Fitting Tutorial

import PyPWA as pwa
import matplotlib.pyplot as plt
import numpy as np
import pandas as pd
import torch as tc
from IPython.display import display

import jpac

/home/salgado/anaconda3/envs/PyPWA/lib/python3.10/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html
  from .autonotebook import tqdm as notebook_tqdm

Define Waves for Fit (and input initial values of minuit and fitted parameters).

In this example (as expected by the defined amplitude) each wave is defined by (epsilon.l.m) and each parameter has a real and imaginary part. i.e a epsilon=-1, l=1 (P wave), m=1 will produce Vs(r.-1.1.1) and Vs(i.-1.1.1) names. (In this example the imaginary part of the P-wave is kept fixed at 0 value in the fit)

waves = [
    "1.0.0",
    "1.1.0",
    "1.1.1",
    "1.2.0",
    "1.2.1",
    "1.2.2"
]

vs_map = []
for wave in waves:
    for complex_type in ["r", "i"]:
        vs_map.append(f"{complex_type}.{wave}")

vs = np.ones(12) * 10
vs[np.array(vs_map) == "i.1.0.0"] = 0.1

for i, (v, v_map) in enumerate(zip(vs, vs_map)):
    print(f"{v_map} set to {v}")

r.1.0.0 set to 10.0
i.1.0.0 set to 0.1
r.1.1.0 set to 10.0
i.1.1.0 set to 10.0
r.1.1.1 set to 10.0
i.1.1.1 set to 10.0
r.1.2.0 set to 10.0
i.1.2.0 set to 10.0
r.1.2.1 set to 10.0
i.1.2.1 set to 10.0
r.1.2.2 set to 10.0
i.1.2.2 set to 10.0

Read data and montecarlos (accepted and generated) samples

try:
    data_sample =  pwa.read("data/01_simdata_NP.csv")
except FileNotFoundError:
    raise RuntimeError("You must run the simulation tutorial first.")

accepted_mc_sample = pwa.read("data/etapi_acc.csv")
raw_mc_sample = pwa.read("data/etapi_raw.csv")

Binning of the data/monte-carlo and define amplitude (function) to fit

tc.cuda.is_available()

True

if tc.cuda.is_available():
    amplitude = jpac.FitWithGPU(vs_map)
    TORCH = True
else:
    amplitude = jpac.FitWithCPU(vs_map)
    TORCH = False

#Define number of bins
num_bins = 40
bin_sda = pwa.bin_by_range(data_sample, "mass", num_bins, .6, 2.0)
bin_sma = pwa.bin_by_range(accepted_mc_sample, "mass", num_bins, .6, 2.0)
bin_smr = pwa.bin_by_range(raw_mc_sample, "mass", num_bins, .6, 2.0)

Check that bins have enough number of events for fit

# List compression is a powerful, optional, tool in Python
_ = plt.hist(range(1,num_bins+1), weights=[len(data) for data in bin_sda], bins=20)

Fitting with Minuit and Extended LogLikelihood

Look at other possibilities through pypwa (use the ?pwa command or see https://pypwa.jlab.org or https://github.com/JeffersonLab/PyPWA)

import time
start = time.time()
results = []
for sda, sma, smr  in zip(bin_sda, bin_sma, bin_smr):
    with pwa.LogLikelihood(amplitude, sda, sma, generated_length=len(smr)) as Likelihood:
        optimizer = pwa.minuit(vs, Likelihood)

        # New Options
        for i, V in enumerate(vs_map):
            optimizer.limits[i] = (-500, 1500.)
            optimizer.errors[i] = .1

            if V == "i.1.0.0":
                optimizer.fixed[i] = True

        results.append(optimizer.migrad(3000))
end = time.time()
print(end - start)

75.27453660964966

Looking at the results of fitting

failed = 0
for index, result in enumerate(results):
    display(f"Bin #{index}:")
    display(result)

'Bin #0:'

Migrad
FCN = -2.235e+04		Nfcn = 898
EDM = 0.000314 (Goal: 0.0001)
Valid Minimum		No Parameters at limit
Below EDM threshold (goal x 10)		Below call limit
Covariance	Hesse ok	Accurate	Pos. def.	Not forced

	Name	Value	Hesse Error	Minos Error-	Minos Error+	Limit-	Limit+	Fixed
0	x0	93.9	3.4			-500	1.5E+03
1	x1	0.1	0.1			-500	1.5E+03	yes
2	x2	2.3	2.9			-500	1.5E+03
3	x3	26	9			-500	1.5E+03
4	x4	71.0	2.2			-500	1.5E+03
5	x5	22	9			-500	1.5E+03
6	x6	0.3	2.6			-500	1.5E+03
7	x7	-4	6			-500	1.5E+03
8	x8	60.4	2.2			-500	1.5E+03
9	x9	3	8			-500	1.5E+03
10	x10	1.5	2.0			-500	1.5E+03
11	x11	17	7			-500	1.5E+03

	x0	x1	x2	x3	x4	x5	x6	x7	x8	x9	x10	x11
x0	11.6	0	-1.58 (-0.157)	-22.8 (-0.722)	0.531 (0.070)	-22.1 (-0.727)	3.11 (0.346)	2.35 (0.125)	2.79 (0.366)	-7.74 (-0.276)	-0.321 (-0.047)	-2.74 (-0.115)
x1	0	0	0	0	0	0	0	0	0	0	0	0
x2	-1.58 (-0.157)	0	8.7	10.7 (0.392)	-0.772 (-0.117)	5.96 (0.227)	-2.35 (-0.303)	-11.5 (-0.705)	-3.15 (-0.479)	-11.5 (-0.475)	-1.49 (-0.254)	-1.99 (-0.096)
x3	-22.8 (-0.722)	0	10.7 (0.392)	85.6	-3.15 (-0.152)	39.2 (0.475)	-17.2 (-0.707)	-12.1 (-0.236)	-11.3 (-0.548)	21 (0.276)	-0.794 (-0.043)	-5.97 (-0.092)
x4	0.531 (0.070)	0	-0.772 (-0.117)	-3.15 (-0.152)	4.99	-2.06 (-0.103)	0.982 (0.167)	1.07 (0.087)	-0.206 (-0.041)	-5.67 (-0.309)	0.754 (0.170)	-7.62 (-0.486)
x5	-22.1 (-0.727)	0	5.96 (0.227)	39.2 (0.475)	-2.06 (-0.103)	79.7	-2.4 (-0.102)	-10.9 (-0.222)	-8.71 (-0.437)	6.44 (0.088)	-3.4 (-0.192)	-1.72 (-0.028)
x6	3.11 (0.346)	0	-2.35 (-0.303)	-17.2 (-0.707)	0.982 (0.167)	-2.4 (-0.102)	6.92	4.64 (0.320)	1.59 (0.271)	-5.2 (-0.241)	0.574 (0.110)	4.29 (0.232)
x7	2.35 (0.125)	0	-11.5 (-0.705)	-12.1 (-0.236)	1.07 (0.087)	-10.9 (-0.222)	4.64 (0.320)	30.4	3.38 (0.274)	16.1 (0.356)	3.74 (0.342)	7.41 (0.191)
x8	2.79 (0.366)	0	-3.15 (-0.479)	-11.3 (-0.548)	-0.206 (-0.041)	-8.71 (-0.437)	1.59 (0.271)	3.38 (0.274)	4.98	1.93 (0.105)	0.796 (0.180)	2.52 (0.161)
x9	-7.74 (-0.276)	0	-11.5 (-0.475)	21 (0.276)	-5.67 (-0.309)	6.44 (0.088)	-5.2 (-0.241)	16.1 (0.356)	1.93 (0.105)	67.4	0.498 (0.031)	12.6 (0.218)
x10	-0.321 (-0.047)	0	-1.49 (-0.254)	-0.794 (-0.043)	0.754 (0.170)	-3.4 (-0.192)	0.574 (0.110)	3.74 (0.342)	0.796 (0.180)	0.498 (0.031)	3.94	2.01 (0.144)
x11	-2.74 (-0.115)	0	-1.99 (-0.096)	-5.97 (-0.092)	-7.62 (-0.486)	-1.72 (-0.028)	4.29 (0.232)	7.41 (0.191)	2.52 (0.161)	12.6 (0.218)	2.01 (0.144)	49.3

'Bin #1:'

