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DavidMStraub/Fit-Higgsbasis.ipynb

Created December 10, 2019 18:41
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Fit-Higgsbasis.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"from smelli import GlobalLikelihood\n",
"from wilson import Wilson\n",
"from iminuit import Minuit\n",
"import flavio\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"gl = GlobalLikelihood(\n",
" basis=\"Higgs-Warsaw up\",\n",
" include_likelihoods=[\n",
" \"likelihood_higgs.yaml\",\n",
" \"likelihood_ewpt.yaml\",\n",
" \"likelihood_eeww.yaml\",\n",
" ],\n",
" fix_ckm=True, # save time by not computing NP shifts in CKM\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"flavio.config[\"renormalization scale\"][\"hdecays\"] = 91.1876 # same as EWPT to avoid RG"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"coeffs = {\n",
" \"W\": \"c_W\",\n",
" \"cgammagamma\": \"c_{\\gamma\\gamma}\",\n",
" \"cgg\": \"c_{gg}\",\n",
" \"czBox\": \"c_{z\\Box}\",\n",
" \"czgamma\": \"c_{z\\gamma}\",\n",
" \"czz\": \"c_{zz}\",\n",
" \"deltacz\": \"\\delta c_z\",\n",
" \"deltagWlL_11\": \"\\delta g^{Wl}_{L\\,11}\",\n",
" \"deltagWlL_22\": \"\\delta g^{Wl}_{L\\,22}\",\n",
" \"deltagWlL_33\": \"\\delta g^{Wl}_{L\\,33}\",\n",
" \"deltagZeL_11\": \"\\delta g^{Ze}_{L\\,11}\",\n",
" \"deltagZeL_22\": \"\\delta g^{Ze}_{L\\,22}\",\n",
" \"deltagZeL_33\": \"\\delta g^{Ze}_{L\\,33}\",\n",
" \"deltagZdL_11\": \"\\delta g^{Zd}_{L\\,11}\",\n",
" \"deltagZdL_22\": \"\\delta g^{Zd}_{L\\,22}\",\n",
" \"deltagZdL_33\": \"\\delta g^{Zd}_{L\\,33}\",\n",
" \"deltagZdR_11\": \"\\delta g^{Zd}_{R\\,11}\",\n",
" \"deltagZdR_22\": \"\\delta g^{Zd}_{R\\,22}\",\n",
" \"deltagZdR_33\": \"\\delta g^{Zd}_{R\\,33}\",\n",
" \"deltagZeR_11\": \"\\delta g^{Ze}_{R\\,11}\",\n",
" \"deltagZeR_22\": \"\\delta g^{Ze}_{R\\,22}\",\n",
" \"deltagZeR_33\": \"\\delta g^{Ze}_{R\\,33}\",\n",
" \"deltagZuL_11\": \"\\delta g^{Zu}_{L\\,11}\",\n",
" \"deltagZuL_22\": \"\\delta g^{Zu}_{L\\,22}\",\n",
" # \"deltagZuL_33\": \"\\delta g^{Zu}_{L\\,33}\", # no W->tb included\n",
" \"deltagZuR_11\": \"\\delta g^{Zu}_{R\\,11}\",\n",
" \"deltagZuR_22\": \"\\delta g^{Zu}_{R\\,22}\",\n",
" # \"deltagZuR_33\": \"\\delta g^{Zu}_{R\\,33}\", # no Z->tt allowed\n",
" # \"deltalambda3\": \"deltalambda3\", # self-coupling not measured\n",
" # \"uphi_22\": r\"[C_{u\\varphi}]_{22}\", # charm Yukawa almost unconstrained\n",
" \"uphi_33\": r\"[C_{u\\varphi}]_{33}\",\n",
" \"dphi_33\": r\"[C_{d\\varphi}]_{33}\",\n",
" \"ephi_22\": r\"[C_{e\\varphi}]_{22}\",\n",
" \"ephi_33\": r\"[C_{e\\varphi}]_{33}\",\n",
" \"ll_1221\": r\"[C_{ll}]_{1221}\",\n",
"}\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"def chi2(C):\n",
" \"\"\"chi^2 function from smelli global likelihood\"\"\"\n",
" w = Wilson(\n",
" {k: C[i] for i, k in enumerate(coeffs)}, 91.1876, \"SMEFT\", \"Higgs-Warsaw up\"\n",
" )\n",
" pp = gl.parameter_point(w)\n",
" try:\n",
" chi2 = -2 * pp.log_likelihood_global()\n",
" except ValueError:\n",
" return np.inf\n",
" return chi2\n"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"N = len(coeffs)\n",
"m = Minuit.from_array_func(\n",
" chi2, start=np.zeros(N), error=np.ones(N) * 1e-8, name=coeffs, errordef=1\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 7min 18s, sys: 514 ms, total: 7min 19s\n",
"Wall time: 7min 22s\n"
]
},
{
"data": {
"text/html": [
"<table>\n",
"<tr>\n",
"<td colspan=\"2\" title=\"Minimum value of function\">\n",
"FCN = -41.12\n",
"</td>\n",
"<td align=\"center\" colspan=\"3\" title=\"No. of calls in last algorithm and total number of calls\">\n",
"Ncalls = 6467 (6467 total)\n",
"</td>\n",
"</tr>\n",
"<tr>\n",
"<td colspan=\"2\" title=\"Estimated distance to minimum and target threshold\">\n",
"EDM = 9.29E-05 (Goal: 1E-05)\n",
"</td>\n",
"<td align=\"center\" colspan=\"3\" title=\"Increase in FCN which corresponds to 1 standard deviation\">\n",
"up = 1.0\n",
"</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\" title=\"Validity of the migrad call\">\n",
"Valid Min.\n",
"</td>\n",
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"Valid Param.\n",
"</td>\n",
"<td align=\"center\" title=\"Is EDM above goal EDM?\">\n",
"Above EDM\n",
"</td>\n",
"<td align=\"center\" colspan=\"2\" title=\"Did last migrad call reach max call limit?\">\n",
"Reached call limit\n",
"</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"center\" style=\"background-color:#92CCA6;\">\n",
"True\n",
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"False\n",
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"<td align=\"center\" title=\"Did Hesse fail?\">\n",
"Hesse failed\n",
"</td>\n",
"<td align=\"center\" title=\"Has covariance matrix\">\n",
"Has cov.\n",
"</td>\n",
"<td align=\"center\" title=\"Is covariance matrix accurate?\">\n",
"Accurate\n",
"</td>\n",
"<td align=\"center\" title=\"Is covariance matrix positive definite?\">\n",
"Pos. def.\n",
"</td>\n",
"<td align=\"center\" title=\"Was positive definiteness enforced by Minuit?\">\n",
"Forced\n",
"</td>\n",
"</tr>\n",
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"False\n",
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"True\n",
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"<td align=\"center\" style=\"background-color:#92CCA6;\">\n",
"True\n",
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"<td align=\"center\" style=\"background-color:#92CCA6;\">\n",
"True\n",
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"<tr style=\"background-color:#F4F4F4;\">\n",
"<td/>\n",
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"Name\n",
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"<th title=\"Value of parameter\">\n",
"Value\n",
"</th>\n",
"<th title=\"Hesse error\">\n",
"Hesse Error\n",
"</th>\n",
"<th title=\"Minos lower error\">\n",
"Minos Error-\n",
"</th>\n",
"<th title=\"Minos upper error\">\n",
"Minos Error+\n",
"</th>\n",
"<th title=\"Lower limit of the parameter\">\n",
"Limit-\n",
"</th>\n",
"<th title=\"Upper limit of the parameter\">\n",
"Limit+\n",
"</th>\n",
"<th title=\"Is the parameter fixed in the fit\">\n",
"Fixed\n",
"</th>\n",
"</tr>\n",
"<tr style=\"background-color:#FFFFFF;\">\n",
"<td>\n",
"0\n",
"</td>\n",
"<td>\n",
"W\n",
"</td>\n",
"<td>\n",
"0.21E-6\n",
"</td>\n",
"<td>\n",
"1.87E-6\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
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"<td>\n",
"1\n",
"</td>\n",
"<td>\n",
"cgammagamma\n",
"</td>\n",
"<td>\n",
"-0.5E-7\n",
"</td>\n",
"<td>\n",
" 1.1E-7\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
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"cgg\n",
