 -0.029 -0.103 -0.062 0.164 -0.158 0.011 0.024 -0.010 0.036 0.036 -0.002 0.002 -0.219 1.000 0.046 0.075 -0.415 |\n",
"| bplus_0 | 0.020 0.009 0.037 -0.086 -0.065 -0.019 0.039 -0.034 0.036 0.016 0.035 -0.008 0.026 0.245 -0.131 0.001 0.001 0.019 0.016 0.047 0.046 1.000 -0.811 -0.003 |\n",
"| bplus_1 | -0.027 -0.112 0.188 0.059 0.053 0.024 -0.004 0.072 -0.356 0.016 0.389 -0.187 0.086 -0.141 0.088 -0.000 0.004 0.031 -0.003 0.154 0.075 -0.811 1.000 0.024 |\n",
"| psi2s_p | -0.049 -0.105 -0.011 -0.009 -0.004 -0.004 -0.068 -0.016 0.004 -0.214 -0.015 0.188 0.013 0.007 -0.010 0.037 0.036 -0.149 -0.002 0.001 -0.415 -0.003 0.024 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.17009839871939636}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.17373117412559047}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.3495825049815977}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.5763887886614456}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.42584833668507205}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 0.9926336449574586}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.16751102097706294}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.026610884806773427}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.09591308976424606}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.18355496529292248}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.36691696032717225}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.22150073063918235}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.1897037495635756}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.32510528482708784}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 3.881971977357772}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.022996947892311492}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.029192897575606752}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.09346107099784984}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.21614255021235795}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.1057554102971543}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.23237804417338515}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.021544774678438516}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.04626912896692492}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.0315490347994416})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 7/50\n",
"Time taken: 16 min, 7 s\n",
"Projected time left: 1 h, 38 min\n",
"Toy 7: Generating data...\n",
"Toy 7: Data generation finished\n",
"Toy 7: Loading data...\n",
"Toy 7: Loading data finished\n",
"Toy 7: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.974E+05 | Ncalls=917 (917 total) |\n",
"| EDM = 0.000373 (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: 297368.8341067544\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 0.94 | 0.18 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | -2.26 | 0.20 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | -4.43 | 0.30 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | 0.93 | 0.29 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.012 | 0.373 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 19.7 | 2.2 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 2.19 | 0.18 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | 4.696 | 0.024 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | 0.22 | 0.08 | | | -2 | 2 | |\n",
"| 9 | p4040_p | -1.97 | 0.20 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | -6.28 | 0.22 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | -0.73 | 0.21 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 1.08 | 0.20 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 1.0 | 0.4 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 9.0 | 1.1 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | -0.300 | 0.016 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | 0.10 | 0.14 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | 4.39 | 0.10 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | 0.27 | 0.51 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | -2.40 | 0.09 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 3.60 | 0.23 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | -0.399 | 0.031 | | | -2 | 2 | |\n",
"| 22| bplus_1 | 0.73 | 0.06 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 1.927 | 0.031 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 -0.072 -0.076 0.004 0.051 -0.024 0.173 -0.011 -0.190 -0.214 0.063 0.348 0.215 0.030 -0.008 -0.004 -0.245 -0.494 -0.011 -0.186 0.069 -0.053 0.107 -0.010 |\n",
"| p4415_p | -0.072 1.000 -0.072 -0.006 0.055 -0.025 -0.064 0.006 -0.276 0.158 0.076 0.079 -0.157 0.015 -0.010 0.005 -0.246 0.277 -0.013 -0.027 -0.024 -0.049 0.178 -0.038 |\n",
"| Dbar_p | -0.076 -0.072 1.000 0.015 0.015 -0.012 -0.048 0.186 0.003 -0.084 0.060 -0.293 0.060 0.035 -0.002 0.019 -0.227 -0.044 -0.004 0.242 -0.085 -0.021 -0.055 -0.030 |\n",
"| omega_p | 0.004 -0.006 0.015 1.000 -0.198 0.074 0.005 -0.029 0.041 -0.002 -0.014 -0.005 0.011 0.528 0.622 0.001 0.059 -0.008 0.097 -0.001 0.003 -0.254 0.203 -0.002 |\n",
"| rho_p | 0.051 0.055 0.015 -0.198 1.000 -0.057 0.059 -0.067 -0.260 -0.003 0.014 0.097 -0.008 0.166 -0.029 0.001 -0.055 -0.002 -0.098 -0.020 0.017 0.208 -0.175 0.002 |\n",
"| phi_s | -0.024 -0.025 -0.012 0.074 -0.057 1.000 -0.027 -0.018 0.078 -0.007 0.002 -0.029 -0.001 -0.054 0.007 0.000 -0.007 -0.006 0.929 0.000 -0.019 0.056 -0.044 -0.012 |\n",
"| p4160_s | 0.173 -0.064 -0.048 0.005 0.059 -0.027 1.000 -0.010 -0.186 0.260 0.035 0.281 0.330 0.038 -0.009 -0.002 -0.129 -0.160 -0.012 -0.091 0.010 -0.036 0.049 -0.037 |\n",
"| jpsi_p | -0.011 0.006 0.186 -0.029 -0.067 -0.018 -0.010 1.000 -0.175 -0.085 0.063 0.235 -0.018 -0.064 -0.006 0.041 -0.070 -0.050 -0.035 -0.009 -0.077 0.106 -0.035 -0.022 |\n",
"| bplus_2 | -0.190 -0.276 0.003 0.041 -0.260 0.078 -0.186 -0.175 1.000 0.042 -0.085 -0.676 0.121 -0.044 0.041 0.002 0.352 -0.002 0.043 0.138 0.080 -0.070 -0.195 -0.070 |\n",
"| p4040_p | -0.214 0.158 -0.084 -0.002 -0.003 -0.007 0.260 -0.085 0.042 1.000 0.007 -0.305 -0.067 -0.002 -0.002 0.014 0.046 0.290 -0.007 0.178 -0.048 -0.021 0.038 -0.196 |\n",
"| DDstar_p | 0.063 0.076 0.060 -0.014 0.014 0.002 0.035 0.063 -0.085 0.007 1.000 0.020 -0.004 -0.023 -0.003 -0.002 -0.244 0.027 0.001 -0.039 -0.012 0.011 0.078 0.058 |\n",
"| Ctt | 0.348 0.079 -0.293 -0.005 0.097 -0.029 0.281 0.235 -0.676 -0.305 0.020 1.000 0.169 0.030 -0.014 -0.000 -0.090 -0.333 -0.011 -0.266 -0.146 0.018 0.116 0.225 |\n",
"| p4415_s | 0.215 -0.157 0.060 0.011 -0.008 -0.001 0.330 -0.018 0.121 -0.067 -0.004 0.169 1.000 0.018 0.002 0.000 0.011 -0.137 0.001 -0.074 0.016 -0.000 -0.100 0.036 |\n",
"| rho_s | 0.030 0.015 0.035 0.528 0.166 -0.054 0.038 -0.064 -0.044 -0.002 -0.023 0.030 0.018 1.000 0.103 0.001 0.093 -0.012 -0.031 -0.006 0.018 -0.374 0.287 0.002 |\n",
"| omega_s | -0.008 -0.010 -0.002 0.622 -0.029 0.007 -0.009 -0.006 0.041 -0.002 -0.003 -0.014 0.002 0.103 1.000 0.000 0.011 -0.003 -0.005 0.001 -0.005 -0.038 0.031 -0.004 |\n",
"| Dbar_s | -0.004 0.005 0.019 0.001 0.001 0.000 -0.002 0.041 0.002 0.014 -0.002 -0.000 0.000 0.001 0.000 1.000 0.006 0.019 0.001 0.033 0.022 0.001 -0.006 0.021 |\n",
"| DDstar_s | -0.245 -0.246 -0.227 0.059 -0.055 -0.007 -0.129 -0.070 0.352 0.046 -0.244 -0.090 0.011 0.093 0.011 0.006 1.000 0.014 -0.000 0.242 0.128 -0.035 -0.336 -0.151 |\n",
"| p4160_p | -0.494 0.277 -0.044 -0.008 -0.002 -0.006 -0.160 -0.050 -0.002 0.290 0.027 -0.333 -0.137 -0.012 -0.003 0.019 0.014 1.000 -0.008 0.169 -0.015 -0.010 0.061 -0.134 |\n",
"| phi_p | -0.011 -0.013 -0.004 0.097 -0.098 0.929 -0.012 -0.035 0.043 -0.007 0.001 -0.011 0.001 -0.031 -0.005 0.001 -0.000 -0.008 1.000 -0.004 -0.013 -0.011 0.013 -0.010 |\n",
"| p3770_p | -0.186 -0.027 0.242 -0.001 -0.020 0.000 -0.091 -0.009 0.138 0.178 -0.039 -0.266 -0.074 -0.006 0.001 0.033 0.242 0.169 -0.004 1.000 -0.187 0.056 -0.166 -0.020 |\n",
"| p3770_s | 0.069 -0.024 -0.085 0.003 0.017 -0.019 0.010 -0.077 0.080 -0.048 -0.012 -0.146 0.016 0.018 -0.005 0.022 0.128 -0.015 -0.013 -0.187 1.000 -0.011 -0.055 -0.468 |\n",
"| bplus_0 | -0.053 -0.049 -0.021 -0.254 0.208 0.056 -0.036 0.106 -0.070 -0.021 0.011 0.018 -0.000 -0.374 -0.038 0.001 -0.035 -0.010 -0.011 0.056 -0.011 1.000 -0.894 -0.023 |\n",
"| bplus_1 | 0.107 0.178 -0.055 0.203 -0.175 -0.044 0.049 -0.035 -0.195 0.038 0.078 0.116 -0.100 0.287 0.031 -0.006 -0.336 0.061 0.013 -0.166 -0.055 -0.894 1.000 0.069 |\n",
"| psi2s_p | -0.010 -0.038 -0.030 -0.002 0.002 -0.012 -0.037 -0.022 -0.070 -0.196 0.058 0.225 0.036 0.002 -0.004 0.021 -0.151 -0.134 -0.010 -0.020 -0.468 -0.023 0.069 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.17794972810283088}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.20207921664866024}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.3026210433595331}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.2863804593356356}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.37283074010859085}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 2.246152612185968}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.17701594559690714}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.023817419650067784}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.08335512714575422}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.20421188286746617}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.2154690327210682}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.2067437391768709}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.201141349212906}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.4035128804397898}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 1.1309520826515551}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.015809100536609832}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.13817957820142593}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.10137391695977538}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.5096116212691331}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.09396498157006361}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.229654805497566}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.030843396141875923}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.06041659791219112}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.031213061882957582})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 8/50\n",
"Time taken: 18 min, 23 s\n",
"Projected time left: 1 h, 35 min\n",
"Toy 8: Generating data...\n",
"Toy 8: Data generation finished\n",
"Toy 8: Loading data...\n",
"Toy 8: Loading data finished\n",
"Toy 8: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.971E+05 | Ncalls=323 (323 total) |\n",
"| EDM = 2.07E-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: 297068.25248967746\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 1.14 | 0.05 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | 3.94 | 0.05 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | 0.78 | 0.24 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | 6.10 | 0.08 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -5 | 12 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 19.0 | 0.3 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 2.28 | 0.05 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | 1.644 | 0.008 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | -0.382 | 0.017 | | | -2 | 2 | |\n",
"| 9 | p4040_p | -2.63 | 0.05 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | 4.12 | 0.07 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | -0.11 | 0.04 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 1.32 | 0.06 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 0.05 | 1.45 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 6.2 | 0.4 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | -0.077 | 0.024 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | -0.217 | 0.022 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | -2.221 | 0.028 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | -5.73 | 0.08 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | 3.23 | 0.04 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 2.78 | 0.07 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | 0.416 | 0.002 | | | -2 | 2 | |\n",
"| 22| bplus_1 | -0.763 | 0.003 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 1.785 | 0.010 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 -0.017 0.001 0.028 0.062 -0.010 -0.026 0.003 -0.037 -0.004 0.021 0.044 0.009 -0.062 -0.040 -0.006 -0.007 -0.054 0.028 0.016 0.015 -0.010 -0.008 -0.021 |\n",
"| p4415_p | -0.017 1.000 0.013 0.036 0.080 -0.012 -0.026 0.001 -0.043 0.024 0.003 0.036 -0.009 -0.081 -0.052 0.006 -0.015 0.031 0.036 0.014 0.007 -0.029 -0.028 -0.012 |\n",
"| Dbar_p | 0.001 0.013 1.000 0.195 0.441 -0.062 0.020 -0.003 -0.283 -0.010 -0.118 0.122 0.028 -0.441 -0.282 0.204 -0.140 -0.009 0.195 0.027 -0.004 -0.221 -0.211 -0.031 |\n",
"| omega_p | 0.028 0.036 0.195 1.000 0.449 -0.065 0.035 0.051 -0.329 0.035 -0.183 0.180 0.024 -0.450 -0.241 0.177 -0.119 0.032 0.201 0.045 0.049 -0.269 -0.259 0.007 |\n",
"| rho_p | 0.062 0.080 0.441 0.449 1.000 -0.151 0.078 0.115 -0.745 0.079 -0.415 0.408 0.054 -0.999 -0.641 0.401 -0.270 0.073 0.449 0.102 0.111 -0.608 -0.586 0.015 |\n",
"| phi_s | -0.010 -0.012 -0.062 -0.065 -0.151 1.000 -0.012 -0.020 0.101 -0.012 0.058 -0.055 -0.008 0.152 0.097 -0.054 0.035 -0.011 0.049 -0.015 -0.017 0.084 0.081 -0.003 |\n",
"| p4160_s | -0.026 -0.026 0.020 0.035 0.078 -0.012 1.000 -0.000 -0.047 0.059 0.009 0.057 0.023 -0.078 -0.050 -0.004 0.009 -0.010 0.035 0.010 0.010 -0.017 -0.015 -0.018 |\n",
"| jpsi_p | 0.003 0.001 -0.003 0.051 0.115 -0.020 -0.000 1.000 -0.068 0.002 -0.002 0.007 -0.001 -0.115 -0.075 0.049 -0.054 0.006 0.051 0.011 0.016 -0.043 -0.041 0.014 |\n",
"| bplus_2 | -0.037 -0.043 -0.283 -0.329 -0.745 0.101 -0.047 -0.068 1.000 -0.042 0.281 -0.250 -0.052 0.746 0.475 -0.272 0.202 -0.034 -0.327 -0.069 -0.067 0.422 0.406 -0.011 |\n",
"| p4040_p | -0.004 0.024 -0.010 0.035 0.079 -0.012 0.059 0.002 -0.042 1.000 -0.025 -0.012 0.016 -0.079 -0.051 0.039 -0.068 -0.001 0.035 0.018 -0.015 -0.046 -0.046 -0.019 |\n",
"| DDstar_p | 0.021 0.003 -0.118 -0.183 -0.415 0.058 0.009 -0.002 0.281 -0.025 1.000 -0.162 0.004 0.415 0.265 -0.107 0.090 -0.016 -0.183 -0.048 -0.025 0.189 0.176 0.028 |\n",
"| Ctt | 0.044 0.036 0.122 0.180 0.408 -0.055 0.057 0.007 -0.250 -0.012 -0.162 1.000 0.059 -0.409 -0.260 0.151 -0.144 -0.010 0.180 0.032 0.025 -0.237 -0.231 0.032 |\n",
"| p4415_s | 0.009 -0.009 0.028 0.024 0.054 -0.008 0.023 -0.001 -0.052 0.016 0.004 0.059 1.000 -0.054 -0.035 0.004 0.029 0.032 0.024 0.002 0.007 -0.007 -0.003 -0.007 |\n",
"| rho_s | -0.062 -0.081 -0.441 -0.450 -0.999 0.152 -0.078 -0.115 0.746 -0.079 0.415 -0.409 -0.054 1.000 0.643 -0.402 0.270 -0.073 -0.449 -0.102 -0.111 0.609 0.587 -0.015 |\n",
"| omega_s | -0.040 -0.052 -0.282 -0.241 -0.641 0.097 -0.050 -0.075 0.475 -0.051 0.265 -0.260 -0.035 0.643 1.000 -0.256 0.171 -0.047 -0.290 -0.065 -0.072 0.390 0.375 -0.010 |\n",
"| Dbar_s | -0.006 0.006 0.204 0.177 0.401 -0.054 -0.004 0.049 -0.272 0.039 -0.107 0.151 0.004 -0.402 -0.256 1.000 -0.019 0.037 0.178 0.094 0.055 -0.189 -0.177 0.009 |\n",
"| DDstar_s | -0.007 -0.015 -0.140 -0.119 -0.270 0.035 0.009 -0.054 0.202 -0.068 0.090 -0.144 0.029 0.270 0.171 -0.019 1.000 -0.078 -0.120 -0.067 -0.066 0.120 0.108 -0.021 |\n",
"| p4160_p | -0.054 0.031 -0.009 0.032 0.073 -0.011 -0.010 0.006 -0.034 -0.001 -0.016 -0.010 0.032 -0.073 -0.047 0.037 -0.078 1.000 0.032 0.021 0.000 -0.043 -0.044 -0.009 |\n",
"| phi_p | 0.028 0.036 0.195 0.201 0.449 0.049 0.035 0.051 -0.327 0.035 -0.183 0.180 0.024 -0.449 -0.290 0.178 -0.120 0.032 1.000 0.045 0.050 -0.268 -0.259 0.007 |\n",
"| p3770_p | 0.016 0.014 0.027 0.045 0.102 -0.015 0.010 0.011 -0.069 0.018 -0.048 0.032 0.002 -0.102 -0.065 0.094 -0.067 0.021 0.045 1.000 -0.038 -0.057 -0.056 -0.007 |\n",
"| p3770_s | 0.015 0.007 -0.004 0.049 0.111 -0.017 0.010 0.016 -0.067 -0.015 -0.025 0.025 0.007 -0.111 -0.072 0.055 -0.066 0.000 0.050 -0.038 1.000 -0.049 -0.048 -0.052 |\n",
"| bplus_0 | -0.010 -0.029 -0.221 -0.269 -0.608 0.084 -0.017 -0.043 0.422 -0.046 0.189 -0.237 -0.007 0.609 0.390 -0.189 0.120 -0.043 -0.268 -0.057 -0.049 1.000 0.294 0.008 |\n",
"| bplus_1 | -0.008 -0.028 -0.211 -0.259 -0.586 0.081 -0.015 -0.041 0.406 -0.046 0.176 -0.231 -0.003 0.587 0.375 -0.177 0.108 -0.044 -0.259 -0.056 -0.048 0.294 1.000 0.009 |\n",
"| psi2s_p | -0.021 -0.012 -0.031 0.007 0.015 -0.003 -0.018 0.014 -0.011 -0.019 0.028 0.032 -0.007 -0.015 -0.010 0.009 -0.021 -0.009 0.007 -0.007 -0.052 0.008 0.009 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.0479704104558798}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.05395993038768587}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.24038866387933178}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.08294365336143183}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 12.04764294050246}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 0.31812102984616786}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.04808881015497546}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.00804478543633369}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.017386020836641314}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.049632692689270064}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.07182058437290184}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.035247593138535094}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.05968874357886078}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 1.4469412619787445}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 0.4238986980101096}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.023909737783067972}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.021849482035909168}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.027678748093707295}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.07790876749729847}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.03592720157337492}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.0724288272048208}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.0015507711479296749}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.0027682108456380528}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.010278634677455045})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 9/50\n",
"Time taken: 20 min, 12 s\n",
"Projected time left: 1 h, 31 min\n",
"Toy 9: Generating data...\n",
"Toy 9: Data generation finished\n",
"Toy 9: Loading data...\n",
"Toy 9: Loading data finished\n",
"Toy 9: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.973E+05 | Ncalls=1440 (1440 total) |\n",
"| EDM = 3.5E-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: 297303.8266156527\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 1.23 | 0.17 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | 4.91 | 0.27 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | 4.25 | 0.31 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | 6.28 | 0.11 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -6.28 | 0.05 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 18 | 5 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 0.717 | 0.010 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | -4.544 | 0.030 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | -0.45 | 0.07 | | | -2 | 2 | |\n",
"| 9 | p4040_p | -3.04 | 0.14 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | 0.71 | 0.31 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | -1.02 | 0.20 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 0.74 | 0.18 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 1.3 | 0.4 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 6.4 | 0.9 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | -0.300 | 0.019 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | 0.300 | 0.014 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | -6.283 | 0.008 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | -6 | 7 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | 3.81 | 0.10 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 3.00 | 0.23 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | 0.452 | 0.013 | | | -2 | 2 | |\n",
"| 22| bplus_1 | -0.822 | 0.025 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 1.83 | 0.03 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 -0.230 -0.090 -0.000 0.002 0.001 -0.012 -0.160 0.185 -0.306 -0.063 0.401 0.089 0.036 -0.027 0.013 0.010 0.007 0.004 -0.150 0.003 0.050 0.056 0.066 |\n",
"| p4415_p | -0.230 1.000 0.131 0.000 0.006 -0.036 0.009 0.117 0.195 0.132 0.182 -0.031 -0.023 -0.031 0.006 0.007 0.002 0.001 -0.034 0.099 0.083 -0.043 -0.170 -0.003 |\n",
"| Dbar_p | -0.090 0.131 1.000 -0.001 0.002 0.010 0.007 0.219 -0.019 0.290 -0.104 0.276 0.009 -0.048 0.016 0.017 -0.007 -0.004 0.009 -0.016 0.277 -0.072 -0.167 0.248 |\n",
"| omega_p | -0.000 0.000 -0.001 1.000 -0.001 -0.032 0.000 0.007 0.001 0.001 -0.001 -0.001 0.000 0.012 -0.083 0.000 0.000 -0.000 -0.031 0.001 0.001 0.002 -0.001 0.001 |\n",
"| rho_p | 0.002 0.006 0.002 -0.001 1.000 -0.012 0.000 0.004 0.021 0.005 0.004 0.006 0.002 -0.022 0.051 -0.000 0.000 -0.000 -0.013 -0.001 0.003 -0.015 0.012 0.002 |\n",
"| phi_s | 0.001 -0.036 0.010 -0.032 -0.012 1.000 -0.001 -0.203 -0.111 -0.055 -0.007 0.007 -0.013 0.207 -0.376 -0.002 -0.002 0.001 0.995 -0.031 -0.052 0.037 -0.057 -0.037 |\n",
"| p4160_s | -0.012 0.009 0.007 0.000 0.000 -0.001 1.000 0.010 -0.003 0.004 0.011 -0.010 0.001 -0.002 0.001 -0.001 -0.001 -0.001 -0.001 0.005 0.005 -0.002 -0.005 0.001 |\n",
"| jpsi_p | -0.160 0.117 0.219 0.007 0.004 -0.203 0.010 1.000 -0.252 0.268 0.445 -0.368 -0.073 -0.074 0.080 -0.035 -0.013 -0.002 -0.202 0.037 0.244 -0.003 -0.045 0.153 |\n",
"| bplus_2 | 0.185 0.195 -0.019 0.001 0.021 -0.111 -0.003 -0.252 1.000 -0.020 -0.011 0.713 0.103 -0.011 -0.034 0.011 0.013 -0.001 -0.100 -0.011 -0.113 -0.138 -0.173 0.054 |\n",
"| p4040_p | -0.306 0.132 0.290 0.001 0.005 -0.055 0.004 0.268 -0.020 1.000 0.335 -0.153 0.078 -0.044 0.023 -0.007 -0.009 -0.006 -0.054 0.150 0.203 -0.029 -0.130 -0.051 |\n",
"| DDstar_p | -0.063 0.182 -0.104 -0.001 0.004 -0.007 0.011 0.445 -0.011 0.335 1.000 -0.160 0.039 -0.062 0.020 -0.009 0.006 -0.005 -0.006 0.065 0.142 -0.079 -0.218 0.192 |\n",
"| Ctt | 0.401 -0.031 0.276 -0.001 0.006 0.007 -0.010 -0.368 0.713 -0.153 -0.160 1.000 0.251 0.016 -0.037 0.021 0.001 -0.001 0.011 -0.094 -0.195 -0.034 -0.171 0.242 |\n",
"| p4415_s | 0.089 -0.023 0.009 0.000 0.002 -0.013 0.001 -0.073 0.103 0.078 0.039 0.251 1.000 0.023 -0.016 0.004 0.006 -0.003 -0.011 -0.034 -0.006 0.045 0.044 0.026 |\n",
"| rho_s | 0.036 -0.031 -0.048 0.012 -0.022 0.207 -0.002 -0.074 -0.011 -0.044 -0.062 0.016 0.023 1.000 -0.463 -0.006 -0.006 0.000 0.213 -0.021 -0.030 0.213 -0.133 -0.022 |\n",
"| omega_s | -0.027 0.006 0.016 -0.083 0.051 -0.376 0.001 0.080 -0.034 0.023 0.020 -0.037 -0.016 -0.463 1.000 0.004 0.003 -0.000 -0.382 0.021 0.021 -0.079 0.060 0.013 |\n",
"| Dbar_s | 0.013 0.007 0.017 0.000 -0.000 -0.002 -0.001 -0.035 0.011 -0.007 -0.009 0.021 0.004 -0.006 0.004 1.000 -0.002 -0.000 -0.002 -0.054 -0.016 -0.012 -0.022 -0.007 |\n",
"| DDstar_s | 0.010 0.002 -0.007 0.000 0.000 -0.002 -0.001 -0.013 0.013 -0.009 0.006 0.001 0.006 -0.006 0.003 -0.002 1.000 -0.000 -0.002 -0.022 -0.014 -0.010 -0.023 -0.003 |\n",
"| p4160_p | 0.007 0.001 -0.004 -0.000 -0.000 0.001 -0.001 -0.002 -0.001 -0.006 -0.005 -0.001 -0.003 0.000 -0.000 -0.000 -0.000 1.000 0.001 -0.001 -0.002 0.000 0.002 0.000 |\n",
"| phi_p | 0.004 -0.034 0.009 -0.031 -0.013 0.995 -0.001 -0.202 -0.100 -0.054 -0.006 0.011 -0.011 0.213 -0.382 -0.002 -0.002 0.001 1.000 -0.032 -0.051 0.040 -0.059 -0.036 |\n",
"| p3770_p | -0.150 0.099 -0.016 0.001 -0.001 -0.031 0.005 0.037 -0.011 0.150 0.065 -0.094 -0.034 -0.021 0.021 -0.054 -0.022 -0.001 -0.032 1.000 -0.185 -0.008 -0.052 0.090 |\n",
"| p3770_s | 0.003 0.083 0.277 0.001 0.003 -0.052 0.005 0.244 -0.113 0.203 0.142 -0.195 -0.006 -0.030 0.021 -0.016 -0.014 -0.002 -0.051 -0.185 1.000 0.010 -0.057 -0.326 |\n",
"| bplus_0 | 0.050 -0.043 -0.072 0.002 -0.015 0.037 -0.002 -0.003 -0.138 -0.029 -0.079 -0.034 0.045 0.213 -0.079 -0.012 -0.010 0.000 0.040 -0.008 0.010 1.000 -0.807 -0.023 |\n",
"| bplus_1 | 0.056 -0.170 -0.167 -0.001 0.012 -0.057 -0.005 -0.045 -0.173 -0.130 -0.218 -0.171 0.044 -0.133 0.060 -0.022 -0.023 0.002 -0.059 -0.052 -0.057 -0.807 1.000 -0.071 |\n",
"| psi2s_p | 0.066 -0.003 0.248 0.001 0.002 -0.037 0.001 0.153 0.054 -0.051 0.192 0.242 0.026 -0.022 0.013 -0.007 -0.003 0.000 -0.036 0.090 -0.326 -0.023 -0.071 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.1673755359206177}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.26582090619781074}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.31223197573286754}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.1106798456153415}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.05230988934799097}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 5.352081375379628}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.009891406948438153}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.030237277780523097}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.07413376022397844}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.13919321480780344}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.3111806675548232}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.1967557402892534}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.17868171965573415}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.35609141536112326}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 0.9156641055930654}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.019497595036453236}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.013741629101232833}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.008340764099371345}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 6.992999336038222}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.0979294888382265}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.2267589168638171}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.01310241497502318}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.024675248640991798}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.03285146216094059})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 10/50\n",
"Time taken: 23 min, 16 s\n",
"Projected time left: 1 h, 32 min\n",
"Toy 10: Generating data...\n",
"Toy 10: Data generation finished\n",
"Toy 10: Loading data...\n",
"Toy 10: Loading data finished\n",
"Toy 10: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.971E+05 | Ncalls=1371 (1371 total) |\n",
"| EDM = 0.00126 (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: 297149.28627628565\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 1.23 | 0.16 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | 4.09 | 0.27 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | -2.6 | 0.7 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | 6.28 | 0.21 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | 6.0 | 0.5 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 17.1 | 0.9 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 2.03 | 0.16 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | 1.60 | 0.05 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | -0.17 | 0.06 | | | -2 | 2 | |\n",
"| 9 | p4040_p | -2.85 | 0.22 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | 2.3 | 3.8 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | 0.23 | 0.17 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 1.27 | 0.17 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 0.59 | 0.31 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 7.2 | 0.9 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | 0.30 | 0.38 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | 0.08 | 0.46 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | -2.35 | 0.20 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | 6.03 | 0.20 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | -3.31 | 0.12 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 2.67 | 0.25 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | 0.490 | 0.008 | | | -2 | 2 | |\n",
"| 22| bplus_1 | -0.982 | 0.015 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 1.80 | 0.04 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 0.185 0.334 -0.002 0.008 -0.000 0.088 0.309 0.006 0.162 -0.340 -0.015 0.066 0.014 -0.005 0.005 0.369 0.106 0.010 0.174 0.262 0.061 0.076 0.218 |\n",
"| p4415_p | 0.185 1.000 0.680 -0.004 -0.011 0.018 0.195 0.746 0.068 0.694 -0.813 -0.496 -0.104 -0.010 0.005 0.066 0.815 0.796 0.019 0.526 0.408 -0.060 -0.047 0.492 |\n",
"| Dbar_p | 0.334 0.680 1.000 -0.002 -0.023 0.020 0.309 0.690 0.051 0.589 -0.887 -0.601 -0.022 0.012 -0.003 0.154 0.898 0.696 0.016 0.409 0.303 0.029 0.061 0.437 |\n",
"| omega_p | -0.002 -0.004 -0.002 1.000 0.013 -0.011 -0.003 -0.003 -0.010 -0.003 0.003 0.001 0.000 0.024 -0.230 -0.000 -0.004 -0.003 -0.006 -0.002 -0.003 0.002 -0.003 -0.002 |\n",
"| rho_p | 0.008 -0.011 -0.023 0.013 1.000 0.072 0.018 -0.021 0.184 -0.015 0.031 0.046 0.009 0.114 0.234 0.002 -0.029 -0.024 0.063 -0.021 0.000 0.006 0.038 -0.020 |\n",
"| phi_s | -0.000 0.018 0.020 -0.011 0.072 1.000 -0.005 0.014 -0.079 0.018 -0.029 -0.032 -0.008 0.027 0.012 -0.002 0.030 0.025 0.574 0.014 0.005 -0.013 -0.003 0.018 |\n",
"| p4160_s | 0.088 0.195 0.309 -0.003 0.018 -0.005 1.000 0.305 0.048 0.451 -0.344 -0.062 0.205 0.014 -0.006 -0.007 0.370 0.257 0.011 0.208 0.194 0.058 0.065 0.181 |\n",
"| jpsi_p | 0.309 0.746 0.690 -0.003 -0.021 0.014 0.305 1.000 -0.069 0.726 -0.865 -0.554 -0.067 -0.006 0.000 0.105 0.869 0.801 0.016 0.546 0.502 -0.014 0.007 0.591 |\n",
"| bplus_2 | 0.006 0.068 0.051 -0.010 0.184 -0.079 0.048 -0.069 1.000 -0.004 0.012 0.402 -0.059 0.020 -0.015 0.020 0.007 0.007 0.017 0.013 -0.035 -0.157 -0.223 -0.027 |\n",
"| p4040_p | 0.162 0.694 0.589 -0.003 -0.015 0.018 0.451 0.726 -0.004 1.000 -0.773 -0.492 -0.012 -0.009 0.004 0.067 0.762 0.733 0.017 0.546 0.373 -0.034 -0.022 0.444 |\n",
"| DDstar_p | -0.340 -0.813 -0.887 0.003 0.031 -0.029 -0.344 -0.865 0.012 -0.773 1.000 0.567 0.058 -0.004 -0.001 -0.087 -0.968 -0.865 -0.021 -0.585 -0.473 -0.006 -0.046 -0.595 |\n",
"| Ctt | -0.015 -0.496 -0.601 0.001 0.046 -0.032 -0.062 -0.554 0.402 -0.492 0.567 1.000 0.191 0.011 -0.009 -0.162 -0.574 -0.571 -0.012 -0.302 -0.262 -0.021 -0.050 -0.165 |\n",
"| p4415_s | 0.066 -0.104 -0.022 0.000 0.009 -0.008 0.205 -0.067 -0.059 -0.012 0.058 0.191 1.000 0.023 -0.009 -0.015 -0.032 -0.031 0.000 -0.059 -0.012 0.116 0.129 -0.030 |\n",
"| rho_s | 0.014 -0.010 0.012 0.024 0.114 0.027 0.014 -0.006 0.020 -0.009 -0.004 0.011 0.023 1.000 -0.383 0.024 -0.011 -0.012 0.044 -0.003 -0.003 0.132 -0.011 -0.004 |\n",
"| omega_s | -0.005 0.005 -0.003 -0.230 0.234 0.012 -0.006 0.000 -0.015 0.004 -0.001 -0.009 -0.009 -0.383 1.000 -0.009 0.007 0.006 -0.034 0.001 0.001 -0.047 0.008 0.003 |\n",
"| Dbar_s | 0.005 0.066 0.154 -0.000 0.002 -0.002 -0.007 0.105 0.020 0.067 -0.087 -0.162 -0.015 0.024 -0.009 1.000 0.113 0.093 0.003 0.169 0.015 0.093 0.111 0.052 |\n",
"| DDstar_s | 0.369 0.815 0.898 -0.004 -0.029 0.030 0.370 0.869 0.007 0.762 -0.968 -0.574 -0.032 -0.011 0.007 0.113 1.000 0.851 0.021 0.548 0.465 -0.054 -0.027 0.600 |\n",
"| p4160_p | 0.106 0.796 0.696 -0.003 -0.024 0.025 0.257 0.801 0.007 0.733 -0.865 -0.571 -0.031 -0.012 0.006 0.093 0.851 1.000 0.018 0.577 0.427 -0.058 -0.041 0.527 |\n",
"| phi_p | 0.010 0.019 0.016 -0.006 0.063 0.574 0.011 0.016 0.017 0.017 -0.021 -0.012 0.000 0.044 -0.034 0.003 0.021 0.018 1.000 0.010 0.013 0.009 0.006 0.013 |\n",
"| p3770_p | 0.174 0.526 0.409 -0.002 -0.021 0.014 0.208 0.546 0.013 0.546 -0.585 -0.302 -0.059 -0.003 0.001 0.169 0.548 0.577 0.010 1.000 0.130 -0.000 0.004 0.388 |\n",
"| p3770_s | 0.262 0.408 0.303 -0.003 0.000 0.005 0.194 0.502 -0.035 0.373 -0.473 -0.262 -0.012 -0.003 0.001 0.015 0.465 0.427 0.013 0.130 1.000 0.010 0.013 0.183 |\n",
"| bplus_0 | 0.061 -0.060 0.029 0.002 0.006 -0.013 0.058 -0.014 -0.157 -0.034 -0.006 -0.021 0.116 0.132 -0.047 0.093 -0.054 -0.058 0.009 -0.000 0.010 1.000 -0.520 -0.021 |\n",
"| bplus_1 | 0.076 -0.047 0.061 -0.003 0.038 -0.003 0.065 0.007 -0.223 -0.022 -0.046 -0.050 0.129 -0.011 0.008 0.111 -0.027 -0.041 0.006 0.004 0.013 -0.520 1.000 -0.002 |\n",