Migrad
FCN = -2.625e+04		Nfcn = 1008
EDM = 2.4e-05 (Goal: 0.0001)
Valid Minimum		No Parameters at limit
Below EDM threshold (goal x 10)		Below call limit
Covariance	Hesse ok	Accurate	Pos. def.	Not forced

	Name	Value	Hesse Error	Minos Error-	Minos Error+	Limit-	Limit+	Fixed
0	x0	105.9	2.6			-500	1.5E+03
1	x1	0.1	0.1			-500	1.5E+03	yes
2	x2	4.6	2.1			-500	1.5E+03
3	x3	23	9			-500	1.5E+03
4	x4	73.2	2.6			-500	1.5E+03
5	x5	11	13			-500	1.5E+03
6	x6	-1.1	2.7			-500	1.5E+03
7	x7	-5	5			-500	1.5E+03
8	x8	66.9	2.7			-500	1.5E+03
9	x9	11	8			-500	1.5E+03
10	x10	-2.9	1.8			-500	1.5E+03
11	x11	-11	10			-500	1.5E+03

	x0	x1	x2	x3	x4	x5	x6	x7	x8	x9	x10	x11
x0	6.56	0	-0.493 (-0.090)	-16.6 (-0.704)	-0.548 (-0.083)	-10.7 (-0.324)	3.17 (0.464)	2.48 (0.185)	0.309 (0.045)	-2.52 (-0.122)	-0.464 (-0.100)	-3.58 (-0.136)
x1	0	0	0	0	0	0	0	0	0	0	0	0
x2	-0.493 (-0.090)	0	4.61	7.07 (0.357)	-1.91 (-0.346)	3.65 (0.131)	-1.86 (-0.325)	-6.1 (-0.542)	-1.04 (-0.182)	1.01 (0.059)	-0.589 (-0.152)	-0.473 (-0.021)
x3	-16.6 (-0.704)	0	7.07 (0.357)	85.3	-4.67 (-0.197)	65.8 (0.551)	-17.7 (-0.717)	-11.4 (-0.235)	-7.57 (-0.309)	21.4 (0.288)	-1.39 (-0.083)	37.8 (0.398)
x4	-0.548 (-0.083)	0	-1.91 (-0.346)	-4.67 (-0.197)	6.63	-2.27 (-0.068)	3.17 (0.461)	1.91 (0.141)	-0.821 (-0.120)	-12.3 (-0.593)	0.496 (0.106)	-3.42 (-0.129)
x5	-10.7 (-0.324)	0	3.65 (0.131)	65.8 (0.551)	-2.27 (-0.068)	167	-12 (-0.348)	-20.3 (-0.300)	-23.4 (-0.683)	42.3 (0.407)	-0.885 (-0.038)	105 (0.792)
x6	3.17 (0.464)	0	-1.86 (-0.325)	-17.7 (-0.717)	3.17 (0.461)	-12 (-0.348)	7.11	3.72 (0.266)	0.229 (0.032)	-9.98 (-0.465)	0.487 (0.101)	-9.88 (-0.361)
x7	2.48 (0.185)	0	-6.1 (-0.542)	-11.4 (-0.235)	1.91 (0.141)	-20.3 (-0.300)	3.72 (0.266)	27.5	2.66 (0.191)	0.303 (0.007)	0.0653 (0.007)	-5.07 (-0.094)
x8	0.309 (0.045)	0	-1.04 (-0.182)	-7.57 (-0.309)	-0.821 (-0.120)	-23.4 (-0.683)	0.229 (0.032)	2.66 (0.191)	7.04	-1.35 (-0.063)	0.482 (0.100)	-12.6 (-0.461)
x9	-2.52 (-0.122)	0	1.01 (0.059)	21.4 (0.288)	-12.3 (-0.593)	42.3 (0.407)	-9.98 (-0.465)	0.303 (0.007)	-1.35 (-0.063)	64.8	0.0424 (0.003)	41.4 (0.501)
x10	-0.464 (-0.100)	0	-0.589 (-0.152)	-1.39 (-0.083)	0.496 (0.106)	-0.885 (-0.038)	0.487 (0.101)	0.0653 (0.007)	0.482 (0.100)	0.0424 (0.003)	3.28	-2.86 (-0.154)
x11	-3.58 (-0.136)	0	-0.473 (-0.021)	37.8 (0.398)	-3.42 (-0.129)	105 (0.792)	-9.88 (-0.361)	-5.07 (-0.094)	-12.6 (-0.461)	41.4 (0.501)	-2.86 (-0.154)	106

'Bin #2:'

Migrad
FCN = -3.052e+04		Nfcn = 1424
EDM = 8.62e-05 (Goal: 0.0001)
Valid Minimum		No Parameters at limit
Below EDM threshold (goal x 10)		Below call limit
Covariance	Hesse ok	Accurate	Pos. def.	Not forced

	Name	Value	Hesse Error	Minos Error-	Minos Error+	Limit-	Limit+	Fixed
0	x0	119.4	2.6			-500	1.5E+03
1	x1	0.1	0.1			-500	1.5E+03	yes
2	x2	2.9	2.0			-500	1.5E+03
3	x3	10	11			-500	1.5E+03
4	x4	75.8	2.8			-500	1.5E+03
5	x5	-10	11			-500	1.5E+03
6	x6	1.6	2.5			-500	1.5E+03
7	x7	-5	9			-500	1.5E+03
8	x8	66.8	2.7			-500	1.5E+03
9	x9	-0	14			-500	1.5E+03
10	x10	2.1	2.2			-500	1.5E+03
11	x11	-25	10			-500	1.5E+03

	x0	x1	x2	x3	x4	x5	x6	x7	x8	x9	x10	x11
x0	6.8	0	0.378 (0.074)	-1.36 (-0.046)	0.923 (0.126)	12.5 (0.428)	-2.07 (-0.317)	4.55 (0.196)	-1.4 (-0.200)	7.89 (0.214)	-1.47 (-0.261)	18.2 (0.670)
x1	0	0	0	0	0	0	0	0	0	0	0	0
x2	0.378 (0.074)	0	3.81	6.6 (0.299)	-2.37 (-0.434)	1.08 (0.050)	-1.28 (-0.262)	-3.49 (-0.201)	1 (0.191)	11.5 (0.418)	-0.0601 (-0.014)	0.644 (0.032)
x3	-1.36 (-0.046)	0	6.6 (0.299)	128	-5.43 (-0.171)	26.7 (0.211)	-16.6 (-0.589)	28.5 (0.283)	7.08 (0.232)	51.1 (0.319)	-5.6 (-0.229)	34.9 (0.296)
x4	0.923 (0.126)	0	-2.37 (-0.434)	-5.43 (-0.171)	7.85	15 (0.480)	1.18 (0.169)	-1.63 (-0.065)	-3.39 (-0.449)	-14.4 (-0.362)	0.791 (0.130)	6.23 (0.214)
x5	12.5 (0.428)	0	1.08 (0.050)	26.7 (0.211)	15 (0.480)	125	-9.24 (-0.331)	-11.7 (-0.118)	-5.9 (-0.196)	39.2 (0.247)	3.19 (0.132)	57 (0.490)
x6	-2.07 (-0.317)	0	-1.28 (-0.262)	-16.6 (-0.589)	1.18 (0.169)	-9.24 (-0.331)	6.25	-2.87 (-0.129)	-2.52 (-0.375)	-20.3 (-0.574)	1.13 (0.208)	-16.5 (-0.635)
x7	4.55 (0.196)	0	-3.49 (-0.201)	28.5 (0.283)	-1.63 (-0.065)	-11.7 (-0.118)	-2.87 (-0.129)	79.2	0.843 (0.035)	10.5 (0.083)	-9.68 (-0.503)	21.2 (0.229)
x8	-1.4 (-0.200)	0	1 (0.191)	7.08 (0.232)	-3.39 (-0.449)	-5.9 (-0.196)	-2.52 (-0.375)	0.843 (0.035)	7.26	24.5 (0.641)	-0.0405 (-0.007)	3.75 (0.134)
x9	7.89 (0.214)	0	11.5 (0.418)	51.1 (0.319)	-14.4 (-0.362)	39.2 (0.247)	-20.3 (-0.574)	10.5 (0.083)	24.5 (0.641)	201	-1.98 (-0.065)	68.7 (0.466)
x10	-1.47 (-0.261)	0	-0.0601 (-0.014)	-5.6 (-0.229)	0.791 (0.130)	3.19 (0.132)	1.13 (0.208)	-9.68 (-0.503)	-0.0405 (-0.007)	-1.98 (-0.065)	4.68	-6.61 (-0.293)
x11	18.2 (0.670)	0	0.644 (0.032)	34.9 (0.296)	6.23 (0.214)	57 (0.490)	-16.5 (-0.635)	21.2 (0.229)	3.75 (0.134)	68.7 (0.466)	-6.61 (-0.293)	108