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"-1.6E-8\n",
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"<td>\n",
" 1.4E-8\n",
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"\n",
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"<td>\n",
"3\n",
"</td>\n",
"<td>\n",
"czBox\n",
"</td>\n",
"<td>\n",
"0.5E-5\n",
"</td>\n",
"<td>\n",
"0.6E-5\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
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"</td>\n",
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"</tr>\n",
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"<td>\n",
"4\n",
"</td>\n",
"<td>\n",
"czgamma\n",
"</td>\n",
"<td>\n",
"-0.6E-6\n",
"</td>\n",
"<td>\n",
" 0.6E-6\n",
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"</td>\n",
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"czz\n",
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"-1.2E-5\n",
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"6\n",
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"deltacz\n",
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"8\n",
"</td>\n",
"<td>\n",
"deltagWlL_22\n",
"</td>\n",
"<td>\n",
"-2.4E-7\n",
"</td>\n",
"<td>\n",
" 0.8E-7\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
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"</td>\n",
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"</td>\n",
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"<td>\n",
"9\n",
"</td>\n",
"<td>\n",
"deltagWlL_33\n",
"</td>\n",
"<td>\n",
"2.6E-7\n",
"</td>\n",
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"</td>\n",
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"<td>\n",
"10\n",
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"deltagZeL_11\n",
"</td>\n",
"<td>\n",
"-0.7E-8\n",
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"<td>\n",
" 0.5E-8\n",
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"</td>\n",
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"<td>\n",
"11\n",
"</td>\n",
"<td>\n",
"deltagZeL_22\n",
"</td>\n",
"<td>\n",
"-0.14E-8\n",
"</td>\n",
"<td>\n",
" 1.85E-8\n",
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"<td>\n",
"\n",
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"</td>\n",
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"</td>\n",
"<td>\n",
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"\n",
"</td>\n",
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"<tr style=\"background-color:#F4F4F4;\">\n",
"<td>\n",
"13\n",
"</td>\n",
"<td>\n",
"deltagZdL_11\n",
"</td>\n",
"<td>\n",
"-0.08E-6\n",
"</td>\n",
"<td>\n",
" 0.68E-6\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"</tr>\n",
"<tr style=\"background-color:#FFFFFF;\">\n",
"<td>\n",
"14\n",
"</td>\n",
"<td>\n",
"deltagZdL_22\n",
"</td>\n",
"<td>\n",
"0.4E-6\n",
"</td>\n",
"<td>\n",
"0.6E-6\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
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"</td>\n",
"<td>\n",
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"</td>\n",
"</tr>\n",
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"<td>\n",
"15\n",
"</td>\n",
"<td>\n",
"deltagZdL_33\n",
"</td>\n",
"<td>\n",
"0.52E-7\n",
"</td>\n",
"<td>\n",
"0.27E-7\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
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"<td>\n",
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"<td>\n",
"\n",
"</td>\n",
"</tr>\n",
"<tr style=\"background-color:#FFFFFF;\">\n",
"<td>\n",
"16\n",
"</td>\n",
"<td>\n",
"deltagZdR_11\n",
"</td>\n",
"<td>\n",
"1.5E-6\n",
"</td>\n",
"<td>\n",
"0.9E-6\n",
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"<td>\n",
"\n",
"</td>\n",
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"deltagZdR_22\n",
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"0.28E-6\n",
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"0.71E-6\n",
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"<td>\n",
"18\n",
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"<td>\n",
"deltagZdR_33\n",
"</td>\n",
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"0.33E-6\n",
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"0.11E-6\n",
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"\n",
"</td>\n",
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"</td>\n",
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"</td>\n",
"<td>\n",
"-0.9E-8\n",
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" 0.6E-8\n",
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"\n",
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"<td>\n",
"deltagZeR_22\n",
"</td>\n",
"<td>\n",
"-0.18E-8\n",
"</td>\n",
"<td>\n",
" 2.10E-8\n",
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"\n",
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"<td>\n",
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"<td>\n",
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"</td>\n",
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],
"text/plain": [
"------------------------------------------------------------------\n",
"| FCN = -41.12 | Ncalls=6467 (6467 total) |\n",
"| EDM = 9.29E-05 (Goal: 1E-05) | up = 1.0 |\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",
"--------------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"--------------------------------------------------------------------------------------------------\n",
"| 0 | W | 0.21E-6 | 1.87E-6 | | | | | |\n",
"| 1 | cgammagamma | -0.5E-7 | 1.1E-7 | | | | | |\n",
"| 2 | cgg | -1.6E-8 | 1.4E-8 | | | | | |\n",
"| 3 | czBox | 0.5E-5 | 0.6E-5 | | | | | |\n",
"| 4 | czgamma | -0.6E-6 | 0.6E-6 | | | | | |\n",
"| 5 | czz | -1.2E-5 | 1.6E-5 | | | | | |\n",
"| 6 | deltacz | 0.5E-6 | 1.5E-6 | | | | | |\n",
"| 7 | deltagWlL_11 | -0.9E-7 | 0.5E-7 | | | | | |\n",
"| 8 | deltagWlL_22 | -2.4E-7 | 0.8E-7 | | | | | |\n",
"| 9 | deltagWlL_33 | 2.6E-7 | 1.0E-7 | | | | | |\n",
"| 10| deltagZeL_11 | -0.7E-8 | 0.5E-8 | | | | | |\n",
"| 11| deltagZeL_22 | -0.14E-8 | 1.85E-8 | | | | | |\n",
"| 12| deltagZeL_33 | -0.5E-8 | 1.0E-8 | | | | | |\n",
"| 13| deltagZdL_11 | -0.08E-6 | 0.68E-6 | | | | | |\n",
"| 14| deltagZdL_22 | 0.4E-6 | 0.6E-6 | | | | | |\n",
"| 15| deltagZdL_33 | 0.52E-7 | 0.27E-7 | | | | | |\n",
"| 16| deltagZdR_11 | 1.5E-6 | 0.9E-6 | | | | | |\n",
"| 17| deltagZdR_22 | 0.28E-6 | 0.71E-6 | | | | | |\n",
"| 18| deltagZdR_33 | 0.33E-6 | 0.11E-6 | | | | | |\n",
"| 19| deltagZeR_11 | -0.9E-8 | 0.6E-8 | | | | | |\n",
"| 20| deltagZeR_22 | -0.18E-8 | 2.10E-8 | | | | | |\n",
"| 21| deltagZeR_33 | 0.8E-8 | 1.0E-8 | | | | | |\n",
"| 22| deltagZuL_11 | 0.19E-6 | 0.47E-6 | | | | | |\n",
"| 23| deltagZuL_22 | -0.31E-7 | 0.72E-7 | | | | | |\n",