"| psi2s_p | 0.218 0.492 0.437 -0.002 -0.020 0.018 0.181 0.591 -0.027 0.444 -0.595 -0.165 -0.030 -0.004 0.003 0.052 0.600 0.527 0.013 0.388 0.183 -0.021 -0.002 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.15874136572248876}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.2721579880285043}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.6866638836069607}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.2066925417117007}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.49178476085275324}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 0.9209335012978936}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.15674299616871723}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.051267526416218345}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.05954046199503504}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.22408478164603474}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 3.7673889941069056}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.16815982438487032}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.16791730966942675}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.3056230591210599}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 0.8615501034228297}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.3799869355788419}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.45869191460180214}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.19999081131887553}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.20338587555158938}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.11656741339827104}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.25338705480956913}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.007626023447713015}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.015375881485445109}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.03867233450365504})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 11/50\n",
"Time taken: 26 min, 19 s\n",
"Projected time left: 1 h, 32 min\n",
"Toy 11: Generating data...\n",
"Toy 11: Data generation finished\n",
"Toy 11: Loading data...\n",
"Toy 11: Loading data finished\n",
"Toy 11: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.973E+05 | Ncalls=1343 (1343 total) |\n",
"| EDM = 1.47E-06 (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: 297250.9149104503\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 0.92 | 0.18 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | -2.01 | 0.15 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | 2.04 | 0.28 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | 6.3 | 0.5 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.13 | 0.24 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 16.3 | 1.1 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 2.21 | 0.17 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | -1.616 | 0.026 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | -0.24 | 0.09 | | | -2 | 2 | |\n",
"| 9 | p4040_p | -2.63 | 0.19 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | 1.95 | 0.30 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | -0.34 | 0.21 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 1.38 | 0.19 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 1.5 | 0.3 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 6.4 | 1.0 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | -0.300 | 0.014 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | -0.300 | 0.017 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | -2.01 | 0.10 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | -0.27 | 0.27 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | -2.75 | 0.10 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 3.16 | 0.23 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | 0.471 | 0.020 | | | -2 | 2 | |\n",
"| 22| bplus_1 | -0.87 | 0.04 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 1.929 | 0.032 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 -0.256 -0.051 -0.001 0.040 -0.011 -0.073 -0.000 0.091 -0.223 -0.112 0.359 0.123 0.021 0.001 -0.002 0.002 -0.533 0.003 -0.156 0.111 0.017 0.026 0.043 |\n",
"| p4415_p | -0.256 1.000 -0.058 -0.004 0.050 -0.015 -0.190 -0.017 0.185 0.088 0.007 -0.074 -0.127 0.009 0.006 0.016 0.028 0.307 0.002 0.080 -0.020 0.017 -0.096 -0.113 |\n",
"| Dbar_p | -0.051 -0.058 1.000 0.004 0.009 -0.004 -0.089 0.254 -0.091 -0.056 -0.069 -0.291 0.004 0.039 -0.013 0.016 0.004 0.063 0.002 0.339 -0.004 0.030 0.186 0.012 |\n",
"| omega_p | -0.001 -0.004 0.004 1.000 -0.045 -0.034 -0.003 0.022 -0.023 -0.001 0.010 -0.005 0.001 0.093 -0.431 -0.000 -0.000 0.002 -0.022 0.007 0.001 0.038 -0.029 0.003 |\n",
"| rho_p | 0.040 0.050 0.009 -0.045 1.000 0.161 0.068 -0.108 0.266 0.021 -0.027 0.103 0.021 0.272 0.363 0.001 0.000 -0.010 0.154 -0.025 0.019 -0.063 0.061 -0.005 |\n",
"| phi_s | -0.011 -0.015 -0.004 -0.034 0.161 1.000 -0.020 -0.012 -0.061 -0.009 0.005 -0.033 -0.007 0.067 0.046 0.000 0.000 -0.002 0.722 -0.002 -0.010 -0.022 0.026 -0.004 |\n",
"| p4160_s | -0.073 -0.190 -0.089 -0.003 0.068 -0.020 1.000 -0.052 0.149 0.328 -0.076 0.241 0.308 0.030 0.003 0.004 0.008 -0.147 0.005 -0.063 0.003 0.037 -0.001 -0.099 |\n",
"| jpsi_p | -0.000 -0.017 0.254 0.022 -0.108 -0.012 -0.052 1.000 0.093 -0.096 0.186 0.205 -0.024 -0.008 -0.039 0.038 0.046 -0.008 -0.041 0.080 -0.021 -0.050 0.072 -0.014 |\n",
"| bplus_2 | 0.091 0.185 -0.091 -0.023 0.266 -0.061 0.149 0.093 1.000 -0.026 -0.258 0.691 -0.036 0.049 0.042 0.004 0.007 -0.065 0.020 -0.119 -0.092 -0.025 -0.281 -0.012 |\n",
"| p4040_p | -0.223 0.088 -0.056 -0.001 0.021 -0.009 0.328 -0.096 -0.026 1.000 0.074 -0.219 0.063 0.009 0.000 0.020 0.025 0.075 0.000 0.135 -0.045 0.023 0.001 -0.245 |\n",
"| DDstar_p | -0.112 0.007 -0.069 0.010 -0.027 0.005 -0.076 0.186 -0.258 0.074 1.000 -0.115 -0.044 0.052 -0.025 0.003 0.025 0.215 -0.002 0.263 0.146 0.019 0.349 0.007 |\n",
"| Ctt | 0.359 -0.074 -0.291 -0.005 0.103 -0.033 0.241 0.205 0.691 -0.219 -0.115 1.000 0.215 0.023 0.010 0.007 -0.001 -0.398 -0.002 -0.254 -0.162 -0.009 -0.166 0.182 |\n",
"| p4415_s | 0.123 -0.127 0.004 0.001 0.021 -0.007 0.308 -0.024 -0.036 0.063 -0.044 0.215 1.000 0.025 -0.005 0.000 0.001 -0.047 0.002 -0.069 0.015 0.024 0.101 0.005 |\n",
"| rho_s | 0.021 0.009 0.039 0.093 0.272 0.067 0.030 -0.008 0.049 0.009 0.052 0.023 0.025 1.000 -0.294 0.000 -0.000 0.001 0.071 0.020 0.021 0.216 -0.137 0.007 |\n",
"| omega_s | 0.001 0.006 -0.013 -0.431 0.363 0.046 0.003 -0.039 0.042 0.000 -0.025 0.010 -0.005 -0.294 1.000 0.000 0.000 -0.004 0.003 -0.016 -0.005 -0.105 0.079 -0.006 |\n",
"| Dbar_s | -0.002 0.016 0.016 -0.000 0.001 0.000 0.004 0.038 0.004 0.020 0.003 0.007 0.000 0.000 0.000 1.000 -0.001 0.024 0.000 0.027 0.021 0.001 -0.003 0.023 |\n",
"| DDstar_s | 0.002 0.028 0.004 -0.000 0.000 0.000 0.008 0.046 0.007 0.025 0.025 -0.001 0.001 -0.000 0.000 -0.001 1.000 0.034 0.000 0.019 0.018 0.000 -0.005 0.022 |\n",
"| p4160_p | -0.533 0.307 0.063 0.002 -0.010 -0.002 -0.147 -0.008 -0.065 0.075 0.215 -0.398 -0.047 0.001 -0.004 0.024 0.034 1.000 -0.003 0.234 -0.015 0.015 0.002 -0.136 |\n",
"| phi_p | 0.003 0.002 0.002 -0.022 0.154 0.722 0.005 -0.041 0.020 0.000 -0.002 -0.002 0.002 0.071 0.003 0.000 0.000 -0.003 1.000 -0.006 0.001 0.000 0.009 -0.005 |\n",
"| p3770_p | -0.156 0.080 0.339 0.007 -0.025 -0.002 -0.063 0.080 -0.119 0.135 0.263 -0.254 -0.069 0.020 -0.016 0.027 0.019 0.234 -0.006 1.000 -0.230 0.036 0.116 0.000 |\n",
"| p3770_s | 0.111 -0.020 -0.004 0.001 0.019 -0.010 0.003 -0.021 -0.092 -0.045 0.146 -0.162 0.015 0.021 -0.005 0.021 0.018 -0.015 0.001 -0.230 1.000 0.045 0.067 -0.403 |\n",
"| bplus_0 | 0.017 0.017 0.030 0.038 -0.063 -0.022 0.037 -0.050 -0.025 0.023 0.019 -0.009 0.024 0.216 -0.105 0.001 0.000 0.015 0.000 0.036 0.045 1.000 -0.839 -0.005 |\n",
"| bplus_1 | 0.026 -0.096 0.186 -0.029 0.061 0.026 -0.001 0.072 -0.281 0.001 0.349 -0.166 0.101 -0.137 0.079 -0.003 -0.005 0.002 0.009 0.116 0.067 -0.839 1.000 0.045 |\n",
"| psi2s_p | 0.043 -0.113 0.012 0.003 -0.005 -0.004 -0.099 -0.014 -0.012 -0.245 0.007 0.182 0.005 0.007 -0.006 0.023 0.022 -0.136 -0.005 0.000 -0.403 -0.005 0.045 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.1750263085157091}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.1541480195260423}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.2841838249359592}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.4732356739315682}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.2421638439743128}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 1.1346453700203014}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.16748252240231665}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.026425175365989872}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.08711086147616842}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.19304066991221425}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.29740881640735894}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.2097221537465469}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.18951476715130067}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.32681767264266715}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 1.0229021813759736}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.014003246940213265}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.01676908888306225}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.10184399756955731}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.2747820571114312}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.09933845905553462}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.23291303566288546}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.0200692450868849}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.04065917547054554}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.03155685496589822})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 12/50\n",
"Time taken: 29 min, 27 s\n",
"Projected time left: 1 h, 33 min\n",
"Toy 12: Generating data...\n",
"Toy 12: Data generation finished\n",
"Toy 12: Loading data...\n",
"Toy 12: Loading data finished\n",
"Toy 12: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.972E+05 | Ncalls=1309 (1309 total) |\n",
"| EDM = 5.49E-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: 297176.50038908026\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 1.01 | 0.15 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | -6.28 | 0.12 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | -0.46 | 0.30 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | -0.07 | 0.30 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | 5.8 | 0.6 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 19.2 | 1.2 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 0.717 | 0.018 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | 4.72 | 0.03 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | -0.47 | 0.05 | | | -2 | 2 | |\n",
"| 9 | p4040_p | 3.37 | 0.15 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | -0.15 | 0.28 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | -1.50 | 0.06 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 0.20 | 0.21 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 0.7 | 0.3 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 6.5 | 1.2 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | 0.300 | 0.020 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | 0.300 | 0.013 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | -6.283 | 0.009 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | 0.63 | 0.24 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | -2.29 | 0.10 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 3.56 | 0.22 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | 0.465 | 0.019 | | | -2 | 2 | |\n",
"| 22| bplus_1 | -0.86 | 0.03 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 1.94 | 0.03 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 0.077 -0.015 -0.002 -0.011 0.004 -0.019 -0.142 -0.288 -0.250 -0.144 0.046 -0.310 0.010 -0.003 -0.021 -0.001 0.008 0.001 -0.169 0.115 0.011 0.096 0.017 |\n",
"| p4415_p | 0.077 1.000 0.017 -0.002 -0.020 0.011 -0.005 -0.015 -0.087 -0.034 -0.041 -0.003 -0.249 0.000 -0.002 -0.005 -0.005 -0.001 0.006 -0.022 -0.018 -0.005 0.017 0.030 |\n",
"| Dbar_p | -0.015 0.017 1.000 0.004 0.063 -0.026 0.004 0.467 0.138 0.003 -0.137 -0.010 -0.072 0.037 -0.008 0.018 0.003 0.002 -0.005 0.469 0.141 0.045 0.130 0.155 |\n",
"| omega_p | -0.002 -0.002 0.004 1.000 -0.016 0.002 0.000 -0.019 0.049 0.006 0.003 0.001 0.010 -0.117 0.610 0.001 0.001 -0.000 -0.034 -0.001 0.004 -0.045 0.048 -0.002 |\n",
"| rho_p | -0.011 -0.020 0.063 -0.016 1.000 -0.167 0.003 -0.055 0.280 0.065 0.025 0.009 0.080 0.080 0.213 -0.001 0.001 -0.001 -0.229 0.024 0.059 -0.012 0.050 0.006 |\n",
"| phi_s | 0.004 0.011 -0.026 0.002 -0.167 1.000 -0.002 0.014 -0.143 -0.038 -0.010 -0.003 -0.044 -0.006 -0.040 -0.000 -0.001 0.000 0.728 -0.012 -0.035 -0.018 -0.001 -0.008 |\n",
"| p4160_s | -0.019 -0.005 0.004 0.000 0.003 -0.002 1.000 0.015 0.020 -0.002 0.021 -0.002 0.018 0.000 0.000 0.002 0.001 -0.002 -0.001 0.014 0.004 0.001 -0.004 0.001 |\n",
"| jpsi_p | -0.142 -0.015 0.467 -0.019 -0.055 0.014 0.015 1.000 0.029 0.162 0.414 0.027 0.070 0.037 -0.033 0.021 0.011 0.001 0.009 0.335 0.220 -0.022 0.088 0.109 |\n",
"| bplus_2 | -0.288 -0.087 0.138 0.049 0.280 -0.143 0.020 0.029 1.000 0.258 0.028 0.127 0.387 -0.081 0.076 -0.007 0.026 -0.001 -0.090 0.128 0.182 -0.192 0.048 -0.168 |\n",
"| p4040_p | -0.250 -0.034 0.003 0.006 0.065 -0.038 -0.002 0.162 0.258 1.000 0.324 -0.027 0.120 0.007 0.003 0.039 0.019 -0.003 -0.019 0.189 0.105 0.019 -0.014 -0.149 |\n",
"| DDstar_p | -0.144 -0.041 -0.137 0.003 0.025 -0.010 0.021 0.414 0.028 0.324 1.000 0.005 0.171 0.014 -0.002 -0.005 0.010 -0.001 0.002 0.215 0.257 0.022 0.049 0.180 |\n",
"| Ctt | 0.046 -0.003 -0.010 0.001 0.009 -0.003 -0.002 0.027 0.127 -0.027 0.005 1.000 0.009 0.000 0.000 0.004 0.001 -0.000 -0.001 -0.018 -0.039 -0.004 -0.021 0.008 |\n",
"| p4415_s | -0.310 -0.249 -0.072 0.010 0.080 -0.044 0.018 0.070 0.387 0.120 0.171 0.009 1.000 -0.003 0.011 0.020 0.020 0.003 -0.024 0.094 0.067 0.020 -0.092 -0.115 |\n",
"| rho_s | 0.010 0.000 0.037 -0.117 0.080 -0.006 0.000 0.037 -0.081 0.007 0.014 0.000 -0.003 1.000 -0.444 -0.003 -0.004 -0.000 0.081 0.024 0.016 0.299 -0.264 0.018 |\n",
"| omega_s | -0.003 -0.002 -0.008 0.610 0.213 -0.040 0.000 -0.033 0.076 0.003 -0.002 0.000 0.011 -0.444 1.000 0.001 0.002 -0.000 -0.116 -0.010 -0.002 -0.130 0.125 -0.007 |\n",
"| Dbar_s | -0.021 -0.005 0.018 0.001 -0.001 -0.000 0.002 0.021 -0.007 0.039 -0.005 0.004 0.020 -0.003 0.001 1.000 -0.001 -0.000 0.000 0.017 0.038 0.002 -0.014 0.026 |\n",
"| DDstar_s | -0.001 -0.005 0.003 0.001 0.001 -0.001 0.001 0.011 0.026 0.019 0.010 0.001 0.020 -0.004 0.002 -0.001 1.000 -0.000 -0.000 -0.001 0.006 0.001 -0.026 0.012 |\n",
"| p4160_p | 0.008 -0.001 0.002 -0.000 -0.001 0.000 -0.002 0.001 -0.001 -0.003 -0.001 -0.000 0.003 -0.000 -0.000 -0.000 -0.000 1.000 0.000 0.000 -0.000 -0.000 -0.000 0.003 |\n",
"| phi_p | 0.001 0.006 -0.005 -0.034 -0.229 0.728 -0.001 0.009 -0.090 -0.019 0.002 -0.001 -0.024 0.081 -0.116 0.000 -0.000 0.000 1.000 0.000 -0.015 0.019 -0.029 -0.005 |\n",
"| p3770_p | -0.169 -0.022 0.469 -0.001 0.024 -0.012 0.014 0.335 0.128 0.189 0.215 -0.018 0.094 0.024 -0.010 0.017 -0.001 0.000 0.000 1.000 -0.078 0.037 0.035 0.212 |\n",
"| p3770_s | 0.115 -0.018 0.141 0.004 0.059 -0.035 0.004 0.220 0.182 0.105 0.257 -0.039 0.067 0.016 -0.002 0.038 0.006 -0.000 -0.015 -0.078 1.000 0.043 0.012 -0.364 |\n",
"| bplus_0 | 0.011 -0.005 0.045 -0.045 -0.012 -0.018 0.001 -0.022 -0.192 0.019 0.022 -0.004 0.020 0.299 -0.130 0.002 0.001 -0.000 0.019 0.037 0.043 1.000 -0.937 0.004 |\n",
"| bplus_1 | 0.096 0.017 0.130 0.048 0.050 -0.001 -0.004 0.088 0.048 -0.014 0.049 -0.021 -0.092 -0.264 0.125 -0.014 -0.026 -0.000 -0.029 0.035 0.012 -0.937 1.000 0.112 |\n",
"| psi2s_p | 0.017 0.030 0.155 -0.002 0.006 -0.008 0.001 0.109 -0.168 -0.149 0.180 0.008 -0.115 0.018 -0.007 0.026 0.012 0.003 -0.005 0.212 -0.364 0.004 0.112 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.1542616119380873}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.11891544763304429}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.2992968354924965}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.30370920675339796}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.56025404703718}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 1.1738783258318044}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.017639202290997913}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.0322039419706277}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.05414725706101098}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.1530310000676609}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.28202588514197746}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.05867448075110493}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.20556623657775164}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.33812288280520314}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 1.2053808124878094}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.019888824633566338}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.012921337483607298}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.009294734407658378}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.24477435423867977}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.10286578083697817}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.22026123367833916}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.018557114755179516}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.033964563391971625}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.032519115256608444})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 13/50\n",
"Time taken: 32 min, 42 s\n",
"Projected time left: 1 h, 32 min\n",
"Toy 13: Generating data...\n",
"Toy 13: Data generation finished\n",
"Toy 13: Loading data...\n",
"Toy 13: Loading data finished\n",
"Toy 13: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.97E+05 | Ncalls=1584 (1584 total) |\n",
"| EDM = 3.74E-06 (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: 297001.5010079119\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 0.93 | 0.17 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | -1.85 | 0.17 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | 1.8 | 0.3 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | -5.6 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.18 | 0.40 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 18.2 | 1.1 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 2.09 | 0.16 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | 4.674 | 0.025 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | -0.15 | 0.09 | | | -2 | 2 | |\n",
"| 9 | p4040_p | -2.13 | 0.20 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | -1.4 | 0.3 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | -0.33 | 0.21 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 1.23 | 0.18 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 0.9 | 0.3 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 8.2 | 1.5 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | -0.300 | 0.019 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | 0.300 | 0.024 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | 4.39 | 0.11 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | -6.09 | 0.18 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | -2.68 | 0.11 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 2.97 | 0.23 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | 0.477 | 0.020 | | | -2 | 2 | |\n",
"| 22| bplus_1 | -0.94 | 0.04 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 1.89 | 0.03 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 -0.219 -0.138 -0.006 0.057 -0.027 0.062 -0.048 0.128 -0.214 -0.173 0.314 0.147 0.014 -0.009 -0.000 0.005 -0.529 -0.009 -0.151 0.084 0.021 -0.039 -0.054 |\n",
"| p4415_p | -0.219 1.000 -0.103 -0.011 0.043 -0.021 -0.180 -0.021 0.203 0.186 -0.044 -0.079 -0.096 -0.006 -0.009 0.016 0.031 0.320 -0.008 0.059 -0.013 0.009 -0.138 -0.092 |\n",
"| Dbar_p | -0.138 -0.103 1.000 0.010 0.014 -0.006 -0.114 0.159 -0.094 -0.059 -0.133 -0.352 -0.020 0.047 -0.003 0.027 0.005 -0.002 0.001 0.294 -0.077 0.031 0.179 -0.072 |\n",
"| omega_p | -0.006 -0.011 0.010 1.000 -0.084 0.016 -0.006 -0.010 -0.031 -0.003 0.023 -0.012 0.001 0.370 0.792 0.001 0.001 -0.002 -0.019 0.008 -0.001 0.075 -0.047 -0.004 |\n",
"| rho_p | 0.057 0.043 0.014 -0.084 1.000 -0.042 0.067 -0.098 0.260 -0.006 -0.027 0.107 0.032 0.211 0.020 0.001 -0.000 -0.017 -0.119 -0.021 0.016 -0.045 0.038 -0.002 |\n",
"| phi_s | -0.027 -0.021 -0.006 0.016 -0.042 1.000 -0.031 0.017 -0.106 -0.003 0.014 -0.042 -0.015 -0.024 0.007 0.000 0.001 0.002 0.655 0.005 -0.014 -0.015 0.017 -0.004 |\n",
"| p4160_s | 0.062 -0.180 -0.114 -0.006 0.067 -0.031 1.000 -0.051 0.161 0.306 -0.111 0.218 0.283 0.021 -0.011 0.002 0.007 -0.111 -0.010 -0.061 0.001 0.033 -0.044 -0.090 |\n",
"| jpsi_p | -0.048 -0.021 0.159 -0.010 -0.098 0.017 -0.051 1.000 0.116 -0.088 0.088 0.231 -0.029 -0.014 -0.015 0.057 0.066 -0.042 -0.005 0.023 -0.058 -0.058 0.033 -0.037 |\n",
"| bplus_2 | 0.128 0.203 -0.094 -0.031 0.260 -0.106 0.161 0.116 1.000 -0.062 -0.319 0.673 0.016 0.043 -0.036 0.003 -0.001 -0.062 -0.034 -0.115 -0.099 0.020 -0.361 0.016 |\n",
"| p4040_p | -0.214 0.186 -0.059 -0.003 -0.006 -0.003 0.306 -0.088 -0.062 1.000 0.123 -0.323 0.004 -0.004 -0.003 0.023 0.030 0.285 -0.002 0.180 -0.062 0.012 -0.010 -0.202 |\n",
"| DDstar_p | -0.173 -0.044 -0.133 0.023 -0.027 0.014 -0.111 0.088 -0.319 0.123 1.000 -0.102 -0.093 0.073 0.002 0.002 0.041 0.181 0.006 0.253 0.140 0.025 0.395 -0.046 |\n",
"| Ctt | 0.314 -0.079 -0.352 -0.012 0.107 -0.042 0.218 0.231 0.673 -0.323 -0.102 1.000 0.221 0.018 -0.015 0.001 -0.005 -0.386 -0.013 -0.233 -0.158 -0.010 -0.187 0.213 |\n",
"| p4415_s | 0.147 -0.096 -0.020 0.001 0.032 -0.015 0.283 -0.029 0.016 0.004 -0.093 0.221 1.000 0.023 -0.005 0.000 -0.000 -0.030 -0.004 -0.074 -0.000 0.023 0.049 -0.003 |\n",
"| rho_s | 0.014 -0.006 0.047 0.370 0.211 -0.024 0.021 -0.014 0.043 -0.004 0.073 0.018 0.023 1.000 0.041 0.002 0.002 -0.006 -0.011 0.028 0.019 0.245 -0.143 -0.001 |\n",
"| omega_s | -0.009 -0.009 -0.003 0.792 0.020 0.007 -0.011 -0.015 -0.036 -0.003 0.002 -0.015 -0.005 0.041 1.000 0.000 0.000 -0.002 -0.067 -0.001 -0.007 -0.002 0.002 -0.005 |\n",
"| Dbar_s | -0.000 0.016 0.027 0.001 0.001 0.000 0.002 0.057 0.003 0.023 0.002 0.001 0.000 0.002 0.000 1.000 -0.002 0.030 0.001 0.040 0.029 0.001 0.003 0.029 |\n",
"| DDstar_s | 0.005 0.031 0.005 0.001 -0.000 0.001 0.007 0.066 -0.001 0.030 0.041 -0.005 -0.000 0.002 0.000 -0.002 1.000 0.047 0.001 0.031 0.030 0.001 0.008 0.027 |\n",
"| p4160_p | -0.529 0.320 -0.002 -0.002 -0.017 0.002 -0.111 -0.042 -0.062 0.285 0.181 -0.386 -0.030 -0.006 -0.002 0.030 0.047 1.000 -0.001 0.203 -0.010 0.008 -0.013 -0.132 |\n",
"| phi_p | -0.009 -0.008 0.001 -0.019 -0.119 0.655 -0.010 -0.005 -0.034 -0.002 0.006 -0.013 -0.004 -0.011 -0.067 0.001 0.001 -0.001 1.000 0.002 -0.005 0.012 -0.007 -0.004 |\n",
"| p3770_p | -0.151 0.059 0.294 0.008 -0.021 0.005 -0.061 0.023 -0.115 0.180 0.253 -0.233 -0.074 0.028 -0.001 0.040 0.031 0.203 0.002 1.000 -0.256 0.035 0.125 -0.004 |\n",
"| p3770_s | 0.084 -0.013 -0.077 -0.001 0.016 -0.014 0.001 -0.058 -0.099 -0.062 0.140 -0.158 -0.000 0.019 -0.007 0.029 0.030 -0.010 -0.005 -0.256 1.000 0.044 0.053 -0.429 |\n",
"| bplus_0 | 0.021 0.009 0.031 0.075 -0.045 -0.015 0.033 -0.058 0.020 0.012 0.025 -0.010 0.023 0.245 -0.002 0.001 0.001 0.008 0.012 0.035 0.044 1.000 -0.815 -0.007 |\n",
"| bplus_1 | -0.039 -0.138 0.179 -0.047 0.038 0.017 -0.044 0.033 -0.361 -0.010 0.395 -0.187 0.049 -0.143 0.002 0.003 0.008 -0.013 -0.007 0.125 0.053 -0.815 1.000 -0.001 |\n",
"| psi2s_p | -0.054 -0.092 -0.072 -0.004 -0.002 -0.004 -0.090 -0.037 0.016 -0.202 -0.046 0.213 -0.003 -0.001 -0.005 0.029 0.027 -0.132 -0.004 -0.004 -0.429 -0.007 -0.001 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.16670473297774496}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.17455966391124234}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.3199828006622023}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.3610935105435722}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.40381690482070276}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 1.0558686826261567}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.16215537921415568}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.02536852625972852}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.0890820072463715}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.20342921971294703}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.3458830217711011}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.2101089739186368}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.1829409110683209}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.34797751532638177}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 1.4982037468324707}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.018842723777357684}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.023752029623448134}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.10805442127073928}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.18487092912458003}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.10592024826967394}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.2277031571942929}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.01988274009894897}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.04426076790259237}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.0317855276780179})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 14/50\n",
"Time taken: 36 min, 24 s\n",
"Projected time left: 1 h, 33 min\n",
"Toy 14: Generating data...\n",
"Toy 14: Data generation finished\n",
"Toy 14: Loading data...\n",
"Toy 14: Loading data finished\n",
"Toy 14: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 3.01E+05 | Ncalls=499 (510 total) |\n",
"| EDM = 3.62E+08 (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: 300954.49119041505\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 1.722E-1 | 0.003E-1 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | 0.442E1 | 0.000E1 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | -0.242 | 0.013 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | 1.003 | 0.003 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | 2.837 | 0.003 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 2.249E1 | 0.000E1 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 0.353E1 | 0.000E1 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | -0.5 | 7.5 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | 1.636 | 0.001 | | | -2 | 2 | |\n",
"| 9 | p4040_p | 2.806 | 0.003 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | 2.097 | 0.005 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | -0.428 | 0.001 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 1.900 | 0.000 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 0.450 | 0.000 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 0.444E1 | 0.000E1 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | 1.940E-1 | 0.001E-1 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | -0.871E-1 | 0.001E-1 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | -5.310 | 0.004 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | -0.473E1 | 0.000E1 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | -3.962 | 0.005 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 2.226 | 0.001 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | 0.610 | 0.011 | | | -2 | 2 | |\n",
"| 22| bplus_1 | -1.459 | 0.005 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 0.852 | 0.007 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 -0.068 -0.147 -0.005 -0.038 -0.002 0.002 0.150 -0.135 0.045 -0.125 -0.003 0.030 -0.006 0.001 -0.014 -0.074 0.138 -0.035 -0.135 0.052 -0.150 -0.149 -0.142 |\n",
"| p4415_p | -0.068 1.000 0.444 0.016 0.114 0.005 -0.005 -0.455 0.409 -0.137 0.379 0.010 -0.090 0.019 -0.003 0.043 0.223 -0.419 0.107 0.409 -0.156 0.454 0.452 0.429 |\n",
"| Dbar_p | -0.147 0.444 1.000 0.035 0.244 0.011 -0.011 -0.976 0.879 -0.293 0.814 0.022 -0.194 0.042 -0.005 0.091 0.479 -0.899 0.230 0.877 -0.335 0.975 0.970 0.920 |\n",
"| omega_p | -0.005 0.016 0.035 1.000 0.009 0.000 -0.000 -0.035 0.032 -0.011 0.030 0.001 -0.007 0.002 -0.000 0.003 0.017 -0.033 0.008 0.032 -0.012 0.035 0.035 0.033 |\n",
"| rho_p | -0.038 0.114 0.244 0.009 1.000 0.003 -0.003 -0.250 0.225 -0.075 0.208 0.006 -0.050 0.011 -0.001 0.023 0.123 -0.230 0.059 0.224 -0.086 0.249 0.248 0.235 |\n",
"| phi_s | -0.002 0.005 0.011 0.000 0.003 1.000 -0.000 -0.011 0.010 -0.003 0.009 0.000 -0.002 0.000 -0.000 0.001 0.006 -0.010 0.003 0.010 -0.004 0.011 0.011 0.011 |\n",
"| p4160_s | 0.002 -0.005 -0.011 -0.000 -0.003 -0.000 1.000 0.011 -0.010 0.003 -0.009 -0.000 0.002 -0.000 0.000 -0.001 -0.005 0.010 -0.003 -0.010 0.004 -0.011 -0.011 -0.011 |\n",
"| jpsi_p | 0.150 -0.455 -0.976 -0.035 -0.250 -0.011 0.011 1.000 -0.900 0.300 -0.833 -0.022 0.199 -0.043 0.005 -0.094 -0.491 0.921 -0.236 -0.898 0.343 -0.999 -0.994 -0.943 |\n",
"| bplus_2 | -0.135 0.409 0.879 0.032 0.225 0.010 -0.010 -0.900 1.000 -0.270 0.750 0.020 -0.179 0.038 -0.005 0.084 0.442 -0.829 0.212 0.809 -0.309 0.899 0.894 0.848 |\n",
"| p4040_p | 0.045 -0.137 -0.293 -0.011 -0.075 -0.003 0.003 0.300 -0.270 1.000 -0.250 -0.007 0.060 -0.013 0.002 -0.028 -0.147 0.277 -0.071 -0.270 0.103 -0.300 -0.299 -0.283 |\n",
"| DDstar_p | -0.125 0.379 0.814 0.030 0.208 0.009 -0.009 -0.833 0.750 -0.250 1.000 0.019 -0.166 0.036 -0.005 0.078 0.409 -0.767 0.197 0.749 -0.286 0.832 0.828 0.786 |\n",
"| Ctt | -0.003 0.010 0.022 0.001 0.006 0.000 -0.000 -0.022 0.020 -0.007 0.019 1.000 -0.004 0.001 -0.000 0.002 0.011 -0.021 0.005 0.020 -0.008 0.022 0.022 0.021 |\n",
"| p4415_s | 0.030 -0.090 -0.194 -0.007 -0.050 -0.002 0.002 0.199 -0.179 0.060 -0.166 -0.004 1.000 -0.008 0.001 -0.019 -0.097 0.183 -0.047 -0.179 0.068 -0.198 -0.197 -0.187 |\n",
"| rho_s | -0.006 0.019 0.042 0.002 0.011 0.000 -0.000 -0.043 0.038 -0.013 0.036 0.001 -0.008 1.000 -0.000 0.004 0.021 -0.039 0.010 0.038 -0.015 0.043 0.042 0.040 |\n",
"| omega_s | 0.001 -0.003 -0.005 -0.000 -0.001 -0.000 0.000 0.005 -0.005 0.002 -0.005 -0.000 0.001 -0.000 1.000 -0.001 -0.003 0.005 -0.001 -0.005 0.002 -0.005 -0.005 -0.005 |\n",
"| Dbar_s | -0.014 0.043 0.091 0.003 0.023 0.001 -0.001 -0.094 0.084 -0.028 0.078 0.002 -0.019 0.004 -0.001 1.000 0.046 -0.086 0.022 0.084 -0.032 0.094 0.093 0.088 |\n",
"| DDstar_s | -0.074 0.223 0.479 0.017 0.123 0.006 -0.005 -0.491 0.442 -0.147 0.409 0.011 -0.097 0.021 -0.003 0.046 1.000 -0.452 0.116 0.441 -0.168 0.490 0.488 0.462 |\n",
"| p4160_p | 0.138 -0.419 -0.899 -0.033 -0.230 -0.010 0.010 0.921 -0.829 0.277 -0.767 -0.021 0.183 -0.039 0.005 -0.086 -0.452 1.000 -0.217 -0.827 0.316 -0.919 -0.915 -0.868 |\n",
"| phi_p | -0.035 0.107 0.230 0.008 0.059 0.003 -0.003 -0.236 0.212 -0.071 0.197 0.005 -0.047 0.010 -0.001 0.022 0.116 -0.217 1.000 0.212 -0.081 0.236 0.234 0.222 |\n",
"| p3770_p | -0.135 0.409 0.877 0.032 0.224 0.010 -0.010 -0.898 0.809 -0.270 0.749 0.020 -0.179 0.038 -0.005 0.084 0.441 -0.827 0.212 1.000 -0.308 0.897 0.893 0.847 |\n",
"| p3770_s | 0.052 -0.156 -0.335 -0.012 -0.086 -0.004 0.004 0.343 -0.309 0.103 -0.286 -0.008 0.068 -0.015 0.002 -0.032 -0.168 0.316 -0.081 -0.308 1.000 -0.343 -0.341 -0.324 |\n",
"| bplus_0 | -0.150 0.454 0.975 0.035 0.249 0.011 -0.011 -0.999 0.899 -0.300 0.832 0.022 -0.198 0.043 -0.005 0.094 0.490 -0.919 0.236 0.897 -0.343 1.000 0.992 0.941 |\n",
"| bplus_1 | -0.149 0.452 0.970 0.035 0.248 0.011 -0.011 -0.994 0.894 -0.299 0.828 0.022 -0.197 0.042 -0.005 0.093 0.488 -0.915 0.234 0.893 -0.341 0.992 1.000 0.937 |\n",