'Bin #3:'

Migrad
FCN = -3.881e+04		Nfcn = 1344
EDM = 2.16e-05 (Goal: 0.0001)
Valid Minimum		No Parameters at limit
Below EDM threshold (goal x 10)		Below call limit
Covariance	Hesse ok	Accurate	Pos. def.	Not forced

	Name	Value	Hesse Error	Minos Error-	Minos Error+	Limit-	Limit+	Fixed
0	x0	135.2	2.6			-500	1.5E+03
1	x1	0.1	0.1			-500	1.5E+03	yes
2	x2	2.6	2.2			-500	1.5E+03
3	x3	22	11			-500	1.5E+03
4	x4	79.7	3.1			-500	1.5E+03
5	x5	-20	13			-500	1.5E+03
6	x6	2.8	3.1			-500	1.5E+03
7	x7	-0	7			-500	1.5E+03
8	x8	71.2	3.0			-500	1.5E+03
9	x9	3	10			-500	1.5E+03
10	x10	1.6	1.8			-500	1.5E+03
11	x11	-24	10			-500	1.5E+03

	x0	x1	x2	x3	x4	x5	x6	x7	x8	x9	x10	x11
x0	6.97	0	-0.33 (-0.057)	-9.57 (-0.318)	1.76 (0.216)	5.63 (0.165)	1.19 (0.146)	3.09 (0.174)	-4.31 (-0.550)	-6.51 (-0.248)	-0.679 (-0.140)	9.46 (0.344)
x1	0	0	0	0	0	0	0	0	0	0	0	0
x2	-0.33 (-0.057)	0	4.89	2.98 (0.118)	-3.46 (-0.508)	-6.31 (-0.221)	-0.34 (-0.050)	-7.44 (-0.499)	0.787 (0.120)	5.02 (0.228)	0.246 (0.060)	-2.44 (-0.106)
x3	-9.57 (-0.318)	0	2.98 (0.118)	130	6.01 (0.171)	96.9 (0.657)	-28.5 (-0.811)	-20.8 (-0.270)	9.13 (0.269)	51.8 (0.456)	3.88 (0.184)	38 (0.320)
x4	1.76 (0.216)	0	-3.46 (-0.508)	6.01 (0.171)	9.51	26 (0.653)	-1.4 (-0.147)	2.72 (0.131)	-3.01 (-0.329)	-4.58 (-0.149)	0.367 (0.065)	10.8 (0.338)
x5	5.63 (0.165)	0	-6.31 (-0.221)	96.9 (0.657)	26 (0.653)	167	-22.2 (-0.559)	-9.31 (-0.107)	-8.15 (-0.212)	12.6 (0.098)	2.64 (0.111)	49.3 (0.367)
x6	1.19 (0.146)	0	-0.34 (-0.050)	-28.5 (-0.811)	-1.4 (-0.147)	-22.2 (-0.559)	9.49	2.46 (0.118)	-3.23 (-0.352)	-17.7 (-0.576)	-0.662 (-0.116)	-17.8 (-0.555)
x7	3.09 (0.174)	0	-7.44 (-0.499)	-20.8 (-0.270)	2.72 (0.131)	-9.31 (-0.107)	2.46 (0.118)	45.4	0.513 (0.026)	5.82 (0.087)	-3.97 (-0.320)	16.9 (0.241)
x8	-4.31 (-0.550)	0	0.787 (0.120)	9.13 (0.269)	-3.01 (-0.329)	-8.15 (-0.212)	-3.23 (-0.352)	0.513 (0.026)	8.83	20 (0.675)	0.195 (0.036)	4.98 (0.161)
x9	-6.51 (-0.248)	0	5.02 (0.228)	51.8 (0.456)	-4.58 (-0.149)	12.6 (0.098)	-17.7 (-0.576)	5.82 (0.087)	20 (0.675)	99	-0.236 (-0.013)	57.9 (0.559)
x10	-0.679 (-0.140)	0	0.246 (0.060)	3.88 (0.184)	0.367 (0.065)	2.64 (0.111)	-0.662 (-0.116)	-3.97 (-0.320)	0.195 (0.036)	-0.236 (-0.013)	3.4	-0.632 (-0.033)
x11	9.46 (0.344)	0	-2.44 (-0.106)	38 (0.320)	10.8 (0.338)	49.3 (0.367)	-17.8 (-0.555)	16.9 (0.241)	4.98 (0.161)	57.9 (0.559)	-0.632 (-0.033)	108

'Bin #4:'

Migrad
FCN = -5.162e+04		Nfcn = 1440
EDM = 0.000499 (Goal: 0.0001)
Valid Minimum		No Parameters at limit
Below EDM threshold (goal x 10)		Below call limit
Covariance	Hesse ok	Accurate	Pos. def.	Not forced

	Name	Value	Hesse Error	Minos Error-	Minos Error+	Limit-	Limit+	Fixed
0	x0	166.4	2.8			-500	1.5E+03
1	x1	0.1	0.1			-500	1.5E+03	yes
2	x2	0.0	2.1			-500	1.5E+03
3	x3	16	16			-500	1.5E+03
4	x4	79	4			-500	1.5E+03
5	x5	3	17			-500	1.5E+03
6	x6	-0.7	2.4			-500	1.5E+03
7	x7	-10	15			-500	1.5E+03
8	x8	71.5	3.3			-500	1.5E+03
9	x9	22	15			-500	1.5E+03
10	x10	0.4	1.8			-500	1.5E+03
11	x11	15	17			-500	1.5E+03

	x0	x1	x2	x3	x4	x5	x6	x7	x8	x9	x10	x11
x0	7.83	0	1.32 (0.222)	-4.51 (-0.101)	-2.99 (-0.274)	3.81 (0.080)	-1.03 (-0.154)	-7 (-0.165)	-0.927 (-0.101)	-16.9 (-0.396)	0.705 (0.138)	-24.7 (-0.508)
x1	0	0	0	0	0	0	0	0	0	0	0	0
x2	1.32 (0.222)	0	4.54	12.2 (0.361)	-2.26 (-0.272)	-3.38 (-0.093)	-1.99 (-0.388)	-9.45 (-0.292)	0.101 (0.014)	-7.38 (-0.227)	0.119 (0.031)	-10.5 (-0.284)
x3	-4.51 (-0.101)	0	12.2 (0.361)	252	-33.1 (-0.534)	95.3 (0.352)	-19.3 (-0.506)	75.8 (0.314)	-6.04 (-0.116)	-23 (-0.095)	2.87 (0.099)	41.9 (0.152)
x4	-2.99 (-0.274)	0	-2.26 (-0.272)	-33.1 (-0.534)	15.2	-49.6 (-0.745)	3.94 (0.420)	-17 (-0.286)	6.75 (0.527)	-17.4 (-0.293)	-0.686 (-0.097)	-7.97 (-0.117)
x5	3.81 (0.080)	0	-3.38 (-0.093)	95.3 (0.352)	-49.6 (-0.745)	291	-6.04 (-0.147)	82.9 (0.320)	-37.2 (-0.664)	102 (0.395)	-0.49 (-0.016)	120 (0.404)
x6	-1.03 (-0.154)	0	-1.99 (-0.388)	-19.3 (-0.506)	3.94 (0.420)	-6.04 (-0.147)	5.78	8.95 (0.245)	-1.49 (-0.188)	4.7 (0.129)	-0.309 (-0.071)	18.9 (0.453)
x7	-7 (-0.165)	0	-9.45 (-0.292)	75.8 (0.314)	-17 (-0.286)	82.9 (0.320)	8.95 (0.245)	231	-24.5 (-0.491)	110 (0.476)	5.03 (0.182)	162 (0.613)
x8	-0.927 (-0.101)	0	0.101 (0.014)	-6.04 (-0.116)	6.75 (0.527)	-37.2 (-0.664)	-1.49 (-0.188)	-24.5 (-0.491)	10.8	-25.6 (-0.513)	-0.151 (-0.025)	-30.8 (-0.539)
x9	-16.9 (-0.396)	0	-7.38 (-0.227)	-23 (-0.095)	-17.4 (-0.293)	102 (0.395)	4.7 (0.129)	110 (0.476)	-25.6 (-0.513)	232	-0.091 (-0.003)	127 (0.480)
x10	0.705 (0.138)	0	0.119 (0.031)	2.87 (0.099)	-0.686 (-0.097)	-0.49 (-0.016)	-0.309 (-0.071)	5.03 (0.182)	-0.151 (-0.025)	-0.091 (-0.003)	3.32	-3.14 (-0.099)
x11	-24.7 (-0.508)	0	-10.5 (-0.284)	41.9 (0.152)	-7.97 (-0.117)	120 (0.404)	18.9 (0.453)	162 (0.613)	-30.8 (-0.539)	127 (0.480)	-3.14 (-0.099)	302