"| 24| deltagZuR_11 | 1.3E-6 | 0.8E-6 | | | | | |\n",
"| 25| deltagZuR_22 | -0.6E-7 | 0.8E-7 | | | | | |\n",
"| 26| uphi_33 | -0.08E-6 | 2.70E-6 | | | | | |\n",
"| 27| dphi_33 | 0.16E-7 | 0.50E-7 | | | | | |\n",
"| 28| ephi_22 | 0.4E-8 | 0.5E-8 | | | | | |\n",
"| 29| ephi_33 | -0.13E-8 | 1.89E-8 | | | | | |\n",
"| 30| ll_1221 | -0.67E-6 | 0.20E-6 | | | | | |\n",
"--------------------------------------------------------------------------------------------------"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%time m.migrad()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 42.1 s, sys: 4.06 ms, total: 42.1 s\n",
"Wall time: 42.1 s\n"
]
},
{
"data": {
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"</td>\n",
"<td>\n",
"0.33E-6\n",
"</td>\n",
"<td>\n",
"0.11E-6\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"</tr>\n",
"<tr style=\"background-color:#F4F4F4;\">\n",
"<td>\n",
"19\n",
"</td>\n",
"<td>\n",
"deltagZeR_11\n",
"</td>\n",
"<td>\n",
"-0.9E-8\n",
"</td>\n",
"<td>\n",
" 0.6E-8\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
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"<td>\n",
"\n",
"</td>\n",
"</tr>\n",
"<tr style=\"background-color:#FFFFFF;\">\n",
"<td>\n",
"20\n",
"</td>\n",
"<td>\n",
"deltagZeR_22\n",
"</td>\n",
"<td>\n",
"-0.18E-8\n",
"</td>\n",
"<td>\n",
" 2.10E-8\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"</tr>\n",
"<tr style=\"background-color:#F4F4F4;\">\n",
"<td>\n",
"21\n",
"</td>\n",
"<td>\n",
"deltagZeR_33\n",
"</td>\n",
"<td>\n",
"0.8E-8\n",
"</td>\n",
"<td>\n",
"1.0E-8\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
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"<td>\n",
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"<tr style=\"background-color:#FFFFFF;\">\n",
"<td>\n",
"22\n",
"</td>\n",
"<td>\n",
"deltagZuL_11\n",
"</td>\n",
"<td>\n",
"0.19E-6\n",
"</td>\n",
"<td>\n",
"0.46E-6\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
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"<td>\n",
"\n",
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"</tr>\n",
"<tr style=\"background-color:#F4F4F4;\">\n",
"<td>\n",
"23\n",
"</td>\n",
"<td>\n",
"deltagZuL_22\n",
"</td>\n",
"<td>\n",
"-0.31E-7\n",
"</td>\n",
"<td>\n",
" 0.72E-7\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
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"</td>\n",
"<td>\n",
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"</td>\n",
"</tr>\n",
"<tr style=\"background-color:#FFFFFF;\">\n",
"<td>\n",
"24\n",
"</td>\n",
"<td>\n",
"deltagZuR_11\n",
"</td>\n",
"<td>\n",
"1.3E-6\n",
"</td>\n",
"<td>\n",
"0.8E-6\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"</tr>\n",
"<tr style=\"background-color:#F4F4F4;\">\n",
"<td>\n",
"25\n",
"</td>\n",
"<td>\n",
"deltagZuR_22\n",
"</td>\n",
"<td>\n",
"-0.6E-7\n",
"</td>\n",
"<td>\n",
" 0.8E-7\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"</tr>\n",
"<tr style=\"background-color:#FFFFFF;\">\n",
"<td>\n",
"26\n",
"</td>\n",
"<td>\n",
"uphi_33\n",
"</td>\n",
"<td>\n",
"-0.08E-6\n",
"</td>\n",
"<td>\n",
" 2.71E-6\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"</tr>\n",
"<tr style=\"background-color:#F4F4F4;\">\n",
"<td>\n",
"27\n",
"</td>\n",
"<td>\n",
"dphi_33\n",
"</td>\n",
"<td>\n",
"0.16E-7\n",
"</td>\n",
"<td>\n",
"0.50E-7\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"</tr>\n",
"<tr style=\"background-color:#FFFFFF;\">\n",
"<td>\n",
"28\n",
"</td>\n",
"<td>\n",
"ephi_22\n",
"</td>\n",
"<td>\n",
"0.4E-8\n",
"</td>\n",
"<td>\n",
"0.5E-8\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"</tr>\n",
"<tr style=\"background-color:#F4F4F4;\">\n",
"<td>\n",
"29\n",
"</td>\n",
"<td>\n",
"ephi_33\n",
"</td>\n",
"<td>\n",
"-0.13E-8\n",
"</td>\n",
"<td>\n",
" 1.87E-8\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"</tr>\n",
"<tr style=\"background-color:#FFFFFF;\">\n",
"<td>\n",
"30\n",
"</td>\n",
"<td>\n",
"ll_1221\n",
"</td>\n",
"<td>\n",
"-0.67E-6\n",
"</td>\n",
"<td>\n",
" 0.20E-6\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"<td>\n",
"\n",
"</td>\n",
"</tr>\n",
"</table>\n"
],
"text/plain": [
"--------------------------------------------------------------------------------------------------\n",
"| | Name | Value | Hesse Err | Minos Err- | Minos Err+ | Limit- | Limit+ | Fixed |\n",
"--------------------------------------------------------------------------------------------------\n",
"| 0 | W | 0.21E-6 | 1.88E-6 | | | | | |\n",
"| 1 | cgammagamma | -0.5E-7 | 1.1E-7 | | | | | |\n",
"| 2 | cgg | -1.6E-8 | 1.4E-8 | | | | | |\n",
"| 3 | czBox | 0.5E-5 | 0.6E-5 | | | | | |\n",
"| 4 | czgamma | -0.6E-6 | 0.6E-6 | | | | | |\n",
"| 5 | czz | -1.2E-5 | 1.5E-5 | | | | | |\n",
"| 6 | deltacz | 0.5E-6 | 1.5E-6 | | | | | |\n",
"| 7 | deltagWlL_11 | -0.9E-7 | 0.5E-7 | | | | | |\n",
"| 8 | deltagWlL_22 | -2.4E-7 | 0.8E-7 | | | | | |\n",
"| 9 | deltagWlL_33 | 2.6E-7 | 1.0E-7 | | | | | |\n",
"| 10| deltagZeL_11 | -0.7E-8 | 0.5E-8 | | | | | |\n",
"| 11| deltagZeL_22 | -0.14E-8 | 1.85E-8 | | | | | |\n",
"| 12| deltagZeL_33 | -0.5E-8 | 1.0E-8 | | | | | |\n",
"| 13| deltagZdL_11 | -0.08E-6 | 0.61E-6 | | | | | |\n",
"| 14| deltagZdL_22 | 0.4E-6 | 0.5E-6 | | | | | |\n",
"| 15| deltagZdL_33 | 0.52E-7 | 0.27E-7 | | | | | |\n",
"| 16| deltagZdR_11 | 1.5E-6 | 0.9E-6 | | | | | |\n",
"| 17| deltagZdR_22 | 0.28E-6 | 0.72E-6 | | | | | |\n",
"| 18| deltagZdR_33 | 0.33E-6 | 0.11E-6 | | | | | |\n",
"| 19| deltagZeR_11 | -0.9E-8 | 0.6E-8 | | | | | |\n",
"| 20| deltagZeR_22 | -0.18E-8 | 2.10E-8 | | | | | |\n",
"| 21| deltagZeR_33 | 0.8E-8 | 1.0E-8 | | | | | |\n",
"| 22| deltagZuL_11 | 0.19E-6 | 0.46E-6 | | | | | |\n",
"| 23| deltagZuL_22 | -0.31E-7 | 0.72E-7 | | | | | |\n",
"| 24| deltagZuR_11 | 1.3E-6 | 0.8E-6 | | | | | |\n",
"| 25| deltagZuR_22 | -0.6E-7 | 0.8E-7 | | | | | |\n",
"| 26| uphi_33 | -0.08E-6 | 2.71E-6 | | | | | |\n",
"| 27| dphi_33 | 0.16E-7 | 0.50E-7 | | | | | |\n",
"| 28| ephi_22 | 0.4E-8 | 0.5E-8 | | | | | |\n",
"| 29| ephi_33 | -0.13E-8 | 1.87E-8 | | | | | |\n",
"| 30| ll_1221 | -0.67E-6 | 0.20E-6 | | | | | |\n",
"--------------------------------------------------------------------------------------------------"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%time m.hesse()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
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" 0.04\n",
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"-0.01\n",
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" 0.13\n",
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" 0.57\n",
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"-0.26\n",
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"-0.19\n",