"| psi2s_p | -0.142 0.429 0.920 0.033 0.235 0.011 -0.011 -0.943 0.848 -0.283 0.786 0.021 -0.187 0.040 -0.005 0.088 0.462 -0.868 0.222 0.847 -0.324 0.941 0.937 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.00025396092600836473}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.0022557356633452486}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.012770953276444619}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.0027712181507384415}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.0026373703798707737}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 0.001311294542750474}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.0002979940234086875}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 7.538393399094717}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.0012079570905043635}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.002675039946889335}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.004824521728701292}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.0006510696697651364}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.00041411560956838844}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.0003761572802092883}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 0.0005063587021458815}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.00010396802913359426}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.00014910903414590282}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.00395180929732053}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.0018710285267511395}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.004920171551435315}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.0007512038763748397}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.010527672228451967}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.004615384950292234}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.007250100741283294})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 15/50\n",
"Time taken: 39 min, 9 s\n",
"Projected time left: 1 h, 31 min\n",
"Toy 15: Generating data...\n",
"Directory data/zfit_toys/toy_15 Created \n",
"Toy 15: Data generation finished\n",
"Toy 15: Loading data...\n",
"Toy 15: Loading data finished\n",
"Toy 15: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.971E+05 | Ncalls=1373 (1373 total) |\n",
"| EDM = 8.68E-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: 297056.5471332131\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 1.36 | 0.16 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | -2.08 | 0.18 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | 1.83 | 0.31 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | 0.11 | 0.29 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.44 | 0.30 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 20.4 | 0.9 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 2.58 | 0.16 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | 4.653 | 0.026 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | -0.24 | 0.09 | | | -2 | 2 | |\n",
"| 9 | p4040_p | -2.08 | 0.14 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | 1.8 | 0.3 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | -0.32 | 0.21 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 1.17 | 0.19 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 1.30 | 0.32 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 5.9 | 1.2 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | -0.300 | 0.017 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | -0.300 | 0.022 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | -2.08 | 0.09 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | 0.78 | 0.17 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | 3.63 | 0.11 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 2.66 | 0.23 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | 0.498 | 0.022 | | | -2 | 2 | |\n",
"| 22| bplus_1 | -0.94 | 0.05 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 1.91 | 0.03 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 -0.195 -0.135 0.004 0.065 -0.039 0.201 -0.050 0.121 -0.209 -0.141 0.306 0.195 -0.004 0.010 0.001 0.007 -0.524 -0.022 -0.123 0.083 0.025 -0.018 -0.072 |\n",
"| p4415_p | -0.195 1.000 -0.108 0.005 0.052 -0.033 -0.205 -0.027 0.211 0.189 -0.049 -0.039 -0.158 -0.018 0.013 0.014 0.029 0.298 -0.019 0.053 -0.014 0.010 -0.123 -0.098 |\n",
"| Dbar_p | -0.135 -0.108 1.000 -0.004 0.026 -0.007 -0.077 0.164 -0.091 -0.023 -0.114 -0.331 0.016 0.039 -0.012 0.023 0.005 -0.003 -0.002 0.272 -0.070 0.033 0.179 -0.056 |\n",
"| omega_p | 0.004 0.005 -0.004 1.000 -0.027 0.002 0.003 -0.022 0.024 -0.002 -0.012 0.005 -0.001 -0.033 0.525 0.000 0.000 -0.002 -0.039 -0.007 -0.001 -0.038 0.029 -0.002 |\n",
"| rho_p | 0.065 0.052 0.026 -0.027 1.000 -0.171 0.077 -0.098 0.275 -0.009 -0.006 0.110 0.022 0.141 0.232 0.001 0.000 -0.010 -0.282 -0.015 0.022 0.012 0.010 0.000 |\n",
"| phi_s | -0.039 -0.033 -0.007 0.002 -0.171 1.000 -0.043 0.042 -0.147 -0.001 0.018 -0.052 -0.011 -0.019 -0.038 -0.000 0.001 -0.000 0.529 0.010 -0.019 -0.017 0.012 -0.003 |\n",
"| p4160_s | 0.201 -0.205 -0.077 0.003 0.077 -0.043 1.000 -0.034 0.138 0.212 -0.077 0.269 0.318 0.004 0.009 0.002 0.007 -0.193 -0.024 -0.063 0.014 0.040 0.001 -0.066 |\n",
"| jpsi_p | -0.050 -0.027 0.164 -0.022 -0.098 0.042 -0.034 1.000 0.110 -0.078 0.129 0.234 -0.023 0.030 -0.043 0.049 0.061 -0.045 0.026 0.029 -0.054 -0.046 0.037 -0.027 |\n",
"| bplus_2 | 0.121 0.211 -0.091 0.024 0.275 -0.147 0.138 0.110 1.000 -0.089 -0.289 0.671 -0.063 -0.062 0.065 0.003 0.002 -0.058 -0.087 -0.101 -0.100 -0.028 -0.294 0.013 |\n",
"| p4040_p | -0.209 0.189 -0.023 -0.002 -0.009 -0.001 0.212 -0.078 -0.089 1.000 0.171 -0.368 -0.052 0.004 -0.004 0.026 0.035 0.371 -0.001 0.213 -0.054 0.015 0.008 -0.200 |\n",
"| DDstar_p | -0.141 -0.049 -0.114 -0.012 -0.006 0.018 -0.077 0.129 -0.289 0.171 1.000 -0.100 -0.051 0.074 -0.029 0.001 0.035 0.202 0.011 0.238 0.142 0.031 0.366 -0.023 |\n",
"| Ctt | 0.306 -0.039 -0.331 0.005 0.110 -0.052 0.269 0.234 0.671 -0.368 -0.100 1.000 0.206 -0.021 0.019 0.002 -0.004 -0.391 -0.027 -0.222 -0.166 -0.006 -0.174 0.218 |\n",
"| p4415_s | 0.195 -0.158 0.016 -0.001 0.022 -0.011 0.318 -0.023 -0.063 -0.052 -0.051 0.206 1.000 0.017 -0.004 -0.000 -0.001 -0.074 -0.006 -0.070 0.007 0.023 0.098 0.017 |\n",
"| rho_s | -0.004 -0.018 0.039 -0.033 0.141 -0.019 0.004 0.030 -0.062 0.004 0.074 -0.021 0.017 1.000 -0.402 0.001 0.001 0.003 0.074 0.030 0.012 0.245 -0.154 0.004 |\n",
"| omega_s | 0.010 0.013 -0.012 0.525 0.232 -0.038 0.009 -0.043 0.065 -0.004 -0.029 0.019 -0.004 -0.402 1.000 0.000 -0.000 -0.004 -0.143 -0.016 -0.003 -0.104 0.076 -0.004 |\n",
"| Dbar_s | 0.001 0.014 0.023 0.000 0.001 -0.000 0.002 0.049 0.003 0.026 0.001 0.002 -0.000 0.001 0.000 1.000 -0.001 0.031 0.001 0.032 0.027 0.001 0.001 0.026 |\n",
"| DDstar_s | 0.007 0.029 0.005 0.000 0.000 0.001 0.007 0.061 0.002 0.035 0.035 -0.004 -0.001 0.001 -0.000 -0.001 1.000 0.051 0.001 0.025 0.027 0.001 0.003 0.026 |\n",
"| p4160_p | -0.524 0.298 -0.003 -0.002 -0.010 -0.000 -0.193 -0.045 -0.058 0.371 0.202 -0.391 -0.074 0.003 -0.004 0.031 0.051 1.000 -0.000 0.213 -0.001 0.014 -0.009 -0.151 |\n",
"| phi_p | -0.022 -0.019 -0.002 -0.039 -0.282 0.529 -0.024 0.026 -0.087 -0.001 0.011 -0.027 -0.006 0.074 -0.143 0.001 0.001 -0.000 1.000 0.008 -0.009 0.016 -0.019 -0.003 |\n",
"| p3770_p | -0.123 0.053 0.272 -0.007 -0.015 0.010 -0.063 0.029 -0.101 0.213 0.238 -0.222 -0.070 0.030 -0.016 0.032 0.025 0.213 0.008 1.000 -0.231 0.033 0.102 -0.002 |\n",
"| p3770_s | 0.083 -0.014 -0.070 -0.001 0.022 -0.019 0.014 -0.054 -0.100 -0.054 0.142 -0.166 0.007 0.012 -0.003 0.027 0.027 -0.001 -0.009 -0.231 1.000 0.042 0.053 -0.433 |\n",
"| bplus_0 | 0.025 0.010 0.033 -0.038 0.012 -0.017 0.040 -0.046 -0.028 0.015 0.031 -0.006 0.023 0.245 -0.104 0.001 0.001 0.014 0.016 0.033 0.042 1.000 -0.829 -0.005 |\n",
"| bplus_1 | -0.018 -0.123 0.179 0.029 0.010 0.012 0.001 0.037 -0.294 0.008 0.366 -0.174 0.098 -0.154 0.076 0.001 0.003 -0.009 -0.019 0.102 0.053 -0.829 1.000 0.012 |\n",
"| psi2s_p | -0.072 -0.098 -0.056 -0.002 0.000 -0.003 -0.066 -0.027 0.013 -0.200 -0.023 0.218 0.017 0.004 -0.004 0.026 0.026 -0.151 -0.003 -0.002 -0.433 -0.005 0.012 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.16318456767014933}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.1822643273836846}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.3070211990571754}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.2913176329978828}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.29599905439618723}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 0.9471997999073114}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.16317245763222132}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.02560832085393905}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.0924763541918232}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.14357093685400013}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.32862109251096694}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.20959508579513447}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.190668060825124}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.3158592813488633}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 1.1658279811327534}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.017062263557001744}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.021779927305698582}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.0910998023890568}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.17019129306428482}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.11426046930408873}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.23022120441475646}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.02167037239063907}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.04559109834192554}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.03190066934689373})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 16/50\n",
"Time taken: 42 min, 55 s\n",
"Projected time left: 1 h, 30 min\n",
"Toy 16: Generating data...\n",
"Directory data/zfit_toys/toy_16 Created \n",
"Toy 16: Data generation finished\n",
"Toy 16: Loading data...\n",
"Toy 16: Loading data finished\n",
"Toy 16: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.972E+05 | Ncalls=1487 (1487 total) |\n",
"| EDM = 0.000197 (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: 297238.96546407253\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 1.11 | 0.17 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | -2.33 | 0.16 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | 2.9 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | 0.87 | 0.21 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.5 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 20.9 | 0.9 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 2.13 | 0.17 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | -4.664 | 0.030 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | 0.20 | 0.09 | | | -2 | 2 | |\n",
"| 9 | p4040_p | -2.76 | 0.18 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | -6.3 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | 0.05 | 0.18 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 1.36 | 0.19 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 1.0 | 0.3 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 9 | 4 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | 0.30 | 0.05 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | -0.300 | 0.031 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | -2.30 | 0.12 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | 0.90 | 0.14 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | 3.36 | 0.12 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 3.09 | 0.24 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | -0.48 | 0.04 | | | -2 | 2 | |\n",
"| 22| bplus_1 | 0.98 | 0.07 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 1.78 | 0.03 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 -0.276 0.210 0.011 0.041 -0.030 0.038 -0.153 -0.059 -0.283 -0.015 0.364 0.176 0.014 0.003 0.008 -0.016 -0.545 -0.014 -0.200 0.056 -0.036 0.001 -0.004 |\n",
"| p4415_p | -0.276 1.000 -0.193 0.009 0.053 -0.038 -0.215 0.143 -0.112 0.193 -0.146 -0.112 -0.185 0.004 0.005 -0.050 -0.020 0.377 -0.014 0.209 0.067 -0.040 0.047 -0.020 |\n",
"| Dbar_p | 0.210 -0.193 1.000 -0.030 -0.011 0.015 0.126 -0.625 -0.244 -0.368 -0.129 0.222 0.059 -0.052 0.001 0.042 0.016 -0.472 -0.009 -0.622 -0.373 0.094 0.029 -0.302 |\n",
"| omega_p | 0.011 0.009 -0.030 1.000 0.079 -0.017 0.013 0.031 0.018 0.012 0.003 0.003 0.013 0.565 -0.482 0.005 0.006 0.004 0.041 0.003 0.012 -0.188 0.178 0.014 |\n",
"| rho_p | 0.041 0.053 -0.011 0.079 1.000 -0.160 0.066 0.007 -0.276 0.027 0.007 0.128 0.010 0.136 -0.007 0.008 0.003 0.004 -0.268 -0.001 0.030 -0.030 0.022 0.016 |\n",
"| phi_s | -0.030 -0.038 0.015 -0.017 -0.160 1.000 -0.047 -0.040 0.145 -0.026 -0.007 -0.071 -0.012 -0.053 -0.010 -0.006 -0.003 -0.007 0.418 -0.000 -0.028 0.137 -0.131 -0.016 |\n",
"| p4160_s | 0.038 -0.215 0.126 0.013 0.066 -0.047 1.000 -0.129 -0.093 0.254 -0.030 0.268 0.330 0.012 0.005 -0.008 -0.013 -0.219 -0.021 -0.083 -0.012 -0.046 0.003 -0.072 |\n",
"| jpsi_p | -0.153 0.143 -0.625 0.031 0.007 -0.040 -0.129 1.000 0.325 0.257 -0.131 -0.406 -0.074 0.063 0.008 -0.052 -0.016 0.363 -0.003 0.372 0.310 -0.152 0.034 0.212 |\n",
"| bplus_2 | -0.059 -0.112 -0.244 0.018 -0.276 0.145 -0.093 0.325 1.000 0.069 -0.004 -0.668 0.106 0.096 -0.020 0.002 0.034 0.071 0.084 0.083 0.124 -0.104 -0.055 0.042 |\n",
"| p4040_p | -0.283 0.193 -0.368 0.012 0.027 -0.026 0.254 0.257 0.069 1.000 -0.110 -0.267 0.022 0.015 0.003 -0.064 -0.004 0.281 -0.005 0.338 0.082 -0.049 0.007 -0.069 |\n",
"| DDstar_p | -0.015 -0.146 -0.129 0.003 0.007 -0.007 -0.030 -0.131 -0.004 -0.110 1.000 0.030 0.018 0.006 0.001 -0.020 0.015 -0.148 -0.005 -0.008 -0.057 -0.009 -0.009 -0.064 |\n",
"| Ctt | 0.364 -0.112 0.222 0.003 0.128 -0.071 0.268 -0.406 -0.668 -0.267 0.030 1.000 0.226 -0.029 0.009 -0.060 -0.005 -0.388 -0.033 -0.153 -0.179 0.026 0.042 0.184 |\n",
"| p4415_s | 0.176 -0.185 0.059 0.013 0.010 -0.012 0.330 -0.074 0.106 0.022 0.018 0.226 1.000 0.024 0.001 0.016 -0.001 -0.083 -0.003 -0.084 0.011 -0.034 -0.049 0.025 |\n",
"| rho_s | 0.014 0.004 -0.052 0.565 0.136 -0.053 0.012 0.063 0.096 0.015 0.006 -0.029 0.024 1.000 -0.025 0.009 0.013 0.004 0.083 -0.000 0.016 -0.361 0.339 0.023 |\n",
"| omega_s | 0.003 0.005 0.001 -0.482 -0.007 -0.010 0.005 0.008 -0.020 0.003 0.001 0.009 0.001 -0.025 1.000 0.001 0.000 0.001 0.027 0.000 0.003 -0.006 0.006 0.002 |\n",
"| Dbar_s | 0.008 -0.050 0.042 0.005 0.008 -0.006 -0.008 -0.052 0.002 -0.064 -0.020 -0.060 0.016 0.009 0.001 1.000 -0.004 -0.057 -0.003 -0.004 -0.060 -0.010 -0.016 -0.051 |\n",
"| DDstar_s | -0.016 -0.020 0.016 0.006 0.003 -0.003 -0.013 -0.016 0.034 -0.004 0.015 -0.005 -0.001 0.013 0.000 -0.004 1.000 0.001 -0.001 0.020 0.004 -0.014 -0.021 -0.013 |\n",
"| p4160_p | -0.545 0.377 -0.472 0.004 0.004 -0.007 -0.219 0.363 0.071 0.281 -0.148 -0.388 -0.083 0.004 0.001 -0.057 0.001 1.000 0.003 0.405 0.138 -0.019 0.005 0.032 |\n",
"| phi_p | -0.014 -0.014 -0.009 0.041 -0.268 0.418 -0.021 -0.003 0.084 -0.005 -0.005 -0.033 -0.003 0.083 0.027 -0.003 -0.001 0.003 1.000 0.008 -0.006 0.002 0.001 -0.001 |\n",
"| p3770_p | -0.200 0.209 -0.622 0.003 -0.001 -0.000 -0.083 0.372 0.083 0.338 -0.008 -0.153 -0.084 -0.000 0.000 -0.004 0.020 0.405 0.008 1.000 -0.004 0.015 -0.068 0.229 |\n",
"| p3770_s | 0.056 0.067 -0.373 0.012 0.030 -0.028 -0.012 0.310 0.124 0.082 -0.057 -0.179 0.011 0.016 0.003 -0.060 0.004 0.138 -0.006 -0.004 1.000 -0.045 -0.029 -0.210 |\n",
"| bplus_0 | -0.036 -0.040 0.094 -0.188 -0.030 0.137 -0.046 -0.152 -0.104 -0.049 -0.009 0.026 -0.034 -0.361 -0.006 -0.010 -0.014 -0.019 0.002 0.015 -0.045 1.000 -0.970 -0.040 |\n",
"| bplus_1 | 0.001 0.047 0.029 0.178 0.022 -0.131 0.003 0.034 -0.055 0.007 -0.009 0.042 -0.049 0.339 0.006 -0.016 -0.021 0.005 0.001 -0.068 -0.029 -0.970 1.000 -0.013 |\n",
"| psi2s_p | -0.004 -0.020 -0.302 0.014 0.016 -0.016 -0.072 0.212 0.042 -0.069 -0.064 0.184 0.025 0.023 0.002 -0.051 -0.013 0.032 -0.001 0.229 -0.210 -0.040 -0.013 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.17430820803006797}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.15731301943835851}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.43951684155582615}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.20926871426704352}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.39944685019919834}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 0.9461245894719816}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.1670845935115738}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.030455117149485122}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.08975199058885597}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.1758794775612309}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.38283657380449654}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.17637216637869146}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.18691649633417118}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.3344355797558454}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 4.128708351746706}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.04765942709239651}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.03132781754942093}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.11757275432382297}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.13596704650602476}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.1186323530299731}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.2405529677953937}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.03515880268056426}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.07078527051706063}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.033081770055762405})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 17/50\n",
"Time taken: 47 min, 2 s\n",
"Projected time left: 1 h, 31 min\n",
"Toy 17: Generating data...\n",
"Directory data/zfit_toys/toy_17 Created \n",
"Toy 17: Data generation finished\n",
"Toy 17: Loading data...\n",
"Toy 17: Loading data finished\n",
"Toy 17: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.974E+05 | Ncalls=1271 (1271 total) |\n",
"| EDM = 2.68E-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: 297354.44215484225\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 0.83 | 0.16 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | -6.28 | 0.17 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | -0.51 | 0.25 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | 0.11 | 0.34 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.9 | 0.6 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 16.1 | 1.0 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 0.717 | 0.013 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | -1.536 | 0.030 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | -0.45 | 0.06 | | | -2 | 2 | |\n",
"| 9 | p4040_p | -3.13 | 0.18 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | 6.00 | 0.23 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | -1.5 | 0.3 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 0.29 | 0.19 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 0.7 | 0.3 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 7.4 | 1.5 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | 0.300 | 0.012 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | 0.300 | 0.010 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | -6.283 | 0.009 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | 5.86 | 0.21 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | -2.44 | 0.10 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 3.38 | 0.23 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | 0.434 | 0.017 | | | -2 | 2 | |\n",
"| 22| bplus_1 | -0.812 | 0.031 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 1.97 | 0.03 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 0.029 0.004 -0.001 -0.001 0.003 -0.010 -0.063 -0.119 -0.214 -0.099 0.227 -0.226 0.010 -0.003 -0.010 -0.001 0.008 0.001 -0.152 0.099 0.006 0.071 0.080 |\n",
"| p4415_p | 0.029 1.000 0.010 -0.002 -0.012 0.003 -0.001 0.007 -0.030 -0.010 0.001 -0.018 -0.134 0.004 -0.002 -0.001 -0.002 -0.000 -0.001 0.001 -0.002 -0.002 0.001 0.020 |\n",
"| Dbar_p | 0.004 0.010 1.000 0.006 0.069 -0.018 0.004 0.437 0.080 -0.014 -0.066 -0.054 -0.084 0.009 -0.002 0.011 0.003 0.001 0.010 0.427 0.110 0.029 0.139 0.129 |\n",
"| omega_p | -0.001 -0.002 0.006 1.000 0.043 0.042 0.000 -0.035 0.064 0.008 0.001 0.004 0.013 -0.088 0.750 0.000 0.001 -0.000 0.007 -0.005 0.004 -0.058 0.062 -0.003 |\n",
"| rho_p | -0.001 -0.012 0.069 0.043 1.000 0.122 0.001 -0.085 0.282 0.065 0.022 0.048 0.077 -0.041 0.117 -0.000 0.000 -0.001 0.126 0.013 0.053 0.048 -0.002 0.006 |\n",
"| phi_s | 0.003 0.003 -0.018 0.042 0.122 1.000 -0.001 0.003 -0.063 -0.020 -0.005 -0.016 -0.021 -0.046 0.061 -0.000 -0.000 0.000 0.565 -0.009 -0.019 -0.031 0.029 -0.002 |\n",
"| p4160_s | -0.010 -0.001 0.004 0.000 0.001 -0.001 1.000 0.007 0.007 -0.007 0.011 -0.007 0.009 -0.001 0.000 0.001 0.000 -0.002 0.000 0.009 0.002 0.000 -0.002 -0.001 |\n",
"| jpsi_p | -0.063 0.007 0.437 -0.035 -0.085 0.003 0.007 1.000 0.026 0.038 0.355 0.129 -0.009 0.072 -0.051 0.016 0.011 0.001 -0.023 0.242 0.119 -0.048 0.084 0.050 |\n",
"| bplus_2 | -0.119 -0.030 0.080 0.064 0.282 -0.063 0.007 0.026 1.000 0.114 -0.033 0.524 0.311 -0.188 0.095 0.002 0.017 -0.001 0.030 0.017 0.033 -0.187 0.001 -0.137 |\n",
"| p4040_p | -0.214 -0.010 -0.014 0.008 0.065 -0.020 -0.007 0.038 0.114 1.000 0.193 -0.103 -0.002 -0.017 0.008 0.021 0.015 -0.002 0.006 0.122 0.084 0.014 0.018 -0.204 |\n",
"| DDstar_p | -0.099 0.001 -0.066 0.001 0.022 -0.005 0.011 0.355 -0.033 0.193 1.000 0.008 0.019 0.014 -0.005 -0.001 0.006 -0.001 0.005 0.210 0.192 0.013 0.102 0.138 |\n",
"| Ctt | 0.227 -0.018 -0.054 0.004 0.048 -0.016 -0.007 0.129 0.524 -0.103 0.008 1.000 0.050 -0.019 0.005 0.012 0.004 0.000 -0.001 -0.114 -0.191 -0.032 -0.087 0.041 |\n",
"| p4415_s | -0.226 -0.134 -0.084 0.013 0.077 -0.021 0.009 -0.009 0.311 -0.002 0.019 0.050 1.000 -0.036 0.017 0.008 0.011 0.003 0.007 0.029 0.006 0.011 -0.091 -0.129 |\n",
"| rho_s | 0.010 0.004 0.009 -0.088 -0.041 -0.046 -0.001 0.072 -0.188 -0.017 0.014 -0.019 -0.036 1.000 -0.443 -0.002 -0.003 0.000 -0.012 0.019 -0.005 0.311 -0.290 0.015 |\n",
"| omega_s | -0.003 -0.002 -0.002 0.750 0.117 0.061 0.000 -0.051 0.095 0.008 -0.005 0.005 0.017 -0.443 1.000 0.001 0.001 -0.000 -0.003 -0.012 0.001 -0.140 0.138 -0.007 |\n",
"| Dbar_s | -0.010 -0.001 0.011 0.000 -0.000 -0.000 0.001 0.016 0.002 0.021 -0.001 0.012 0.008 -0.002 0.001 1.000 -0.001 -0.000 0.000 0.012 0.021 0.002 -0.010 0.017 |\n",
"| DDstar_s | -0.001 -0.002 0.003 0.001 0.000 -0.000 0.000 0.011 0.017 0.015 0.006 0.004 0.011 -0.003 0.001 -0.001 1.000 -0.000 0.000 0.000 0.004 0.001 -0.020 0.011 |\n",
"| p4160_p | 0.008 -0.000 0.001 -0.000 -0.001 0.000 -0.002 0.001 -0.001 -0.002 -0.001 0.000 0.003 0.000 -0.000 -0.000 -0.000 1.000 -0.000 -0.001 -0.000 -0.000 -0.000 0.003 |\n",
"| phi_p | 0.001 -0.001 0.010 0.007 0.126 0.565 0.000 -0.023 0.030 0.006 0.005 -0.001 0.007 -0.012 -0.003 0.000 0.000 -0.000 1.000 -0.000 0.005 0.010 0.002 0.001 |\n",
"| p3770_p | -0.152 0.001 0.427 -0.005 0.013 -0.009 0.009 0.242 0.017 0.122 0.210 -0.114 0.029 0.019 -0.012 0.012 0.000 -0.001 -0.000 1.000 -0.153 0.028 0.049 0.140 |\n",
"| p3770_s | 0.099 -0.002 0.110 0.004 0.053 -0.019 0.002 0.119 0.033 0.084 0.192 -0.191 0.006 -0.005 0.001 0.021 0.004 -0.000 0.005 -0.153 1.000 0.038 0.035 -0.397 |\n",
"| bplus_0 | 0.006 -0.002 0.029 -0.058 0.048 -0.031 0.000 -0.048 -0.187 0.014 0.013 -0.032 0.011 0.311 -0.140 0.002 0.001 -0.000 0.010 0.028 0.038 1.000 -0.929 -0.004 |\n",
"| bplus_1 | 0.071 0.001 0.139 0.062 -0.002 0.029 -0.002 0.084 0.001 0.018 0.102 -0.087 -0.091 -0.290 0.138 -0.010 -0.020 -0.000 0.002 0.049 0.035 -0.929 1.000 0.108 |\n",
"| psi2s_p | 0.080 0.020 0.129 -0.003 0.006 -0.002 -0.001 0.050 -0.137 -0.204 0.138 0.041 -0.129 0.015 -0.007 0.017 0.011 0.003 0.001 0.140 -0.397 -0.004 0.108 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.15806685694249056}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.17118665495538865}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.25325885557375605}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.33725779600927286}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.6033445707091709}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 0.9940272611261509}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.012946672651428126}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.030480066915408166}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.05854416017804431}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.17539009383843385}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.22682453945096626}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.3246551915820227}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.19170396814698937}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.335146380930466}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 1.4698024989053584}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.012073266877985822}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.009733584847225196}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.009024268583097239}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.20995873916598828}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.09979100053255152}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.22535027094648497}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.016892541771285075}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.03148137751423363}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.032267329614538376})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 18/50\n",
"Time taken: 51 min, 3 s\n",
"Projected time left: 1 h, 30 min\n",
"Toy 18: Generating data...\n",
"Directory data/zfit_toys/toy_18 Created \n",
"Toy 18: Data generation finished\n",
"Toy 18: Loading data...\n",
"Toy 18: Loading data finished\n",
"Toy 18: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.972E+05 | Ncalls=1354 (1354 total) |\n",
"| EDM = 0.00136 (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: 297161.31125962397\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 1.12 | 0.17 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | -2.14 | 0.15 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | 5.07 | 0.28 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | 0.8 | 0.5 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.3 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 17.2 | 0.9 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 2.45 | 0.17 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | -1.577 | 0.026 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | -0.17 | 0.09 | | | -2 | 2 | |\n",
"| 9 | p4040_p | 3.88 | 0.16 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | 1.85 | 0.31 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | -0.12 | 0.20 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 1.42 | 0.19 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 1.1 | 0.3 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 8.1 | 1.9 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | 0.300 | 0.015 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | -0.300 | 0.018 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | 4.19 | 0.09 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | 6.3 | 0.5 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | 3.68 | 0.11 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 2.87 | 0.23 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | 0.466 | 0.020 | | | -2 | 2 | |\n",
"| 22| bplus_1 | -0.88 | 0.04 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 1.93 | 0.03 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 -0.239 -0.078 -0.002 0.053 -0.021 0.063 -0.022 0.096 -0.233 -0.123 0.338 0.172 0.015 -0.006 -0.000 0.004 -0.554 -0.001 -0.142 0.105 0.023 0.016 -0.008 |\n",
"| p4415_p | -0.239 1.000 -0.073 -0.009 0.052 -0.023 -0.193 -0.029 0.193 0.148 -0.021 -0.057 -0.150 -0.001 -0.010 0.015 0.029 0.305 -0.000 0.071 -0.011 0.020 -0.103 -0.109 |\n",
"| Dbar_p | -0.078 -0.073 1.000 0.008 0.019 -0.007 -0.069 0.198 -0.082 -0.038 -0.084 -0.298 0.021 0.039 -0.000 0.017 0.004 0.034 -0.000 0.283 -0.023 0.024 0.181 -0.015 |\n",
"| omega_p | -0.002 -0.009 0.008 1.000 0.054 0.056 -0.002 -0.021 -0.023 -0.005 0.017 -0.008 0.004 0.422 0.878 0.000 0.001 -0.004 -0.003 0.004 -0.002 0.067 -0.044 -0.004 |\n",
"| rho_p | 0.053 0.052 0.019 0.054 1.000 0.076 0.072 -0.103 0.267 0.009 -0.011 0.110 0.019 0.258 0.080 0.001 -0.000 -0.007 -0.032 -0.017 0.023 0.001 0.015 0.000 |\n",
"| phi_s | -0.021 -0.023 -0.007 0.056 0.076 1.000 -0.029 0.019 -0.098 -0.008 0.009 -0.041 -0.007 0.007 0.073 -0.000 -0.000 -0.002 -0.361 0.003 -0.015 -0.028 0.026 -0.003 |\n",
"| p4160_s | 0.063 -0.193 -0.069 -0.002 0.072 -0.029 1.000 -0.041 0.134 0.288 -0.070 0.255 0.317 0.021 -0.008 0.002 0.007 -0.172 -0.001 -0.056 0.017 0.040 0.010 -0.071 |\n",
"| jpsi_p | -0.022 -0.029 0.198 -0.021 -0.103 0.019 -0.041 1.000 0.098 -0.091 0.133 0.221 -0.023 -0.004 -0.025 0.040 0.050 -0.035 0.012 0.038 -0.046 -0.063 0.055 -0.024 |\n",
"| bplus_2 | 0.096 0.193 -0.082 -0.023 0.267 -0.098 0.134 0.098 1.000 -0.043 -0.270 0.678 -0.073 0.013 -0.029 0.003 0.004 -0.048 -0.005 -0.089 -0.093 0.013 -0.319 0.009 |\n",
"| p4040_p | -0.233 0.148 -0.038 -0.005 0.009 -0.008 0.288 -0.091 -0.043 1.000 0.110 -0.288 0.010 0.002 -0.006 0.021 0.026 0.224 0.001 0.176 -0.041 0.022 -0.004 -0.224 |\n",
"| DDstar_p | -0.123 -0.021 -0.084 0.017 -0.011 0.009 -0.070 0.133 -0.270 0.110 1.000 -0.111 -0.030 0.063 0.004 0.002 0.027 0.202 0.001 0.231 0.150 0.013 0.372 -0.010 |\n",
"| Ctt | 0.338 -0.057 -0.298 -0.008 0.110 -0.041 0.255 0.221 0.678 -0.288 -0.111 1.000 0.202 0.007 -0.011 0.005 -0.002 -0.390 -0.001 -0.213 -0.178 -0.009 -0.161 0.212 |\n",
"| p4415_s | 0.172 -0.150 0.021 0.004 0.019 -0.007 0.317 -0.023 -0.073 0.010 -0.030 0.202 1.000 0.023 -0.001 -0.001 -0.000 -0.066 -0.000 -0.065 0.017 0.021 0.116 0.021 |\n",
"| rho_s | 0.015 -0.001 0.039 0.422 0.258 0.007 0.021 -0.004 0.013 0.002 0.063 0.007 0.023 1.000 0.162 0.000 0.000 0.001 -0.005 0.021 0.018 0.240 -0.152 0.005 |\n",
"| omega_s | -0.006 -0.010 -0.000 0.878 0.080 0.073 -0.008 -0.025 -0.029 -0.006 0.004 -0.011 -0.001 0.162 1.000 0.000 0.000 -0.005 0.005 -0.001 -0.007 0.011 -0.007 -0.006 |\n",
"| Dbar_s | -0.000 0.015 0.017 0.000 0.001 -0.000 0.002 0.040 0.003 0.021 0.002 0.005 -0.001 0.000 0.000 1.000 -0.001 0.026 -0.000 0.025 0.023 0.001 -0.001 0.022 |\n",
"| DDstar_s | 0.004 0.029 0.004 0.001 -0.000 -0.000 0.007 0.050 0.004 0.026 0.027 -0.002 -0.000 0.000 0.000 -0.001 1.000 0.040 -0.000 0.018 0.022 0.000 -0.001 0.022 |\n",
"| p4160_p | -0.554 0.305 0.034 -0.004 -0.007 -0.002 -0.172 -0.035 -0.048 0.224 0.202 -0.390 -0.066 0.001 -0.005 0.026 0.040 1.000 0.001 0.218 -0.003 0.018 -0.009 -0.149 |\n",
"| phi_p | -0.001 -0.000 -0.000 -0.003 -0.032 -0.361 -0.001 0.012 -0.005 0.001 0.001 -0.001 -0.000 -0.005 0.005 -0.000 -0.000 0.001 1.000 0.002 0.001 0.001 -0.002 0.002 |\n",
"| p3770_p | -0.142 0.071 0.283 0.004 -0.017 0.003 -0.056 0.038 -0.089 0.176 0.231 -0.213 -0.065 0.021 -0.001 0.025 0.018 0.218 0.002 1.000 -0.211 0.026 0.097 0.028 |\n",
"| p3770_s | 0.105 -0.011 -0.023 -0.002 0.023 -0.015 0.017 -0.046 -0.093 -0.041 0.150 -0.178 0.017 0.018 -0.007 0.023 0.022 -0.003 0.001 -0.211 1.000 0.047 0.063 -0.440 |\n",
"| bplus_0 | 0.023 0.020 0.024 0.067 0.001 -0.028 0.040 -0.063 0.013 0.022 0.013 -0.009 0.021 0.240 0.011 0.001 0.000 0.018 0.001 0.026 0.047 1.000 -0.834 -0.004 |\n",
"| bplus_1 | 0.016 -0.103 0.181 -0.044 0.015 0.026 0.010 0.055 -0.319 -0.004 0.372 -0.161 0.116 -0.152 -0.007 -0.001 -0.001 -0.009 -0.002 0.097 0.063 -0.834 1.000 0.029 |\n",