'Bin #5:'

Migrad
FCN = -7.451e+04		Nfcn = 1682
EDM = 1.3e-05 (Goal: 0.0001)
Valid Minimum		No Parameters at limit
Below EDM threshold (goal x 10)		Below call limit
Covariance	Hesse ok	Accurate	Pos. def.	Not forced

	Name	Value	Hesse Error	Minos Error-	Minos Error+	Limit-	Limit+	Fixed
0	x0	201.5	2.4			-500	1.5E+03
1	x1	0.1	0.1			-500	1.5E+03	yes
2	x2	3.0	2.2			-500	1.5E+03
3	x3	19	9			-500	1.5E+03
4	x4	82.9	2.4			-500	1.5E+03
5	x5	5	10			-500	1.5E+03
6	x6	-2.9	1.7			-500	1.5E+03
7	x7	9	9			-500	1.5E+03
8	x8	78.9	2.8			-500	1.5E+03
9	x9	45	8			-500	1.5E+03
10	x10	-3.9	1.8			-500	1.5E+03
11	x11	3	11			-500	1.5E+03

	x0	x1	x2	x3	x4	x5	x6	x7	x8	x9	x10	x11
x0	5.74	0	1.44 (0.275)	-6.05 (-0.274)	-0.205 (-0.036)	-2.45 (-0.107)	1.32 (0.319)	-7.13 (-0.338)	-0.573 (-0.084)	-12.5 (-0.661)	-0.121 (-0.028)	-5.71 (-0.215)
x1	0	0	0	0	0	0	0	0	0	0	0	0
x2	1.44 (0.275)	0	4.8	-3.88 (-0.192)	-1.09 (-0.208)	-12.5 (-0.597)	0.0879 (0.023)	-6.41 (-0.332)	0.315 (0.050)	-0.349 (-0.020)	-0.214 (-0.055)	-4.38 (-0.180)
x3	-6.05 (-0.274)	0	-3.88 (-0.192)	84.8	-11.5 (-0.521)	35.5 (0.404)	-8.11 (-0.512)	-19.3 (-0.237)	5.1 (0.195)	4.07 (0.056)	-0.584 (-0.036)	-13.5 (-0.132)
x4	-0.205 (-0.036)	0	-1.09 (-0.208)	-11.5 (-0.521)	5.71	-3.15 (-0.138)	1.57 (0.381)	5.8 (0.276)	0.0465 (0.007)	-2.43 (-0.128)	0.00686 (0.002)	0.413 (0.016)
x5	-2.45 (-0.107)	0	-12.5 (-0.597)	35.5 (0.404)	-3.15 (-0.138)	90.8	-0.985 (-0.060)	2.42 (0.029)	-9.89 (-0.365)	4.78 (0.063)	1.84 (0.109)	45.9 (0.434)
x6	1.32 (0.319)	0	0.0879 (0.023)	-8.11 (-0.512)	1.57 (0.381)	-0.985 (-0.060)	2.96	1.38 (0.091)	-0.893 (-0.182)	-3.84 (-0.282)	0.0597 (0.020)	1.23 (0.064)
x7	-7.13 (-0.338)	0	-6.41 (-0.332)	-19.3 (-0.237)	5.8 (0.276)	2.42 (0.029)	1.38 (0.091)	77.6	-7.19 (-0.287)	24.1 (0.346)	1.52 (0.098)	32.3 (0.330)
x8	-0.573 (-0.084)	0	0.315 (0.050)	5.1 (0.195)	0.0465 (0.007)	-9.89 (-0.365)	-0.893 (-0.182)	-7.19 (-0.287)	8.09	-6.73 (-0.299)	-0.8 (-0.159)	-21.8 (-0.689)
x9	-12.5 (-0.661)	0	-0.349 (-0.020)	4.07 (0.056)	-2.43 (-0.128)	4.78 (0.063)	-3.84 (-0.282)	24.1 (0.346)	-6.73 (-0.299)	62.6	1.45 (0.103)	46.7 (0.532)
x10	-0.121 (-0.028)	0	-0.214 (-0.055)	-0.584 (-0.036)	0.00686 (0.002)	1.84 (0.109)	0.0597 (0.020)	1.52 (0.098)	-0.8 (-0.159)	1.45 (0.103)	3.13	3.55 (0.181)
x11	-5.71 (-0.215)	0	-4.38 (-0.180)	-13.5 (-0.132)	0.413 (0.016)	45.9 (0.434)	1.23 (0.064)	32.3 (0.330)	-21.8 (-0.689)	46.7 (0.532)	3.55 (0.181)	123

'Bin #6:'

Migrad
FCN = -1.224e+05		Nfcn = 1242
EDM = 7.53e-06 (Goal: 0.0001)
Valid Minimum		No Parameters at limit
Below EDM threshold (goal x 10)		Below call limit
Covariance	Hesse ok	Accurate	Pos. def.	Not forced

	Name	Value	Hesse Error	Minos Error-	Minos Error+	Limit-	Limit+	Fixed
0	x0	69	8			-500	1.5E+03
1	x1	0.1	0.1			-500	1.5E+03	yes
2	x2	145	8			-500	1.5E+03
3	x3	-72	10			-500	1.5E+03
4	x4	134	13			-500	1.5E+03
5	x5	-149	10			-500	1.5E+03
6	x6	-30	4			-500	1.5E+03
7	x7	-0	5			-500	1.5E+03
8	x8	70	9			-500	1.5E+03
9	x9	63	7			-500	1.5E+03
10	x10	-36	5			-500	1.5E+03
11	x11	-73	10			-500	1.5E+03

	x0	x1	x2	x3	x4	x5	x6	x7	x8	x9	x10	x11
x0	58.3	0	-40.3 (-0.693)	-24.2 (-0.312)	-47.3 (-0.492)	-38.7 (-0.507)	-25.3 (-0.752)	-1.28 (-0.035)	47.5 (0.672)	31.9 (0.595)	5.19 (0.124)	69.2 (0.911)
x1	0	0	0	0	0	0	0	0	0	0	0	0
x2	-40.3 (-0.693)	0	57.9	64 (0.828)	82.2 (0.857)	66 (0.866)	13.3 (0.397)	-9.15 (-0.252)	-66.2 (-0.940)	-2.92 (-0.055)	13.3 (0.320)	-49.2 (-0.650)
x3	-24.2 (-0.312)	0	64 (0.828)	103	118 (0.920)	89.1 (0.877)	0.426 (0.009)	-21.6 (-0.446)	-74.2 (-0.790)	30.8 (0.432)	36.7 (0.661)	-22.6 (-0.224)
x4	-47.3 (-0.492)	0	82.2 (0.857)	118 (0.920)	159	121 (0.960)	6.91 (0.124)	-27.8 (-0.462)	-101 (-0.864)	26.2 (0.296)	43.1 (0.625)	-51.3 (-0.409)
x5	-38.7 (-0.507)	0	66 (0.866)	89.1 (0.877)	121 (0.960)	100	7.25 (0.164)	-19.2 (-0.402)	-80.3 (-0.868)	18.5 (0.264)	28.4 (0.519)	-48.3 (-0.485)
x6	-25.3 (-0.752)	0	13.3 (0.397)	0.426 (0.009)	6.91 (0.124)	7.25 (0.164)	19.5	11 (0.524)	-15.6 (-0.382)	-20.5 (-0.663)	-11.1 (-0.459)	-34.1 (-0.777)
x7	-1.28 (-0.035)	0	-9.15 (-0.252)	-21.6 (-0.446)	-27.8 (-0.462)	-19.2 (-0.402)	11 (0.524)	22.7	12.5 (0.283)	-14 (-0.418)	-18.4 (-0.706)	-5.67 (-0.120)
x8	47.5 (0.672)	0	-66.2 (-0.940)	-74.2 (-0.790)	-101 (-0.864)	-80.3 (-0.868)	-15.6 (-0.382)	12.5 (0.283)	85.5	5.56 (0.086)	-15 (-0.297)	62.4 (0.678)
x9	31.9 (0.595)	0	-2.92 (-0.055)	30.8 (0.432)	26.2 (0.296)	18.5 (0.264)	-20.5 (-0.663)	-14 (-0.418)	5.56 (0.086)	49.2	27.1 (0.706)	45.3 (0.650)
x10	5.19 (0.124)	0	13.3 (0.320)	36.7 (0.661)	43.1 (0.625)	28.4 (0.519)	-11.1 (-0.459)	-18.4 (-0.706)	-15 (-0.297)	27.1 (0.706)	29.9	16.1 (0.296)
x11	69.2 (0.911)	0	-49.2 (-0.650)	-22.6 (-0.224)	-51.3 (-0.409)	-48.3 (-0.485)	-34.1 (-0.777)	-5.67 (-0.120)	62.4 (0.678)	45.3 (0.650)	16.1 (0.296)	98.8