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"-0.08\n",
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"<th>\n",
"czBox\n",
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" 0.96\n",
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"-0.22\n",
"</td>\n",
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" 0.18\n",
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" 1.00\n",
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"-0.98\n",
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" 0.63\n",
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"-0.06\n",
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" 0.47\n",
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"-0.49\n",
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"-0.13\n",
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"-0.12\n",
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" 0.31\n",
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"-0.03\n",
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" 0.26\n",
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"-0.04\n",
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"-0.00\n",
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"<td style=\"background-color:rgb(217,174,146)\">\n",
"-0.59\n",
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"-0.09\n",
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"-0.25\n",
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"<td style=\"background-color:rgb(182,225,172)\">\n",
" 0.21\n",
"</td>\n",
"<td style=\"background-color:rgb(167,248,183)\">\n",
"-0.04\n",
"</td>\n",
"<td style=\"background-color:rgb(214,178,148)\">\n",
" 0.56\n",
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"<td style=\"background-color:rgb(165,252,185)\">\n",
" 0.02\n",
"</td>\n",
"<td style=\"background-color:rgb(234,149,133)\">\n",
" 0.77\n",
"</td>\n",
"<td style=\"background-color:rgb(189,215,167)\">\n",
"-0.29\n",
"</td>\n",
"<td style=\"background-color:rgb(175,237,177)\">\n",
" 0.13\n",
"</td>\n",
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"-0.40\n",
"</td>\n",
"<td style=\"background-color:rgb(209,186,152)\">\n",
"-0.50\n",
"</td>\n",
"</tr>\n",
"<tr>\n",
"<th>\n",
"czgamma\n",
"</th>\n",
"<td style=\"background-color:rgb(211,183,150)\">\n",
"-0.52\n",
"</td>\n",
"<td style=\"background-color:rgb(183,225,171)\">\n",
" 0.21\n",
"</td>\n",
"<td style=\"background-color:rgb(171,242,180)\">\n",
"-0.09\n",
"</td>\n",
"<td style=\"background-color:rgb(212,181,149)\">\n",
"-0.54\n",
"</td>\n",
"<td>\n",
" 1.00\n",
"</td>\n",
"<td style=\"background-color:rgb(211,182,150)\">\n",
" 0.53\n",
"</td>\n",
"<td style=\"background-color:rgb(209,186,152)\">\n",
"-0.50\n",
"</td>\n",
"<td style=\"background-color:rgb(203,194,156)\">\n",
" 0.44\n",
"</td>\n",
"<td style=\"background-color:rgb(165,252,185)\">\n",
" 0.02\n",
"</td>\n",
"<td style=\"background-color:rgb(184,222,170)\">\n",
"-0.23\n",
"</td>\n",
"<td style=\"background-color:rgb(187,218,168)\">\n",
" 0.26\n",
"</td>\n",
"<td style=\"background-color:rgb(169,244,181)\">\n",
" 0.07\n",
"</td>\n",
"<td style=\"background-color:rgb(178,232,175)\">\n",
" 0.16\n",
"</td>\n",
"<td style=\"background-color:rgb(163,254,186)\">\n",
" 0.00\n",
"</td>\n",
"<td style=\"background-color:rgb(172,241,179)\">\n",
"-0.10\n",
"</td>\n",
"<td style=\"background-color:rgb(165,252,185)\">\n",
" 0.02\n",
"</td>\n",
"<td style=\"background-color:rgb(177,234,176)\">\n",
"-0.15\n",
"</td>\n",
"<td style=\"background-color:rgb(164,253,185)\">\n",
" 0.01\n",
"</td>\n",
"<td style=\"background-color:rgb(163,254,186)\">\n",
" 0.00\n",
"</td>\n",
"<td style=\"background-color:rgb(192,212,165)\">\n",
" 0.31\n",
"</td>\n",
"<td style=\"background-color:rgb(168,247,183)\">\n",
" 0.05\n",
"</td>\n",
"<td style=\"background-color:rgb(175,236,177)\">\n",
" 0.13\n",
"</td>\n",
"<td style=\"background-color:rgb(174,238,178)\">\n",
"-0.12\n",
"</td>\n",
"<td style=\"background-color:rgb(165,251,184)\">\n",
" 0.02\n",
"</td>\n",
"<td style=\"background-color:rgb(194,209,163)\">\n",
"-0.33\n",
"</td>\n",
"<td style=\"background-color:rgb(164,253,185)\">\n",
"-0.01\n",
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"<td style=\"background-color:rgb(209,185,152)\">\n",
"-0.50\n",
"</td>\n",
"<td style=\"background-color:rgb(189,216,167)\">\n",
" 0.28\n",
"</td>\n",
"<td style=\"background-color:rgb(171,242,180)\">\n",
"-0.08\n",
"</td>\n",
"<td style=\"background-color:rgb(185,222,170)\">\n",
" 0.24\n",
"</td>\n",
"<td style=\"background-color:rgb(186,220,169)\">\n",
" 0.25\n",
"</td>\n",
"</tr>\n",
"<tr>\n",
"<th>\n",
"czz\n",
"</th>\n",
"<td style=\"background-color:rgb(249,127,123)\">\n",
"-0.93\n",
"</td>\n",
"<td style=\"background-color:rgb(192,211,165)\">\n",
" 0.32\n",
"</td>\n",
"<td style=\"background-color:rgb(178,231,175)\">\n",
"-0.17\n",
"</td>\n",
"<td style=\"background-color:rgb(253,120,119)\">\n",
"-0.98\n",
"</td>\n",
"<td style=\"background-color:rgb(211,182,150)\">\n",
" 0.53\n",
"</td>\n",
"<td>\n",
" 1.00\n",
"</td>\n",
"<td style=\"background-color:rgb(220,170,144)\">\n",
"-0.62\n",
"</td>\n",
"<td style=\"background-color:rgb(244,135,126)\">\n",
" 0.88\n",
"</td>\n",
"<td style=\"background-color:rgb(167,248,183)\">\n",
" 0.04\n",
"</td>\n",
"<td style=\"background-color:rgb(206,190,154)\">\n",
"-0.47\n",
"</td>\n",
"<td style=\"background-color:rgb(208,188,153)\">\n",
" 0.49\n",
"</td>\n",
"<td style=\"background-color:rgb(175,236,177)\">\n",
" 0.13\n",
"</td>\n",
"<td style=\"background-color:rgb(190,213,166)\">\n",
" 0.30\n",
"</td>\n",
"<td style=\"background-color:rgb(185,221,170)\">\n",
" 0.24\n",
"</td>\n",
"<td style=\"background-color:rgb(204,193,156)\">\n",
"-0.45\n",
"</td>\n",
"<td style=\"background-color:rgb(166,249,184)\">\n",
" 0.03\n",
"</td>\n",
"<td style=\"background-color:rgb(186,220,169)\">\n",
"-0.25\n",
"</td>\n",
"<td style=\"background-color:rgb(169,245,181)\">\n",
" 0.07\n",
"</td>\n",
"<td style=\"background-color:rgb(163,253,186)\">\n",
" 0.00\n",
"</td>\n",
"<td style=\"background-color:rgb(216,175,147)\">\n",
" 0.58\n",
"</td>\n",
"<td style=\"background-color:rgb(171,242,180)\">\n",
" 0.09\n",
"</td>\n",
"<td style=\"background-color:rgb(186,221,169)\">\n",
" 0.25\n",
"</td>\n",
"<td style=\"background-color:rgb(183,225,171)\">\n",
"-0.21\n",
"</td>\n",
"<td style=\"background-color:rgb(167,248,183)\">\n",
" 0.05\n",
"</td>\n",
"<td style=\"background-color:rgb(213,180,149)\">\n",
"-0.54\n",
"</td>\n",
"<td style=\"background-color:rgb(165,251,185)\">\n",
"-0.02\n",
"</td>\n",
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"-0.72\n",
"</td>\n",