"| psi2s_p | -0.008 -0.109 -0.015 -0.004 0.000 -0.003 -0.071 -0.024 0.009 -0.224 -0.010 0.212 0.021 0.005 -0.006 0.022 0.022 -0.149 0.002 0.028 -0.440 -0.004 0.029 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.17111091336461137}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.15204650363736683}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.2797532159163332}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.4645165119698529}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.3632875414988437}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 0.8521581558293079}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.16522507104400064}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.025535831860558744}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.08603425473932125}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.16305832732585746}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.30544728915279906}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.20428352972994634}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.18729706331578377}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.34226861717862594}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 1.860146500732768}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.014613063609172083}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.018174394872927158}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.09340911314056566}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.4692473225313849}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.10620391480689051}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.22901040893948466}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.019539336572540478}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.04106629561058517}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.03171084419079051})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 19/50\n",
"Time taken: 55 min, 18 s\n",
"Projected time left: 1 h, 29 min\n",
"Toy 19: Generating data...\n",
"Directory data/zfit_toys/toy_19 Created \n",
"Toy 19: Data generation finished\n",
"Toy 19: Loading data...\n",
"Toy 19: Loading data finished\n",
"Toy 19: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.97E+05 | Ncalls=1271 (1271 total) |\n",
"| EDM = 9.2E-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: 296964.9611040995\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 1.06 | 0.17 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | -2.32 | 0.19 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | -1.54 | 0.32 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | 0.63 | 0.27 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -6.28 | 0.08 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 21.8 | 1.3 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 2.17 | 0.17 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | -1.638 | 0.024 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | 0.29 | 0.09 | | | -2 | 2 | |\n",
"| 9 | p4040_p | 4.09 | 0.18 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | -5.1 | 0.3 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | -0.60 | 0.20 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 1.15 | 0.19 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 1.5 | 0.4 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 9 | 4 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | 0.300 | 0.019 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | -0.300 | 0.023 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | 4.27 | 0.10 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | 0.46 | 0.26 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | -2.78 | 0.09 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 3.49 | 0.23 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | -0.46 | 0.03 | | | -2 | 2 | |\n",
"| 22| bplus_1 | 0.88 | 0.06 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 1.90 | 0.03 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 -0.126 -0.082 0.017 0.006 -0.026 0.118 0.043 -0.111 -0.173 -0.178 0.318 0.210 0.015 0.004 -0.006 -0.008 -0.480 -0.001 -0.118 0.121 -0.048 0.055 0.011 |\n",
"| p4415_p | -0.126 1.000 -0.105 0.003 0.007 -0.019 -0.096 0.050 -0.242 0.183 -0.226 0.030 -0.168 -0.016 0.003 0.006 0.009 0.315 -0.002 0.023 0.002 -0.009 0.123 -0.029 |\n",
"| Dbar_p | -0.082 -0.105 1.000 0.022 -0.000 -0.021 -0.069 0.100 0.059 -0.123 -0.238 -0.344 0.057 0.042 0.004 0.026 -0.005 -0.071 -0.002 0.201 -0.141 -0.059 -0.052 -0.104 |\n",
"| omega_p | 0.017 0.003 0.022 1.000 -0.025 0.006 0.019 -0.047 -0.023 -0.008 0.032 0.020 0.012 0.493 -0.527 0.002 0.003 -0.016 0.027 -0.009 0.002 -0.154 0.133 -0.005 |\n",
"| rho_p | 0.006 0.007 -0.000 -0.025 1.000 -0.013 0.007 -0.007 -0.038 0.001 -0.008 0.013 -0.002 0.006 -0.014 0.000 -0.000 0.001 -0.024 -0.001 0.003 0.027 -0.024 0.000 |\n",
"| phi_s | -0.026 -0.019 -0.021 0.006 -0.013 1.000 -0.031 0.019 0.072 -0.003 -0.022 -0.031 -0.009 -0.068 -0.008 -0.001 -0.001 0.004 0.751 0.003 -0.016 0.125 -0.107 -0.004 |\n",
"| p4160_s | 0.118 -0.096 -0.069 0.019 0.007 -0.031 1.000 0.020 -0.130 0.297 -0.117 0.249 0.332 0.016 0.005 -0.003 -0.003 -0.129 -0.002 -0.057 0.034 -0.045 0.041 -0.034 |\n",
"| jpsi_p | 0.043 0.050 0.100 -0.047 -0.007 0.019 0.020 1.000 -0.274 -0.078 -0.233 0.294 -0.017 -0.061 0.006 0.047 0.042 -0.039 -0.018 -0.066 -0.045 0.141 -0.018 0.017 |\n",
"| bplus_2 | -0.111 -0.242 0.059 -0.023 -0.038 0.072 -0.130 -0.274 1.000 -0.008 0.300 -0.642 0.129 0.056 -0.014 0.004 0.020 -0.057 -0.002 0.050 0.030 -0.136 -0.105 -0.069 |\n",
"| p4040_p | -0.173 0.183 -0.123 -0.008 0.001 -0.003 0.297 -0.078 -0.008 1.000 -0.047 -0.255 -0.039 -0.017 0.001 0.017 0.024 0.250 -0.005 0.126 -0.079 0.005 0.051 -0.178 |\n",
"| DDstar_p | -0.178 -0.226 -0.238 0.032 -0.008 -0.022 -0.117 -0.233 0.300 -0.047 1.000 -0.009 -0.010 0.090 0.004 0.006 0.043 -0.086 -0.010 0.093 0.005 -0.111 -0.159 -0.181 |\n",
"| Ctt | 0.318 0.030 -0.344 0.020 0.013 -0.031 0.249 0.294 -0.642 -0.255 -0.009 1.000 0.179 -0.006 0.006 -0.007 -0.006 -0.307 0.008 -0.203 -0.067 0.016 0.095 0.244 |\n",
"| p4415_s | 0.210 -0.168 0.057 0.012 -0.002 -0.009 0.332 -0.017 0.129 -0.039 -0.010 0.179 1.000 0.027 0.001 0.000 -0.003 -0.117 -0.001 -0.073 0.025 -0.034 -0.067 0.033 |\n",
"| rho_s | 0.015 -0.016 0.042 0.493 0.006 -0.068 0.016 -0.061 0.056 -0.017 0.090 -0.006 0.027 1.000 -0.015 0.002 0.006 -0.032 -0.015 -0.012 -0.003 -0.345 0.288 -0.010 |\n",
"| omega_s | 0.004 0.003 0.004 -0.527 -0.014 -0.008 0.005 0.006 -0.014 0.001 0.004 0.006 0.001 -0.015 1.000 0.000 0.000 0.000 0.018 0.001 0.003 -0.011 0.009 0.002 |\n",
"| Dbar_s | -0.006 0.006 0.026 0.002 0.000 -0.001 -0.003 0.047 0.004 0.017 0.006 -0.007 0.000 0.002 0.000 1.000 -0.001 0.023 0.001 0.049 0.019 -0.002 -0.006 0.021 |\n",
"| DDstar_s | -0.008 0.009 -0.005 0.003 -0.000 -0.001 -0.003 0.042 0.020 0.024 0.043 -0.006 -0.003 0.006 0.000 -0.001 1.000 0.035 0.000 0.039 0.023 -0.006 -0.015 0.013 |\n",
"| p4160_p | -0.480 0.315 -0.071 -0.016 0.001 0.004 -0.129 -0.039 -0.057 0.250 -0.086 -0.307 -0.117 -0.032 0.000 0.023 0.035 1.000 -0.003 0.132 -0.046 0.035 0.058 -0.107 |\n",
"| phi_p | -0.001 -0.002 -0.002 0.027 -0.024 0.751 -0.002 -0.018 -0.002 -0.005 -0.010 0.008 -0.001 -0.015 0.018 0.001 0.000 -0.003 1.000 -0.004 -0.005 0.021 -0.013 -0.004 |\n",
"| p3770_p | -0.118 0.023 0.201 -0.009 -0.001 0.003 -0.057 -0.066 0.050 0.126 0.093 -0.203 -0.073 -0.012 0.001 0.049 0.039 0.132 -0.004 1.000 -0.339 0.047 -0.088 -0.065 |\n",
"| p3770_s | 0.121 0.002 -0.141 0.002 0.003 -0.016 0.034 -0.045 0.030 -0.079 0.005 -0.067 0.025 -0.003 0.003 0.019 0.023 -0.046 -0.005 -0.339 1.000 -0.010 0.002 -0.362 |\n",
"| bplus_0 | -0.048 -0.009 -0.059 -0.154 0.027 0.125 -0.045 0.141 -0.136 0.005 -0.111 0.016 -0.034 -0.345 -0.011 -0.002 -0.006 0.035 0.021 0.047 -0.010 1.000 -0.924 0.002 |\n",
"| bplus_1 | 0.055 0.123 -0.052 0.133 -0.024 -0.107 0.041 -0.018 -0.105 0.051 -0.159 0.095 -0.067 0.288 0.009 -0.006 -0.015 0.058 -0.013 -0.088 0.002 -0.924 1.000 0.051 |\n",
"| psi2s_p | 0.011 -0.029 -0.104 -0.005 0.000 -0.004 -0.034 0.017 -0.069 -0.178 -0.181 0.244 0.033 -0.010 0.002 0.021 0.013 -0.107 -0.004 -0.065 -0.362 0.002 0.051 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.16874136314205113}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.18737074972684709}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.3158365116098829}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.26898025551419336}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.08206400496874222}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 1.2737645086619445}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.16746395694073013}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.024014895892006116}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.08529514619817813}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.17577365004128964}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.3463434171952491}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.19900334255450314}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.1936031487054159}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.36641839312524105}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 3.720323650978406}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.01946933392434652}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.02332027007291007}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.10067157559977158}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.25865055636073553}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.08604456695974894}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.2319599019403662}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.03303292811712222}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.06396754505512359}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.03187016023902167})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 20/50\n",
"Time taken: 59 min, 41 s\n",
"Projected time left: 1 h, 29 min\n",
"Toy 20: Generating data...\n",
"Directory data/zfit_toys/toy_20 Created \n",
"Toy 20: Data generation finished\n",
"Toy 20: Loading data...\n",
"Toy 20: Loading data finished\n",
"Toy 20: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.974E+05 | Ncalls=1237 (1237 total) |\n",
"| EDM = 1.47E-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: 297403.19130533433\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 0.99 | 0.18 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | 3.65 | 0.18 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | 2.3 | 0.3 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | 0.76 | 0.28 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.4 | 0.3 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 16.7 | 1.1 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 1.91 | 0.18 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | 1.521 | 0.025 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | 0.12 | 0.08 | | | -2 | 2 | |\n",
"| 9 | p4040_p | -2.93 | 0.18 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | -2.0 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | 0.028 | 0.169 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 1.18 | 0.20 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 1.2 | 0.4 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 8.9 | 1.3 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | -0.300 | 0.018 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | 0.30 | 0.04 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | 3.91 | 0.11 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | 6.00 | 0.23 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | -6.283 | 0.027 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 0.919 | 0.010 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | -0.392 | 0.030 | | | -2 | 2 | |\n",
"| 22| bplus_1 | 0.75 | 0.06 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 1.896 | 0.029 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 -0.179 -0.077 0.008 0.031 -0.012 -0.039 -0.026 -0.049 -0.168 -0.099 0.360 0.158 0.018 -0.003 -0.012 -0.016 -0.484 0.005 0.002 -0.003 -0.028 0.008 0.134 |\n",
"| p4415_p | -0.179 1.000 0.019 0.003 0.062 -0.023 -0.111 0.026 -0.249 0.097 -0.219 0.022 -0.147 0.005 -0.007 0.013 0.020 0.281 0.007 -0.002 0.000 -0.045 0.124 -0.053 |\n",
"| Dbar_p | -0.077 0.019 1.000 0.011 0.005 -0.004 -0.076 0.436 0.114 0.055 -0.094 -0.271 0.016 0.027 -0.001 0.012 -0.008 0.178 0.005 -0.018 0.003 -0.006 -0.095 0.216 |\n",
"| omega_p | 0.008 0.003 0.011 1.000 0.040 -0.008 0.010 0.002 -0.012 0.002 0.023 0.012 0.006 0.449 0.692 -0.000 0.002 -0.007 0.001 0.000 -0.000 -0.154 0.131 -0.001 |\n",
"| rho_p | 0.031 0.062 0.005 0.040 1.000 0.109 0.065 0.006 -0.276 0.043 0.002 0.126 -0.006 0.215 0.021 -0.003 -0.003 0.018 0.104 0.000 -0.000 0.027 -0.035 0.030 |\n",
"| phi_s | -0.012 -0.023 -0.004 -0.008 0.109 1.000 -0.025 -0.031 0.081 -0.019 -0.010 -0.048 0.000 -0.026 0.013 0.001 0.001 -0.007 0.614 0.000 0.000 0.102 -0.094 -0.015 |\n",
"| p4160_s | -0.039 -0.111 -0.076 0.010 0.065 -0.025 1.000 -0.060 -0.121 0.366 -0.089 0.259 0.324 0.023 -0.007 -0.001 -0.003 -0.147 0.009 0.001 -0.001 -0.039 0.018 -0.023 |\n",
"| jpsi_p | -0.026 0.026 0.436 0.002 0.006 -0.031 -0.060 1.000 0.116 0.032 -0.210 -0.347 -0.023 0.027 -0.018 0.030 0.052 0.100 -0.006 -0.007 -0.000 -0.089 0.055 0.125 |\n",
"| bplus_2 | -0.049 -0.249 0.114 -0.012 -0.276 0.081 -0.121 0.116 1.000 -0.098 0.294 -0.648 0.170 -0.018 0.022 0.006 0.031 -0.093 -0.034 -0.004 -0.000 0.056 -0.262 -0.064 |\n",
"| p4040_p | -0.168 0.097 0.055 0.002 0.043 -0.019 0.366 0.032 -0.098 1.000 -0.120 -0.118 0.083 0.006 -0.007 0.023 0.033 -0.009 0.004 -0.005 0.001 -0.032 0.056 -0.185 |\n",
"| DDstar_p | -0.099 -0.219 -0.094 0.023 0.002 -0.010 -0.089 -0.210 0.294 -0.120 1.000 -0.062 0.049 0.075 -0.005 0.014 0.062 -0.055 -0.001 -0.004 0.003 0.007 -0.313 -0.114 |\n",
"| Ctt | 0.360 0.022 -0.271 0.012 0.126 -0.048 0.259 -0.347 -0.648 -0.118 -0.062 1.000 0.172 0.022 -0.011 0.019 -0.021 -0.292 0.011 0.013 0.001 -0.025 0.097 0.200 |\n",
"| p4415_s | 0.158 -0.147 0.016 0.006 -0.006 0.000 0.324 -0.023 0.170 0.083 0.049 0.172 1.000 0.017 0.000 -0.007 -0.005 -0.063 0.001 0.002 -0.001 0.006 -0.112 0.068 |\n",
"| rho_s | 0.018 0.005 0.027 0.449 0.215 -0.026 0.023 0.027 -0.018 0.006 0.075 0.022 0.017 1.000 0.013 -0.001 0.005 -0.016 0.020 0.000 -0.000 -0.413 0.345 0.001 |\n",
"| omega_s | -0.003 -0.007 -0.001 0.692 0.021 0.013 -0.007 -0.018 0.022 -0.007 -0.005 -0.011 0.000 0.013 1.000 0.000 0.000 -0.003 -0.029 0.000 0.000 0.030 -0.026 -0.006 |\n",
"| Dbar_s | -0.012 0.013 0.012 -0.000 -0.003 0.001 -0.001 0.030 0.006 0.023 0.014 0.019 -0.007 -0.001 0.000 1.000 -0.001 0.025 0.000 -0.001 -0.000 0.001 0.002 0.035 |\n",
"| DDstar_s | -0.016 0.020 -0.008 0.002 -0.003 0.001 -0.003 0.052 0.031 0.033 0.062 -0.021 -0.005 0.005 0.000 -0.001 1.000 0.054 0.000 -0.002 0.000 0.004 -0.028 0.036 |\n",
"| p4160_p | -0.484 0.281 0.178 -0.007 0.018 -0.007 -0.147 0.100 -0.093 -0.009 -0.055 -0.292 -0.063 -0.016 -0.003 0.025 0.054 1.000 -0.000 -0.007 0.002 0.013 0.034 -0.111 |\n",
"| phi_p | 0.005 0.007 0.005 0.001 0.104 0.614 0.009 -0.006 -0.034 0.004 -0.001 0.011 0.001 0.020 -0.029 0.000 0.000 -0.000 1.000 0.000 -0.000 -0.021 0.015 0.001 |\n",
"| p3770_p | 0.002 -0.002 -0.018 0.000 0.000 0.000 0.001 -0.007 -0.004 -0.005 -0.004 0.013 0.002 0.000 0.000 -0.001 -0.002 -0.007 0.000 1.000 -0.001 -0.002 0.005 0.007 |\n",
"| p3770_s | -0.003 0.000 0.003 -0.000 -0.000 0.000 -0.001 -0.000 -0.000 0.001 0.003 0.001 -0.001 -0.000 0.000 -0.000 0.000 0.002 -0.000 -0.001 1.000 0.001 -0.002 0.006 |\n",
"| bplus_0 | -0.028 -0.045 -0.006 -0.154 0.027 0.102 -0.039 -0.089 0.056 -0.032 0.007 -0.025 0.006 -0.413 0.030 0.001 0.004 0.013 -0.021 -0.002 0.001 1.000 -0.924 0.010 |\n",
"| bplus_1 | 0.008 0.124 -0.095 0.131 -0.035 -0.094 0.018 0.055 -0.262 0.056 -0.313 0.097 -0.112 0.345 -0.026 0.002 -0.028 0.034 0.015 0.005 -0.002 -0.924 1.000 -0.029 |\n",
"| psi2s_p | 0.134 -0.053 0.216 -0.001 0.030 -0.015 -0.023 0.125 -0.064 -0.185 -0.114 0.200 0.068 0.001 -0.006 0.035 0.036 -0.111 0.001 0.007 0.006 0.010 -0.029 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.17523436479984889}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.18124664676116442}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.32405670937096787}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.2810958501344194}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.34933911074258717}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 1.096973557794466}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.17573226640420614}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.025024440630635247}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.07684025673174211}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.17529316034893117}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.37133721731741787}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.16936983884637435}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.19737440116973054}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.3617300121172741}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 1.2638611329940694}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.018465892134564843}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.03575747529259493}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.10998402143754671}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.22665219241157608}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.027488968700036587}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.010377082536154936}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.029819516695614112}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.06064943105218412}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.02870454489118668})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 21/50\n",
"Time taken: 1 h, 4 min\n",
"Projected time left: 1 h, 28 min\n",
"Toy 21: Generating data...\n",
"Directory data/zfit_toys/toy_21 Created \n",
"Toy 21: Data generation finished\n",
"Toy 21: Loading data...\n",
"Toy 21: Loading data finished\n",
"Toy 21: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.976E+05 | Ncalls=1301 (1301 total) |\n",
"| EDM = 8.75E-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: 297559.50015241385\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 1.03 | 0.15 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | -1.4 | 0.5 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | 2.69 | 0.30 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | 0.61 | 0.20 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -1.2 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 16.1 | 1.0 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 0.717 | 0.016 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | 4.68 | 0.03 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | -0.39 | 0.06 | | | -2 | 2 | |\n",
"| 9 | p4040_p | 3.44 | 0.15 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | 2.97 | 0.29 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | -1.50 | 0.23 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 0.40 | 0.18 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 1.02 | 0.29 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 9 | 4 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | -0.300 | 0.019 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | -0.300 | 0.015 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | -6.283 | 0.008 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | -6.3 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | -2.28 | 0.11 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 3.24 | 0.23 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | 0.493 | 0.020 | | | -2 | 2 | |\n",
"| 22| bplus_1 | -0.91 | 0.04 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 1.94 | 0.03 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 -0.225 -0.024 0.005 0.021 -0.003 -0.015 -0.103 -0.138 -0.232 -0.083 0.183 0.028 -0.004 0.001 -0.012 0.005 0.007 0.002 -0.151 0.122 0.019 0.078 -0.011 |\n",
"| p4415_p | -0.225 1.000 -0.089 0.003 0.045 -0.016 0.008 0.021 0.334 0.025 0.054 -0.001 -0.102 -0.049 0.003 0.011 0.012 0.004 0.002 0.044 0.003 0.004 -0.121 -0.091 |\n",
"| Dbar_p | -0.024 -0.089 1.000 0.019 0.083 -0.021 0.005 0.452 0.110 0.028 -0.125 -0.036 0.043 -0.032 0.004 0.018 0.004 0.001 0.002 0.442 0.151 0.053 0.125 0.156 |\n",
"| omega_p | 0.005 0.003 0.019 1.000 0.242 0.018 0.000 -0.002 0.014 0.009 0.009 0.004 0.007 0.379 -0.532 -0.001 -0.001 -0.000 0.032 0.008 0.011 0.077 -0.061 0.005 |\n",
"| rho_p | 0.021 0.045 0.083 0.242 1.000 0.089 0.002 -0.048 0.227 0.058 0.022 0.035 0.029 -0.105 0.018 -0.003 -0.003 -0.001 0.078 0.022 0.059 0.146 -0.087 0.018 |\n",
"| phi_s | -0.003 -0.016 -0.021 0.018 0.089 1.000 -0.001 -0.000 -0.067 -0.021 -0.007 -0.010 -0.005 -0.071 -0.024 0.000 -0.000 0.000 0.558 -0.009 -0.022 -0.021 0.015 -0.006 |\n",
"| p4160_s | -0.015 0.008 0.005 0.000 0.002 -0.001 1.000 0.014 0.010 0.000 0.018 -0.007 0.005 -0.001 0.000 0.001 0.001 -0.002 -0.000 0.012 0.005 0.001 -0.001 0.002 |\n",
"| jpsi_p | -0.103 0.021 0.452 -0.002 -0.048 -0.000 0.014 1.000 0.032 0.157 0.425 0.089 -0.024 0.067 0.005 0.020 0.012 0.001 -0.017 0.308 0.206 -0.024 0.083 0.125 |\n",
"| bplus_2 | -0.138 0.334 0.110 0.014 0.227 -0.067 0.010 0.032 1.000 0.152 -0.031 0.411 -0.140 -0.238 0.012 -0.007 0.023 -0.001 0.015 0.064 0.081 -0.125 -0.058 -0.127 |\n",
"| p4040_p | -0.232 0.025 0.028 0.009 0.058 -0.021 0.000 0.157 0.152 1.000 0.314 -0.107 0.119 -0.039 0.005 0.035 0.020 -0.004 0.000 0.199 0.111 0.022 0.013 -0.135 |\n",
"| DDstar_p | -0.083 0.054 -0.125 0.009 0.022 -0.007 0.018 0.425 -0.031 0.314 1.000 0.004 0.011 -0.001 0.000 -0.008 0.009 -0.001 0.001 0.203 0.258 0.022 0.072 0.201 |\n",
"| Ctt | 0.183 -0.001 -0.036 0.004 0.035 -0.010 -0.007 0.089 0.411 -0.107 0.004 1.000 0.093 -0.029 0.002 0.012 0.003 -0.000 -0.001 -0.074 -0.146 -0.008 -0.065 0.039 |\n",
"| p4415_s | 0.028 -0.102 0.043 0.007 0.029 -0.005 0.005 -0.024 -0.140 0.119 0.011 0.093 1.000 -0.003 0.002 0.000 0.008 -0.003 0.001 -0.011 0.047 0.022 0.114 -0.025 |\n",
"| rho_s | -0.004 -0.049 -0.032 0.379 -0.105 -0.071 -0.001 0.067 -0.238 -0.039 -0.001 -0.029 -0.003 1.000 0.001 -0.000 -0.003 0.000 -0.041 0.000 -0.033 0.153 -0.159 0.004 |\n",
"| omega_s | 0.001 0.003 0.004 -0.532 0.018 -0.024 0.000 0.005 0.012 0.005 0.000 0.002 0.002 0.001 1.000 -0.000 -0.000 -0.000 -0.003 0.002 0.005 0.009 -0.008 0.002 |\n",
"| Dbar_s | -0.012 0.011 0.018 -0.001 -0.003 0.000 0.001 0.020 -0.007 0.035 -0.008 0.012 0.000 -0.000 -0.000 1.000 -0.001 -0.000 0.000 0.013 0.036 0.001 -0.014 0.026 |\n",
"| DDstar_s | 0.005 0.012 0.004 -0.001 -0.003 -0.000 0.001 0.012 0.023 0.020 0.009 0.003 0.008 -0.003 -0.000 -0.001 1.000 -0.000 0.000 -0.004 0.006 -0.001 -0.028 0.016 |\n",
"| p4160_p | 0.007 0.004 0.001 -0.000 -0.001 0.000 -0.002 0.001 -0.001 -0.004 -0.001 -0.000 -0.003 0.000 -0.000 -0.000 -0.000 1.000 -0.000 -0.000 -0.001 -0.000 -0.001 0.002 |\n",
"| phi_p | 0.002 0.002 0.002 0.032 0.078 0.558 -0.000 -0.017 0.015 0.000 0.001 -0.001 0.001 -0.041 -0.003 0.000 0.000 -0.000 1.000 -0.002 -0.000 -0.006 0.010 -0.002 |\n",
"| p3770_p | -0.151 0.044 0.442 0.008 0.022 -0.009 0.012 0.308 0.064 0.199 0.203 -0.074 -0.011 0.000 0.002 0.013 -0.004 -0.000 -0.002 1.000 -0.072 0.034 0.036 0.212 |\n",
"| p3770_s | 0.122 0.003 0.151 0.011 0.059 -0.022 0.005 0.206 0.081 0.111 0.258 -0.146 0.047 -0.033 0.005 0.036 0.006 -0.001 -0.000 -0.072 1.000 0.045 0.035 -0.366 |\n",
"| bplus_0 | 0.019 0.004 0.053 0.077 0.146 -0.021 0.001 -0.024 -0.125 0.022 0.022 -0.008 0.022 0.153 0.009 0.001 -0.001 -0.000 -0.006 0.034 0.045 1.000 -0.924 0.007 |\n",
"| bplus_1 | 0.078 -0.121 0.125 -0.061 -0.087 0.015 -0.001 0.083 -0.058 0.013 0.072 -0.065 0.114 -0.159 -0.008 -0.014 -0.028 -0.001 0.010 0.036 0.035 -0.924 1.000 0.103 |\n",
"| psi2s_p | -0.011 -0.091 0.156 0.005 0.018 -0.006 0.002 0.125 -0.127 -0.135 0.201 0.039 -0.025 0.004 0.002 0.026 0.016 0.002 -0.002 0.212 -0.366 0.007 0.103 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.15183688503122544}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.48158237567880136}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.2980638092326755}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.19517013142154171}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.38919288056407497}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 0.9850474411498187}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.01588657005254185}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.03241111792311102}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.0633998807667352}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.15421526644876415}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.2918265084075333}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.2287289194109159}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.17957262606743024}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.28956186288688635}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 3.7421516709521425}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.01931532258576671}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.01500545461899383}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.008263114654898818}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.4092854941671442}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.1089678458087886}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.22958593465720556}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.020415215223263727}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.037694124021681485}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.03275188674380658})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 22/50\n",
"Time taken: 1 h, 9 min\n",
"Projected time left: 1 h, 27 min\n",
"Toy 22: Generating data...\n",
"Directory data/zfit_toys/toy_22 Created \n",
"Toy 22: Data generation finished\n",
"Toy 22: Loading data...\n",
"Toy 22: Loading data finished\n",
"Toy 22: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.971E+05 | Ncalls=1458 (1458 total) |\n",
"| EDM = 0.000732 (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: 297145.9430240814\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 0.005 | 0.037 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | 4.72 | 0.20 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | 5.34 | 0.27 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | 0.8 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | 6.0 | 0.5 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 17.6 | 1.4 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 2.16 | 0.15 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | -1.652 | 0.028 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | -0.31 | 0.08 | | | -2 | 2 | |\n",
"| 9 | p4040_p | -6 | 8 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | 2.16 | 0.29 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | -0.90 | 0.21 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 1.05 | 0.18 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 0.8 | 0.4 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 8.5 | 1.7 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | 0.300 | 0.014 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | -0.300 | 0.015 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | -1.70 | 0.09 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | -6.08 | 0.28 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | -2.68 | 0.10 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 3.43 | 0.23 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | 0.441 | 0.018 | | | -2 | 2 | |\n",
"| 22| bplus_1 | -0.82 | 0.04 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 1.915 | 0.031 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 0.013 0.005 -0.000 -0.001 -0.000 0.024 -0.001 -0.011 -0.437 0.016 -0.034 0.000 0.000 -0.000 0.001 0.001 0.027 -0.000 0.020 -0.000 0.002 0.003 -0.014 |\n",
"| p4415_p | 0.013 1.000 -0.059 -0.009 0.040 -0.020 -0.280 0.012 0.194 -0.002 0.024 -0.049 -0.089 -0.002 -0.011 0.012 0.021 0.222 -0.008 0.064 0.018 0.014 -0.107 -0.096 |\n",
"| Dbar_p | 0.005 -0.059 1.000 0.015 0.020 -0.006 -0.083 0.295 -0.087 0.001 -0.068 -0.272 -0.028 0.045 0.002 0.014 0.004 0.071 0.002 0.398 0.058 0.029 0.187 0.019 |\n",
"| omega_p | -0.000 -0.009 0.015 1.000 -0.008 0.021 -0.001 -0.007 -0.033 0.000 0.024 -0.008 0.002 0.481 0.851 0.000 -0.000 -0.001 -0.003 0.012 0.003 0.113 -0.082 -0.003 |\n",
"| rho_p | -0.001 0.040 0.020 -0.008 1.000 -0.038 0.062 -0.069 0.214 -0.001 -0.009 0.086 0.033 0.159 0.034 0.001 0.000 0.001 -0.080 -0.014 0.010 -0.033 0.036 0.002 |\n",
"| phi_s | -0.000 -0.020 -0.006 0.021 -0.038 1.000 -0.028 -0.002 -0.085 0.001 0.008 -0.034 -0.015 -0.007 -0.003 0.000 0.000 -0.007 0.815 0.001 -0.012 -0.012 0.012 -0.009 |\n",
"| p4160_s | 0.024 -0.280 -0.083 -0.001 0.062 -0.028 1.000 -0.020 0.199 -0.019 -0.082 0.333 0.258 0.023 -0.010 0.004 0.009 -0.160 -0.009 -0.105 -0.004 0.031 -0.009 -0.070 |\n",
"| jpsi_p | -0.001 0.012 0.295 -0.007 -0.069 -0.002 -0.020 1.000 0.120 0.004 0.283 0.218 -0.019 0.017 -0.013 0.035 0.040 0.029 -0.017 0.156 0.010 -0.057 0.105 -0.017 |\n",
"| bplus_2 | -0.011 0.194 -0.087 -0.033 0.214 -0.085 0.199 0.120 1.000 0.005 -0.216 0.745 0.070 -0.005 -0.041 0.007 0.010 -0.089 -0.029 -0.126 -0.152 -0.064 -0.256 -0.045 |\n",
"| p4040_p | -0.437 -0.002 0.001 0.000 -0.001 0.001 -0.019 0.004 0.005 1.000 -0.007 0.017 -0.003 -0.001 0.000 -0.001 -0.001 -0.001 0.000 -0.010 -0.001 -0.002 -0.002 0.015 |\n",
"| DDstar_p | 0.016 0.024 -0.068 0.024 -0.009 0.008 -0.082 0.283 -0.216 -0.007 1.000 -0.076 -0.078 0.061 0.009 0.001 0.020 0.240 0.006 0.282 0.198 0.008 0.332 0.058 |\n",
"| Ctt | -0.034 -0.049 -0.272 -0.008 0.086 -0.034 0.333 0.218 0.745 0.017 -0.076 1.000 0.246 0.008 -0.015 0.015 0.003 -0.352 -0.011 -0.221 -0.287 -0.026 -0.188 0.101 |\n",
"| p4415_s | 0.000 -0.089 -0.028 0.002 0.033 -0.015 0.258 -0.019 0.070 -0.003 -0.078 0.246 1.000 0.020 -0.004 0.002 0.004 0.027 -0.005 -0.078 -0.026 0.017 0.047 -0.020 |\n",
"| rho_s | 0.000 -0.002 0.045 0.481 0.159 -0.007 0.023 0.017 -0.005 -0.001 0.061 0.008 0.020 1.000 0.186 -0.000 -0.001 0.010 0.010 0.033 0.021 0.287 -0.201 0.012 |\n",
"| omega_s | -0.000 -0.011 0.002 0.851 0.034 -0.003 -0.010 -0.013 -0.041 0.000 0.009 -0.015 -0.004 0.186 1.000 0.000 0.000 -0.005 -0.053 0.002 -0.004 0.036 -0.026 -0.007 |\n",
"| Dbar_s | 0.001 0.012 0.014 0.000 0.001 0.000 0.004 0.035 0.007 -0.001 0.001 0.015 0.002 -0.000 0.000 1.000 -0.001 0.023 0.001 0.022 0.021 0.001 -0.006 0.028 |\n",
"| DDstar_s | 0.001 0.021 0.004 -0.000 0.000 0.000 0.009 0.040 0.010 -0.001 0.020 0.003 0.004 -0.001 0.000 -0.001 1.000 0.032 0.001 0.014 0.016 0.001 -0.011 0.026 |\n",
"| p4160_p | 0.027 0.222 0.071 -0.001 0.001 -0.007 -0.160 0.029 -0.089 -0.001 0.240 -0.352 0.027 0.010 -0.005 0.023 0.032 1.000 -0.004 0.230 0.094 0.022 0.038 -0.125 |\n",
"| phi_p | -0.000 -0.008 0.002 -0.003 -0.080 0.815 -0.009 -0.017 -0.029 0.000 0.006 -0.011 -0.005 0.010 -0.053 0.001 0.001 -0.004 1.000 0.001 -0.005 0.008 -0.005 -0.007 |\n",
"| p3770_p | 0.020 0.064 0.398 0.012 -0.014 0.001 -0.105 0.156 -0.126 -0.010 0.282 -0.221 -0.078 0.033 0.002 0.022 0.014 0.230 0.001 1.000 -0.161 0.034 0.139 0.068 |\n",
"| p3770_s | -0.000 0.018 0.058 0.003 0.010 -0.012 -0.004 0.010 -0.152 -0.001 0.198 -0.287 -0.026 0.021 -0.004 0.021 0.016 0.094 -0.005 -0.161 1.000 0.047 0.089 -0.426 |\n",
"| bplus_0 | 0.002 0.014 0.029 0.113 -0.033 -0.012 0.031 -0.057 -0.064 -0.002 0.008 -0.026 0.017 0.287 0.036 0.001 0.001 0.022 0.008 0.034 0.047 1.000 -0.849 -0.005 |\n",
"| bplus_1 | 0.003 -0.107 0.187 -0.082 0.036 0.012 -0.009 0.105 -0.256 -0.002 0.332 -0.188 0.047 -0.201 -0.026 -0.006 -0.011 0.038 -0.005 0.139 0.089 -0.849 1.000 0.074 |\n",
"| psi2s_p | -0.014 -0.096 0.019 -0.003 0.002 -0.009 -0.070 -0.017 -0.045 0.015 0.058 0.101 -0.020 0.012 -0.007 0.028 0.026 -0.125 -0.007 0.068 -0.426 -0.005 0.074 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.03652848340749065}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.1962622218870509}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.27283861597836}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.4226938141665917}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.4516108817959257}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 1.3693715386217047}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.15065150840872765}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.028272893414345912}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.08087579095297048}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 8.22922959825789}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.2856856890161872}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.20628759303792837}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.18373324148866876}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.35877481635856556}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 1.6534031800519098}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.014448585267252012}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.015121086335055295}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.0923456803219973}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.284108874835467}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.0972376640164141}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.23073343392101053}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.017885725349738202}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.03603929817167928}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.030624552165984475})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 23/50\n",