'Bin #7:'

Migrad
FCN = -2.47e+05		Nfcn = 1175
EDM = 1.25e-05 (Goal: 0.0001)
Valid Minimum		No Parameters at limit
Below EDM threshold (goal x 10)		Below call limit
Covariance	Hesse ok	Accurate	Pos. def.	Not forced

	Name	Value	Hesse Error	Minos Error-	Minos Error+	Limit-	Limit+	Fixed
0	x0	354	6			-500	1.5E+03
1	x1	0.1	0.1			-500	1.5E+03	yes
2	x2	1.0	2.2			-500	1.5E+03
3	x3	149	12			-500	1.5E+03
4	x4	73.1	2.4			-500	1.5E+03
5	x5	-40	11			-500	1.5E+03
6	x6	-36	6			-500	1.5E+03
7	x7	-0.7	3.2			-500	1.5E+03
8	x8	103	5			-500	1.5E+03
9	x9	18	4			-500	1.5E+03
10	x10	1.1	1.8			-500	1.5E+03
11	x11	5	6			-500	1.5E+03

	x0	x1	x2	x3	x4	x5	x6	x7	x8	x9	x10	x11
x0	37.5	0	2.4 (0.178)	-62.6 (-0.890)	0.308 (0.021)	2.64 (0.040)	31.3 (0.878)	-0.431 (-0.022)	-20.2 (-0.687)	-8.06 (-0.296)	0.395 (0.036)	2.07 (0.056)
x1	0	0	0	0	0	0	0	0	0	0	0	0
x2	2.4 (0.178)	0	4.87	-2.32 (-0.091)	-1.94 (-0.363)	2.42 (0.102)	1.21 (0.094)	-3.98 (-0.569)	-2.5 (-0.236)	1.83 (0.186)	0.0805 (0.020)	-1.32 (-0.099)
x3	-62.6 (-0.890)	0	-2.32 (-0.091)	132	-3.18 (-0.114)	43.1 (0.348)	-64.5 (-0.964)	-1.38 (-0.038)	21.2 (0.384)	13.1 (0.257)	-0.165 (-0.008)	-5.15 (-0.074)
x4	0.308 (0.021)	0	-1.94 (-0.363)	-3.18 (-0.114)	5.85	-2.79 (-0.107)	1.8 (0.128)	0.407 (0.053)	0.605 (0.052)	-4.7 (-0.438)	-0.0749 (-0.017)	4.32 (0.295)
x5	2.64 (0.040)	0	2.42 (0.102)	43.1 (0.348)	-2.79 (-0.107)	116	-20.2 (-0.321)	-3.61 (-0.105)	-32.3 (-0.626)	-3.28 (-0.068)	0.792 (0.041)	4.02 (0.062)
x6	31.3 (0.878)	0	1.21 (0.094)	-64.5 (-0.964)	1.8 (0.128)	-20.2 (-0.321)	33.9	0.602 (0.033)	-11.3 (-0.406)	-6.77 (-0.262)	0.104 (0.010)	3.17 (0.090)
x7	-0.431 (-0.022)	0	-3.98 (-0.569)	-1.38 (-0.038)	0.407 (0.053)	-3.61 (-0.105)	0.602 (0.033)	10.1	1.61 (0.106)	1.63 (0.115)	-0.0127 (-0.002)	2.52 (0.131)
x8	-20.2 (-0.687)	0	-2.5 (-0.236)	21.2 (0.384)	0.605 (0.052)	-32.3 (-0.626)	-11.3 (-0.406)	1.61 (0.106)	23	5 (0.235)	-0.6 (-0.070)	-2.61 (-0.090)
x9	-8.06 (-0.296)	0	1.83 (0.186)	13.1 (0.257)	-4.7 (-0.438)	-3.28 (-0.068)	-6.77 (-0.262)	1.63 (0.115)	5 (0.235)	19.7	-0.186 (-0.023)	4.36 (0.162)
x10	0.395 (0.036)	0	0.0805 (0.020)	-0.165 (-0.008)	-0.0749 (-0.017)	0.792 (0.041)	0.104 (0.010)	-0.0127 (-0.002)	-0.6 (-0.070)	-0.186 (-0.023)	3.21	0.254 (0.023)
x11	2.07 (0.056)	0	-1.32 (-0.099)	-5.15 (-0.074)	4.32 (0.295)	4.02 (0.062)	3.17 (0.090)	2.52 (0.131)	-2.61 (-0.090)	4.36 (0.162)	0.254 (0.023)	36.7

'Bin #8:'

Migrad
FCN = -5.426e+05		Nfcn = 1847
EDM = 0.000357 (Goal: 0.0001)
Valid Minimum		No Parameters at limit
Below EDM threshold (goal x 10)		Below call limit
Covariance	Hesse ok	Accurate	Pos. def.	Not forced

	Name	Value	Hesse Error	Minos Error-	Minos Error+	Limit-	Limit+	Fixed
0	x0	555	7			-500	1.5E+03
1	x1	0.1	0.1			-500	1.5E+03	yes
2	x2	4.8	2.9			-500	1.5E+03
3	x3	-89	31			-500	1.5E+03
4	x4	54.2	3.2			-500	1.5E+03
5	x5	127	16			-500	1.5E+03
6	x6	-4	4			-500	1.5E+03
7	x7	21	8			-500	1.5E+03
8	x8	62	8			-500	1.5E+03
9	x9	41	14			-500	1.5E+03
10	x10	-2.2	1.9			-500	1.5E+03
11	x11	21	10			-500	1.5E+03