"<td style=\"background-color:rgb(194,209,163)\">\n",
" 0.33\n",
"</td>\n",
"<td style=\"background-color:rgb(173,239,178)\">\n",
"-0.11\n",
"</td>\n",
"<td style=\"background-color:rgb(203,195,156)\">\n",
" 0.44\n",
"</td>\n",
"<td style=\"background-color:rgb(209,186,152)\">\n",
" 0.50\n",
"</td>\n",
"</tr>\n",
"<tr>\n",
"<th>\n",
"deltacz\n",
"</th>\n",
"<td style=\"background-color:rgb(219,172,145)\">\n",
" 0.60\n",
"</td>\n",
"<td style=\"background-color:rgb(164,252,185)\">\n",
"-0.02\n",
"</td>\n",
"<td style=\"background-color:rgb(182,225,172)\">\n",
" 0.21\n",
"</td>\n",
"<td style=\"background-color:rgb(221,169,143)\">\n",
" 0.63\n",
"</td>\n",
"<td style=\"background-color:rgb(209,186,152)\">\n",
"-0.50\n",
"</td>\n",
"<td style=\"background-color:rgb(220,170,144)\">\n",
"-0.62\n",
"</td>\n",
"<td>\n",
" 1.00\n",
"</td>\n",
"<td style=\"background-color:rgb(212,181,150)\">\n",
"-0.53\n",
"</td>\n",
"<td style=\"background-color:rgb(165,251,184)\">\n",
"-0.03\n",
"</td>\n",
"<td style=\"background-color:rgb(189,215,166)\">\n",
" 0.29\n",
"</td>\n",
"<td style=\"background-color:rgb(192,212,165)\">\n",
"-0.31\n",
"</td>\n",
"<td style=\"background-color:rgb(171,243,180)\">\n",
"-0.08\n",
"</td>\n",
"<td style=\"background-color:rgb(180,228,173)\">\n",
"-0.19\n",
"</td>\n",
"<td style=\"background-color:rgb(166,249,184)\">\n",
" 0.03\n",
"</td>\n",
"<td style=\"background-color:rgb(171,242,180)\">\n",
" 0.09\n",
"</td>\n",
"<td style=\"background-color:rgb(165,251,185)\">\n",
"-0.02\n",
"</td>\n",
"<td style=\"background-color:rgb(181,228,173)\">\n",
" 0.19\n",
"</td>\n",
"<td style=\"background-color:rgb(163,254,186)\">\n",
" 0.00\n",
"</td>\n",
"<td style=\"background-color:rgb(163,254,186)\">\n",
"-0.00\n",
"</td>\n",
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"-0.37\n",
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"-0.06\n",
"</td>\n",
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"-0.16\n",
"</td>\n",
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" 0.18\n",
"</td>\n",
"<td style=\"background-color:rgb(167,248,183)\">\n",
"-0.04\n",
"</td>\n",
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" 0.48\n",
"</td>\n",
"<td style=\"background-color:rgb(164,253,185)\">\n",
" 0.01\n",
"</td>\n",
"<td style=\"background-color:rgb(227,159,138)\">\n",
" 0.70\n",
"</td>\n",
"<td style=\"background-color:rgb(217,175,146)\">\n",
"-0.58\n",
"</td>\n",
"<td style=\"background-color:rgb(177,234,176)\">\n",
" 0.15\n",
"</td>\n",
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"-0.16\n",
"</td>\n",
"<td style=\"background-color:rgb(191,213,165)\">\n",
"-0.30\n",
"</td>\n",
"</tr>\n",
"<tr>\n",
"<th>\n",
"deltagWlL_11\n",
"</th>\n",
"<td style=\"background-color:rgb(233,151,134)\">\n",
"-0.76\n",
"</td>\n",
"<td style=\"background-color:rgb(189,215,167)\">\n",
" 0.28\n",
"</td>\n",
"<td style=\"background-color:rgb(176,235,176)\">\n",
"-0.14\n",
"</td>\n",
"<td style=\"background-color:rgb(242,138,128)\">\n",
"-0.86\n",
"</td>\n",
"<td style=\"background-color:rgb(203,194,156)\">\n",
" 0.44\n",
"</td>\n",
"<td style=\"background-color:rgb(244,135,126)\">\n",
" 0.88\n",
"</td>\n",
"<td style=\"background-color:rgb(212,181,150)\">\n",
"-0.53\n",
"</td>\n",
"<td>\n",
" 1.00\n",
"</td>\n",
"<td style=\"background-color:rgb(167,248,183)\">\n",
" 0.04\n",
"</td>\n",
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"-0.51\n",
"</td>\n",
"<td style=\"background-color:rgb(200,199,159)\">\n",
" 0.40\n",
"</td>\n",
"<td style=\"background-color:rgb(173,239,179)\">\n",
" 0.11\n",
"</td>\n",
"<td style=\"background-color:rgb(187,218,168)\">\n",
" 0.26\n",
"</td>\n",
"<td style=\"background-color:rgb(184,222,170)\">\n",
" 0.23\n",
"</td>\n",
"<td style=\"background-color:rgb(202,196,157)\">\n",
"-0.43\n",
"</td>\n",
"<td style=\"background-color:rgb(167,249,183)\">\n",
" 0.04\n",
"</td>\n",
"<td style=\"background-color:rgb(185,222,170)\">\n",
"-0.24\n",
"</td>\n",
"<td style=\"background-color:rgb(169,245,181)\">\n",
" 0.07\n",
"</td>\n",
"<td style=\"background-color:rgb(164,253,185)\">\n",
" 0.01\n",
"</td>\n",
"<td style=\"background-color:rgb(210,185,151)\">\n",
" 0.51\n",
"</td>\n",
"<td style=\"background-color:rgb(169,245,181)\">\n",
" 0.07\n",
"</td>\n",
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" 0.21\n",
"</td>\n",
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"-0.19\n",
"</td>\n",
"<td style=\"background-color:rgb(167,249,183)\">\n",
" 0.04\n",
"</td>\n",
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"-0.47\n",
"</td>\n",
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"-0.02\n",
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"-0.62\n",
"</td>\n",
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" 0.29\n",
"</td>\n",
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"-0.10\n",
"</td>\n",
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" 0.38\n",
"</td>\n",
"<td style=\"background-color:rgb(215,177,148)\">\n",
" 0.57\n",
"</td>\n",
"</tr>\n",
"<tr>\n",
"<th>\n",
"deltagWlL_22\n",
"</th>\n",
"<td style=\"background-color:rgb(168,246,182)\">\n",
"-0.06\n",
"</td>\n",
"<td style=\"background-color:rgb(168,246,182)\">\n",
"-0.06\n",
"</td>\n",
"<td style=\"background-color:rgb(163,253,186)\">\n",
"-0.00\n",
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"-0.06\n",
"</td>\n",
"<td style=\"background-color:rgb(165,252,185)\">\n",
" 0.02\n",
"</td>\n",
"<td style=\"background-color:rgb(167,248,183)\">\n",
" 0.04\n",
"</td>\n",
"<td style=\"background-color:rgb(165,251,184)\">\n",
"-0.03\n",
"</td>\n",
"<td style=\"background-color:rgb(167,248,183)\">\n",
" 0.04\n",
"</td>\n",
"<td>\n",
" 1.00\n",
"</td>\n",
"<td style=\"background-color:rgb(225,163,140)\">\n",
"-0.67\n",
"</td>\n",
"<td style=\"background-color:rgb(170,243,181)\">\n",
"-0.08\n",
"</td>\n",
"<td style=\"background-color:rgb(166,250,184)\">\n",
"-0.03\n",
"</td>\n",
"<td style=\"background-color:rgb(165,251,184)\">\n",
" 0.02\n",
"</td>\n",
"<td style=\"background-color:rgb(167,248,183)\">\n",
"-0.05\n",
"</td>\n",
"<td style=\"background-color:rgb(167,248,183)\">\n",
"-0.05\n",
"</td>\n",
"<td style=\"background-color:rgb(166,250,184)\">\n",
" 0.03\n",
"</td>\n",
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"-0.16\n",
"</td>\n",
"<td style=\"background-color:rgb(163,253,186)\">\n",
" 0.00\n",
"</td>\n",
"<td style=\"background-color:rgb(164,253,186)\">\n",
" 0.01\n",
"</td>\n",
"<td style=\"background-color:rgb(172,241,179)\">\n",
" 0.10\n",
"</td>\n",
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"-0.06\n",
"</td>\n",
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"-0.03\n",