"Time taken: 1 h, 14 min\n",
"Projected time left: 1 h, 26 min\n",
"Toy 23: Generating data...\n",
"Directory data/zfit_toys/toy_23 Created \n",
"Toy 23: Data generation finished\n",
"Toy 23: Loading data...\n",
"Toy 23: Loading data finished\n",
"Toy 23: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.974E+05 | Ncalls=295 (295 total) |\n",
"| EDM = 4.43E-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: 297440.61502180726\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 0.50E-2 | 0.10E-2 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | 1.0 | 9.1 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | -3.69 | 0.24 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | 6.03 | 0.07 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | 6.276 | 0.016 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 20.12 | 0.19 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 1.91 | 0.21 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | -1.620 | 0.015 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | -0.30 | 0.12 | | | -2 | 2 | |\n",
"| 9 | p4040_p | 0.08 | 0.31 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | -0.45 | 0.11 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | -1.28 | 0.04 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 0.127 | 0.005 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 2.037 | 0.013 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 5.30 | 0.10 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | -3.000E-1 | 0.003E-1 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | 3.000E-1 | 0.003E-1 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | 4.6 | 0.3 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | 0.82 | 0.08 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | 4.00 | 0.09 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 3.40 | 0.05 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | 0.474 | 0.010 | | | -2 | 2 | |\n",
"| 22| bplus_1 | -0.869 | 0.018 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 1.94 | 0.05 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 -0.159 -0.150 -0.003 -0.001 -0.002 -0.154 0.085 0.157 -0.010 -0.102 0.087 0.143 -0.001 -0.002 0.022 0.035 0.158 0.010 0.135 0.016 0.155 0.155 -0.153 |\n",
"| p4415_p | -0.159 1.000 0.943 0.016 0.009 0.016 0.970 -0.532 -0.985 -0.026 0.647 -0.555 -0.899 0.004 0.010 -0.138 -0.221 -0.991 -0.061 -0.847 -0.103 -0.975 -0.974 0.958 |\n",
"| Dbar_p | -0.150 0.943 1.000 0.015 0.008 0.016 0.913 -0.465 -0.924 -0.024 0.581 -0.529 -0.848 0.004 0.010 -0.130 -0.208 -0.934 -0.057 -0.781 -0.092 -0.911 -0.910 0.906 |\n",
"| omega_p | -0.003 0.016 0.015 1.000 -0.001 0.001 0.016 -0.011 -0.015 -0.000 0.010 -0.010 -0.015 0.000 0.016 -0.002 -0.004 -0.016 -0.007 -0.014 -0.002 -0.015 -0.015 0.016 |\n",
"| rho_p | -0.001 0.009 0.008 -0.001 1.000 0.000 0.009 -0.006 -0.008 -0.000 0.006 -0.006 -0.008 0.000 0.002 -0.001 -0.002 -0.009 -0.005 -0.008 -0.001 -0.008 -0.008 0.009 |\n",
"| phi_s | -0.002 0.016 0.016 0.001 0.000 1.000 0.015 -0.006 -0.019 -0.000 0.012 -0.005 -0.014 -0.000 -0.000 -0.002 -0.004 -0.016 0.068 -0.013 -0.002 -0.017 -0.017 0.015 |\n",
"| p4160_s | -0.154 0.970 0.913 0.016 0.009 0.015 1.000 -0.517 -0.955 -0.025 0.623 -0.533 -0.872 0.004 0.010 -0.134 -0.214 -0.961 -0.059 -0.821 -0.098 -0.943 -0.942 0.928 |\n",
"| jpsi_p | 0.085 -0.532 -0.465 -0.011 -0.006 -0.006 -0.517 1.000 0.517 0.014 -0.267 0.331 0.478 -0.002 -0.004 0.074 0.118 0.530 0.026 0.452 0.066 0.509 0.509 -0.510 |\n",
"| bplus_2 | 0.157 -0.985 -0.924 -0.015 -0.008 -0.019 -0.955 0.517 1.000 0.025 -0.633 0.564 0.886 -0.004 -0.011 0.135 0.218 0.977 0.063 0.835 0.107 0.956 0.954 -0.943 |\n",
"| p4040_p | -0.010 -0.026 -0.024 -0.000 -0.000 -0.000 -0.025 0.014 0.025 1.000 -0.017 0.015 0.023 -0.000 -0.000 0.004 0.006 0.026 0.002 0.022 0.003 0.025 0.025 -0.024 |\n",
"| DDstar_p | -0.102 0.647 0.581 0.010 0.006 0.012 0.623 -0.267 -0.633 -0.017 1.000 -0.345 -0.581 0.003 0.007 -0.090 -0.141 -0.632 -0.037 -0.521 -0.041 -0.611 -0.609 0.629 |\n",
"| Ctt | 0.087 -0.555 -0.529 -0.010 -0.006 -0.005 -0.533 0.331 0.564 0.015 -0.345 1.000 0.498 -0.002 -0.005 0.078 0.122 0.541 0.033 0.461 0.031 0.541 0.540 -0.531 |\n",
"| p4415_s | 0.143 -0.899 -0.848 -0.015 -0.008 -0.014 -0.872 0.478 0.886 0.023 -0.581 0.498 1.000 -0.004 -0.009 0.124 0.199 0.890 0.055 0.761 0.092 0.876 0.875 -0.861 |\n",
"| rho_s | -0.001 0.004 0.004 0.000 0.000 -0.000 0.004 -0.002 -0.004 -0.000 0.003 -0.002 -0.004 1.000 -0.002 -0.001 -0.001 -0.004 0.001 -0.004 -0.001 -0.004 -0.004 0.004 |\n",
"| omega_s | -0.002 0.010 0.010 0.016 0.002 -0.000 0.010 -0.004 -0.011 -0.000 0.007 -0.005 -0.009 -0.002 1.000 -0.001 -0.002 -0.010 -0.000 -0.008 -0.001 -0.010 -0.010 0.010 |\n",
"| Dbar_s | 0.022 -0.138 -0.130 -0.002 -0.001 -0.002 -0.134 0.074 0.135 0.004 -0.090 0.078 0.124 -0.001 -0.001 1.000 0.030 0.137 0.009 0.117 0.016 0.134 0.134 -0.131 |\n",
"| DDstar_s | 0.035 -0.221 -0.208 -0.004 -0.002 -0.004 -0.214 0.118 0.218 0.006 -0.141 0.122 0.199 -0.001 -0.002 0.030 1.000 0.219 0.014 0.187 0.024 0.215 0.214 -0.211 |\n",
"| p4160_p | 0.158 -0.991 -0.934 -0.016 -0.009 -0.016 -0.961 0.530 0.977 0.026 -0.632 0.541 0.890 -0.004 -0.010 0.137 0.219 1.000 0.061 0.841 0.100 0.965 0.964 -0.950 |\n",
"| phi_p | 0.010 -0.061 -0.057 -0.007 -0.005 0.068 -0.059 0.026 0.063 0.002 -0.037 0.033 0.055 0.001 -0.000 0.009 0.014 0.061 1.000 0.052 0.007 0.061 0.061 -0.059 |\n",
"| p3770_p | 0.135 -0.847 -0.781 -0.014 -0.008 -0.013 -0.821 0.452 0.835 0.022 -0.521 0.461 0.761 -0.004 -0.008 0.117 0.187 0.841 0.052 1.000 0.071 0.824 0.823 -0.807 |\n",
"| p3770_s | 0.016 -0.103 -0.092 -0.002 -0.001 -0.002 -0.098 0.066 0.107 0.003 -0.041 0.031 0.092 -0.001 -0.001 0.016 0.024 0.100 0.007 0.071 1.000 0.105 0.105 -0.121 |\n",
"| bplus_0 | 0.155 -0.975 -0.911 -0.015 -0.008 -0.017 -0.943 0.509 0.956 0.025 -0.611 0.541 0.876 -0.004 -0.010 0.134 0.215 0.965 0.061 0.824 0.105 1.000 0.937 -0.930 |\n",
"| bplus_1 | 0.155 -0.974 -0.910 -0.015 -0.008 -0.017 -0.942 0.509 0.954 0.025 -0.609 0.540 0.875 -0.004 -0.010 0.134 0.214 0.964 0.061 0.823 0.105 0.937 1.000 -0.929 |\n",
"| psi2s_p | -0.153 0.958 0.906 0.016 0.009 0.015 0.928 -0.510 -0.943 -0.024 0.629 -0.531 -0.861 0.004 0.010 -0.131 -0.211 -0.950 -0.059 -0.807 -0.121 -0.930 -0.929 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.001049103278606597}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 9.065476060221437}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.23904771599466135}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.06827869627454053}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.015827150313900695}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 0.18840957754613008}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.20706626321602928}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.014992591639167774}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.11522056893035726}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.3054631491863229}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.11161677494538802}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.037534628456528774}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.005314140534944459}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.013320079951504527}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 0.09956034585776763}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.0003230717807493344}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.0003339314378788538}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.3400934008991472}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.07627702049046636}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.09046847221389331}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.0535530277670353}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.010133833110520074}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.017793780388059344}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.051076400378943454})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 24/50\n",
"Time taken: 1 h, 18 min\n",
"Projected time left: 1 h, 24 min\n",
"Toy 24: Generating data...\n",
"Directory data/zfit_toys/toy_24 Created \n",
"Toy 24: Data generation finished\n",
"Toy 24: Loading data...\n",
"Toy 24: Loading data finished\n",
"Toy 24: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.971E+05 | Ncalls=1503 (1503 total) |\n",
"| EDM = 0.000162 (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: 297145.20896892704\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 1.28 | 0.16 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | -2.07 | 0.15 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | 5.06 | 0.26 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | -5.59 | 0.23 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.5 | 0.5 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 17.3 | 1.0 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 2.15 | 0.16 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | -1.619 | 0.023 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | 0.33 | 0.09 | | | -2 | 2 | |\n",
"| 9 | p4040_p | -2.12 | 0.14 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | 6.28 | 0.13 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | -0.86 | 0.18 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 1.37 | 0.18 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 0.7 | 0.4 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 9 | 4 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | 0.300 | 0.018 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | -0.17 | 0.12 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | -2.07 | 0.09 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | 5.91 | 0.19 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | 3.75 | 0.09 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 3.65 | 0.21 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | -0.396 | 0.031 | | | -2 | 2 | |\n",
"| 22| bplus_1 | 0.75 | 0.04 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 1.901 | 0.029 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 -0.119 -0.041 -0.015 0.052 -0.009 0.162 -0.017 -0.097 -0.172 -0.023 0.262 0.166 -0.030 -0.001 -0.002 -0.207 -0.454 0.005 -0.134 0.076 0.048 -0.029 -0.029 |\n",
"| p4415_p | -0.119 1.000 -0.055 -0.067 0.100 0.006 -0.144 0.027 -0.272 0.134 -0.008 0.060 -0.125 -0.122 -0.001 0.010 -0.229 0.249 0.002 0.010 -0.022 0.210 -0.130 -0.062 |\n",
"| Dbar_p | -0.041 -0.055 1.000 0.029 0.004 -0.020 -0.024 0.186 0.011 -0.067 -0.032 -0.245 0.047 0.048 -0.001 0.016 -0.238 -0.044 0.005 0.221 -0.059 -0.073 0.026 0.003 |\n",
"| omega_p | -0.015 -0.067 0.029 1.000 -0.123 -0.036 -0.008 -0.059 0.223 -0.001 0.029 -0.122 0.048 0.573 0.434 0.002 0.198 -0.026 0.010 0.035 0.031 -0.300 0.266 -0.004 |\n",
"| rho_p | 0.052 0.100 0.004 -0.123 1.000 0.106 0.052 -0.040 -0.363 0.006 -0.024 0.170 -0.036 -0.031 0.017 -0.000 -0.171 0.030 0.068 -0.041 -0.007 0.274 -0.271 -0.002 |\n",
"| phi_s | -0.009 0.006 -0.020 -0.036 0.106 1.000 -0.015 0.030 -0.020 -0.005 -0.010 0.014 -0.019 -0.042 0.005 -0.001 -0.067 0.003 0.510 -0.014 -0.023 0.095 -0.081 0.000 |\n",
"| p4160_s | 0.162 -0.144 -0.024 -0.008 0.052 -0.015 1.000 -0.016 -0.099 0.249 -0.018 0.234 0.273 -0.018 -0.001 -0.002 -0.153 -0.152 0.005 -0.085 0.011 0.033 -0.034 -0.041 |\n",
"| jpsi_p | -0.017 0.027 0.186 -0.059 -0.040 0.030 -0.016 1.000 -0.223 -0.073 0.036 0.271 -0.041 -0.096 -0.006 0.043 -0.105 -0.028 -0.029 -0.003 -0.066 0.217 -0.181 -0.039 |\n",
"| bplus_2 | -0.097 -0.272 0.011 0.223 -0.363 -0.020 -0.099 -0.223 1.000 0.019 0.072 -0.675 0.146 0.411 0.002 0.004 0.499 -0.072 -0.011 0.086 0.097 -0.773 0.630 0.005 |\n",
"| p4040_p | -0.172 0.134 -0.067 -0.001 0.006 -0.005 0.249 -0.073 0.019 1.000 0.033 -0.266 -0.006 0.000 -0.002 0.023 0.031 0.229 0.000 0.148 -0.057 -0.011 0.027 -0.188 |\n",
"| DDstar_p | -0.023 -0.008 -0.032 0.029 -0.024 -0.010 -0.018 0.036 0.072 0.033 1.000 -0.027 -0.004 0.051 -0.000 -0.001 0.138 0.036 0.001 0.051 0.038 -0.083 0.047 0.010 |\n",
"| Ctt | 0.262 0.060 -0.245 -0.122 0.170 0.014 0.234 0.271 -0.675 -0.266 -0.027 1.000 0.121 -0.229 -0.000 0.003 -0.186 -0.238 -0.003 -0.190 -0.169 0.455 -0.389 0.137 |\n",
"| p4415_s | 0.166 -0.125 0.047 0.048 -0.036 -0.019 0.273 -0.041 0.146 -0.006 -0.004 0.121 1.000 0.085 -0.001 -0.001 -0.014 -0.008 0.002 -0.068 0.016 -0.149 0.090 0.024 |\n",
"| rho_s | -0.030 -0.122 0.048 0.573 -0.031 -0.042 -0.018 -0.096 0.411 0.000 0.051 -0.229 0.085 1.000 0.012 0.003 0.357 -0.045 0.011 0.063 0.054 -0.539 0.476 -0.004 |\n",
"| omega_s | -0.001 -0.001 -0.001 0.434 0.017 0.005 -0.001 -0.006 0.002 -0.002 -0.000 -0.000 -0.001 0.012 1.000 0.000 -0.003 -0.001 -0.017 -0.002 -0.003 0.003 -0.002 -0.002 |\n",
"| Dbar_s | -0.002 0.010 0.016 0.002 -0.000 -0.001 -0.002 0.043 0.004 0.023 -0.001 0.003 -0.001 0.003 0.000 1.000 0.006 0.025 0.001 0.037 0.028 -0.006 0.002 0.027 |\n",
"| DDstar_s | -0.207 -0.229 -0.238 0.198 -0.171 -0.067 -0.153 -0.105 0.499 0.031 0.138 -0.186 -0.014 0.357 -0.003 0.006 1.000 -0.018 0.004 0.194 0.093 -0.579 0.334 -0.117 |\n",
"| p4160_p | -0.454 0.249 -0.044 -0.026 0.030 0.003 -0.152 -0.028 -0.072 0.229 0.036 -0.238 -0.008 -0.045 -0.001 0.025 -0.018 1.000 -0.001 0.133 -0.024 0.070 -0.030 -0.125 |\n",
"| phi_p | 0.005 0.002 0.005 0.010 0.068 0.510 0.005 -0.029 -0.011 0.000 0.001 -0.003 0.002 0.011 -0.017 0.001 0.004 -0.001 1.000 -0.004 0.003 -0.012 0.007 -0.002 |\n",
"| p3770_p | -0.134 0.010 0.221 0.035 -0.041 -0.014 -0.085 -0.003 0.086 0.148 0.051 -0.190 -0.068 0.063 -0.002 0.037 0.194 0.133 -0.004 1.000 -0.233 -0.095 0.028 -0.009 |\n",
"| p3770_s | 0.076 -0.022 -0.059 0.031 -0.007 -0.023 0.011 -0.066 0.097 -0.057 0.038 -0.169 0.016 0.054 -0.003 0.028 0.093 -0.024 0.003 -0.233 1.000 -0.104 0.068 -0.413 |\n",
"| bplus_0 | 0.048 0.210 -0.073 -0.300 0.274 0.095 0.033 0.217 -0.773 -0.011 -0.083 0.455 -0.149 -0.539 0.003 -0.006 -0.579 0.070 -0.012 -0.095 -0.104 1.000 -0.932 0.002 |\n",
"| bplus_1 | -0.029 -0.130 0.026 0.266 -0.271 -0.081 -0.034 -0.181 0.630 0.027 0.047 -0.389 0.090 0.476 -0.002 0.002 0.334 -0.030 0.007 0.028 0.068 -0.932 1.000 0.018 |\n",
"| psi2s_p | -0.029 -0.062 0.003 -0.004 -0.002 0.000 -0.041 -0.039 0.005 -0.188 0.010 0.137 0.024 -0.004 -0.002 0.027 -0.117 -0.125 -0.002 -0.009 -0.413 0.002 0.018 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.15666665998709572}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.1505344574077654}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.2560712866304016}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.22854015635690272}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.540105650914223}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 0.9844708726916949}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.16015258128091991}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.023284035162606465}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.09226387381246726}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.1370126642800309}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.13363603224638076}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.1828254261099599}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.17985816941362487}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.3836162257340136}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 3.6037116963844467}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.017887380932409935}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.11675276942288665}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.09183537214652437}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.1931174857274387}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.08597623093529894}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.21127364228533407}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.03141219527495642}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.0441355341884877}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.029313926507510857})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 25/50\n",
"Time taken: 1 h, 24 min\n",
"Projected time left: 1 h, 23 min\n",
"Toy 25: Generating data...\n",
"Directory data/zfit_toys/toy_25 Created \n",
"Toy 25: Data generation finished\n",
"Toy 25: Loading data...\n",
"Toy 25: Loading data finished\n",
"Toy 25: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.971E+05 | Ncalls=1308 (1308 total) |\n",
"| EDM = 0.000487 (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: 297054.61647233367\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 1.25 | 0.17 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | 3.86 | 0.22 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | -5.3 | 0.8 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | 0.17 | 0.33 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | 0.04 | 0.21 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 18.9 | 1.1 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 2.38 | 0.17 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | 1.55 | 0.03 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | 0.09 | 0.09 | | | -2 | 2 | |\n",
"| 9 | p4040_p | -2.72 | 0.17 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | -3.1 | 0.7 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | 0.07 | 0.24 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 1.07 | 0.19 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 1.8 | 0.3 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 7.1 | 1.3 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | -0.30 | 0.38 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | 0.30 | 0.05 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | 3.84 | 0.12 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | -0.27 | 0.23 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | -3.03 | 0.12 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 2.53 | 0.25 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | -0.49 | 0.03 | | | -2 | 2 | |\n",
"| 22| bplus_1 | 1.00 | 0.07 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 1.80 | 0.03 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 -0.166 0.012 0.002 0.028 -0.018 0.101 0.038 -0.010 -0.141 -0.075 0.206 0.175 0.031 -0.005 -0.072 -0.033 -0.357 0.009 -0.040 0.151 -0.062 -0.000 0.047 |\n",
"| p4415_p | -0.166 1.000 -0.049 0.013 0.044 -0.003 -0.141 0.298 -0.171 0.337 -0.326 -0.056 -0.184 -0.009 0.019 -0.036 -0.039 0.492 0.006 0.164 0.136 0.033 0.074 0.092 |\n",
"| Dbar_p | 0.012 -0.049 1.000 -0.017 -0.010 -0.035 -0.011 0.118 0.100 -0.171 -0.655 -0.679 0.095 0.079 -0.043 0.375 -0.109 0.038 0.008 0.228 -0.319 -0.143 -0.138 -0.201 |\n",
"| omega_p | 0.002 0.013 -0.017 1.000 0.166 0.042 0.006 -0.009 -0.052 0.011 0.001 0.023 -0.008 -0.028 0.695 -0.011 -0.004 0.009 0.006 -0.000 0.011 0.067 -0.059 0.005 |\n",
"| rho_p | 0.028 0.044 -0.010 0.166 1.000 0.124 0.045 -0.020 -0.282 0.018 0.008 0.093 -0.010 0.246 0.410 -0.013 -0.009 0.010 0.111 0.006 0.027 0.158 -0.154 0.008 |\n",
"| phi_s | -0.018 -0.003 -0.035 0.042 0.124 1.000 -0.023 -0.013 0.079 0.009 0.002 -0.014 -0.013 0.041 0.058 -0.018 -0.001 0.013 0.633 -0.005 0.004 0.083 -0.071 0.006 |\n",
"| p4160_s | 0.101 -0.141 -0.011 0.006 0.045 -0.023 1.000 0.023 -0.055 0.306 -0.074 0.177 0.309 0.031 0.000 -0.056 -0.021 -0.085 0.010 0.010 0.074 -0.050 -0.002 0.010 |\n",
"| jpsi_p | 0.038 0.298 0.118 -0.009 -0.020 -0.013 0.023 1.000 0.148 0.322 -0.577 -0.324 -0.061 -0.003 -0.016 0.167 -0.056 0.461 -0.004 0.173 0.229 -0.048 0.051 0.213 |\n",
"| bplus_2 | -0.010 -0.171 0.100 -0.052 -0.282 0.079 -0.055 0.148 1.000 -0.048 -0.048 -0.529 0.143 -0.070 -0.061 0.125 0.047 -0.054 -0.032 -0.040 -0.012 -0.044 -0.134 -0.068 |\n",
"| p4040_p | -0.141 0.337 -0.171 0.011 0.018 0.009 0.306 0.322 -0.048 1.000 -0.260 -0.085 -0.031 -0.031 0.020 0.001 0.002 0.432 0.001 0.203 0.127 0.062 0.056 0.044 |\n",
"| DDstar_p | -0.075 -0.326 -0.655 0.001 0.008 0.002 -0.074 -0.577 -0.048 -0.260 1.000 0.520 -0.007 -0.022 0.011 -0.165 0.129 -0.499 -0.010 -0.297 -0.022 0.041 0.039 -0.118 |\n",
"| Ctt | 0.206 -0.056 -0.679 0.023 0.093 -0.014 0.177 -0.324 -0.529 -0.085 0.520 1.000 0.096 -0.019 0.037 -0.330 0.067 -0.276 0.002 -0.210 0.129 0.089 0.118 0.292 |\n",
"| p4415_s | 0.175 -0.184 0.095 -0.008 -0.010 -0.013 0.309 -0.061 0.143 -0.031 -0.007 0.096 1.000 0.032 -0.018 0.027 -0.012 -0.081 0.004 -0.042 -0.012 -0.075 -0.062 0.000 |\n",
"| rho_s | 0.031 -0.009 0.079 -0.028 0.246 0.041 0.031 -0.003 -0.070 -0.031 -0.022 -0.019 0.032 1.000 -0.186 0.048 0.007 -0.032 0.064 -0.006 -0.026 -0.205 0.160 -0.019 |\n",
"| omega_s | -0.005 0.019 -0.043 0.695 0.410 0.058 0.000 -0.016 -0.061 0.020 0.011 0.037 -0.018 -0.186 1.000 -0.027 -0.006 0.017 -0.013 0.000 0.020 0.155 -0.135 0.010 |\n",
"| Dbar_s | -0.072 -0.036 0.375 -0.011 -0.013 -0.018 -0.056 0.167 0.125 0.001 -0.165 -0.330 0.027 0.048 -0.027 1.000 -0.043 0.093 0.007 0.306 -0.061 -0.099 -0.083 -0.023 |\n",
"| DDstar_s | -0.033 -0.039 -0.109 -0.004 -0.009 -0.001 -0.021 -0.056 0.047 0.002 0.129 0.067 -0.012 0.007 -0.006 -0.043 1.000 -0.023 -0.001 0.007 0.030 -0.018 -0.017 -0.005 |\n",
"| p4160_p | -0.357 0.492 0.038 0.009 0.010 0.013 -0.085 0.461 -0.054 0.432 -0.499 -0.276 -0.081 -0.032 0.017 0.093 -0.023 1.000 0.001 0.266 0.130 0.071 0.038 0.104 |\n",
"| phi_p | 0.009 0.006 0.008 0.006 0.111 0.633 0.010 -0.004 -0.032 0.001 -0.010 0.002 0.004 0.064 -0.013 0.007 -0.001 0.001 1.000 -0.003 0.002 -0.028 0.021 -0.000 |\n",
"| p3770_p | -0.040 0.164 0.228 -0.000 0.006 -0.005 0.010 0.173 -0.040 0.203 -0.297 -0.210 -0.042 -0.006 0.000 0.306 0.007 0.266 -0.003 1.000 -0.227 0.043 -0.070 0.047 |\n",
"| p3770_s | 0.151 0.136 -0.319 0.011 0.027 0.004 0.074 0.229 -0.012 0.127 -0.022 0.129 -0.012 -0.026 0.020 -0.061 0.030 0.130 0.002 -0.227 1.000 0.053 0.040 -0.109 |\n",
"| bplus_0 | -0.062 0.033 -0.143 0.067 0.158 0.083 -0.050 -0.048 -0.044 0.062 0.041 0.089 -0.075 -0.205 0.155 -0.099 -0.018 0.071 -0.028 0.043 0.053 1.000 -0.921 0.040 |\n",
"| bplus_1 | -0.000 0.074 -0.138 -0.059 -0.154 -0.071 -0.002 0.051 -0.134 0.056 0.039 0.118 -0.062 0.160 -0.135 -0.083 -0.017 0.038 0.021 -0.070 0.040 -0.921 1.000 0.037 |\n",
"| psi2s_p | 0.047 0.092 -0.201 0.005 0.008 0.006 0.010 0.213 -0.068 0.044 -0.118 0.292 0.000 -0.019 0.010 -0.023 -0.005 0.104 -0.000 0.047 -0.109 0.040 0.037 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.16771738142309323}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.21999302579139535}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.7672931731968915}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.32663754373975884}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.20917894511480783}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 1.0837203788296392}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.1675360023923398}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.031780195864382854}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.08918044702776995}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.16952170077749917}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.6793802527947768}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.23574487131360178}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.19128648201890341}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.31822746644232347}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 1.3007859079244644}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.3791453540363033}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.04940775505280437}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.11855960362161255}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.22500003191195717}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.11527903394876415}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.2516484317194796}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.033028548537061386}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.06646685652717887}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.03464938768994408})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 26/50\n",
"Time taken: 1 h, 29 min\n",
"Projected time left: 1 h, 22 min\n",
"Toy 26: Generating data...\n",
"Directory data/zfit_toys/toy_26 Created \n",
"Toy 26: Data generation finished\n",
"Toy 26: Loading data...\n",
"Toy 26: Loading data finished\n",
"Toy 26: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.989E+05 | Ncalls=517 (528 total) |\n",
"| EDM = 4.33E+08 (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: 298934.9775567229\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 2.864E-1 | 0.005E-1 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | -0.197 | 0.009 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | 3.76 | 0.04 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | 1.022 | 0.004 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | 0.060 | 0.004 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 2.229E1 | 0.000E1 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 1.979 | 0.001 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | -1.267 | 0.012 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | 1.153 | 0.001 | | | -2 | 2 | |\n",
"| 9 | p4040_p | 0.485 | 0.005 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | -2.59 | 0.04 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | -1.375 | 0.001 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 2.026 | 0.001 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 1.013 | 0.001 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 0.864E1 | 0.000E1 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | -3.000E-1 | 0.000E-1 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | -2.995E-1 | 0.000E-1 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | -0.540 | 0.012 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | -0.450 | 0.004 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | 5.19 | 0.03 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 0.388E1 | 0.000E1 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | -1.130 | 0.005 | | | -2 | 2 | |\n",
"| 22| bplus_1 | 1.995 | 0.000 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 0.6 | 7.9 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 0.113 0.129 -0.020 -0.031 0.000 0.006 -0.128 0.060 0.047 0.129 -0.112 0.005 0.004 -0.000 -0.002 -0.005 0.122 -0.014 0.130 0.054 0.128 0.047 -0.130 |\n",
"| p4415_p | 0.113 1.000 0.869 -0.136 -0.210 0.002 0.038 -0.858 0.404 0.320 0.868 -0.750 0.035 0.027 -0.003 -0.012 -0.035 0.823 -0.097 0.870 0.361 0.861 0.317 -0.873 |\n",
"| Dbar_p | 0.129 0.869 1.000 -0.156 -0.239 0.002 0.043 -0.980 0.461 0.365 0.990 -0.857 0.040 0.031 -0.003 -0.013 -0.040 0.939 -0.111 0.993 0.412 0.983 0.362 -0.996 |\n",
"| omega_p | -0.020 -0.136 -0.156 1.000 0.037 -0.000 -0.007 0.154 -0.072 -0.057 -0.155 0.134 -0.006 -0.005 0.000 0.002 0.006 -0.147 0.017 -0.156 -0.065 -0.154 -0.057 0.156 |\n",
"| rho_p | -0.031 -0.210 -0.239 0.037 1.000 -0.000 -0.010 0.236 -0.111 -0.088 -0.239 0.207 -0.010 -0.008 0.001 0.003 0.010 -0.227 0.027 -0.240 -0.099 -0.237 -0.087 0.240 |\n",
"| phi_s | 0.000 0.002 0.002 -0.000 -0.000 1.000 0.000 -0.002 0.001 0.001 0.002 -0.002 0.000 0.000 -0.000 -0.000 -0.000 0.002 -0.000 0.002 0.001 0.002 0.001 -0.002 |\n",
"| p4160_s | 0.006 0.038 0.043 -0.007 -0.010 0.000 1.000 -0.043 0.020 0.016 0.043 -0.037 0.002 0.001 -0.000 -0.001 -0.002 0.041 -0.005 0.043 0.018 0.043 0.016 -0.044 |\n",
"| jpsi_p | -0.128 -0.858 -0.980 0.154 0.236 -0.002 -0.043 1.000 -0.455 -0.361 -0.978 0.846 -0.039 -0.031 0.003 0.013 0.040 -0.928 0.109 -0.981 -0.407 -0.971 -0.357 0.984 |\n",
"| bplus_2 | 0.060 0.404 0.461 -0.072 -0.111 0.001 0.020 -0.455 1.000 0.170 0.460 -0.398 0.018 0.015 -0.001 -0.006 -0.019 0.437 -0.052 0.462 0.191 0.457 0.168 -0.463 |\n",
"| p4040_p | 0.047 0.320 0.365 -0.057 -0.088 0.001 0.016 -0.361 0.170 1.000 0.365 -0.315 0.015 0.012 -0.001 -0.005 -0.015 0.346 -0.041 0.366 0.152 0.362 0.133 -0.367 |\n",
"| DDstar_p | 0.129 0.868 0.990 -0.155 -0.239 0.002 0.043 -0.978 0.460 0.365 1.000 -0.855 0.040 0.031 -0.003 -0.013 -0.040 0.938 -0.111 0.992 0.411 0.981 0.361 -0.994 |\n",
"| Ctt | -0.112 -0.750 -0.857 0.134 0.207 -0.002 -0.037 0.846 -0.398 -0.315 -0.855 1.000 -0.034 -0.027 0.003 0.012 0.035 -0.811 0.096 -0.858 -0.356 -0.849 -0.312 0.860 |\n",
"| p4415_s | 0.005 0.035 0.040 -0.006 -0.010 0.000 0.002 -0.039 0.018 0.015 0.040 -0.034 1.000 0.001 -0.000 -0.001 -0.002 0.038 -0.004 0.040 0.017 0.039 0.014 -0.040 |\n",
"| rho_s | 0.004 0.027 0.031 -0.005 -0.008 0.000 0.001 -0.031 0.015 0.012 0.031 -0.027 0.001 1.000 -0.000 -0.000 -0.001 0.030 -0.003 0.031 0.013 0.031 0.011 -0.031 |\n",
"| omega_s | -0.000 -0.003 -0.003 0.000 0.001 -0.000 -0.000 0.003 -0.001 -0.001 -0.003 0.003 -0.000 -0.000 1.000 0.000 0.000 -0.003 0.000 -0.003 -0.001 -0.003 -0.001 0.003 |\n",
"| Dbar_s | -0.002 -0.012 -0.013 0.002 0.003 -0.000 -0.001 0.013 -0.006 -0.005 -0.013 0.012 -0.001 -0.000 0.000 1.000 0.001 -0.013 0.002 -0.013 -0.006 -0.013 -0.005 0.014 |\n",
"| DDstar_s | -0.005 -0.035 -0.040 0.006 0.010 -0.000 -0.002 0.040 -0.019 -0.015 -0.040 0.035 -0.002 -0.001 0.000 0.001 1.000 -0.038 0.004 -0.040 -0.017 -0.040 -0.015 0.040 |\n",
"| p4160_p | 0.122 0.823 0.939 -0.147 -0.227 0.002 0.041 -0.928 0.437 0.346 0.938 -0.811 0.038 0.030 -0.003 -0.013 -0.038 1.000 -0.105 0.941 0.390 0.931 0.343 -0.943 |\n",
"| phi_p | -0.014 -0.097 -0.111 0.017 0.027 -0.000 -0.005 0.109 -0.052 -0.041 -0.111 0.096 -0.004 -0.003 0.000 0.002 0.004 -0.105 1.000 -0.111 -0.046 -0.110 -0.040 0.111 |\n",
"| p3770_p | 0.130 0.870 0.993 -0.156 -0.240 0.002 0.043 -0.981 0.462 0.366 0.992 -0.858 0.040 0.031 -0.003 -0.013 -0.040 0.941 -0.111 1.000 0.413 0.984 0.362 -0.998 |\n",
"| p3770_s | 0.054 0.361 0.412 -0.065 -0.099 0.001 0.018 -0.407 0.191 0.152 0.411 -0.356 0.017 0.013 -0.001 -0.006 -0.017 0.390 -0.046 0.413 1.000 0.408 0.150 -0.414 |\n",
"| bplus_0 | 0.128 0.861 0.983 -0.154 -0.237 0.002 0.043 -0.971 0.457 0.362 0.981 -0.849 0.039 0.031 -0.003 -0.013 -0.040 0.931 -0.110 0.984 0.408 1.000 0.358 -0.987 |\n",
"| bplus_1 | 0.047 0.317 0.362 -0.057 -0.087 0.001 0.016 -0.357 0.168 0.133 0.361 -0.312 0.014 0.011 -0.001 -0.005 -0.015 0.343 -0.040 0.362 0.150 0.358 1.000 -0.363 |\n",
"| psi2s_p | -0.130 -0.873 -0.996 0.156 0.240 -0.002 -0.044 0.984 -0.463 -0.367 -0.994 0.860 -0.040 -0.031 0.003 0.014 0.040 -0.943 0.111 -0.998 -0.414 -0.987 -0.363 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.0004990884235211157}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.008555934941964605}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.03739827590720424}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.004335413852628367}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.0044924111693003255}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 0.002205779922098472}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.0010403889489063456}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.011658089500610203}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.0012983039987082279}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.004774437241720886}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.03590115852662956}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.0008308262164724578}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.0005602318415793839}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.0007270825749594589}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 0.001310550952155154}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 3.713610617406271e-06}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 1.2801710511434194e-05}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.011777452964336632}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.0043909674640447705}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.03477900403789569}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.0006012953893113071}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.005078134619127983}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.00010500183182360345}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 7.8811611225658975})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 27/50\n",