	x0	x1	x2	x3	x4	x5	x6	x7	x8	x9	x10	x11
x0	48.6	0	-8.95 (-0.448)	188 (0.874)	-3.13 (-0.143)	-83 (-0.740)	18.3 (0.610)	27.2 (0.478)	-54.2 (-0.941)	83.9 (0.832)	3.29 (0.251)	19.6 (0.280)
x1	0	0	0	0	0	0	0	0	0	0	0	0
x2	-8.95 (-0.448)	0	8.23	-57.8 (-0.652)	0.166 (0.018)	1.45 (0.031)	-8.04 (-0.652)	3.63 (0.155)	12.2 (0.517)	-27.6 (-0.666)	-0.0547 (-0.010)	-1.06 (-0.037)
x3	188 (0.874)	0	-57.8 (-0.652)	954	-24.2 (-0.249)	-191 (-0.383)	116 (0.878)	91.4 (0.362)	-236 (-0.926)	373 (0.835)	10 (0.172)	95.7 (0.308)
x4	-3.13 (-0.143)	0	0.166 (0.018)	-24.2 (-0.249)	9.89	-5.44 (-0.108)	-4.39 (-0.325)	0.494 (0.019)	5.45 (0.210)	-0.471 (-0.010)	-0.337 (-0.057)	-22.1 (-0.699)
x5	-83 (-0.740)	0	1.45 (0.031)	-191 (-0.383)	-5.44 (-0.108)	259	0.0928 (0.001)	-72.4 (-0.551)	83.8 (0.630)	-140 (-0.603)	-8.56 (-0.283)	-29.7 (-0.184)
x6	18.3 (0.610)	0	-8.04 (-0.652)	116 (0.878)	-4.39 (-0.325)	0.0928 (0.001)	18.5	4.85 (0.138)	-25 (-0.706)	37.7 (0.607)	0.539 (0.067)	11.6 (0.269)
x7	27.2 (0.478)	0	3.63 (0.155)	91.4 (0.362)	0.494 (0.019)	-72.4 (-0.551)	4.85 (0.138)	66.7	-33.7 (-0.500)	51.7 (0.437)	3.82 (0.249)	26.4 (0.322)
x8	-54.2 (-0.941)	0	12.2 (0.517)	-236 (-0.926)	5.45 (0.210)	83.8 (0.630)	-25 (-0.706)	-33.7 (-0.500)	68.1	-105 (-0.875)	-3.81 (-0.245)	-31.3 (-0.377)
x9	83.9 (0.832)	0	-27.6 (-0.666)	373 (0.835)	-0.471 (-0.010)	-140 (-0.603)	37.7 (0.607)	51.7 (0.437)	-105 (-0.875)	209	5.7 (0.210)	40.5 (0.279)
x10	3.29 (0.251)	0	-0.0547 (-0.010)	10 (0.172)	-0.337 (-0.057)	-8.56 (-0.283)	0.539 (0.067)	3.82 (0.249)	-3.81 (-0.245)	5.7 (0.210)	3.54	3.18 (0.168)
x11	19.6 (0.280)	0	-1.06 (-0.037)	95.7 (0.308)	-22.1 (-0.699)	-29.7 (-0.184)	11.6 (0.269)	26.4 (0.322)	-31.3 (-0.377)	40.5 (0.279)	3.18 (0.168)	101

'Bin #9:'

Migrad
FCN = -5.668e+05		Nfcn = 1168
EDM = 2.68e-05 (Goal: 0.0001)
Valid Minimum		No Parameters at limit
Below EDM threshold (goal x 10)		Below call limit
Covariance	Hesse ok	Accurate	Pos. def.	Not forced

	Name	Value	Hesse Error	Minos Error-	Minos Error+	Limit-	Limit+	Fixed
0	x0	573.3	2.2			-500	1.5E+03
1	x1	0.1	0.1			-500	1.5E+03	yes
2	x2	-5.4	1.9			-500	1.5E+03
3	x3	-28	13			-500	1.5E+03
4	x4	-22.0	3.5			-500	1.5E+03
5	x5	-116	11			-500	1.5E+03
6	x6	3.5	1.9			-500	1.5E+03
7	x7	-3	11			-500	1.5E+03
8	x8	-21.6	3.0			-500	1.5E+03
9	x9	-106	9			-500	1.5E+03
10	x10	3.2	1.8			-500	1.5E+03
11	x11	-30	12			-500	1.5E+03

	x0	x1	x2	x3	x4	x5	x6	x7	x8	x9	x10	x11
x0	5.03	0	2.35 (0.542)	5.13 (0.176)	2.21 (0.285)	12.8 (0.506)	-0.957 (-0.228)	2.95 (0.123)	2.24 (0.334)	1.42 (0.073)	0.125 (0.031)	4.03 (0.155)
x1	0	0	0	0	0	0	0	0	0	0	0	0
x2	2.35 (0.542)	0	3.74	-3.65 (-0.146)	-0.207 (-0.031)	9.34 (0.428)	-0.761 (-0.210)	7.15 (0.346)	0.617 (0.107)	3.05 (0.182)	-0.0314 (-0.009)	0.924 (0.041)
x3	5.13 (0.176)	0	-3.65 (-0.146)	168	27.2 (0.607)	2.63 (0.018)	5.34 (0.220)	-66.1 (-0.477)	20.2 (0.522)	-22.4 (-0.200)	1.74 (0.074)	-9.51 (-0.063)
x4	2.21 (0.285)	0	-0.207 (-0.031)	27.2 (0.607)	12	-3.33 (-0.085)	0.654 (0.101)	-9.14 (-0.247)	6.59 (0.637)	-0.0355 (-0.001)	0.168 (0.027)	20.9 (0.523)
x5	12.8 (0.506)	0	9.34 (0.428)	2.63 (0.018)	-3.33 (-0.085)	127	-13.3 (-0.629)	15 (0.124)	-0.441 (-0.013)	-59.4 (-0.607)	1.22 (0.060)	-35.7 (-0.273)
x6	-0.957 (-0.228)	0	-0.761 (-0.210)	5.34 (0.220)	0.654 (0.101)	-13.3 (-0.629)	3.5	-4.9 (-0.245)	0.27 (0.048)	8.07 (0.498)	0.00713 (0.002)	-0.366 (-0.017)
x7	2.95 (0.123)	0	7.15 (0.346)	-66.1 (-0.477)	-9.14 (-0.247)	15 (0.124)	-4.9 (-0.245)	114	3.09 (0.097)	3.76 (0.041)	-3.47 (-0.180)	44.8 (0.362)
x8	2.24 (0.334)	0	0.617 (0.107)	20.2 (0.522)	6.59 (0.637)	-0.441 (-0.013)	0.27 (0.048)	3.09 (0.097)	8.94	-0.217 (-0.008)	-0.154 (-0.028)	18.3 (0.530)
x9	1.42 (0.073)	0	3.05 (0.182)	-22.4 (-0.200)	-0.0355 (-0.001)	-59.4 (-0.607)	8.07 (0.498)	3.76 (0.041)	-0.217 (-0.008)	75.1	-0.444 (-0.028)	19.4 (0.193)
x10	0.125 (0.031)	0	-0.0314 (-0.009)	1.74 (0.074)	0.168 (0.027)	1.22 (0.060)	0.00713 (0.002)	-3.47 (-0.180)	-0.154 (-0.028)	-0.444 (-0.028)	3.28	-2.44 (-0.116)
x11	4.03 (0.155)	0	0.924 (0.041)	-9.51 (-0.063)	20.9 (0.523)	-35.7 (-0.273)	-0.366 (-0.017)	44.8 (0.362)	18.3 (0.530)	19.4 (0.193)	-2.44 (-0.116)	134

'Bin #10:'

Migrad
FCN = -2.566e+05		Nfcn = 798
EDM = 3.43e-05 (Goal: 0.0001)
Valid Minimum		No Parameters at limit
Below EDM threshold (goal x 10)		Below call limit
Covariance	Hesse ok	Accurate	Pos. def.	Not forced

	Name	Value	Hesse Error	Minos Error-	Minos Error+	Limit-	Limit+	Fixed
0	x0	388.6	2.1			-500	1.5E+03
1	x1	0.1	0.1			-500	1.5E+03	yes
2	x2	4.6	2.1			-500	1.5E+03
3	x3	30	10			-500	1.5E+03
4	x4	-53	4			-500	1.5E+03
5	x5	-69	8			-500	1.5E+03
6	x6	-1.2	1.8			-500	1.5E+03
7	x7	-3	9			-500	1.5E+03
8	x8	-72.2	3.5			-500	1.5E+03
9	x9	-94	7			-500	1.5E+03
10	x10	1.7	1.8			-500	1.5E+03
11	x11	-9	12			-500	1.5E+03