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"-0.02\n",
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"-0.00\n",
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"-0.08\n",
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" 0.00\n",
"</td>\n",
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"-0.05\n",
"</td>\n",
"<td style=\"background-color:rgb(165,251,184)\">\n",
"-0.02\n",
"</td>\n",
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"-0.01\n",
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"-0.02\n",
"</td>\n",
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" 0.85\n",
"</td>\n",
"</tr>\n",
"<tr>\n",
"<th>\n",
"deltagWlL_33\n",
"</th>\n",
"<td style=\"background-color:rgb(202,197,157)\">\n",
" 0.42\n",
"</td>\n",
"<td style=\"background-color:rgb(172,240,179)\">\n",
"-0.10\n",
"</td>\n",
"<td style=\"background-color:rgb(170,244,181)\">\n",
" 0.07\n",
"</td>\n",
"<td style=\"background-color:rgb(206,190,154)\">\n",
" 0.47\n",
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" 0.23\n",
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" 0.33\n",
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"-0.03\n",
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" 1.00\n",
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" 0.06\n",
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" 0.47\n",
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"-0.17\n",
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"-0.31\n",
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" 0.02\n",
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"-0.01\n",
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"-0.02\n",
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" 0.01\n",
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" 0.08\n",
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"-0.01\n",
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"-0.00\n",
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" 0.04\n",
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" 0.04\n",
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"-0.00\n",
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"-0.02\n",
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" 0.06\n",
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" 0.21\n",
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" 0.06\n",
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" 1.00\n",
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"-0.01\n",
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"-0.01\n",
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"<th>\n",
"uphi_33\n",
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" 0.76\n",
"</td>\n",
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" 0.14\n",
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" 0.57\n",
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" 0.77\n",
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"-0.50\n",
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" 0.70\n",
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"-0.62\n",
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"-0.05\n",
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" 0.35\n",
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"-0.38\n",
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"-0.10\n",
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"-0.23\n",
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" 0.09\n",
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" 0.04\n",
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"-0.03\n",
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" 0.21\n",
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" 0.01\n",
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"-0.00\n",
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"-0.45\n",
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"-0.07\n",
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"-0.19\n",
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" 0.17\n",
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"-0.03\n",
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" 0.47\n",
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" 0.01\n",
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"-0.16\n",
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" 0.13\n",
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"-0.22\n",
"</td>\n",
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"-0.37\n",
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"<th>\n",
"dphi_33\n",
"</th>\n",
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"-0.25\n",
"</td>\n",
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" 0.42\n",
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"-0.26\n",
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"-0.29\n",
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" 0.28\n",
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" 0.33\n",
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"-0.58\n",
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" 0.29\n",
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"-0.02\n",
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"-0.13\n",
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" 0.15\n",
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" 0.04\n",
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" 0.09\n",
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" 0.13\n",
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"-0.22\n",
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" 0.01\n",
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"-0.12\n",
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" 0.04\n",
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" 0.00\n",
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" 0.17\n",
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" 0.03\n",
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"-0.11\n",
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"-0.00\n",
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"-0.07\n",
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" 0.34\n",
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" 0.14\n",
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"<th>\n",
"ephi_22\n",
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" 0.13\n",
"</td>\n",
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"-0.08\n",
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"-0.11\n",
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"-0.10\n",