"Time taken: 1 h, 34 min\n",
"Projected time left: 1 h, 20 min\n",
"Toy 27: Generating data...\n",
"Directory data/zfit_toys/toy_27 Created \n",
"Toy 27: Data generation finished\n",
"Toy 27: Loading data...\n",
"Toy 27: Loading data finished\n",
"Toy 27: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.971E+05 | Ncalls=1375 (1375 total) |\n",
"| EDM = 1.74E-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: 297065.5755823503\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 1.06 | 0.17 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | -1.87 | 0.16 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | -1.20 | 0.29 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | -5.42 | 0.25 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.9 | 0.7 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 17.6 | 2.5 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 2.23 | 0.16 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | 4.663 | 0.026 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | -0.23 | 0.09 | | | -2 | 2 | |\n",
"| 9 | p4040_p | 3.94 | 0.17 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | 5.07 | 0.29 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | -0.39 | 0.21 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 1.34 | 0.18 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 0.6 | 0.3 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 9 | 4 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | 0.300 | 0.014 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | 0.300 | 0.018 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | -2.13 | 0.10 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | 0.26 | 0.62 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | -2.65 | 0.11 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 2.90 | 0.23 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | 0.478 | 0.020 | | | -2 | 2 | |\n",
"| 22| bplus_1 | -0.91 | 0.04 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 1.92 | 0.03 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 -0.261 -0.097 -0.004 0.059 -0.022 0.105 -0.032 0.101 -0.232 -0.125 0.341 0.132 -0.021 0.004 0.000 0.006 -0.559 -0.016 -0.148 0.096 0.019 0.015 -0.023 |\n",
"| p4415_p | -0.261 1.000 -0.076 -0.013 0.045 -0.025 -0.255 -0.015 0.192 0.152 0.015 -0.097 -0.129 -0.033 0.007 0.014 0.026 0.300 -0.020 0.086 -0.008 0.012 -0.110 -0.107 |\n",
"| Dbar_p | -0.097 -0.076 1.000 0.018 0.033 -0.006 -0.076 0.212 -0.091 -0.036 -0.079 -0.307 -0.006 0.028 -0.003 0.017 0.005 0.026 -0.003 0.308 -0.023 0.027 0.190 -0.018 |\n",
"| omega_p | -0.004 -0.013 0.018 1.000 0.094 0.147 -0.004 0.012 -0.052 -0.003 0.033 -0.015 0.005 0.633 -0.520 0.000 0.000 -0.001 0.162 0.015 0.003 0.139 -0.101 0.001 |\n",
"| rho_p | 0.059 0.045 0.033 0.094 1.000 -0.087 0.075 -0.086 0.269 0.007 0.005 0.111 0.039 -0.020 -0.022 0.001 0.000 -0.003 -0.105 -0.010 0.027 0.065 -0.029 0.002 |\n",
"| phi_s | -0.022 -0.025 -0.006 0.147 -0.087 1.000 -0.028 -0.025 -0.100 -0.014 0.009 -0.036 -0.012 0.090 -0.015 0.000 0.001 -0.010 0.950 -0.000 -0.020 0.000 -0.002 -0.012 |\n",
"| p4160_s | 0.105 -0.255 -0.076 -0.004 0.075 -0.028 1.000 -0.042 0.129 0.271 -0.074 0.262 0.266 -0.024 0.005 0.003 0.007 -0.177 -0.021 -0.070 0.014 0.034 0.014 -0.072 |\n",
"| jpsi_p | -0.032 -0.015 0.212 0.012 -0.086 -0.025 -0.042 1.000 0.094 -0.080 0.174 0.213 -0.028 0.065 -0.001 0.039 0.046 -0.024 -0.034 0.056 -0.037 -0.053 0.060 -0.021 |\n",
"| bplus_2 | 0.101 0.192 -0.091 -0.052 0.269 -0.100 0.129 0.094 1.000 -0.053 -0.254 0.679 -0.012 -0.165 0.029 0.004 0.007 -0.043 -0.074 -0.105 -0.096 -0.025 -0.275 -0.006 |\n",
"| p4040_p | -0.232 0.152 -0.036 -0.003 0.007 -0.014 0.271 -0.080 -0.053 1.000 0.126 -0.304 0.021 -0.002 0.002 0.019 0.023 0.256 -0.012 0.181 -0.040 0.019 -0.002 -0.221 |\n",
"| DDstar_p | -0.125 0.015 -0.079 0.033 0.005 0.009 -0.074 0.174 -0.254 0.126 1.000 -0.108 -0.056 0.066 -0.009 0.001 0.023 0.204 0.007 0.242 0.152 0.016 0.334 0.006 |\n",
"| Ctt | 0.341 -0.097 -0.307 -0.015 0.111 -0.036 0.262 0.213 0.679 -0.304 -0.108 1.000 0.215 -0.061 0.009 0.006 0.000 -0.379 -0.025 -0.241 -0.180 -0.014 -0.160 0.194 |\n",
"| p4415_s | 0.132 -0.129 -0.006 0.005 0.039 -0.012 0.266 -0.028 -0.012 0.021 -0.056 0.215 1.000 0.001 0.001 0.001 0.002 0.003 -0.009 -0.066 0.005 0.022 0.085 -0.003 |\n",
"| rho_s | -0.021 -0.033 0.028 0.633 -0.020 0.090 -0.024 0.065 -0.165 -0.002 0.066 -0.061 0.001 1.000 -0.129 -0.000 -0.000 0.004 0.115 0.034 0.003 0.250 -0.178 0.007 |\n",
"| omega_s | 0.004 0.007 -0.003 -0.520 -0.022 -0.015 0.005 -0.001 0.029 0.002 -0.009 0.009 0.001 -0.129 1.000 -0.000 -0.000 0.001 -0.009 -0.004 0.002 -0.035 0.026 0.001 |\n",
"| Dbar_s | 0.000 0.014 0.017 0.000 0.001 0.000 0.003 0.039 0.004 0.019 0.001 0.006 0.001 -0.000 -0.000 1.000 -0.001 0.023 0.001 0.026 0.022 0.001 -0.002 0.023 |\n",
"| DDstar_s | 0.006 0.026 0.005 0.000 0.000 0.001 0.007 0.046 0.007 0.023 0.023 0.000 0.002 -0.000 -0.000 -0.001 1.000 0.034 0.001 0.017 0.019 0.000 -0.005 0.022 |\n",
"| p4160_p | -0.559 0.300 0.026 -0.001 -0.003 -0.010 -0.177 -0.024 -0.043 0.256 0.204 -0.379 0.003 0.004 0.001 0.023 0.034 1.000 -0.010 0.219 -0.001 0.017 -0.012 -0.147 |\n",
"| phi_p | -0.016 -0.020 -0.003 0.162 -0.105 0.950 -0.021 -0.034 -0.074 -0.012 0.007 -0.025 -0.009 0.115 -0.009 0.001 0.001 -0.010 1.000 -0.001 -0.016 0.011 -0.011 -0.012 |\n",
"| p3770_p | -0.148 0.086 0.308 0.015 -0.010 -0.000 -0.070 0.056 -0.105 0.181 0.242 -0.241 -0.066 0.034 -0.004 0.026 0.017 0.219 -0.001 1.000 -0.200 0.031 0.100 0.006 |\n",
"| p3770_s | 0.096 -0.008 -0.023 0.003 0.027 -0.020 0.014 -0.037 -0.096 -0.040 0.152 -0.180 0.005 0.003 0.002 0.022 0.019 -0.001 -0.016 -0.200 1.000 0.044 0.061 -0.430 |\n",
"| bplus_0 | 0.019 0.012 0.027 0.139 0.065 0.000 0.034 -0.053 -0.025 0.019 0.016 -0.014 0.022 0.250 -0.035 0.001 0.000 0.017 0.011 0.031 0.044 1.000 -0.847 -0.005 |\n",
"| bplus_1 | 0.015 -0.110 0.190 -0.101 -0.029 -0.002 0.014 0.060 -0.275 -0.002 0.334 -0.160 0.085 -0.178 0.026 -0.002 -0.005 -0.012 -0.011 0.100 0.061 -0.847 1.000 0.037 |\n",
"| psi2s_p | -0.023 -0.107 -0.018 0.001 0.002 -0.012 -0.072 -0.021 -0.006 -0.221 0.006 0.194 -0.003 0.007 0.001 0.023 0.022 -0.147 -0.012 0.006 -0.430 -0.005 0.037 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.17143908999781365}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.15952294522942223}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.28724465704752866}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.2457191142890669}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.699828350217413}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 2.454440352011132}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.16426490463002397}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.02623766016603568}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.08813502252393368}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.17286737531860208}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.29142164385909997}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.2067798754018264}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.18449402590246322}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.344168234745306}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 3.6985246776556067}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.014278551235697823}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.017772857209093662}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.10153293769506266}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.6215564237802562}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.10680239305764005}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.2280041742362977}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.020274936616705874}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.04215468915550835}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.031684297381604054})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 28/50\n",
"Time taken: 1 h, 40 min\n",
"Projected time left: 1 h, 19 min\n",
"Toy 28: Generating data...\n",
"Directory data/zfit_toys/toy_28 Created \n",
"Toy 28: Data generation finished\n",
"Toy 28: Loading data...\n",
"Toy 28: Loading data finished\n",
"Toy 28: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.971E+05 | Ncalls=1213 (1213 total) |\n",
"| EDM = 0.00417 (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: 297051.6694682931\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 1.03 | 0.19 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | -2.56 | 0.16 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | -0.16 | 0.88 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | 6.28 | 0.16 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.07 | 0.20 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 20.3 | 1.0 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 2.07 | 0.17 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | -4.65 | 0.04 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | -0.41 | 0.09 | | | -2 | 2 | |\n",
"| 9 | p4040_p | 3.37 | 0.21 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | 5.7 | 0.7 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | -0.04 | 0.21 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 1.48 | 0.20 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 1.88 | 0.30 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 5.6 | 0.9 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | -0.30 | 0.54 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | 0.29 | 0.05 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | 4.05 | 0.15 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | 0.82 | 0.18 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | 3.24 | 0.15 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 2.66 | 0.28 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | 0.495 | 0.021 | | | -2 | 2 | |\n",
"| 22| bplus_1 | -0.91 | 0.04 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 1.80 | 0.04 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 -0.320 0.265 0.000 0.042 -0.025 -0.053 -0.275 0.106 -0.360 0.052 0.326 0.214 0.025 0.002 0.095 -0.042 -0.556 -0.018 -0.286 -0.063 0.025 0.062 -0.092 |\n",
"| p4415_p | -0.320 1.000 -0.208 -0.001 0.041 -0.024 -0.115 0.328 0.033 0.352 0.147 -0.061 -0.209 0.013 0.004 -0.202 -0.051 0.520 -0.007 0.326 0.224 0.027 -0.008 0.137 |\n",
"| Dbar_p | 0.265 -0.208 1.000 0.003 -0.008 0.002 0.083 -0.639 0.074 -0.431 0.683 -0.109 0.103 0.034 -0.012 0.463 -0.116 -0.393 -0.009 -0.614 -0.500 0.023 0.166 -0.471 |\n",
"| omega_p | 0.000 -0.001 0.003 1.000 -0.009 0.000 -0.000 -0.000 -0.005 -0.001 0.002 -0.002 0.001 0.029 -0.126 0.002 0.000 -0.001 0.011 -0.001 -0.001 0.006 -0.005 -0.001 |\n",
"| rho_p | 0.042 0.041 -0.008 -0.009 1.000 -0.161 0.072 -0.012 0.289 0.014 -0.023 0.123 0.005 0.258 0.390 0.009 0.000 -0.016 -0.293 -0.008 0.017 -0.054 0.057 0.007 |\n",
"| phi_s | -0.025 -0.024 0.002 0.000 -0.161 1.000 -0.044 -0.010 -0.152 -0.011 0.018 -0.061 -0.004 -0.067 -0.048 -0.005 -0.000 0.009 0.548 0.005 -0.014 -0.019 0.012 -0.004 |\n",
"| p4160_s | -0.053 -0.115 0.083 -0.000 0.072 -0.044 1.000 -0.117 0.141 0.227 0.026 0.244 0.348 0.028 0.006 -0.055 -0.032 -0.146 -0.025 -0.067 -0.023 0.047 0.019 -0.081 |\n",
"| jpsi_p | -0.275 0.328 -0.639 -0.000 -0.012 -0.010 -0.117 1.000 -0.313 0.487 -0.064 -0.243 -0.131 -0.007 -0.006 -0.300 0.002 0.568 0.006 0.575 0.522 0.015 0.056 0.424 |\n",
"| bplus_2 | 0.106 0.033 0.074 -0.005 0.289 -0.152 0.141 -0.313 1.000 -0.112 -0.162 0.675 -0.093 0.033 0.052 -0.067 -0.037 -0.162 -0.095 -0.125 -0.141 -0.075 -0.196 -0.048 |\n",
"| p4040_p | -0.360 0.352 -0.431 -0.001 0.014 -0.011 0.227 0.487 -0.112 1.000 0.004 -0.145 -0.042 -0.001 0.002 -0.307 0.003 0.440 0.003 0.480 0.305 0.019 -0.011 0.171 |\n",
"| DDstar_p | 0.052 0.147 0.683 0.002 -0.023 0.018 0.026 -0.064 -0.162 0.004 1.000 -0.277 0.017 0.047 -0.018 0.371 -0.119 0.151 0.010 -0.121 -0.123 0.024 0.332 -0.153 |\n",
"| Ctt | 0.326 -0.061 -0.109 -0.002 0.123 -0.061 0.244 -0.243 0.675 -0.145 -0.277 1.000 0.184 0.012 0.019 -0.353 0.034 -0.311 -0.032 -0.091 -0.057 0.013 -0.228 0.241 |\n",
"| p4415_s | 0.214 -0.209 0.103 0.001 0.005 -0.004 0.348 -0.131 -0.093 -0.042 0.017 0.184 1.000 0.020 -0.004 0.104 -0.002 -0.177 -0.004 -0.123 -0.048 0.022 0.139 -0.024 |\n",
"| rho_s | 0.025 0.013 0.034 0.029 0.258 -0.067 0.028 -0.007 0.033 -0.001 0.047 0.012 0.020 1.000 -0.250 0.052 0.004 -0.005 -0.041 -0.005 -0.003 0.175 -0.107 -0.006 |\n",
"| omega_s | 0.002 0.004 -0.012 -0.126 0.390 -0.048 0.006 -0.006 0.052 0.002 -0.018 0.019 -0.004 -0.250 1.000 -0.013 -0.001 -0.003 -0.134 -0.002 0.003 -0.070 0.054 0.002 |\n",
"| Dbar_s | 0.095 -0.202 0.463 0.002 0.009 -0.005 -0.055 -0.300 -0.067 -0.307 0.371 -0.353 0.104 0.052 -0.013 1.000 -0.092 -0.213 -0.009 -0.147 -0.334 0.040 0.290 -0.326 |\n",
"| DDstar_s | -0.042 -0.051 -0.116 0.000 0.000 -0.000 -0.032 0.002 -0.037 0.003 -0.119 0.034 -0.002 0.004 -0.001 -0.092 1.000 -0.007 -0.001 0.062 0.036 0.002 0.037 0.014 |\n",
"| p4160_p | -0.556 0.520 -0.393 -0.001 -0.016 0.009 -0.146 0.568 -0.162 0.440 0.151 -0.311 -0.177 -0.005 -0.003 -0.213 -0.007 1.000 0.015 0.525 0.331 0.007 0.011 0.235 |\n",
"| phi_p | -0.018 -0.007 -0.009 0.011 -0.293 0.548 -0.025 0.006 -0.095 0.003 0.010 -0.032 -0.004 -0.041 -0.134 -0.009 -0.001 0.015 1.000 0.015 0.002 0.009 -0.016 0.005 |\n",
"| p3770_p | -0.286 0.326 -0.614 -0.001 -0.008 0.005 -0.067 0.575 -0.125 0.480 -0.121 -0.091 -0.123 -0.005 -0.002 -0.147 0.062 0.525 0.015 1.000 0.230 0.019 -0.003 0.379 |\n",
"| p3770_s | -0.063 0.224 -0.500 -0.001 0.017 -0.014 -0.023 0.522 -0.141 0.305 -0.123 -0.057 -0.048 -0.003 0.003 -0.334 0.036 0.331 0.002 0.230 1.000 0.025 -0.016 0.085 |\n",
"| bplus_0 | 0.025 0.027 0.023 0.006 -0.054 -0.019 0.047 0.015 -0.075 0.019 0.024 0.013 0.022 0.175 -0.070 0.040 0.002 0.007 0.009 0.019 0.025 1.000 -0.842 -0.004 |\n",
"| bplus_1 | 0.062 -0.008 0.166 -0.005 0.057 0.012 0.019 0.056 -0.196 -0.011 0.332 -0.228 0.139 -0.107 0.054 0.290 0.037 0.011 -0.016 -0.003 -0.016 -0.842 1.000 -0.022 |\n",
"| psi2s_p | -0.092 0.137 -0.471 -0.001 0.007 -0.004 -0.081 0.424 -0.048 0.171 -0.153 0.241 -0.024 -0.006 0.002 -0.326 0.014 0.235 0.005 0.379 0.085 -0.004 -0.022 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.1866692578901183}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.16083086418243453}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.8820009991741484}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.15631645919392767}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.2035102349822897}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 0.9527116082743987}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.16817431316955578}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.04211466463087499}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.08860877087337793}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.2145203321384015}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.7241620164025244}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.2063984335401745}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.19565210939205868}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.3029886367019168}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 0.9143653530619078}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.5391342761117316}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.05393198354893741}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.14587319560178091}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.17910167850092806}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.15334509000104823}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.2814385771193795}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.021132598185333418}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.042921496646122215}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.03850784577007005})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 29/50\n",
"Time taken: 1 h, 47 min\n",
"Projected time left: 1 h, 17 min\n",
"Toy 29: Generating data...\n",
"Directory data/zfit_toys/toy_29 Created \n",
"Toy 29: Data generation finished\n",
"Toy 29: Loading data...\n",
"Toy 29: Loading data finished\n",
"Toy 29: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.972E+05 | Ncalls=1301 (1301 total) |\n",
"| EDM = 2.85E-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: 297165.99245313107\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 0.80 | 0.17 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | -6.28 | 0.12 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | -5.0 | 1.1 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | -5.6 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | 5.7 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 15.2 | 1.1 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 1.78 | 0.16 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | -4.58 | 0.07 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | -0.42 | 0.08 | | | -2 | 2 | |\n",
"| 9 | p4040_p | -2.43 | 0.26 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | -5.8 | 1.5 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | -0.69 | 0.31 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 0.126 | 0.029 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 0.94 | 0.30 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 8.4 | 1.5 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | 0.30 | 0.48 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | 0.30 | 0.09 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | -2.08 | 0.17 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | 6.13 | 0.27 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | -2.61 | 0.17 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 2.82 | 0.24 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | 0.514 | 0.013 | | | -2 | 2 | |\n",
"| 22| bplus_1 | -0.922 | 0.025 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 1.80 | 0.04 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 -0.003 -0.001 -0.002 0.041 -0.015 0.025 0.034 0.147 -0.124 0.089 0.173 -0.007 -0.017 -0.003 0.134 0.060 -0.241 0.001 -0.086 0.132 -0.014 -0.055 0.078 |\n",
"| p4415_p | -0.003 1.000 0.011 -0.000 -0.002 0.001 -0.008 -0.015 -0.002 -0.012 -0.017 0.008 -0.019 0.001 0.000 0.005 -0.008 -0.017 -0.000 -0.009 -0.006 0.001 0.003 -0.010 |\n",
"| Dbar_p | -0.001 0.011 1.000 -0.013 -0.125 0.049 0.035 -0.768 -0.046 -0.230 -0.878 0.846 -0.040 0.012 0.002 0.584 -0.431 -0.576 -0.012 -0.731 -0.028 -0.144 -0.112 -0.337 |\n",
"| omega_p | -0.002 -0.000 -0.013 1.000 0.065 0.027 -0.004 0.001 -0.012 -0.004 0.007 -0.012 -0.000 0.380 0.821 -0.016 0.001 0.001 0.005 0.010 -0.005 0.031 -0.009 -0.001 |\n",
"| rho_p | 0.041 -0.002 -0.125 0.065 1.000 0.117 0.050 0.087 0.224 0.024 0.090 -0.061 0.006 0.176 0.038 -0.111 0.040 0.050 0.106 0.086 0.019 0.075 0.046 0.038 |\n",
"| phi_s | -0.015 0.001 0.049 0.027 0.117 1.000 -0.019 -0.049 -0.071 -0.017 -0.040 0.026 -0.003 -0.004 0.030 0.039 -0.019 -0.027 0.711 -0.039 -0.015 -0.022 -0.000 -0.022 |\n",
"| p4160_s | 0.025 -0.008 0.035 -0.004 0.050 -0.019 1.000 0.022 0.196 0.353 0.068 0.133 -0.008 -0.025 -0.004 0.118 0.030 -0.011 0.001 -0.034 0.071 -0.026 -0.091 0.022 |\n",
"| jpsi_p | 0.034 -0.015 -0.768 0.001 0.087 -0.049 0.022 1.000 -0.077 0.442 0.911 -0.782 0.052 -0.054 -0.006 -0.549 0.381 0.736 0.010 0.663 0.278 0.023 -0.068 0.536 |\n",
"| bplus_2 | 0.147 -0.002 -0.046 -0.012 0.224 -0.071 0.196 -0.077 1.000 -0.010 0.027 0.330 0.012 -0.059 -0.019 0.040 0.057 -0.017 0.001 -0.005 -0.065 -0.139 -0.136 0.021 |\n",
"| p4040_p | -0.124 -0.012 -0.230 -0.004 0.024 -0.017 0.353 0.442 -0.010 1.000 0.433 -0.366 0.034 -0.055 0.001 -0.179 0.134 0.465 0.008 0.333 0.183 -0.087 -0.183 0.191 |\n",
"| DDstar_p | 0.089 -0.017 -0.878 0.007 0.090 -0.040 0.068 0.911 0.027 0.433 1.000 -0.788 0.055 -0.059 0.003 -0.465 0.433 0.745 0.017 0.683 0.211 -0.006 -0.111 0.534 |\n",
"| Ctt | 0.173 0.008 0.846 -0.012 -0.061 0.026 0.133 -0.782 0.330 -0.366 -0.788 1.000 -0.042 0.011 -0.002 0.537 -0.374 -0.663 -0.014 -0.678 -0.155 -0.119 -0.117 -0.249 |\n",
"| p4415_s | -0.007 -0.019 -0.040 -0.000 0.006 -0.003 -0.008 0.052 0.012 0.034 0.055 -0.042 1.000 -0.006 0.000 -0.022 0.021 0.054 0.001 0.038 0.018 -0.007 -0.018 0.030 |\n",
"| rho_s | -0.017 0.001 0.012 0.380 0.176 -0.004 -0.025 -0.054 -0.059 -0.055 -0.059 0.011 -0.006 1.000 0.058 -0.019 -0.035 -0.061 -0.005 -0.012 -0.036 0.148 -0.030 -0.047 |\n",
"| omega_s | -0.003 0.000 0.002 0.821 0.038 0.030 -0.004 -0.006 -0.019 0.001 0.003 -0.002 0.000 0.058 1.000 0.002 0.001 0.002 -0.013 -0.002 -0.002 -0.008 -0.003 0.000 |\n",
"| Dbar_s | 0.134 0.005 0.584 -0.016 -0.111 0.039 0.118 -0.549 0.040 -0.179 -0.465 0.537 -0.022 -0.019 0.002 1.000 -0.289 -0.409 -0.009 -0.676 -0.148 -0.206 -0.237 -0.268 |\n",
"| DDstar_s | 0.060 -0.008 -0.431 0.001 0.040 -0.019 0.030 0.381 0.057 0.134 0.433 -0.374 0.021 -0.035 0.001 -0.289 1.000 0.275 0.007 0.285 0.029 -0.031 -0.097 0.205 |\n",
"| p4160_p | -0.241 -0.017 -0.576 0.001 0.050 -0.027 -0.011 0.736 -0.017 0.465 0.745 -0.663 0.054 -0.061 0.002 -0.409 0.275 1.000 0.013 0.572 0.230 -0.059 -0.165 0.398 |\n",
"| phi_p | 0.001 -0.000 -0.012 0.005 0.106 0.711 0.001 0.010 0.001 0.008 0.017 -0.014 0.001 -0.005 -0.013 -0.009 0.007 0.013 1.000 0.008 0.003 -0.001 0.004 0.008 |\n",
"| p3770_p | -0.086 -0.009 -0.731 0.010 0.086 -0.039 -0.034 0.663 -0.005 0.333 0.683 -0.678 0.038 -0.012 -0.002 -0.676 0.285 0.572 0.008 1.000 -0.012 0.117 0.077 0.358 |\n",
"| p3770_s | 0.132 -0.006 -0.028 -0.005 0.019 -0.015 0.071 0.278 -0.065 0.183 0.211 -0.155 0.018 -0.036 -0.002 -0.148 0.029 0.230 0.003 -0.012 1.000 -0.034 -0.104 -0.078 |\n",
"| bplus_0 | -0.014 0.001 -0.144 0.031 0.075 -0.022 -0.026 0.023 -0.139 -0.087 -0.006 -0.119 -0.007 0.148 -0.008 -0.206 -0.031 -0.059 -0.001 0.117 -0.034 1.000 -0.535 -0.055 |\n",
"| bplus_1 | -0.055 0.003 -0.112 -0.009 0.046 -0.000 -0.091 -0.068 -0.136 -0.183 -0.111 -0.117 -0.018 -0.030 -0.003 -0.237 -0.097 -0.165 0.004 0.077 -0.104 -0.535 1.000 -0.136 |\n",
"| psi2s_p | 0.078 -0.010 -0.337 -0.001 0.038 -0.022 0.022 0.536 0.021 0.191 0.534 -0.249 0.030 -0.047 0.000 -0.268 0.205 0.398 0.008 0.358 -0.078 -0.055 -0.136 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.16955150192571083}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.1225248593823629}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 1.1270048655716773}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.35111288616135994}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.3934012075132065}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 1.0569429361679585}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.16085979513019233}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.06544268926106778}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.07697155784964838}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.2566798180701484}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 1.462777684427443}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.31417954801691994}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.028877785569089404}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.30254456740596}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 1.5208308454815107}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.4791774989916301}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.0880360792812116}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.17489464164945412}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.2735154944876932}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.1727570095668609}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.24081469213222984}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.013179258986191433}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.02537047228807854}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.038403602840014095})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 30/50\n",
"Time taken: 1 h, 53 min\n",
"Projected time left: 1 h, 15 min\n",
"Toy 30: Generating data...\n",
"Directory data/zfit_toys/toy_30 Created \n",
"Toy 30: Data generation finished\n",
"Toy 30: Loading data...\n",
"Toy 30: Loading data finished\n",
"Toy 30: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.976E+05 | Ncalls=1374 (1374 total) |\n",
"| EDM = 5.2E-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: 297577.915254543\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 1.01 | 0.16 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | -1.3 | 0.5 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | 2.71 | 0.19 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | 6.3 | 0.5 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.14 | 0.31 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 17.1 | 1.5 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 0.717 | 0.013 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | -1.586 | 0.028 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | -0.14 | 0.08 | | | -2 | 2 | |\n",
"| 9 | p4040_p | -3.12 | 0.14 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | -3.76 | 0.21 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | -0.43 | 0.17 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 0.37 | 0.18 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 1.2 | 0.3 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 6.2 | 1.1 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | -0.300 | 0.005 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | -0.300 | 0.007 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | -6.283 | 0.008 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | 0.5 | 0.3 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | -6.283 | 0.012 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 0.919 | 0.011 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | 0.446 | 0.019 | | | -2 | 2 | |\n",
"| 22| bplus_1 | -0.88 | 0.04 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 2.192 | 0.027 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 -0.182 -0.041 -0.000 0.025 -0.010 -0.011 0.004 0.106 -0.216 -0.093 0.392 0.011 0.017 -0.001 -0.002 0.000 0.007 -0.007 0.002 -0.003 0.003 0.020 0.077 |\n",
"| p4415_p | -0.182 1.000 -0.041 -0.005 0.053 -0.026 0.006 0.022 0.246 -0.067 -0.007 -0.036 -0.064 0.003 0.011 0.003 0.005 0.004 -0.019 -0.001 0.001 0.008 -0.122 -0.084 |\n",
"| Dbar_p | -0.041 -0.041 1.000 0.002 0.013 -0.008 0.006 0.334 -0.033 0.043 0.030 -0.093 -0.021 0.030 -0.010 0.004 0.002 0.001 -0.001 -0.005 0.005 0.033 0.089 0.225 |\n",
"| omega_p | -0.000 -0.005 0.002 1.000 -0.041 -0.004 0.000 0.018 -0.017 -0.000 0.006 -0.003 -0.000 0.148 -0.483 -0.000 -0.000 0.000 0.020 -0.000 0.000 0.049 -0.045 0.005 |\n",
"| rho_p | 0.025 0.053 0.013 -0.041 1.000 -0.155 -0.000 -0.096 0.260 0.047 -0.016 0.098 0.041 0.169 0.367 -0.000 0.001 -0.001 -0.223 0.000 -0.001 -0.101 0.099 -0.000 |\n",
"| phi_s | -0.010 -0.026 -0.008 -0.004 -0.155 1.000 -0.000 0.018 -0.125 -0.033 0.007 -0.041 -0.023 -0.033 -0.065 0.000 -0.000 0.001 0.851 0.000 0.000 -0.000 -0.004 -0.015 |\n",
"| p4160_s | -0.011 0.006 0.006 0.000 -0.000 -0.000 1.000 0.004 -0.002 -0.006 0.010 -0.012 0.003 0.000 -0.000 0.000 0.000 -0.002 -0.000 -0.000 0.000 0.001 0.000 0.001 |\n",
"| jpsi_p | 0.004 0.022 0.334 0.018 -0.096 0.018 0.004 1.000 0.101 -0.003 0.311 0.255 -0.022 -0.004 -0.034 0.008 0.013 0.001 0.010 -0.001 0.002 -0.057 0.043 0.044 |\n",
"| bplus_2 | 0.106 0.246 -0.033 -0.017 0.260 -0.125 -0.002 0.101 1.000 0.035 -0.139 0.726 0.075 0.067 0.036 0.005 0.011 -0.001 -0.091 0.005 -0.001 0.019 -0.266 -0.140 |\n",
"| p4040_p | -0.216 -0.067 0.043 -0.000 0.047 -0.033 -0.006 -0.003 0.035 1.000 0.137 -0.107 0.101 0.028 -0.001 0.009 0.012 -0.002 -0.024 -0.004 0.002 0.032 0.030 -0.163 |\n",
"| DDstar_p | -0.093 -0.007 0.030 0.006 -0.016 0.007 0.010 0.311 -0.139 0.137 1.000 -0.064 -0.048 0.034 -0.018 0.001 0.007 0.000 0.009 -0.005 0.003 0.015 0.182 0.213 |\n",
"| Ctt | 0.392 -0.036 -0.093 -0.003 0.098 -0.041 -0.012 0.255 0.726 -0.107 -0.064 1.000 0.211 0.029 0.007 0.013 0.006 -0.001 -0.027 0.010 -0.002 -0.032 -0.125 -0.056 |\n",
"| p4415_s | 0.011 -0.064 -0.021 -0.000 0.041 -0.023 0.003 -0.022 0.075 0.101 -0.048 0.211 1.000 0.028 -0.001 0.002 0.005 -0.003 -0.016 0.001 -0.001 0.016 0.048 -0.066 |\n",
"| rho_s | 0.017 0.003 0.030 0.148 0.169 -0.033 0.000 -0.004 0.067 0.028 0.034 0.029 0.028 1.000 -0.372 -0.001 -0.002 -0.000 -0.004 -0.000 0.000 0.266 -0.224 0.023 |\n",
"| omega_s | -0.001 0.011 -0.010 -0.483 0.367 -0.065 -0.000 -0.034 0.036 -0.001 -0.018 0.007 -0.001 -0.372 1.000 0.000 0.001 -0.000 -0.121 0.000 -0.000 -0.141 0.127 -0.011 |\n",
"| Dbar_s | -0.002 0.003 0.004 -0.000 -0.000 0.000 0.000 0.008 0.005 0.009 0.001 0.013 0.002 -0.001 0.000 1.000 -0.000 -0.000 0.000 -0.000 -0.000 -0.000 -0.005 0.014 |\n",
"| DDstar_s | 0.000 0.005 0.002 -0.000 0.001 -0.000 0.000 0.013 0.011 0.012 0.007 0.006 0.005 -0.002 0.001 -0.000 1.000 -0.000 -0.000 -0.000 -0.000 0.000 -0.011 0.014 |\n",
"| p4160_p | 0.007 0.004 0.001 0.000 -0.001 0.001 -0.002 0.001 -0.001 -0.002 0.000 -0.001 -0.003 -0.000 -0.000 -0.000 -0.000 1.000 0.000 0.000 -0.000 -0.000 -0.000 0.003 |\n",
"| phi_p | -0.007 -0.019 -0.001 0.020 -0.223 0.851 -0.000 0.010 -0.091 -0.024 0.009 -0.027 -0.016 -0.004 -0.121 0.000 -0.000 0.000 1.000 0.000 0.000 0.024 -0.027 -0.012 |\n",
"| p3770_p | 0.002 -0.001 -0.005 -0.000 0.000 0.000 -0.000 -0.001 0.005 -0.004 -0.005 0.010 0.001 -0.000 0.000 -0.000 -0.000 0.000 0.000 1.000 -0.001 -0.001 -0.002 0.006 |\n",
"| p3770_s | -0.003 0.001 0.005 0.000 -0.001 0.000 0.000 0.002 -0.001 0.002 0.003 -0.002 -0.001 0.000 -0.000 -0.000 -0.000 -0.000 0.000 -0.001 1.000 0.000 0.000 0.006 |\n",
"| bplus_0 | 0.003 0.008 0.033 0.049 -0.101 -0.000 0.001 -0.057 0.019 0.032 0.015 -0.032 0.016 0.266 -0.141 -0.000 0.000 -0.000 0.024 -0.001 0.000 1.000 -0.920 0.016 |\n",
"| bplus_1 | 0.020 -0.122 0.089 -0.045 0.099 -0.004 0.000 0.043 -0.266 0.030 0.182 -0.125 0.048 -0.224 0.127 -0.005 -0.011 -0.000 -0.027 -0.002 0.000 -0.920 1.000 0.115 |\n",
"| psi2s_p | 0.077 -0.084 0.225 0.005 -0.000 -0.015 0.001 0.044 -0.140 -0.163 0.213 -0.056 -0.066 0.023 -0.011 0.014 0.014 0.003 -0.012 0.006 0.006 0.016 0.115 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.15885730745807447}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.5029007102450289}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.18886815165610216}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.5316891912424664}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.31117667237380564}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 1.5257962564978822}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.012540689633721958}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.02806493079829142}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.07649891832373346}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.14432806847133506}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.20993718511485127}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.1659165586467652}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.18304587556762797}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.34381896924040395}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 1.0873822788078784}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.0053368569509354424}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.006911643570954473}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.008214680734048407}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.34383600982412377}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.012122394658628188}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.010653257125726845}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.01852659252635025}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.03701633936839521}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.026640812373070588})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 31/50\n",