	x0	x1	x2	x3	x4	x5	x6	x7	x8	x9	x10	x11
x0	4.47	0	1.68 (0.374)	-6.07 (-0.273)	-1.05 (-0.130)	6.33 (0.352)	0.526 (0.136)	0.833 (0.042)	-0.427 (-0.058)	6.64 (0.454)	0.181 (0.048)	-1.87 (-0.073)
x1	0	0	0	0	0	0	0	0	0	0	0	0
x2	1.68 (0.374)	0	4.55	5.17 (0.231)	1.76 (0.217)	9.48 (0.523)	-1.09 (-0.280)	-9.09 (-0.456)	-0.755 (-0.101)	2.07 (0.140)	0.395 (0.104)	-4.37 (-0.169)
x3	-6.07 (-0.273)	0	5.17 (0.231)	111	29.7 (0.743)	-23 (-0.258)	-7.83 (-0.407)	-35.5 (-0.362)	18.3 (0.498)	-6.92 (-0.095)	0.723 (0.038)	39.5 (0.310)
x4	-1.05 (-0.130)	0	1.76 (0.217)	29.7 (0.743)	14.4	-4.69 (-0.145)	-3.1 (-0.447)	-7.26 (-0.205)	8.17 (0.615)	-7.31 (-0.278)	0.164 (0.024)	28.6 (0.622)
x5	6.33 (0.352)	0	9.48 (0.523)	-23 (-0.258)	-4.69 (-0.145)	72.2	-5.21 (-0.336)	-9.88 (-0.124)	-12.5 (-0.422)	-16.5 (-0.280)	1 (0.066)	-33.4 (-0.324)
x6	0.526 (0.136)	0	-1.09 (-0.280)	-7.83 (-0.407)	-3.1 (-0.447)	-5.21 (-0.336)	3.34	4.48 (0.263)	-0.685 (-0.107)	5.89 (0.466)	-0.113 (-0.034)	-3.63 (-0.164)
x7	0.833 (0.042)	0	-9.09 (-0.456)	-35.5 (-0.362)	-7.26 (-0.205)	-9.88 (-0.124)	4.48 (0.263)	87.2	8.66 (0.265)	-9.81 (-0.152)	-1.91 (-0.114)	40.8 (0.360)
x8	-0.427 (-0.058)	0	-0.755 (-0.101)	18.3 (0.498)	8.17 (0.615)	-12.5 (-0.422)	-0.685 (-0.107)	8.66 (0.265)	12.2	-2.74 (-0.113)	-0.25 (-0.040)	33.1 (0.780)
x9	6.64 (0.454)	0	2.07 (0.140)	-6.92 (-0.095)	-7.31 (-0.278)	-16.5 (-0.280)	5.89 (0.466)	-9.81 (-0.152)	-2.74 (-0.113)	47.9	0.57 (0.046)	-26.6 (-0.318)
x10	0.181 (0.048)	0	0.395 (0.104)	0.723 (0.038)	0.164 (0.024)	1 (0.066)	-0.113 (-0.034)	-1.91 (-0.114)	-0.25 (-0.040)	0.57 (0.046)	3.19	-1.5 (-0.069)
x11	-1.87 (-0.073)	0	-4.37 (-0.169)	39.5 (0.310)	28.6 (0.622)	-33.4 (-0.324)	-3.63 (-0.164)	40.8 (0.360)	33.1 (0.780)	-26.6 (-0.318)	-1.5 (-0.069)	147

'Bin #11:'

Migrad
FCN = -1.324e+05		Nfcn = 1711
EDM = 3.24e-05 (Goal: 0.0001)
Valid Minimum		No Parameters at limit
Below EDM threshold (goal x 10)		Below call limit
Covariance	Hesse ok	Accurate	Pos. def.	Not forced

	Name	Value	Hesse Error	Minos Error-	Minos Error+	Limit-	Limit+	Fixed
0	x0	249	4			-500	1.5E+03
1	x1	0.1	0.1			-500	1.5E+03	yes
2	x2	7.9	2.5			-500	1.5E+03
3	x3	66	9			-500	1.5E+03
4	x4	-85.2	2.9			-500	1.5E+03
5	x5	79	8			-500	1.5E+03
6	x6	-4.8	3.5			-500	1.5E+03
7	x7	-9	4			-500	1.5E+03
8	x8	-122	4			-500	1.5E+03
9	x9	18	6			-500	1.5E+03
10	x10	-3.4	1.9			-500	1.5E+03
11	x11	-9	6			-500	1.5E+03

	x0	x1	x2	x3	x4	x5	x6	x7	x8	x9	x10	x11
x0	14.8	0	-1.13 (-0.116)	-18.4 (-0.535)	-0.289 (-0.026)	-8.44 (-0.288)	5.19 (0.384)	-0.539 (-0.036)	13.5 (0.848)	14.8 (0.649)	0.939 (0.128)	3.57 (0.150)
x1	0	0	0	0	0	0	0	0	0	0	0	0
x2	-1.13 (-0.116)	0	6.36	11.5 (0.513)	3.18 (0.433)	-5.18 (-0.270)	-4.07 (-0.459)	-4.3 (-0.438)	-1.5 (-0.144)	-5.36 (-0.360)	0.121 (0.025)	-2.63 (-0.169)
x3	-18.4 (-0.535)	0	11.5 (0.513)	79.5	2.1 (0.081)	-35.4 (-0.521)	-27.7 (-0.884)	-7.64 (-0.220)	-21.9 (-0.594)	-30.9 (-0.587)	0.176 (0.010)	1.76 (0.032)
x4	-0.289 (-0.026)	0	3.18 (0.433)	2.1 (0.081)	8.47	4.86 (0.219)	-0.597 (-0.058)	-1.08 (-0.095)	-0.105 (-0.009)	-0.563 (-0.033)	-0.0908 (-0.016)	-11.1 (-0.621)
x5	-8.44 (-0.288)	0	-5.18 (-0.270)	-35.4 (-0.521)	4.86 (0.219)	57.9	16.2 (0.607)	8.8 (0.297)	-3.96 (-0.126)	-1.72 (-0.038)	-1.6 (-0.110)	-16.9 (-0.361)
x6	5.19 (0.384)	0	-4.07 (-0.459)	-27.7 (-0.884)	-0.597 (-0.058)	16.2 (0.607)	12.3	3.72 (0.272)	6.96 (0.479)	9.24 (0.445)	-0.198 (-0.030)	-1.38 (-0.064)
x7	-0.539 (-0.036)	0	-4.3 (-0.438)	-7.64 (-0.220)	-1.08 (-0.095)	8.8 (0.297)	3.72 (0.272)	15.2	-1.31 (-0.081)	-3.9 (-0.169)	-0.644 (-0.087)	5.99 (0.250)
x8	13.5 (0.848)	0	-1.5 (-0.144)	-21.9 (-0.594)	-0.105 (-0.009)	-3.96 (-0.126)	6.96 (0.479)	-1.31 (-0.081)	17.1	17.8 (0.727)	1.21 (0.153)	0.825 (0.032)
x9	14.8 (0.649)	0	-5.36 (-0.360)	-30.9 (-0.587)	-0.563 (-0.033)	-1.72 (-0.038)	9.24 (0.445)	-3.9 (-0.169)	17.8 (0.727)	34.9	1.37 (0.122)	-7.54 (-0.207)
x10	0.939 (0.128)	0	0.121 (0.025)	0.176 (0.010)	-0.0908 (-0.016)	-1.6 (-0.110)	-0.198 (-0.030)	-0.644 (-0.087)	1.21 (0.153)	1.37 (0.122)	3.63	0.887 (0.076)
x11	3.57 (0.150)	0	-2.63 (-0.169)	1.76 (0.032)	-11.1 (-0.621)	-16.9 (-0.361)	-1.38 (-0.064)	5.99 (0.250)	0.825 (0.032)	-7.54 (-0.207)	0.887 (0.076)	38

'Bin #12:'

Migrad
FCN = -9.305e+04		Nfcn = 1087
EDM = 4.75e-05 (Goal: 0.0001)
Valid Minimum		No Parameters at limit
Below EDM threshold (goal x 10)		Below call limit
Covariance	Hesse ok	Accurate	Pos. def.	Not forced