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"-0.06\n",
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"-0.02\n",
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"-0.02\n",
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"-0.00\n",
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" 0.01\n",
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"-0.00\n",
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"-0.01\n",
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" 0.09\n",
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" 0.00\n",
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" 0.13\n",
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"<td style=\"background-color:rgb(169,245,181)\">\n",
"-0.07\n",
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"<td style=\"background-color:rgb(165,251,184)\">\n",
"-0.02\n",
"</td>\n",
"<td style=\"background-color:rgb(169,246,182)\">\n",
"-0.06\n",
"</td>\n",
"</tr>\n",
"<tr>\n",
"<th>\n",
"ephi_33\n",
"</th>\n",
"<td style=\"background-color:rgb(197,204,161)\">\n",
"-0.37\n",
"</td>\n",
"<td style=\"background-color:rgb(201,197,158)\">\n",
" 0.42\n",
"</td>\n",
"<td style=\"background-color:rgb(180,229,173)\">\n",
"-0.19\n",
"</td>\n",
"<td style=\"background-color:rgb(200,200,159)\">\n",
"-0.40\n",
"</td>\n",
"<td style=\"background-color:rgb(185,222,170)\">\n",
" 0.24\n",
"</td>\n",
"<td style=\"background-color:rgb(203,195,156)\">\n",
" 0.44\n",
"</td>\n",
"<td style=\"background-color:rgb(177,233,175)\">\n",
"-0.16\n",
"</td>\n",
"<td style=\"background-color:rgb(198,202,160)\">\n",
" 0.38\n",
"</td>\n",
"<td style=\"background-color:rgb(165,251,185)\">\n",
"-0.02\n",
"</td>\n",
"<td style=\"background-color:rgb(179,230,174)\">\n",
"-0.18\n",
"</td>\n",
"<td style=\"background-color:rgb(182,226,172)\">\n",
" 0.20\n",
"</td>\n",
"<td style=\"background-color:rgb(168,247,182)\">\n",
" 0.06\n",
"</td>\n",
"<td style=\"background-color:rgb(174,237,178)\">\n",
" 0.12\n",
"</td>\n",
"<td style=\"background-color:rgb(184,223,170)\">\n",
" 0.23\n",
"</td>\n",
"<td style=\"background-color:rgb(193,210,164)\">\n",
"-0.32\n",
"</td>\n",
"<td style=\"background-color:rgb(164,252,185)\">\n",
" 0.01\n",
"</td>\n",
"<td style=\"background-color:rgb(170,244,181)\">\n",
"-0.08\n",
"</td>\n",
"<td style=\"background-color:rgb(168,246,182)\">\n",
" 0.06\n",
"</td>\n",
"<td style=\"background-color:rgb(163,254,186)\">\n",
" 0.00\n",
"</td>\n",
"<td style=\"background-color:rgb(185,222,170)\">\n",
" 0.24\n",
"</td>\n",
"<td style=\"background-color:rgb(167,249,183)\">\n",
" 0.04\n",
"</td>\n",
"<td style=\"background-color:rgb(172,240,179)\">\n",
" 0.10\n",
"</td>\n",
"<td style=\"background-color:rgb(171,243,180)\">\n",
"-0.08\n",
"</td>\n",
"<td style=\"background-color:rgb(165,251,185)\">\n",
" 0.02\n",
"</td>\n",
"<td style=\"background-color:rgb(179,230,174)\">\n",
"-0.17\n",
"</td>\n",
"<td style=\"background-color:rgb(164,253,185)\">\n",
"-0.01\n",
"</td>\n",
"<td style=\"background-color:rgb(183,225,171)\">\n",
"-0.22\n",
"</td>\n",
"<td style=\"background-color:rgb(194,208,163)\">\n",
" 0.34\n",
"</td>\n",
"<td style=\"background-color:rgb(165,251,184)\">\n",
"-0.02\n",
"</td>\n",
"<td>\n",
" 1.00\n",
"</td>\n",
"<td style=\"background-color:rgb(180,229,173)\">\n",
" 0.19\n",
"</td>\n",
"</tr>\n",
"<tr>\n",
"<th>\n",
"ll_1221\n",
"</th>\n",
"<td style=\"background-color:rgb(205,192,155)\">\n",
"-0.45\n",
"</td>\n",
"<td style=\"background-color:rgb(173,240,179)\">\n",
" 0.10\n",
"</td>\n",
"<td style=\"background-color:rgb(170,243,181)\">\n",
"-0.08\n",
"</td>\n",
"<td style=\"background-color:rgb(209,186,152)\">\n",
"-0.50\n",
"</td>\n",
"<td style=\"background-color:rgb(186,220,169)\">\n",
" 0.25\n",
"</td>\n",
"<td style=\"background-color:rgb(209,186,152)\">\n",
" 0.50\n",
"</td>\n",
"<td style=\"background-color:rgb(191,213,165)\">\n",
"-0.30\n",
"</td>\n",
"<td style=\"background-color:rgb(215,177,148)\">\n",
" 0.57\n",
"</td>\n",
"<td style=\"background-color:rgb(241,139,128)\">\n",
" 0.85\n",
"</td>\n",
"<td style=\"background-color:rgb(239,142,130)\">\n",
"-0.82\n",
"</td>\n",
"<td style=\"background-color:rgb(177,234,176)\">\n",
" 0.15\n",
"</td>\n",
"<td style=\"background-color:rgb(166,250,184)\">\n",
" 0.03\n",
"</td>\n",
"<td style=\"background-color:rgb(178,232,175)\">\n",
" 0.16\n",
"</td>\n",
"<td style=\"background-color:rgb(171,242,180)\">\n",
" 0.09\n",
"</td>\n",
"<td style=\"background-color:rgb(188,218,168)\">\n",
"-0.27\n",
"</td>\n",
"<td style=\"background-color:rgb(167,248,183)\">\n",
" 0.05\n",
"</td>\n",
"<td style=\"background-color:rgb(186,219,169)\">\n",
"-0.26\n",
"</td>\n",
"<td style=\"background-color:rgb(167,249,183)\">\n",
" 0.04\n",
"</td>\n",
"<td style=\"background-color:rgb(164,253,185)\">\n",
" 0.01\n",
"</td>\n",
"<td style=\"background-color:rgb(195,206,162)\">\n",
" 0.35\n",
"</td>\n",
"<td style=\"background-color:rgb(164,252,185)\">\n",
"-0.02\n",
"</td>\n",
"<td style=\"background-color:rgb(170,243,180)\">\n",
" 0.08\n",
"</td>\n",
"<td style=\"background-color:rgb(174,238,178)\">\n",
"-0.12\n",
"</td>\n",
"<td style=\"background-color:rgb(165,251,185)\">\n",
" 0.02\n",
"</td>\n",
"<td style=\"background-color:rgb(192,211,165)\">\n",
"-0.31\n",
"</td>\n",
"<td style=\"background-color:rgb(164,253,185)\">\n",
"-0.01\n",
"</td>\n",
"<td style=\"background-color:rgb(197,204,161)\">\n",
"-0.37\n",
"</td>\n",
"<td style=\"background-color:rgb(175,236,177)\">\n",
" 0.14\n",
"</td>\n",
"<td style=\"background-color:rgb(169,246,182)\">\n",
"-0.06\n",
"</td>\n",
"<td style=\"background-color:rgb(180,229,173)\">\n",
" 0.19\n",
"</td>\n",
"<td>\n",
" 1.00\n",
"</td>\n",
"</tr>\n",
"</table>\n"
],
"text/plain": [
"-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| | W cgammagamma cgg czBox czgamma czz deltacz deltagWlL_11 deltagWlL_22 deltagWlL_33 deltagZeL_11 deltagZeL_22 deltagZeL_33 deltagZdL_11 deltagZdL_22 deltagZdL_33 deltagZdR_11 deltagZdR_22 deltagZdR_33 deltagZeR_11 deltagZeR_22 deltagZeR_33 deltagZuL_11 deltagZuL_22 deltagZuR_11 deltagZuR_22 uphi_33 dphi_33 ephi_22 ephi_33 ll_1221 |\n",
"-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------\n",
"| W | 1.000 -0.176 0.173 0.962 -0.524 -0.931 0.604 -0.760 -0.060 0.422 -0.462 -0.128 -0.289 -0.058 0.232 -0.037 0.254 -0.030 -0.009 -0.555 -0.090 -0.238 0.198 -0.037 0.539 0.018 0.761 -0.255 0.126 -0.365 -0.453 |\n",
"| cgammagamma | -0.176 1.000 0.214 -0.223 0.214 0.315 -0.015 0.283 -0.057 -0.103 0.127 0.034 0.074 0.381 -0.476 0.007 -0.038 0.088 0.000 0.142 0.026 0.064 -0.062 0.021 -0.095 -0.006 0.144 0.423 0.023 0.417 0.105 |\n",