"Time taken: 2 h, 1 min\n",
"Projected time left: 1 h, 14 min\n",
"Toy 31: Generating data...\n",
"Directory data/zfit_toys/toy_31 Created \n",
"Toy 31: Data generation finished\n",
"Toy 31: Loading data...\n",
"Toy 31: Loading data finished\n",
"Toy 31: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.974E+05 | Ncalls=1870 (1870 total) |\n",
"| EDM = 5.59E-07 (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: 297383.727586936\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 1.13 | 0.18 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | 3.81 | 0.18 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | -1.52 | 0.31 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | 0.99 | 0.29 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | 6.09 | 0.26 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 20.9 | 1.1 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 2.28 | 0.17 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | 4.645 | 0.024 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | 0.22 | 0.08 | | | -2 | 2 | |\n",
"| 9 | p4040_p | 3.70 | 0.16 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | 4.69 | 0.31 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | -0.60 | 0.20 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 1.16 | 0.20 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 1.5 | 0.4 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 9 | 4 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | 0.300 | 0.020 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | 0.300 | 0.025 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | 4.21 | 0.09 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | 0.68 | 0.18 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | 3.59 | 0.09 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 3.59 | 0.23 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | -0.43 | 0.03 | | | -2 | 2 | |\n",
"| 22| bplus_1 | 0.81 | 0.06 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 1.90 | 0.03 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 -0.162 -0.020 0.011 0.035 -0.030 -0.010 0.034 -0.091 -0.218 -0.121 0.348 0.193 0.021 0.001 -0.005 -0.004 -0.517 -0.010 -0.146 0.124 -0.037 0.015 0.067 |\n",
"| p4415_p | -0.162 1.000 -0.130 -0.000 0.046 -0.035 -0.071 -0.008 -0.209 0.128 -0.136 0.071 -0.149 0.003 0.007 0.008 0.020 0.271 -0.015 0.007 -0.005 -0.032 0.104 -0.058 |\n",
"| Dbar_p | -0.020 -0.130 1.000 0.026 0.013 -0.025 -0.070 0.060 0.068 -0.173 -0.179 -0.341 0.074 0.049 -0.003 0.027 0.004 -0.103 -0.005 0.198 -0.140 -0.059 -0.072 -0.129 |\n",
"| omega_p | 0.011 -0.000 0.026 1.000 -0.010 -0.004 0.011 -0.029 0.024 -0.003 0.043 0.000 0.014 0.581 -0.686 0.001 0.002 -0.012 0.028 -0.006 -0.000 -0.212 0.185 -0.000 |\n",
"| rho_p | 0.035 0.046 0.013 -0.010 1.000 -0.116 0.055 -0.076 -0.232 0.015 -0.020 0.087 -0.008 0.193 -0.033 0.001 -0.000 -0.000 -0.216 -0.014 0.021 0.063 -0.064 0.001 |\n",
"| phi_s | -0.030 -0.035 -0.025 -0.004 -0.116 1.000 -0.045 0.040 0.123 -0.017 -0.012 -0.049 -0.004 -0.075 -0.007 -0.001 0.000 -0.000 0.630 0.009 -0.021 0.137 -0.120 -0.007 |\n",
"| p4160_s | -0.010 -0.071 -0.070 0.011 0.055 -0.045 1.000 -0.007 -0.139 0.323 -0.080 0.264 0.338 0.023 0.004 -0.002 0.002 -0.145 -0.017 -0.061 0.029 -0.044 0.025 -0.042 |\n",
"| jpsi_p | 0.034 -0.008 0.060 -0.029 -0.076 0.040 -0.007 1.000 -0.192 -0.100 -0.012 0.296 -0.018 -0.045 0.013 0.048 0.057 -0.067 0.011 -0.040 -0.048 0.117 -0.055 -0.020 |\n",
"| bplus_2 | -0.091 -0.209 0.068 0.024 -0.232 0.123 -0.139 -0.192 1.000 -0.015 0.263 -0.665 0.151 0.026 -0.030 0.002 0.008 -0.017 0.061 0.074 0.040 -0.091 -0.123 -0.048 |\n",
"| p4040_p | -0.218 0.128 -0.173 -0.003 0.015 -0.017 0.323 -0.100 -0.015 1.000 -0.006 -0.159 0.015 -0.001 0.005 0.017 0.029 0.109 -0.009 0.102 -0.042 -0.027 0.059 -0.203 |\n",
"| DDstar_p | -0.121 -0.136 -0.179 0.043 -0.020 -0.012 -0.080 -0.012 0.263 -0.006 1.000 -0.039 0.012 0.079 -0.011 0.000 0.038 0.054 0.002 0.185 0.092 -0.079 -0.175 -0.074 |\n",
"| Ctt | 0.348 0.071 -0.341 0.000 0.087 -0.049 0.264 0.296 -0.665 -0.159 -0.039 1.000 0.153 -0.003 0.008 -0.007 -0.007 -0.294 -0.016 -0.205 -0.069 0.023 0.092 0.261 |\n",
"| p4415_s | 0.193 -0.149 0.074 0.014 -0.008 -0.004 0.338 -0.018 0.151 0.015 0.012 0.153 1.000 0.024 -0.004 0.001 -0.002 -0.126 0.001 -0.067 0.025 -0.021 -0.087 0.041 |\n",
"| rho_s | 0.021 0.003 0.049 0.581 0.193 -0.075 0.023 -0.045 0.026 -0.001 0.079 -0.003 0.024 1.000 -0.172 0.001 0.002 -0.018 -0.004 -0.009 0.003 -0.363 0.309 0.002 |\n",
"| omega_s | 0.001 0.007 -0.003 -0.686 -0.033 -0.007 0.004 0.013 -0.030 0.005 -0.011 0.008 -0.004 -0.172 1.000 -0.000 -0.001 0.005 0.027 0.002 0.005 0.050 -0.044 0.003 |\n",
"| Dbar_s | -0.005 0.008 0.027 0.001 0.001 -0.001 -0.002 0.048 0.002 0.017 0.000 -0.007 0.001 0.001 -0.000 1.000 -0.001 0.025 0.000 0.045 0.020 -0.001 -0.005 0.021 |\n",
"| DDstar_s | -0.004 0.020 0.004 0.002 -0.000 0.000 0.002 0.057 0.008 0.029 0.038 -0.007 -0.002 0.002 -0.001 -0.001 1.000 0.044 0.001 0.036 0.025 0.000 -0.010 0.021 |\n",
"| p4160_p | -0.517 0.271 -0.103 -0.012 -0.000 -0.000 -0.145 -0.067 -0.017 0.109 0.054 -0.294 -0.126 -0.018 0.005 0.025 0.044 1.000 -0.003 0.149 -0.038 0.011 0.041 -0.142 |\n",
"| phi_p | -0.010 -0.015 -0.005 0.028 -0.216 0.630 -0.017 0.011 0.061 -0.009 0.002 -0.016 0.001 -0.004 0.027 0.000 0.001 -0.003 1.000 0.002 -0.010 0.003 0.002 -0.004 |\n",
"| p3770_p | -0.146 0.007 0.198 -0.006 -0.014 0.009 -0.061 -0.040 0.074 0.102 0.185 -0.205 -0.067 -0.009 0.002 0.045 0.036 0.149 0.002 1.000 -0.301 0.047 -0.109 -0.044 |\n",
"| p3770_s | 0.124 -0.005 -0.140 -0.000 0.021 -0.021 0.029 -0.048 0.040 -0.042 0.092 -0.069 0.025 0.003 0.005 0.020 0.025 -0.038 -0.010 -0.301 1.000 -0.011 -0.020 -0.383 |\n",
"| bplus_0 | -0.037 -0.032 -0.059 -0.212 0.063 0.137 -0.044 0.117 -0.091 -0.027 -0.079 0.023 -0.021 -0.363 0.050 -0.001 0.000 0.011 0.003 0.047 -0.011 1.000 -0.930 -0.013 |\n",
"| bplus_1 | 0.015 0.104 -0.072 0.185 -0.064 -0.120 0.025 -0.055 -0.123 0.059 -0.175 0.092 -0.087 0.309 -0.044 -0.005 -0.010 0.041 0.002 -0.109 -0.020 -0.930 1.000 0.036 |\n",
"| psi2s_p | 0.067 -0.058 -0.129 -0.000 0.001 -0.007 -0.042 -0.020 -0.048 -0.203 -0.074 0.261 0.041 0.002 0.003 0.021 0.021 -0.142 -0.004 -0.044 -0.383 -0.013 0.036 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.17635114696430482}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.1784648772277304}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.31255392585180264}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.2921967154742098}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.25826109564955857}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 1.0921488383459526}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.17241473278929753}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.023605150907676453}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.08442241995306077}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.1604014614100695}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.31174447318819887}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.20193902024586163}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.1996345011679339}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.36431775437732106}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 4.347803665424106}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.019501128680833868}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.02481382363376161}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.09467731482337527}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.1765156758427402}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.08805900533627309}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.2309005213998816}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.033008945798463585}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.062401667457582466}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.03168791900599999})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 32/50\n",
"Time taken: 2 h, 8 min\n",
"Projected time left: 1 h, 12 min\n",
"Toy 32: Generating data...\n",
"Directory data/zfit_toys/toy_32 Created \n",
"Toy 32: Data generation finished\n",
"Toy 32: Loading data...\n",
"Toy 32: Loading data finished\n",
"Toy 32: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 3.014E+05 | Ncalls=500 (511 total) |\n",
"| EDM = 4.62E+07 (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: 301388.0685164397\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 1.780 | 0.001 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | -5.338 | 0.008 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | -6.049 | 0.005 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | 4.424 | 0.004 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | 4.676 | 0.004 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 21.129 | 0.004 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 0.806 | 0.000 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | -1.996 | 0.005 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | 1.042 | 0.003 | | | -2 | 2 | |\n",
"| 9 | p4040_p | 3.93 | 0.04 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | -1.160 | 0.027 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | -0.745 | 0.001 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 2.014 | 0.001 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 0.597 | 0.001 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 0.676E1 | 0.000E1 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | 2.599E-1 | 0.002E-1 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | 2.586E-1 | 0.002E-1 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | 1.786 | 0.006 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | 0.262 | 0.006 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | 4.451 | 0.022 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 1.731 | 0.004 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | -2.408E-1 | 0.022E-1 | | | -2 | 2 | |\n",
"| 22| bplus_1 | 0.409 | 0.005 | | | -2 | 2 | |\n",
"| 23| psi2s_p | -0.4 | 8.1 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 -0.313 -0.319 -0.005 0.007 -0.001 -0.105 -0.301 0.315 0.338 0.334 0.070 -0.010 -0.017 -0.003 0.201 0.239 -0.150 0.081 -0.336 0.327 0.340 0.340 0.341 |\n",
"| p4415_p | -0.313 1.000 0.860 0.012 -0.018 0.003 0.282 0.810 -0.848 -0.911 -0.899 -0.189 0.027 0.045 0.009 -0.541 -0.645 0.404 -0.218 0.905 -0.879 -0.915 -0.915 -0.918 |\n",
"| Dbar_p | -0.319 0.860 1.000 0.013 -0.019 0.003 0.288 0.827 -0.865 -0.930 -0.917 -0.193 0.027 0.046 0.009 -0.552 -0.658 0.412 -0.222 0.924 -0.898 -0.934 -0.934 -0.937 |\n",
"| omega_p | -0.005 0.012 0.013 1.000 -0.000 0.000 0.004 0.012 -0.012 -0.013 -0.013 -0.003 0.000 0.001 0.000 -0.008 -0.009 0.006 -0.003 0.013 -0.013 -0.013 -0.013 -0.013 |\n",
"| rho_p | 0.007 -0.018 -0.019 -0.000 1.000 -0.000 -0.006 -0.018 0.019 0.020 0.020 0.004 -0.001 -0.001 -0.000 0.012 0.014 -0.009 0.005 -0.020 0.019 0.020 0.020 0.020 |\n",
"| phi_s | -0.001 0.003 0.003 0.000 -0.000 1.000 0.001 0.003 -0.003 -0.003 -0.003 -0.001 0.000 0.000 0.000 -0.002 -0.002 0.001 -0.001 0.003 -0.003 -0.003 -0.003 -0.003 |\n",
"| p4160_s | -0.105 0.282 0.288 0.004 -0.006 0.001 1.000 0.271 -0.284 -0.305 -0.301 -0.063 0.009 0.015 0.003 -0.181 -0.216 0.135 -0.073 0.303 -0.294 -0.306 -0.306 -0.307 |\n",
"| jpsi_p | -0.301 0.810 0.827 0.012 -0.018 0.003 0.271 1.000 -0.815 -0.876 -0.864 -0.182 0.026 0.043 0.009 -0.520 -0.620 0.388 -0.209 0.870 -0.845 -0.880 -0.880 -0.882 |\n",
"| bplus_2 | 0.315 -0.848 -0.865 -0.012 0.019 -0.003 -0.284 -0.815 1.000 0.917 0.904 0.190 -0.027 -0.045 -0.009 0.544 0.649 -0.406 0.219 -0.911 0.885 0.921 0.921 0.924 |\n",
"| p4040_p | 0.338 -0.911 -0.930 -0.013 0.020 -0.003 -0.305 -0.876 0.917 1.000 0.972 0.205 -0.029 -0.048 -0.010 0.585 0.697 -0.436 0.236 -0.979 0.951 0.990 0.990 0.993 |\n",
"| DDstar_p | 0.334 -0.899 -0.917 -0.013 0.020 -0.003 -0.301 -0.864 0.904 0.972 1.000 0.202 -0.029 -0.048 -0.010 0.577 0.688 -0.431 0.232 -0.966 0.938 0.976 0.976 0.979 |\n",
"| Ctt | 0.070 -0.189 -0.193 -0.003 0.004 -0.001 -0.063 -0.182 0.190 0.205 0.202 1.000 -0.006 -0.010 -0.002 0.122 0.145 -0.091 0.049 -0.204 0.198 0.206 0.206 0.206 |\n",
"| p4415_s | -0.010 0.027 0.027 0.000 -0.001 0.000 0.009 0.026 -0.027 -0.029 -0.029 -0.006 1.000 0.001 0.000 -0.017 -0.021 0.013 -0.007 0.029 -0.028 -0.029 -0.029 -0.029 |\n",
"| rho_s | -0.017 0.045 0.046 0.001 -0.001 0.000 0.015 0.043 -0.045 -0.048 -0.048 -0.010 0.001 1.000 0.000 -0.029 -0.034 0.021 -0.012 0.048 -0.047 -0.049 -0.049 -0.049 |\n",
"| omega_s | -0.003 0.009 0.009 0.000 -0.000 0.000 0.003 0.009 -0.009 -0.010 -0.010 -0.002 0.000 0.000 1.000 -0.006 -0.007 0.004 -0.002 0.010 -0.010 -0.010 -0.010 -0.010 |\n",
"| Dbar_s | 0.201 -0.541 -0.552 -0.008 0.012 -0.002 -0.181 -0.520 0.544 0.585 0.577 0.122 -0.017 -0.029 -0.006 1.000 0.414 -0.259 0.140 -0.581 0.565 0.588 0.588 0.589 |\n",
"| DDstar_s | 0.239 -0.645 -0.658 -0.009 0.014 -0.002 -0.216 -0.620 0.649 0.697 0.688 0.145 -0.021 -0.034 -0.007 0.414 1.000 -0.309 0.167 -0.693 0.673 0.700 0.700 0.702 |\n",
"| p4160_p | -0.150 0.404 0.412 0.006 -0.009 0.001 0.135 0.388 -0.406 -0.436 -0.431 -0.091 0.013 0.021 0.004 -0.259 -0.309 1.000 -0.104 0.434 -0.421 -0.438 -0.438 -0.440 |\n",
"| phi_p | 0.081 -0.218 -0.222 -0.003 0.005 -0.001 -0.073 -0.209 0.219 0.236 0.232 0.049 -0.007 -0.012 -0.002 0.140 0.167 -0.104 1.000 -0.234 0.227 0.237 0.237 0.237 |\n",
"| p3770_p | -0.336 0.905 0.924 0.013 -0.020 0.003 0.303 0.870 -0.911 -0.979 -0.966 -0.204 0.029 0.048 0.010 -0.581 -0.693 0.434 -0.234 1.000 -0.945 -0.983 -0.983 -0.986 |\n",
"| p3770_s | 0.327 -0.879 -0.898 -0.013 0.019 -0.003 -0.294 -0.845 0.885 0.951 0.938 0.198 -0.028 -0.047 -0.010 0.565 0.673 -0.421 0.227 -0.945 1.000 0.955 0.955 0.958 |\n",
"| bplus_0 | 0.340 -0.915 -0.934 -0.013 0.020 -0.003 -0.306 -0.880 0.921 0.990 0.976 0.206 -0.029 -0.049 -0.010 0.588 0.700 -0.438 0.237 -0.983 0.955 1.000 0.994 0.997 |\n",
"| bplus_1 | 0.340 -0.915 -0.934 -0.013 0.020 -0.003 -0.306 -0.880 0.921 0.990 0.976 0.206 -0.029 -0.049 -0.010 0.588 0.700 -0.438 0.237 -0.983 0.955 0.994 1.000 0.997 |\n",
"| psi2s_p | 0.341 -0.918 -0.937 -0.013 0.020 -0.003 -0.307 -0.882 0.924 0.993 0.979 0.206 -0.029 -0.049 -0.010 0.589 0.702 -0.440 0.237 -0.986 0.958 0.997 0.997 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.0006291975394621119}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.007985258851270771}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.004523853750326712}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.004056759697570911}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.0038381104421763013}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 0.0036030856963815694}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.0004873612970820451}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.005060463929967618}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.0032458293171402364}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.03519708667701682}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.026601972806755025}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.0011957662440087446}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.0007352154181468062}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.0008435001980726109}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 0.002389433656862394}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.00017012262209065154}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.0001958841902288122}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.006334925956383408}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.005958883796820302}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.02236921491316224}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.004422469532715745}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.0021960129974937237}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.0048515734419147805}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 8.139661906205548})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 33/50\n",
"Time taken: 2 h, 15 min\n",
"Projected time left: 1 h, 9 min\n",
"Toy 33: Generating data...\n",
"Directory data/zfit_toys/toy_33 Created \n",
"Toy 33: Data generation finished\n",
"Toy 33: Loading data...\n",
"Toy 33: Loading data finished\n",
"Toy 33: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.974E+05 | Ncalls=1382 (1382 total) |\n",
"| EDM = 0.0108 (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: 297371.7337031406\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 0.59 | 0.19 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | -2.05 | 0.16 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | 5.0 | 2.2 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | 6.28 | 0.13 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -6.0 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 18.4 | 0.8 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 2.19 | 0.16 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | 1.666 | 0.028 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | -0.17 | 0.05 | | | -2 | 2 | |\n",
"| 9 | p4040_p | -2.65 | 0.26 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | -2.7 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | -0.11 | 0.11 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 1.19 | 0.21 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 0.7 | 0.3 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 5.9 | 0.9 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | -0.06 | 0.12 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | -0.30 | 0.36 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | -1.99 | 0.11 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | 0.77 | 0.15 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | 3.43 | 0.13 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 2.58 | 0.21 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | 0.448 | 0.014 | | | -2 | 2 | |\n",
"| 22| bplus_1 | -0.819 | 0.028 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 1.799 | 0.029 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 -0.095 -0.591 -0.004 0.284 -0.049 0.250 0.329 0.016 -0.239 0.469 -0.012 0.481 -0.186 0.136 -0.422 0.686 -0.628 -0.055 -0.454 -0.059 -0.608 -0.621 0.229 |\n",
"| p4415_p | -0.095 1.000 0.003 -0.001 0.031 -0.013 -0.094 0.096 0.134 0.115 0.169 -0.059 -0.038 0.003 0.007 -0.039 0.000 0.200 -0.005 0.068 0.048 -0.032 -0.035 0.011 |\n",
"| Dbar_p | -0.591 0.003 1.000 0.006 -0.354 0.056 -0.403 -0.502 -0.036 0.179 -0.506 0.281 -0.571 0.243 -0.173 0.699 -0.900 0.559 0.065 0.430 0.138 0.782 0.797 -0.334 |\n",
"| omega_p | -0.004 -0.001 0.006 1.000 0.004 -0.002 -0.003 -0.003 -0.003 0.001 -0.004 0.002 -0.004 0.024 -0.116 0.005 -0.006 0.004 0.005 0.004 0.001 0.006 0.005 -0.002 |\n",
"| rho_p | 0.284 0.031 -0.354 0.004 1.000 -0.056 0.210 0.213 0.147 -0.060 0.249 -0.101 0.256 -0.129 0.518 -0.282 0.405 -0.255 -0.200 -0.249 -0.057 -0.392 -0.359 0.139 |\n",
"| phi_s | -0.049 -0.013 0.056 -0.002 -0.056 1.000 -0.044 -0.055 -0.085 0.002 -0.032 0.015 -0.043 -0.045 -0.019 0.042 -0.062 0.038 0.500 0.039 -0.002 0.046 0.050 -0.025 |\n",
"| p4160_s | 0.250 -0.094 -0.403 -0.003 0.210 -0.044 1.000 0.217 0.082 0.164 0.352 -0.007 0.454 -0.120 0.095 -0.298 0.480 -0.354 -0.041 -0.292 -0.074 -0.417 -0.430 0.114 |\n",
"| jpsi_p | 0.329 0.096 -0.502 -0.003 0.213 -0.055 0.217 1.000 -0.071 0.004 0.496 -0.269 0.279 -0.129 0.094 -0.542 0.477 -0.165 -0.044 -0.175 0.091 -0.421 -0.433 0.341 |\n",
"| bplus_2 | 0.016 0.134 -0.036 -0.003 0.147 -0.085 0.082 -0.071 1.000 0.035 -0.013 0.419 -0.028 0.095 0.017 0.063 0.013 0.015 -0.036 -0.003 -0.010 -0.068 -0.075 -0.032 |\n",
"| p4040_p | -0.239 0.115 0.179 0.001 -0.060 0.002 0.164 0.004 0.035 1.000 -0.004 -0.086 -0.083 0.059 -0.035 0.020 -0.201 0.198 0.013 0.244 0.046 0.169 0.169 -0.124 |\n",
"| DDstar_p | 0.469 0.169 -0.506 -0.004 0.249 -0.032 0.352 0.496 -0.013 -0.004 1.000 -0.195 0.392 -0.183 0.126 -0.197 0.544 -0.242 -0.041 -0.343 -0.025 -0.570 -0.579 0.326 |\n",
"| Ctt | -0.012 -0.059 0.281 0.002 -0.101 0.015 -0.007 -0.269 0.419 -0.086 -0.195 1.000 -0.030 0.084 -0.056 0.082 -0.250 0.001 0.024 0.109 0.005 0.219 0.223 0.097 |\n",
"| p4415_s | 0.481 -0.038 -0.571 -0.004 0.256 -0.043 0.454 0.279 -0.028 -0.083 0.392 -0.030 1.000 -0.174 0.125 -0.417 0.650 -0.417 -0.050 -0.417 -0.117 -0.555 -0.567 0.211 |\n",
"| rho_s | -0.186 0.003 0.243 0.024 -0.129 -0.045 -0.120 -0.129 0.095 0.059 -0.183 0.084 -0.174 1.000 -0.233 0.194 -0.286 0.183 -0.033 0.172 0.062 0.307 0.276 -0.093 |\n",
"| omega_s | 0.136 0.007 -0.173 -0.116 0.518 -0.019 0.095 0.094 0.017 -0.035 0.126 -0.056 0.125 -0.233 1.000 -0.139 0.201 -0.128 -0.100 -0.124 -0.036 -0.201 -0.183 0.067 |\n",
"| Dbar_s | -0.422 -0.039 0.699 0.005 -0.282 0.042 -0.298 -0.542 0.063 0.020 -0.197 0.082 -0.417 0.194 -0.139 1.000 -0.705 0.333 0.049 0.221 -0.065 0.615 0.625 -0.382 |\n",
"| DDstar_s | 0.686 0.000 -0.900 -0.006 0.405 -0.062 0.480 0.477 0.013 -0.201 0.544 -0.250 0.650 -0.286 0.201 -0.705 1.000 -0.668 -0.077 -0.600 -0.186 -0.912 -0.929 0.334 |\n",
"| p4160_p | -0.628 0.200 0.559 0.004 -0.255 0.038 -0.354 -0.165 0.015 0.198 -0.242 0.001 -0.417 0.183 -0.128 0.333 -0.668 1.000 0.051 0.523 0.182 0.580 0.589 -0.180 |\n",
"| phi_p | -0.055 -0.005 0.065 0.005 -0.200 0.500 -0.041 -0.044 -0.036 0.013 -0.041 0.024 -0.050 -0.033 -0.100 0.049 -0.077 0.051 1.000 0.051 0.013 0.069 0.066 -0.025 |\n",
"| p3770_p | -0.454 0.068 0.430 0.004 -0.249 0.039 -0.292 -0.175 -0.003 0.244 -0.343 0.109 -0.417 0.172 -0.124 0.221 -0.600 0.523 0.051 1.000 0.042 0.561 0.568 -0.125 |\n",
"| p3770_s | -0.059 0.048 0.138 0.001 -0.057 -0.002 -0.074 0.091 -0.010 0.046 -0.025 0.005 -0.117 0.062 -0.036 -0.065 -0.186 0.182 0.013 0.042 1.000 0.187 0.184 -0.225 |\n",
"| bplus_0 | -0.608 -0.032 0.782 0.006 -0.392 0.046 -0.417 -0.421 -0.068 0.169 -0.570 0.219 -0.555 0.307 -0.201 0.615 -0.912 0.580 0.069 0.561 0.187 1.000 0.784 -0.298 |\n",
"| bplus_1 | -0.621 -0.035 0.797 0.005 -0.359 0.050 -0.430 -0.433 -0.075 0.169 -0.579 0.223 -0.567 0.276 -0.183 0.625 -0.929 0.589 0.066 0.568 0.184 0.784 1.000 -0.305 |\n",
"| psi2s_p | 0.229 0.011 -0.334 -0.002 0.139 -0.025 0.114 0.341 -0.032 -0.124 0.326 0.097 0.211 -0.093 0.067 -0.382 0.334 -0.180 -0.025 -0.125 -0.225 -0.298 -0.305 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.194362055188366}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.15525370226451418}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 2.2338926674678987}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.13224650662168802}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.3982730805053083}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 0.8245951461654375}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.15619513648347083}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.02759958271808749}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.046509814166270425}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.2620794817920318}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.3721816833886171}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.11378315603464695}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.20659396760230242}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.320075917192155}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 0.8545086778656139}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.12267510043190742}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.35990915744644847}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.11457800574995369}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.1500696332781133}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.13141921649528143}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.20699202966105168}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.014266279996433262}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.028285868391136115}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.029328016259754897})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 34/50\n",
"Time taken: 2 h, 23 min\n",
"Projected time left: 1 h, 7 min\n",
"Toy 34: Generating data...\n",
"Directory data/zfit_toys/toy_34 Created \n",
"Toy 34: Data generation finished\n",
"Toy 34: Loading data...\n",
"Toy 34: Loading data finished\n",
"Toy 34: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 3.002E+05 | Ncalls=539 (550 total) |\n",
"| EDM = 2.53E+06 (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 | True | False |\n",
"------------------------------------------------------------------\n",
"Function minimum: 300196.9642244317\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 2.003 | 0.000 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | 2.72 | 0.05 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | -5.347 | 0.013 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | -1.288 | 0.006 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -2.441 | 0.005 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 18.969 | 0.003 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 0.321E1 | 0.000E1 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | -1.007 | 0.026 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | -1.745 | 0.001 | | | -2 | 2 | |\n",
"| 9 | p4040_p | -3.695 | 0.023 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | 1.978 | 0.024 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | 1.367 | 0.000 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 2.112 | 0.001 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 0.785 | 0.001 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 0.497E1 | 0.000E1 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | -2.126E-1 | 0.002E-1 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | -1.964E-1 | 0.003E-1 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | -5.102 | 0.030 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | -3.783 | 0.008 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | 0.326E1 | 0.000E1 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 0.405E1 | 0.000E1 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | -0.9 | 2.5 | | | -2 | 2 | |\n",
"| 22| bplus_1 | 1.574 | 0.003 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 1.706 | 0.013 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 0.045 0.044 0.027 -0.011 -0.010 -0.012 -0.045 -0.032 0.045 0.045 0.018 0.010 -0.018 -0.004 0.028 -0.037 0.044 -0.038 -0.004 0.005 -0.045 0.044 0.045 |\n",
"| p4415_p | 0.045 1.000 0.974 0.594 -0.250 -0.231 -0.266 -0.993 -0.701 0.984 0.985 0.392 0.219 -0.392 -0.080 0.615 -0.813 0.982 -0.836 -0.095 0.105 -0.996 0.975 0.987 |\n",
"| Dbar_p | 0.044 0.974 1.000 0.583 -0.245 -0.227 -0.261 -0.974 -0.688 0.966 0.967 0.385 0.215 -0.385 -0.078 0.604 -0.798 0.964 -0.820 -0.093 0.103 -0.978 0.957 0.969 |\n",
"| omega_p | 0.027 0.594 0.583 1.000 -0.150 -0.138 -0.159 -0.594 -0.420 0.589 0.590 0.235 0.131 -0.235 -0.048 0.369 -0.487 0.588 -0.501 -0.057 0.063 -0.596 0.584 0.591 |\n",
"| rho_p | -0.011 -0.250 -0.245 -0.150 1.000 0.058 0.067 0.250 0.177 -0.248 -0.248 -0.099 -0.055 0.099 0.020 -0.155 0.205 -0.247 0.211 0.024 -0.026 0.251 -0.246 -0.249 |\n",
"| phi_s | -0.010 -0.231 -0.227 -0.138 0.058 1.000 0.062 0.231 0.163 -0.229 -0.229 -0.091 -0.051 0.091 0.019 -0.143 0.189 -0.229 0.195 0.022 -0.024 0.232 -0.227 -0.230 |\n",
"| p4160_s | -0.012 -0.266 -0.261 -0.159 0.067 0.062 1.000 0.266 0.188 -0.264 -0.264 -0.105 -0.059 0.105 0.021 -0.165 0.218 -0.263 0.224 0.025 -0.028 0.267 -0.261 -0.264 |\n",
"| jpsi_p | -0.045 -0.993 -0.974 -0.594 0.250 0.231 0.266 1.000 0.701 -0.985 -0.985 -0.392 -0.219 0.393 0.080 -0.616 0.814 -0.982 0.836 0.095 -0.105 0.997 -0.976 -0.988 |\n",
"| bplus_2 | -0.032 -0.701 -0.688 -0.420 0.177 0.163 0.188 0.701 1.000 -0.696 -0.696 -0.277 -0.155 0.277 0.056 -0.435 0.575 -0.694 0.591 0.067 -0.074 0.704 -0.689 -0.698 |\n",
"| p4040_p | 0.045 0.984 0.966 0.589 -0.248 -0.229 -0.264 -0.985 -0.696 1.000 0.977 0.389 0.217 -0.389 -0.079 0.611 -0.807 0.974 -0.829 -0.094 0.104 -0.988 0.968 0.979 |\n",
"| DDstar_p | 0.045 0.985 0.967 0.590 -0.248 -0.229 -0.264 -0.985 -0.696 0.977 1.000 0.389 0.217 -0.389 -0.079 0.611 -0.807 0.974 -0.830 -0.094 0.104 -0.989 0.968 0.980 |\n",
"| Ctt | 0.018 0.392 0.385 0.235 -0.099 -0.091 -0.105 -0.392 -0.277 0.389 0.389 1.000 0.086 -0.155 -0.031 0.243 -0.321 0.388 -0.330 -0.038 0.042 -0.393 0.385 0.390 |\n",
"| p4415_s | 0.010 0.219 0.215 0.131 -0.055 -0.051 -0.059 -0.219 -0.155 0.217 0.217 0.086 1.000 -0.086 -0.018 0.136 -0.179 0.216 -0.184 -0.021 0.023 -0.220 0.215 0.218 |\n",
"| rho_s | -0.018 -0.392 -0.385 -0.235 0.099 0.091 0.105 0.393 0.277 -0.389 -0.389 -0.155 -0.086 1.000 0.031 -0.243 0.322 -0.388 0.331 0.038 -0.042 0.394 -0.386 -0.390 |\n",
"| omega_s | -0.004 -0.080 -0.078 -0.048 0.020 0.019 0.021 0.080 0.056 -0.079 -0.079 -0.031 -0.018 0.031 1.000 -0.049 0.065 -0.079 0.067 0.008 -0.008 0.080 -0.078 -0.079 |\n",
"| Dbar_s | 0.028 0.615 0.604 0.369 -0.155 -0.143 -0.165 -0.616 -0.435 0.611 0.611 0.243 0.136 -0.243 -0.049 1.000 -0.505 0.609 -0.519 -0.059 0.065 -0.618 0.605 0.612 |\n",
"| DDstar_s | -0.037 -0.813 -0.798 -0.487 0.205 0.189 0.218 0.814 0.575 -0.807 -0.807 -0.321 -0.179 0.322 0.065 -0.505 1.000 -0.805 0.685 0.078 -0.086 0.817 -0.800 -0.809 |\n",
"| p4160_p | 0.044 0.982 0.964 0.588 -0.247 -0.229 -0.263 -0.982 -0.694 0.974 0.974 0.388 0.216 -0.388 -0.079 0.609 -0.805 1.000 -0.827 -0.094 0.104 -0.986 0.965 0.977 |\n",
"| phi_p | -0.038 -0.836 -0.820 -0.501 0.211 0.195 0.224 0.836 0.591 -0.829 -0.830 -0.330 -0.184 0.331 0.067 -0.519 0.685 -0.827 1.000 0.080 -0.089 0.839 -0.822 -0.832 |\n",
"| p3770_p | -0.004 -0.095 -0.093 -0.057 0.024 0.022 0.025 0.095 0.067 -0.094 -0.094 -0.038 -0.021 0.038 0.008 -0.059 0.078 -0.094 0.080 1.000 -0.010 0.095 -0.093 -0.094 |\n",
"| p3770_s | 0.005 0.105 0.103 0.063 -0.026 -0.024 -0.028 -0.105 -0.074 0.104 0.104 0.042 0.023 -0.042 -0.008 0.065 -0.086 0.104 -0.089 -0.010 1.000 -0.106 0.103 0.105 |\n",
"| bplus_0 | -0.045 -0.996 -0.978 -0.596 0.251 0.232 0.267 0.997 0.704 -0.988 -0.989 -0.393 -0.220 0.394 0.080 -0.618 0.817 -0.986 0.839 0.095 -0.106 1.000 -0.979 -0.991 |\n",
"| bplus_1 | 0.044 0.975 0.957 0.584 -0.246 -0.227 -0.261 -0.976 -0.689 0.968 0.968 0.385 0.215 -0.386 -0.078 0.605 -0.800 0.965 -0.822 -0.093 0.103 -0.979 1.000 0.970 |\n",
"| psi2s_p | 0.045 0.987 0.969 0.591 -0.249 -0.230 -0.264 -0.988 -0.698 0.979 0.980 0.390 0.218 -0.390 -0.079 0.612 -0.809 0.977 -0.832 -0.094 0.105 -0.991 0.970 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.00011517718760645224}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.05329838845179946}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.013156807659500114}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.005721706540271043}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.004804035150877128}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 0.003362700022561782}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.0008511282947720744}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.025776331253054785}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.001063079429582281}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.022763812200164102}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.023840144772553806}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.0004967812915350756}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.0005331650353095352}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.0008047964069671232}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 0.001396373703605569}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.00020265223001721122}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.00029204994930495665}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.030454145462408988}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.007660129764866186}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.0027151986189783983}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.0002176067539263471}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 2.5396825600399167}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.0033866588304749534}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.013246052464551905})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 35/50\n",