"| cgg | 0.173 0.214 1.000 0.177 -0.092 -0.166 0.210 -0.142 -0.005 0.075 -0.086 -0.023 -0.052 0.030 0.003 -0.006 0.059 0.003 -0.001 -0.102 -0.016 -0.044 0.045 -0.009 0.132 0.003 0.566 -0.262 0.042 -0.186 -0.079 |\n",
"| czBox | 0.962 -0.223 0.177 1.000 -0.537 -0.983 0.627 -0.855 -0.058 0.467 -0.490 -0.131 -0.301 -0.116 0.308 -0.034 0.264 -0.044 -0.005 -0.585 -0.091 -0.247 0.210 -0.042 0.558 0.018 0.775 -0.286 0.126 -0.398 -0.501 |\n",
"| czgamma | -0.524 0.214 -0.092 -0.537 1.000 0.527 -0.501 0.438 0.017 -0.233 0.263 0.071 0.160 0.001 -0.097 0.017 -0.147 0.008 0.002 0.310 0.050 0.133 -0.121 0.025 -0.333 -0.009 -0.505 0.282 -0.085 0.236 0.247 |\n",
"| czz | -0.931 0.315 -0.166 -0.983 0.527 1.000 -0.620 0.876 0.044 -0.468 0.487 0.130 0.298 0.240 -0.447 0.034 -0.251 0.070 0.004 0.580 0.090 0.245 -0.214 0.046 -0.542 -0.018 -0.725 0.333 -0.114 0.437 0.501 |\n",
"| deltacz | 0.604 -0.015 0.210 0.627 -0.501 -0.620 1.000 -0.534 -0.026 0.287 -0.310 -0.083 -0.188 0.034 0.088 -0.020 0.191 0.002 -0.002 -0.366 -0.058 -0.156 0.176 -0.042 0.482 0.008 0.700 -0.582 0.147 -0.156 -0.305 |\n",
"| deltagWlL_11 | -0.760 0.283 -0.142 -0.855 0.438 0.876 -0.534 1.000 0.045 -0.511 0.401 0.108 0.262 0.232 -0.428 0.038 -0.236 0.068 0.009 0.511 0.068 0.206 -0.189 0.040 -0.474 -0.017 -0.621 0.292 -0.097 0.384 0.566 |\n",
"| deltagWlL_22 | -0.060 -0.057 -0.005 -0.058 0.017 0.044 -0.026 0.045 1.000 -0.672 -0.079 -0.031 0.024 -0.047 -0.046 0.031 -0.158 0.004 0.007 0.099 -0.063 -0.034 -0.022 -0.003 -0.077 0.001 -0.051 -0.025 -0.011 -0.020 0.847 |\n",
"| deltagWlL_33 | 0.422 -0.103 0.075 0.467 -0.233 -0.468 0.287 -0.511 -0.672 1.000 -0.413 -0.128 -0.127 -0.087 0.224 0.033 0.178 -0.034 0.007 -0.154 -0.161 -0.200 0.103 -0.037 0.274 0.010 0.348 -0.130 0.057 -0.179 -0.824 |\n",
"| deltagZeL_11 | -0.462 0.127 -0.086 -0.490 0.263 0.487 -0.310 0.401 -0.079 -0.413 1.000 -0.028 0.090 0.080 -0.144 -0.311 -0.074 0.021 -0.318 0.438 -0.007 0.145 -0.099 0.084 -0.255 0.079 -0.375 0.150 -0.060 0.205 0.148 |\n",
"| deltagZeL_22 | -0.128 0.034 -0.023 -0.131 0.071 0.130 -0.083 0.108 -0.031 -0.128 -0.028 1.000 0.105 0.018 -0.041 0.083 -0.035 0.006 0.047 0.038 0.905 -0.006 -0.030 -0.013 -0.075 -0.012 -0.100 0.040 -0.016 0.055 0.031 |\n",
"| deltagZeL_33 | -0.289 0.074 -0.052 -0.301 0.160 0.298 -0.188 0.262 0.024 -0.127 0.090 0.105 1.000 0.040 -0.108 0.080 -0.102 0.015 0.012 0.190 0.002 0.471 -0.070 -0.006 -0.176 -0.002 -0.230 0.089 -0.037 0.123 0.159 |\n",
"| deltagZdL_11 | -0.058 0.381 0.030 -0.116 0.001 0.240 0.034 0.232 -0.047 -0.087 0.080 0.018 0.040 1.000 -0.634 -0.002 0.253 0.084 0.003 0.086 0.017 0.042 0.600 -0.275 0.232 0.040 0.085 0.125 0.037 0.229 0.086 |\n",
"| deltagZdL_22 | 0.232 -0.476 0.003 0.308 -0.097 -0.447 0.088 -0.428 -0.046 0.224 -0.144 -0.041 -0.108 -0.634 1.000 -0.029 0.383 -0.173 -0.018 -0.209 -0.020 -0.076 0.140 0.055 0.327 0.035 0.036 -0.225 -0.018 -0.322 -0.266 |\n",
"| deltagZdL_33 | -0.037 0.007 -0.006 -0.034 0.017 0.034 -0.020 0.038 0.031 0.033 -0.311 0.083 0.080 -0.002 -0.029 1.000 -0.045 0.004 0.884 -0.273 0.024 -0.035 -0.015 -0.095 -0.031 -0.189 -0.025 0.009 -0.004 0.013 0.046 |\n",
"| deltagZdR_11 | 0.254 -0.038 0.059 0.264 -0.147 -0.251 0.191 -0.236 -0.158 0.178 -0.074 -0.035 -0.102 0.253 0.383 -0.045 1.000 -0.552 -0.026 -0.168 0.003 -0.034 0.482 -0.127 0.698 0.120 0.208 -0.121 0.039 -0.075 -0.255 |\n",
"| deltagZdR_22 | -0.030 0.088 0.003 -0.044 0.008 0.070 0.002 0.068 0.004 -0.034 0.021 0.006 0.015 0.084 -0.173 0.004 -0.552 1.000 0.003 0.030 0.003 0.011 -0.066 0.004 -0.196 -0.003 0.009 0.035 0.006 0.056 0.040 |\n",
"| deltagZdR_33 | -0.009 0.000 -0.001 -0.005 0.002 0.004 -0.002 0.009 0.007 0.007 -0.318 0.047 0.012 0.003 -0.018 0.884 -0.026 0.003 1.000 -0.326 0.044 0.005 0.006 -0.138 -0.008 -0.151 -0.004 0.001 -0.001 0.001 0.010 |\n",
"| deltagZeR_11 | -0.555 0.142 -0.102 -0.585 0.310 0.580 -0.366 0.511 0.099 -0.154 0.438 0.038 0.190 0.086 -0.209 -0.273 -0.168 0.030 -0.326 1.000 -0.005 0.122 -0.127 0.078 -0.330 0.084 -0.447 0.173 -0.072 0.238 0.353 |\n",
"| deltagZeR_22 | -0.090 0.026 -0.016 -0.091 0.050 0.090 -0.058 0.068 -0.063 -0.161 -0.007 0.905 0.002 0.017 -0.020 0.024 0.003 0.003 0.044 -0.005 1.000 0.057 -0.015 0.001 -0.041 -0.016 -0.070 0.029 -0.011 0.040 -0.016 |\n",
"| deltagZeR_33 | -0.238 0.064 -0.044 -0.247 0.133 0.245 -0.156 0.206 -0.034 -0.200 0.145 -0.006 0.471 0.042 -0.076 -0.035 -0.034 0.011 0.005 0.122 0.057 1.000 -0.046 0.023 -0.126 -0.011 -0.189 0.075 -0.030 0.103 0.081 |\n",
"| deltagZuL_11 | 0.198 -0.062 0.045 0.210 -0.121 -0.214 0.176 -0.189 -0.022 0.103 -0.099 -0.030 -0.070 0.600 0.140 -0.015 0.482 -0.066 0.006 -0.127 -0.015 -0.046 1.000 -0.448 0.624 0.064 0.168 -0.107 0.029 -0.082 -0.119 |\n",
"| deltagZuL_22 | -0.037 0.021 -0.009 -0.042 0.025 0.046 -0.042 0.040 -0.003 -0.037 0.084 -0.013 -0.006 -0.275 0.055 -0.095 -0.127 0.004 -0.138 0.078 0.001 0.023 -0.448 1.000 -0.219 0.213 -0.032 0.029 -0.006 0.020 0.019 |\n",
"| deltagZuR_11 | 0.539 -0.095 0.132 0.558 -0.333 -0.542 0.482 -0.474 -0.077 0.274 -0.255 -0.075 -0.176 0.232 0.327 -0.031 0.698 -0.196 -0.008 -0.330 -0.041 -0.126 0.624 -0.219 1.000 0.056 0.473 -0.282 0.088 -0.174 -0.315 |\n",
"| deltagZuR_22 | 0.018 -0.006 0.003 0.018 -0.009 -0.018 0.008 -0.017 0.001 0.010 0.079 -0.012 -0.002 0.040 0.035 -0.189 0.120 -0.003 -0.151 0.084 -0.016 -0.011 0.064 0.213 0.056 1.000 0.012 -0.005 0.002 -0.008 -0.008 |\n",
"| uphi_33 | 0.761 0.144 0.566 0.775 -0.505 -0.725 0.700 -0.621 -0.051 0.348 -0.375 -0.100 -0.230 0.085 0.036 -0.025 0.208 0.009 -0.004 -0.447 -0.070 -0.189 0.168 -0.032 0.473 0.012 1.000 -0.156 0.131 -0.217 -0.371 |\n",
"| dphi_33 | -0.255 0.423 -0.262 -0.286 0.282 0.333 -0.582 0.292 -0.025 -0.130 0.150 0.040 0.089 0.125 -0.225 0.009 -0.121 0.035 0.001 0.173 0.029 0.075 -0.107 0.029 -0.282 -0.005 -0.156 1.000 -0.066 0.336 0.135 |\n",
"| ephi_22 | 0.126 0.023 0.042 0.126 -0.085 -0.114 0.147 -0.097 -0.011 0.057 -0.060 -0.016 -0.037 0.037 -0.018 -0.004 0.039 0.006 -0.001 -0.072 -0.011 -0.030 0.029 -0.006 0.088 0.002 0.131 -0.066 1.000 -0.023 -0.061 |\n",
"| ephi_33 | -0.365 0.417 -0.186 -0.398 0.236 0.437 -0.156 0.384 -0.020 -0.179 0.205 0.055 0.123 0.229 -0.322 0.013 -0.075 0.056 0.001 0.238 0.040 0.103 -0.082 0.020 -0.174 -0.008 -0.217 0.336 -0.023 1.000 0.187 |\n",
"| ll_1221 | -0.453 0.105 -0.079 -0.501 0.247 0.501 -0.305 0.566 0.847 -0.824 0.148 0.031 0.159 0.086 -0.266 0.046 -0.255 0.040 0.010 0.353 -0.016 0.081 -0.119 0.019 -0.315 -0.008 -0.371 0.135 -0.061 0.187 1.000 |\n",
"-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m.matrix(correlation=True)"
]
},
{
"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": 4
}
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