"Time taken: 2 h, 30 min\n",
"Projected time left: 1 h, 4 min\n",
"Toy 35: Generating data...\n",
"Directory data/zfit_toys/toy_35 Created \n",
"Toy 35: Data generation finished\n",
"Toy 35: Loading data...\n",
"Toy 35: Loading data finished\n",
"Toy 35: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.973E+05 | Ncalls=1472 (1472 total) |\n",
"| EDM = 5.47E-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: 297301.28640813346\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 0.92 | 0.12 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | 4.12 | 0.19 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | -6 | 8 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | -0.10 | 0.21 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | 5.80 | 0.18 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 21.4 | 0.8 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 2.00 | 0.12 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | 1.64 | 0.08 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | 0.30 | 0.07 | | | -2 | 2 | |\n",
"| 9 | p4040_p | 3.7 | 0.4 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | 6.3 | 0.5 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | -0.49 | 0.21 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 1.42 | 0.16 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 1.58 | 0.23 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 5.9 | 0.8 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | -0.15 | 0.12 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | -0.30 | 0.04 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | -2.03 | 0.24 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | -5.53 | 0.13 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | 3.42 | 0.26 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 2.8 | 0.6 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | -0.461 | 0.004 | | | -2 | 2 | |\n",
"| 22| bplus_1 | 0.914 | 0.008 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 1.80 | 0.07 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 -0.130 0.084 -0.002 0.010 -0.018 -0.082 -0.082 -0.068 -0.104 -0.077 -0.005 0.085 -0.001 -0.008 0.037 -0.047 -0.165 -0.006 -0.084 -0.059 -0.095 -0.091 -0.094 |\n",
"| p4415_p | -0.130 1.000 -0.798 0.034 0.063 0.057 -0.215 0.779 0.617 0.767 0.583 0.715 -0.459 -0.018 0.054 -0.748 -0.116 0.790 0.049 0.765 0.771 0.166 0.157 0.742 |\n",
"| Dbar_p | 0.084 -0.798 1.000 -0.042 -0.068 -0.078 0.195 -0.976 -0.815 -0.941 -0.755 -0.909 0.542 0.017 -0.068 0.910 0.137 -0.952 -0.063 -0.951 -0.965 -0.193 -0.175 -0.941 |\n",
"| omega_p | -0.002 0.034 -0.042 1.000 -0.103 0.014 -0.007 0.041 0.026 0.040 0.031 0.037 -0.023 0.008 0.296 -0.039 -0.007 0.040 -0.002 0.039 0.041 0.005 0.002 0.039 |\n",
"| rho_p | 0.010 0.063 -0.068 -0.103 1.000 -0.041 0.004 0.071 -0.036 0.067 0.052 0.057 -0.035 0.127 0.138 -0.064 -0.015 0.066 -0.106 0.061 0.069 -0.044 -0.046 0.065 |\n",
"| phi_s | -0.018 0.057 -0.078 0.014 -0.041 1.000 -0.028 0.070 0.107 0.071 0.057 0.073 -0.047 -0.008 0.006 -0.074 -0.011 0.074 0.457 0.075 0.072 0.055 0.036 0.072 |\n",
"| p4160_s | -0.082 -0.215 0.195 -0.007 0.004 -0.028 1.000 -0.196 -0.183 -0.101 -0.153 -0.127 0.238 -0.000 -0.016 0.138 -0.019 -0.198 -0.012 -0.184 -0.182 -0.109 -0.102 -0.203 |\n",
"| jpsi_p | -0.082 0.779 -0.976 0.041 0.071 0.070 -0.196 1.000 0.797 0.918 0.724 0.872 -0.535 -0.019 0.064 -0.895 -0.140 0.930 0.060 0.927 0.944 0.174 0.159 0.921 |\n",
"| bplus_2 | -0.068 0.617 -0.815 0.026 -0.036 0.107 -0.183 0.797 1.000 0.758 0.610 0.660 -0.414 0.009 0.055 -0.776 -0.113 0.765 0.059 0.766 0.782 0.064 0.053 0.772 |\n",
"| p4040_p | -0.104 0.767 -0.941 0.040 0.067 0.071 -0.101 0.918 0.758 1.000 0.700 0.833 -0.495 -0.019 0.064 -0.871 -0.121 0.896 0.059 0.902 0.902 0.193 0.177 0.873 |\n",
"| DDstar_p | -0.077 0.583 -0.755 0.031 0.052 0.057 -0.153 0.724 0.610 0.700 1.000 0.683 -0.404 -0.014 0.051 -0.693 -0.099 0.704 0.046 0.710 0.720 0.148 0.134 0.699 |\n",
"| Ctt | -0.005 0.715 -0.909 0.037 0.057 0.073 -0.127 0.872 0.660 0.833 0.683 1.000 -0.430 -0.014 0.059 -0.859 -0.107 0.838 0.060 0.857 0.869 0.188 0.175 0.876 |\n",
"| p4415_s | 0.085 -0.459 0.542 -0.023 -0.035 -0.047 0.238 -0.535 -0.414 -0.495 -0.404 -0.430 1.000 0.013 -0.039 0.485 0.027 -0.499 -0.033 -0.520 -0.520 -0.208 -0.204 -0.512 |\n",
"| rho_s | -0.001 -0.018 0.017 0.008 0.127 -0.008 -0.000 -0.019 0.009 -0.019 -0.014 -0.014 0.013 1.000 -0.273 0.023 0.012 -0.018 0.066 -0.016 -0.019 -0.046 0.002 -0.017 |\n",
"| omega_s | -0.008 0.054 -0.068 0.296 0.138 0.006 -0.016 0.064 0.055 0.064 0.051 0.059 -0.039 -0.273 1.000 -0.066 -0.013 0.065 -0.037 0.063 0.065 0.024 0.008 0.063 |\n",
"| Dbar_s | 0.037 -0.748 0.910 -0.039 -0.064 -0.074 0.138 -0.895 -0.776 -0.871 -0.693 -0.859 0.485 0.023 -0.066 1.000 0.078 -0.873 -0.054 -0.846 -0.890 -0.275 -0.260 -0.868 |\n",
"| DDstar_s | -0.047 -0.116 0.137 -0.007 -0.015 -0.011 -0.019 -0.140 -0.113 -0.121 -0.099 -0.107 0.027 0.012 -0.013 0.078 1.000 -0.116 -0.006 -0.115 -0.127 -0.139 -0.142 -0.135 |\n",
"| p4160_p | -0.165 0.790 -0.952 0.040 0.066 0.074 -0.198 0.930 0.765 0.896 0.704 0.838 -0.499 -0.018 0.065 -0.873 -0.116 1.000 0.059 0.911 0.916 0.207 0.191 0.891 |\n",
"| phi_p | -0.006 0.049 -0.063 -0.002 -0.106 0.457 -0.012 0.060 0.059 0.059 0.046 0.060 -0.033 0.066 -0.037 -0.054 -0.006 0.059 1.000 0.060 0.060 0.017 0.021 0.059 |\n",
"| p3770_p | -0.084 0.765 -0.951 0.039 0.061 0.075 -0.184 0.927 0.766 0.902 0.710 0.857 -0.520 -0.016 0.063 -0.846 -0.115 0.911 0.060 1.000 0.900 0.182 0.161 0.896 |\n",
"| p3770_s | -0.059 0.771 -0.965 0.041 0.069 0.072 -0.182 0.944 0.782 0.902 0.720 0.869 -0.520 -0.019 0.065 -0.890 -0.127 0.916 0.060 0.900 1.000 0.181 0.163 0.885 |\n",
"| bplus_0 | -0.095 0.166 -0.193 0.005 -0.044 0.055 -0.109 0.174 0.064 0.193 0.148 0.188 -0.208 -0.046 0.024 -0.275 -0.139 0.207 0.017 0.182 0.181 1.000 -0.303 0.174 |\n",
"| bplus_1 | -0.091 0.157 -0.175 0.002 -0.046 0.036 -0.102 0.159 0.053 0.177 0.134 0.175 -0.204 0.002 0.008 -0.260 -0.142 0.191 0.021 0.161 0.163 -0.303 1.000 0.156 |\n",
"| psi2s_p | -0.094 0.742 -0.941 0.039 0.065 0.072 -0.203 0.921 0.772 0.873 0.699 0.876 -0.512 -0.017 0.063 -0.868 -0.135 0.891 0.059 0.896 0.885 0.174 0.156 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.11641203140108142}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.1867534739508141}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 8.154598790509855}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.21212517264978148}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.17954171977681455}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 0.7723791916134317}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.11775513000676385}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.08059580243899189}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.06525101558640967}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.4218170289255463}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.5119110618731888}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.2124507664150883}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.15983342442004111}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.23281276666167516}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 0.7645056041894689}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.12446502426526682}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.04313255017984685}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.2412966570622026}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.13091795094201286}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.26128037761679135}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.6107248109592407}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.00415108993053348}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.008325883144913782}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.0691392870125247})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 36/50\n",
"Time taken: 2 h, 40 min\n",
"Projected time left: 1 h, 2 min\n",
"Toy 36: Generating data...\n",
"Directory data/zfit_toys/toy_36 Created \n",
"Toy 36: Data generation finished\n",
"Toy 36: Loading data...\n",
"Toy 36: Loading data finished\n",
"Toy 36: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.973E+05 | Ncalls=1472 (1472 total) |\n",
"| EDM = 1.12E-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: 297336.6865071106\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 1.19 | 0.17 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | -2.37 | 0.14 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | 5.08 | 0.29 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | -0.16 | 0.35 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | 5.8 | 0.3 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 17.5 | 2.9 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 2.39 | 0.17 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | 4.646 | 0.026 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | -0.35 | 0.08 | | | -2 | 2 | |\n",
"| 9 | p4040_p | 4.06 | 0.16 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | 1.8 | 0.3 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | -0.64 | 0.22 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 1.54 | 0.19 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 1.1 | 0.3 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 4.9 | 1.1 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | 0.300 | 0.016 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | -0.300 | 0.020 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | 4.19 | 0.10 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | -6.0 | 0.7 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | 3.59 | 0.10 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 3.26 | 0.23 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | 0.442 | 0.018 | | | -2 | 2 | |\n",
"| 22| bplus_1 | -0.81 | 0.04 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 1.90 | 0.03 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 -0.185 -0.118 0.000 0.057 -0.026 0.150 -0.033 0.130 -0.237 -0.157 0.329 0.217 0.000 0.006 0.001 0.006 -0.550 -0.020 -0.160 0.075 0.020 -0.014 -0.050 |\n",
"| p4415_p | -0.185 1.000 -0.072 0.001 0.053 -0.032 -0.140 -0.035 0.175 0.175 -0.051 -0.020 -0.187 -0.009 0.009 0.018 0.036 0.291 -0.027 0.045 -0.014 0.024 -0.092 -0.110 |\n",
"| Dbar_p | -0.118 -0.072 1.000 -0.007 0.018 -0.005 -0.087 0.217 -0.091 -0.009 -0.106 -0.305 0.042 0.041 -0.015 0.018 0.003 0.041 -0.003 0.333 -0.016 0.020 0.186 -0.018 |\n",
"| omega_p | 0.000 0.001 -0.007 1.000 -0.083 0.084 -0.001 -0.026 0.018 -0.002 -0.015 0.001 -0.005 -0.170 0.508 0.000 0.000 -0.003 0.076 -0.010 -0.005 -0.061 0.044 -0.004 |\n",
"| rho_p | 0.057 0.053 0.018 -0.083 1.000 -0.049 0.068 -0.084 0.254 -0.002 -0.013 0.102 0.005 0.099 0.232 0.001 0.000 -0.009 -0.059 -0.016 0.019 -0.012 0.026 -0.003 |\n",
"| phi_s | -0.026 -0.032 -0.005 0.084 -0.049 1.000 -0.030 -0.050 -0.097 -0.014 0.007 -0.035 -0.001 0.065 -0.052 0.001 0.002 -0.012 0.968 -0.004 -0.023 -0.003 0.000 -0.015 |\n",
"| p4160_s | 0.150 -0.140 -0.087 -0.001 0.068 -0.030 1.000 -0.034 0.154 0.237 -0.108 0.276 0.343 0.006 0.005 0.003 0.007 -0.201 -0.023 -0.088 -0.002 0.033 -0.008 -0.077 |\n",
"| jpsi_p | -0.033 -0.035 0.217 -0.026 -0.084 -0.050 -0.034 1.000 0.131 -0.091 0.140 0.239 -0.006 0.032 -0.037 0.044 0.058 -0.044 -0.058 0.061 -0.043 -0.060 0.059 -0.028 |\n",
"| bplus_2 | 0.130 0.175 -0.091 0.018 0.254 -0.097 0.154 0.131 1.000 -0.095 -0.283 0.697 -0.110 -0.070 0.061 0.005 0.004 -0.083 -0.075 -0.113 -0.123 -0.083 -0.252 -0.008 |\n",
"| p4040_p | -0.237 0.175 -0.009 -0.002 -0.002 -0.014 0.237 -0.091 -0.095 1.000 0.130 -0.355 -0.051 0.002 -0.002 0.023 0.031 0.313 -0.014 0.188 -0.046 0.020 0.008 -0.212 |\n",
"| DDstar_p | -0.157 -0.051 -0.106 -0.015 -0.013 0.007 -0.108 0.140 -0.283 0.130 1.000 -0.111 -0.008 0.078 -0.033 0.003 0.034 0.190 0.005 0.259 0.144 0.001 0.398 -0.033 |\n",
"| Ctt | 0.329 -0.020 -0.305 0.001 0.102 -0.035 0.276 0.239 0.697 -0.355 -0.111 1.000 0.187 -0.011 0.011 0.006 -0.001 -0.408 -0.026 -0.221 -0.206 -0.015 -0.173 0.169 |\n",
"| p4415_s | 0.217 -0.187 0.042 -0.005 0.005 -0.001 0.343 -0.006 -0.110 -0.051 -0.008 0.187 1.000 0.025 -0.010 -0.001 -0.001 -0.120 -0.000 -0.063 0.015 0.012 0.141 0.032 |\n",
"| rho_s | 0.000 -0.009 0.041 -0.170 0.099 0.065 0.006 0.032 -0.070 0.002 0.078 -0.011 0.025 1.000 -0.482 0.000 0.001 0.004 0.086 0.038 0.017 0.302 -0.196 0.004 |\n",
"| omega_s | 0.006 0.009 -0.015 0.508 0.232 -0.052 0.005 -0.037 0.061 -0.002 -0.033 0.011 -0.010 -0.482 1.000 -0.000 -0.000 -0.003 -0.073 -0.020 -0.006 -0.139 0.100 -0.003 |\n",
"| Dbar_s | 0.001 0.018 0.018 0.000 0.001 0.001 0.003 0.044 0.005 0.023 0.003 0.006 -0.001 0.000 -0.000 1.000 -0.001 0.028 0.001 0.031 0.026 0.001 -0.001 0.025 |\n",
"| DDstar_s | 0.006 0.036 0.003 0.000 0.000 0.002 0.007 0.058 0.004 0.031 0.034 -0.001 -0.001 0.001 -0.000 -0.001 1.000 0.046 0.002 0.026 0.026 0.001 0.001 0.026 |\n",
"| p4160_p | -0.550 0.291 0.041 -0.003 -0.009 -0.012 -0.201 -0.044 -0.083 0.313 0.190 -0.408 -0.120 0.004 -0.003 0.028 0.046 1.000 -0.013 0.220 0.007 0.019 -0.000 -0.145 |\n",
"| phi_p | -0.020 -0.027 -0.003 0.076 -0.059 0.968 -0.023 -0.058 -0.075 -0.014 0.005 -0.026 -0.000 0.086 -0.073 0.001 0.002 -0.013 1.000 -0.005 -0.019 0.009 -0.009 -0.016 |\n",
"| p3770_p | -0.160 0.045 0.333 -0.010 -0.016 -0.004 -0.088 0.061 -0.113 0.188 0.259 -0.221 -0.063 0.038 -0.020 0.031 0.026 0.220 -0.005 1.000 -0.243 0.030 0.130 0.031 |\n",
"| p3770_s | 0.075 -0.014 -0.016 -0.005 0.019 -0.023 -0.002 -0.043 -0.123 -0.046 0.144 -0.206 0.015 0.017 -0.006 0.026 0.026 0.007 -0.019 -0.243 1.000 0.045 0.072 -0.426 |\n",
"| bplus_0 | 0.020 0.024 0.020 -0.061 -0.012 -0.003 0.033 -0.060 -0.083 0.020 0.001 -0.015 0.012 0.302 -0.139 0.001 0.001 0.019 0.009 0.030 0.045 1.000 -0.822 -0.010 |\n",
"| bplus_1 | -0.014 -0.092 0.186 0.044 0.026 0.000 -0.008 0.059 -0.252 0.008 0.398 -0.173 0.141 -0.196 0.100 -0.001 0.001 -0.000 -0.009 0.130 0.072 -0.822 1.000 0.025 |\n",
"| psi2s_p | -0.050 -0.110 -0.018 -0.004 -0.003 -0.015 -0.077 -0.028 -0.008 -0.212 -0.033 0.169 0.032 0.004 -0.003 0.025 0.026 -0.145 -0.016 0.031 -0.426 -0.010 0.025 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.16676464089657084}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.13886154860592148}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.2924541465337658}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.34598147544694857}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.3169671986226952}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 2.860594583910851}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.1661375188212133}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.026499471202265035}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.08167335555107191}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.1620350873444245}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 0.3167058465036918}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.220790139377665}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.19165001333972553}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.333871835150295}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 1.090314981635499}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.01627500512172697}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.02045373727140709}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.09653843584394117}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.7372497225926429}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.09916300144516743}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.2278578176560746}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.018335865598279044}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.03758037807472481}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.03203142782763635})])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Toy 37/50\n",
"Time taken: 2 h, 49 min\n",
"Projected time left: 59 min, 22 s\n",
"Toy 37: Generating data...\n",
"Directory data/zfit_toys/toy_37 Created \n",
"Toy 37: Data generation finished\n",
"Toy 37: Loading data...\n",
"Toy 37: Loading data finished\n",
"Toy 37: Fitting pdf...\n",
"------------------------------------------------------------------\n",
"| FCN = 2.97E+05 | Ncalls=1436 (1436 total) |\n",
"| EDM = 3.64E-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: 297031.5503445292\n",
"----------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"----------------------------------------------------------------------------------------------\n",
"| 0 | p4040_s | 1.06 | 0.20 | | |0.00501244| 2.01499 | |\n",
"| 1 | p4415_p | 3.75 | 0.24 | | |-6.28319 | 6.28319 | |\n",
"| 2 | Dbar_p | -6.3 | 0.9 | | |-6.28319 | 6.28319 | |\n",
"| 3 | omega_p | 6.28 | 0.10 | | |-6.28319 | 6.28319 | |\n",
"| 4 | rho_p | -0.10 | 0.36 | | |-6.28319 | 6.28319 | |\n",
"| 5 | phi_s | 18.9 | 1.0 | | | 14.8182 | 23.5818 | |\n",
"| 6 | p4160_s | 2.12 | 0.18 | | | 0.71676 | 3.68324 | |\n",
"| 7 | jpsi_p | 1.606 | 0.028 | | |-6.28319 | 6.28319 | |\n",
"| 8 | bplus_2 | 0.26 | 0.12 | | | -2 | 2 | |\n",
"| 9 | p4040_p | -2.85 | 0.18 | | |-6.28319 | 6.28319 | |\n",
"| 10| DDstar_p | 0.9 | 1.0 | | |-6.28319 | 6.28319 | |\n",
"| 11| Ctt | -0.28 | 0.19 | | | -1.5 | 1.5 | |\n",
"| 12| p4415_s | 0.89 | 0.19 | | |0.126447 | 2.35355 | |\n",
"| 13| rho_s | 1.0 | 0.4 | | |0.0253049| 2.0747 | |\n",
"| 14| omega_s | 5.1 | 1.1 | | | 4.19232 | 9.40768 | |\n",
"| 15| Dbar_s | -0.30 | 0.37 | | | -0.3 | 0.3 | |\n",
"| 16| DDstar_s | -0.30 | 0.32 | | | -0.3 | 0.3 | |\n",
"| 17| p4160_p | 3.99 | 0.14 | | |-6.28319 | 6.28319 | |\n",
"| 18| phi_p | -6.28 | 0.31 | | |-6.28319 | 6.28319 | |\n",
"| 19| p3770_p | -3.00 | 0.15 | | |-6.28319 | 6.28319 | |\n",
"| 20| p3770_s | 3.12 | 0.25 | | |0.918861 | 4.08114 | |\n",
"| 21| bplus_0 | -0.437 | 0.023 | | | -2 | 2 | |\n",
"| 22| bplus_1 | 0.87 | 0.06 | | | -2 | 2 | |\n",
"| 23| psi2s_p | 1.80 | 0.03 | | |-6.28319 | 6.28319 | |\n",
"----------------------------------------------------------------------------------------------\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | p4040_s p4415_p Dbar_p omega_p rho_p phi_s p4160_s jpsi_p bplus_2 p4040_p DDstar_p Ctt p4415_s rho_s omega_s Dbar_s DDstar_s p4160_p phi_p p3770_p p3770_s bplus_0 bplus_1 psi2s_p |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| p4040_s | 1.000 0.006 0.004 -0.006 0.142 0.046 0.196 -0.098 -0.431 -0.307 -0.536 0.433 0.248 -0.196 0.121 0.173 -0.520 -0.630 0.004 -0.469 -0.133 0.298 0.393 0.106 |\n",
"| p4415_p | 0.006 1.000 -0.075 -0.004 0.114 0.019 0.016 0.074 -0.338 0.076 -0.356 0.067 -0.092 -0.122 0.080 0.060 -0.226 0.101 0.003 -0.159 -0.093 0.195 0.274 0.026 |\n",
"| Dbar_p | 0.004 -0.075 1.000 0.001 -0.019 -0.014 -0.015 -0.219 0.041 -0.113 0.075 -0.048 0.007 0.042 -0.024 0.016 0.146 -0.075 -0.001 -0.074 -0.102 -0.053 -0.076 -0.138 |\n",
"| omega_p | -0.006 -0.004 0.001 1.000 -0.004 -0.007 -0.005 0.003 0.010 0.003 0.012 -0.004 -0.001 0.037 -0.104 -0.003 0.011 0.006 -0.002 0.009 0.005 -0.012 -0.006 -0.001 |\n",
"| rho_p | 0.142 0.114 -0.019 -0.004 1.000 0.106 0.134 -0.040 -0.346 -0.040 -0.217 0.170 0.028 0.011 0.407 0.073 -0.214 -0.122 0.056 -0.171 -0.073 0.233 0.093 0.031 |\n",
"| phi_s | 0.046 0.019 -0.014 -0.007 0.106 1.000 0.018 -0.036 -0.031 -0.043 -0.123 -0.013 0.013 -0.072 0.082 0.029 -0.114 -0.064 0.465 -0.094 -0.067 0.144 0.043 0.006 |\n",
"| p4160_s | 0.196 0.016 -0.015 -0.005 0.134 0.018 1.000 -0.083 -0.362 0.171 -0.412 0.326 0.373 -0.135 0.091 0.106 -0.376 -0.323 0.004 -0.314 -0.142 0.213 0.294 0.017 |\n",
"| jpsi_p | -0.098 0.074 -0.219 0.003 -0.040 -0.036 -0.083 1.000 0.219 0.227 0.026 -0.337 -0.084 0.060 -0.043 -0.028 0.264 0.312 -0.008 0.186 0.248 -0.131 -0.085 0.134 |\n",
"| bplus_2 | -0.431 -0.338 0.041 0.010 -0.346 -0.031 -0.362 0.219 1.000 0.203 0.755 -0.633 -0.058 0.288 -0.208 -0.241 0.741 0.428 -0.011 0.574 0.349 -0.544 -0.630 -0.109 |\n",
"| p4040_p | -0.307 0.076 -0.113 0.003 -0.040 -0.043 0.171 0.227 0.203 1.000 0.204 -0.273 -0.029 0.109 -0.061 -0.149 0.352 0.331 -0.000 0.343 0.140 -0.167 -0.192 -0.118 |\n",
"| DDstar_p | -0.536 -0.356 0.075 0.012 -0.217 -0.123 -0.412 0.026 0.755 0.204 1.000 -0.298 -0.172 0.409 -0.237 -0.354 0.873 0.493 -0.003 0.733 0.382 -0.613 -0.754 -0.159 |\n",
"| Ctt | 0.433 0.067 -0.048 -0.004 0.170 -0.013 0.326 -0.337 -0.633 -0.273 -0.298 1.000 0.254 -0.096 0.077 -0.046 -0.343 -0.440 0.006 -0.280 -0.221 0.214 0.281 0.265 |\n",
"| p4415_s | 0.248 -0.092 0.007 -0.001 0.028 0.013 0.373 -0.084 -0.058 -0.029 -0.172 0.254 1.000 -0.048 0.028 0.083 -0.193 -0.197 0.001 -0.188 -0.060 0.064 0.081 0.056 |\n",
"| rho_s | -0.196 -0.122 0.042 0.037 0.011 -0.072 -0.135 0.060 0.288 0.109 0.409 -0.096 -0.048 1.000 -0.443 -0.113 0.389 0.214 0.021 0.308 0.181 -0.423 -0.205 -0.041 |\n",
"| omega_s | 0.121 0.080 -0.024 -0.104 0.407 0.082 0.091 -0.043 -0.208 -0.061 -0.237 0.077 0.028 -0.443 1.000 0.068 -0.227 -0.127 -0.003 -0.182 -0.102 0.250 0.109 0.024 |\n",
"| Dbar_s | 0.173 0.060 0.016 -0.003 0.073 0.029 0.106 -0.028 -0.241 -0.149 -0.354 -0.046 0.083 -0.113 0.068 1.000 -0.317 -0.209 0.001 -0.197 -0.196 0.174 0.219 -0.008 |\n",
"| DDstar_s | -0.520 -0.226 0.146 0.011 -0.214 -0.114 -0.376 0.264 0.741 0.352 0.873 -0.343 -0.193 0.389 -0.227 -0.317 1.000 0.651 -0.002 0.778 0.463 -0.585 -0.722 -0.051 |\n",
"| p4160_p | -0.630 0.101 -0.075 0.006 -0.122 -0.064 -0.323 0.312 0.428 0.331 0.493 -0.440 -0.197 0.214 -0.127 -0.209 0.651 1.000 -0.003 0.573 0.290 -0.322 -0.408 -0.067 |\n",
"| phi_p | 0.004 0.003 -0.001 -0.002 0.056 0.465 0.004 -0.008 -0.011 -0.000 -0.003 0.006 0.001 0.021 -0.003 0.001 -0.002 -0.003 1.000 -0.004 -0.001 -0.000 0.002 -0.000 |\n",
"| p3770_p | -0.469 -0.159 -0.074 0.009 -0.171 -0.094 -0.314 0.186 0.574 0.343 0.733 -0.280 -0.188 0.308 -0.182 -0.197 0.778 0.573 -0.004 1.000 0.209 -0.451 -0.601 -0.014 |\n",
"| p3770_s | -0.133 -0.093 -0.102 0.005 -0.073 -0.067 -0.142 0.248 0.349 0.140 0.382 -0.221 -0.060 0.181 -0.102 -0.196 0.463 0.290 -0.001 0.209 1.000 -0.273 -0.341 -0.273 |\n",
"| bplus_0 | 0.298 0.195 -0.053 -0.012 0.233 0.144 0.213 -0.131 -0.544 -0.167 -0.613 0.214 0.064 -0.423 0.250 0.174 -0.585 -0.322 -0.000 -0.451 -0.273 1.000 0.009 0.067 |\n",
"| bplus_1 | 0.393 0.274 -0.076 -0.006 0.093 0.043 0.294 -0.085 -0.630 -0.192 -0.754 0.281 0.081 -0.205 0.109 0.219 -0.722 -0.408 0.002 -0.601 -0.341 0.009 1.000 0.087 |\n",
"| psi2s_p | 0.106 0.026 -0.138 -0.001 0.031 0.006 0.017 0.134 -0.109 -0.118 -0.159 0.265 0.056 -0.041 0.024 -0.008 -0.051 -0.067 -0.000 -0.014 -0.273 0.067 0.087 1.000 |\n",
"--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"Hesse errors: OrderedDict([(<zfit.Parameter 'p4040_s' floating=True>, {'error': 0.20161665271742785}), (<zfit.Parameter 'p4415_p' floating=True>, {'error': 0.24345049017284293}), (<zfit.Parameter 'Dbar_p' floating=True>, {'error': 0.9368693195945714}), (<zfit.Parameter 'omega_p' floating=True>, {'error': 0.10303897898701742}), (<zfit.Parameter 'rho_p' floating=True>, {'error': 0.3622381631742182}), (<zfit.Parameter 'phi_s' floating=True>, {'error': 0.9701687951765425}), (<zfit.Parameter 'p4160_s' floating=True>, {'error': 0.17973966153091714}), (<zfit.Parameter 'jpsi_p' floating=True>, {'error': 0.02801754047287508}), (<zfit.Parameter 'bplus_2' floating=True>, {'error': 0.12013943992943688}), (<zfit.Parameter 'p4040_p' floating=True>, {'error': 0.18182201956171018}), (<zfit.Parameter 'DDstar_p' floating=True>, {'error': 1.0141480225720554}), (<zfit.Parameter 'Ctt' floating=True>, {'error': 0.18520055758929255}), (<zfit.Parameter 'p4415_s' floating=True>, {'error': 0.1940353755704624}), (<zfit.Parameter 'rho_s' floating=True>, {'error': 0.3848204229303964}), (<zfit.Parameter 'omega_s' floating=True>, {'error': 1.060365696817707}), (<zfit.Parameter 'Dbar_s' floating=True>, {'error': 0.37082138951432486}), (<zfit.Parameter 'DDstar_s' floating=True>, {'error': 0.32233655268044104}), (<zfit.Parameter 'p4160_p' floating=True>, {'error': 0.1362268321281226}), (<zfit.Parameter 'phi_p' floating=True>, {'error': 0.3132867721760504}), (<zfit.Parameter 'p3770_p' floating=True>, {'error': 0.15309470275296833}), (<zfit.Parameter 'p3770_s' floating=True>, {'error': 0.25224661002858983}), (<zfit.Parameter 'bplus_0' floating=True>, {'error': 0.02270106399199201}), (<zfit.Parameter 'bplus_1' floating=True>, {'error': 0.055068597998329194}), (<zfit.Parameter 'psi2s_p' floating=True>, {'error': 0.0332259892211173})])\n"
]
},
{
"ename": "KeyboardInterrupt",
"evalue": "",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m<ipython-input-39-5a47c669f7ba>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m 185\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 186\u001b[0m \u001b[0mprobs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtotal_f_fit\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpdf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtest_q\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnorm_range\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 187\u001b[1;33m \u001b[0mcalcs_test\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mzfit\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrun\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mprobs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 188\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mclf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 189\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtest_q\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcalcs_test\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabel\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'pdf'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m~\\.conda\\envs\\rmd\\lib\\site-packages\\zfit\\util\\execution.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m 79\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 80\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m__call__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 81\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msess\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrun\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 82\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 83\u001b[0m \u001b[1;31m# def close(self):\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m~\\.conda\\envs\\rmd\\lib\\site-packages\\tensorflow\\python\\client\\session.py\u001b[0m in \u001b[0;36mrun\u001b[1;34m(self, fetches, feed_dict, options, run_metadata)\u001b[0m\n\u001b[0;32m 927\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 928\u001b[0m result = self._run(None, fetches, feed_dict, options_ptr,\n\u001b[1;32m--> 929\u001b[1;33m run_metadata_ptr)\n\u001b[0m\u001b[0;32m 930\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mrun_metadata\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 931\u001b[0m \u001b[0mproto_data\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtf_session\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mTF_GetBuffer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrun_metadata_ptr\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m~\\.conda\\envs\\rmd\\lib\\site-packages\\tensorflow\\python\\client\\session.py\u001b[0m in \u001b[0;36m_run\u001b[1;34m(self, handle, fetches, feed_dict, options, run_metadata)\u001b[0m\n\u001b[0;32m 1150\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mfinal_fetches\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0mfinal_targets\u001b[0m \u001b[1;32mor\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mhandle\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mfeed_dict_tensor\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1151\u001b[0m results = self._do_run(handle, final_targets, final_fetches,\n\u001b[1;32m-> 1152\u001b[1;33m feed_dict_tensor, options, run_metadata)\n\u001b[0m\u001b[0;32m 1153\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1154\u001b[0m \u001b[0mresults\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m~\\.conda\\envs\\rmd\\lib\\site-packages\\tensorflow\\python\\client\\session.py\u001b[0m in \u001b[0;36m_do_run\u001b[1;34m(self, handle, target_list, fetch_list, feed_dict, options, run_metadata)\u001b[0m\n\u001b[0;32m 1326\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mhandle\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1327\u001b[0m return self._do_call(_run_fn, feeds, fetches, targets, options,\n\u001b[1;32m-> 1328\u001b[1;33m run_metadata)\n\u001b[0m\u001b[0;32m 1329\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1330\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_do_call\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_prun_fn\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhandle\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfeeds\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfetches\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m~\\.conda\\envs\\rmd\\lib\\site-packages\\tensorflow\\python\\framework\\errors_impl.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, node_def, op, message)\u001b[0m\n\u001b[0;32m 428\u001b[0m \"\"\"\n\u001b[0;32m 429\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 430\u001b[1;33m \u001b[1;32mdef\u001b[0m \u001b[0m__init__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnode_def\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mop\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmessage\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 431\u001b[0m \u001b[1;34m\"\"\"Creates an `InternalError`.\"\"\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 432\u001b[0m \u001b[0msuper\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mInternalError\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__init__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnode_def\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mop\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmessage\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mINTERNAL\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;31mKeyboardInterrupt\u001b[0m: "
]
},
{
"data": {
"image/png": 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D7flNXa91cyt/PMk1k1mjwSU5Lcm3kny5PV7ItkjyVJJHk+xb/uroWLaRqprYjc7B5SeBVwAvAR4GLplknUa0nq8FLgP2d5X9DbCzTe8EPtSmrwf+hc65GlcA97fyc4HvtPt1bXrdpNdtje1wIXBZmz4b+C86lytZxLYIcFabPgO4v63jncC2Vv5x4M/a9J8DH2/T24DPtelL2nZzJnBx255Om/T69dkmfwH8E/Dl9ngh2wJ4CjjvhLKRbyOT3jOYyGUrxq2qvg48e0LxVmB3m94N3NBV/qnq+CZwTpILgWuAvVX1bFX9D7AXuHb0tR+eqjpSVQ+16Z8AB+icrb6IbVFV9dP28Ix2K+B1wOdb+YltsdxGnweuTpJW/tmq+nlVfRc4SGe7milJLgLeCPxjexwWtC1OYuTbyKTDYKXLVmyYUF3G7YKqOgKdThI4v5WfrE3mqq3arv1r6HwiXsi2aMMi+4CjdDbWJ4EfVdXzbZbu9XpxndvzzwEvZ07aAvg74C+BX7THL2dx26KAryZ5MJ3L9sAYtpFRXY6iV6tetmIBnaxN5qatkpwFfAF4T1X9uPOhbuVZVyibm7aoqheAS5OcA3wJeNVKs7X7uW2LJH8EHK2qB5NctVy8wqxz3xbNlVV1OMn5wN4k/3mKeYfWFpPeM1jky1Y803bnaPdHW/nJ2mQu2irJGXSC4NNV9cVWvJBtsayqfgT8O50x33OSLH9I616vF9e5Pf8bdIYe56EtrgT+OMlTdIaKX0dnT2ER24KqOtzuj9L5kHA5Y9hGJh0Gi3zZij3A8hH+7cBdXeVva98SuAJ4ru0WfgV4Q5J17ZsEb2hlM6ON694OHKiqj3Q9tYhtsb7tEZDk14E/pHMM5T7gzW22E9tiuY3eDHytOkcK9wDb2jdsLgY2Aw+MZy2Go6purqqLqmoTnT7ga1X1JyxgWyR5WZKzl6fp/G/vZxzbyBQcOb+ezrdKngTeP+n6jGgdPwMcAf6PTmK/g84Y573AE+3+3DZv6Pww0JPAo8CWrtf5UzoHxQ4Cb5/0evXRDr9PZ1f1EWBfu12/oG3xO8C3WlvsB/6qlb+CTgd2EPhn4MxW/tL2+GB7/hVdr/X+1kaPA9dNet0GbJerOP5tooVri7bOD7fbY8t94ji2ES9HIUma+DCRJGkKGAaSJMNAkmQYSJIwDCRJGAaSJAwDSRLw/6cVs3uXLCASAAAAAElFTkSuQmCC\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",
"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 = 50\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.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": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"29/50 fits converged\n",
"Mean Ctt value = -0.5693435163740882\n",
"Mean Ctt error = 0.1928389410389605\n",
"95 Sensitivy = 0.00031236960032063256\n"
]
}
],
"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": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"(36668,)"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"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": [
"# sample from original values"
]
},
{
"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
}