	Name	Value	Hesse Error	Minos Error-	Minos Error+	Limit-	Limit+	Fixed
0	x0	154.6	3.2			-500	1.5E+03
1	x1	0.1	0.1			-500	1.5E+03	yes
2	x2	-27.3	2.6			-500	1.5E+03
3	x3	71	6			-500	1.5E+03
4	x4	-106.8	3.2			-500	1.5E+03
5	x5	-62	7			-500	1.5E+03
6	x6	-16.2	2.5			-500	1.5E+03
7	x7	24	4			-500	1.5E+03
8	x8	-135.7	2.7			-500	1.5E+03
9	x9	-60	7			-500	1.5E+03
10	x10	-1.3	2.1			-500	1.5E+03
11	x11	-0	6			-500	1.5E+03

	x0	x1	x2	x3	x4	x5	x6	x7	x8	x9	x10	x11
x0	10.1	0	3.69 (0.450)	-11.7 (-0.663)	-2.09 (-0.205)	14.8 (0.656)	2.96 (0.370)	3.74 (0.301)	-3.23 (-0.371)	3.3 (0.154)	-1.76 (-0.260)	-8.61 (-0.483)
x1	0	0	0	0	0	0	0	0	0	0	0	0
x2	3.69 (0.450)	0	6.64	-0.0235 (-0.002)	-1.01 (-0.122)	7.69 (0.422)	0.627 (0.097)	-3.06 (-0.305)	-2.82 (-0.399)	6.26 (0.361)	-2.24 (-0.408)	-8.01 (-0.554)
x3	-11.7 (-0.663)	0	-0.0235 (-0.002)	30.8	1.02 (0.057)	-20.4 (-0.520)	-5.2 (-0.373)	-13.1 (-0.605)	4.52 (0.298)	9.49 (0.254)	-0.592 (-0.050)	3.57 (0.115)
x4	-2.09 (-0.205)	0	-1.01 (-0.122)	1.02 (0.057)	10.3	-7.02 (-0.310)	-4.36 (-0.542)	-0.837 (-0.067)	2.1 (0.239)	-15.9 (-0.740)	0.993 (0.146)	6.31 (0.351)
x5	14.8 (0.656)	0	7.69 (0.422)	-20.4 (-0.520)	-7.02 (-0.310)	49.9	2.71 (0.153)	9.77 (0.354)	-14.1 (-0.727)	8.51 (0.179)	-3.69 (-0.245)	-23.6 (-0.596)
x6	2.96 (0.370)	0	0.627 (0.097)	-5.2 (-0.373)	-4.36 (-0.542)	2.71 (0.153)	6.32	2.73 (0.278)	-0.24 (-0.035)	6.7 (0.396)	-0.332 (-0.062)	-1.57 (-0.111)
x7	3.74 (0.301)	0	-3.06 (-0.305)	-13.1 (-0.605)	-0.837 (-0.067)	9.77 (0.354)	2.73 (0.278)	15.2	-0.826 (-0.077)	-6.41 (-0.244)	1.49 (0.179)	3.02 (0.138)
x8	-3.23 (-0.371)	0	-2.82 (-0.399)	4.52 (0.298)	2.1 (0.239)	-14.1 (-0.727)	-0.24 (-0.035)	-0.826 (-0.077)	7.51	-4.89 (-0.265)	1.11 (0.191)	7.48 (0.487)
x9	3.3 (0.154)	0	6.26 (0.361)	9.49 (0.254)	-15.9 (-0.740)	8.51 (0.179)	6.7 (0.396)	-6.41 (-0.244)	-4.89 (-0.265)	45.2	-4.14 (-0.289)	-16.6 (-0.441)
x10	-1.76 (-0.260)	0	-2.24 (-0.408)	-0.592 (-0.050)	0.993 (0.146)	-3.69 (-0.245)	-0.332 (-0.062)	1.49 (0.179)	1.11 (0.191)	-4.14 (-0.289)	4.53	2.78 (0.233)
x11	-8.61 (-0.483)	0	-8.01 (-0.554)	3.57 (0.115)	6.31 (0.351)	-23.6 (-0.596)	-1.57 (-0.111)	3.02 (0.138)	7.48 (0.487)	-16.6 (-0.441)	2.78 (0.233)	31.4

'Bin #13:'

Migrad
FCN = -8.336e+04		Nfcn = 1088
EDM = 1.92e-05 (Goal: 0.0001)
Valid Minimum		No Parameters at limit
Below EDM threshold (goal x 10)		Below call limit
Covariance	Hesse ok	Accurate	Pos. def.	Not forced

	Name	Value	Hesse Error	Minos Error-	Minos Error+	Limit-	Limit+	Fixed
0	x0	103	4			-500	1.5E+03
1	x1	0.1	0.1			-500	1.5E+03	yes
2	x2	30	5			-500	1.5E+03
3	x3	67	4			-500	1.5E+03
4	x4	-121.0	2.8			-500	1.5E+03
5	x5	-50	7			-500	1.5E+03
6	x6	-7.6	2.6			-500	1.5E+03
7	x7	-14.5	3.4			-500	1.5E+03
8	x8	-156	5			-500	1.5E+03
9	x9	62	10			-500	1.5E+03
10	x10	-6.7	2.3			-500	1.5E+03
11	x11	8	5			-500	1.5E+03

	x0	x1	x2	x3	x4	x5	x6	x7	x8	x9	x10	x11
x0	13.8	0	-3.37 (-0.176)	-6.81 (-0.442)	2.97 (0.283)	13.7 (0.494)	0.211 (0.022)	-0.588 (-0.047)	0.536 (0.031)	6.84 (0.178)	-3.25 (-0.385)	-3.52 (-0.187)
x1	0	0	0	0	0	0	0	0	0	0	0	0
x2	-3.37 (-0.176)	0	26.6	1.89 (0.088)	-6.95 (-0.478)	20.9 (0.543)	-6.24 (-0.468)	-9.08 (-0.522)	19 (0.791)	41.4 (0.774)	-0.577 (-0.049)	-13.5 (-0.517)
x3	-6.81 (-0.442)	0	1.89 (0.088)	17.2	-0.795 (-0.068)	-11.4 (-0.369)	-1.38 (-0.129)	5.31 (0.380)	1.74 (0.090)	-12.9 (-0.301)	0.824 (0.088)	8.92 (0.425)
x4	2.97 (0.283)	0	-6.95 (-0.478)	-0.795 (-0.068)	7.96	-6.8 (-0.323)	0.198 (0.027)	2.64 (0.278)	-8.71 (-0.662)	-16.1 (-0.549)	-1.73 (-0.269)	6.33 (0.443)
x5	13.7 (0.494)	0	20.9 (0.543)	-11.4 (-0.369)	-6.8 (-0.323)	55.5	-6.89 (-0.358)	-11.7 (-0.467)	22.9 (0.659)	67.2 (0.870)	-1.88 (-0.111)	-25.2 (-0.667)
x6	0.211 (0.022)	0	-6.24 (-0.468)	-1.38 (-0.129)	0.198 (0.027)	-6.89 (-0.358)	6.69	2.11 (0.242)	-3.62 (-0.300)	-9.44 (-0.352)	0.766 (0.130)	3.84 (0.293)
x7	-0.588 (-0.047)	0	-9.08 (-0.522)	5.31 (0.380)	2.64 (0.278)	-11.7 (-0.467)	2.11 (0.242)	11.4	-6.58 (-0.419)	-19.9 (-0.568)	0.932 (0.122)	10.4 (0.611)
x8	0.536 (0.031)	0	19 (0.791)	1.74 (0.090)	-8.71 (-0.662)	22.9 (0.659)	-3.62 (-0.300)	-6.58 (-0.419)	21.8	40.1 (0.828)	-0.157 (-0.015)	-13.3 (-0.561)
x9	6.84 (0.178)	0	41.4 (0.774)	-12.9 (-0.301)	-16.1 (-0.549)	67.2 (0.870)	-9.44 (-0.352)	-19.9 (-0.568)	40.1 (0.828)	108	0.156 (0.007)	-38.9 (-0.741)
x10	-3.25 (-0.385)	0	-0.577 (-0.049)	0.824 (0.088)	-1.73 (-0.269)	-1.88 (-0.111)	0.766 (0.130)	0.932 (0.122)	-0.157 (-0.015)	0.156 (0.007)	5.15	0.11 (0.010)
x11	-3.52 (-0.187)	0	-13.5 (-0.517)	8.92 (0.425)	6.33 (0.443)	-25.2 (-0.667)	3.84 (0.293)	10.4 (0.611)	-13.3 (-0.561)	-38.9 (-0.741)	0.11 (0.010)	25.6

'Bin #14:'

Migrad
FCN = -9.192e+04		Nfcn = 1032
EDM = 2.1e-05 (Goal: 0.0001)
Valid Minimum		No Parameters at limit
Below EDM threshold (goal x 10)		Below call limit
Covariance	Hesse ok	Accurate	Pos. def.	Not forced

	Name	Value	Hesse Error	Minos Error-	Minos Error+	Limit-	Limit+	Fixed
0	x0	104.4	3.3			-500	1.5E+03
1	x1	0.1	0.1			-500	1.5E+03	yes
2	x2	24	4			-500	1.5E+03
3	x3	37	6			-500	1.5E+03
4	x4	-110	4			-500	1.5E+03
5	x5	9	9			-500	1.5E+03
6	x6	-16.6	2.5			-500	1.5E+03
7	x7	-22	4			-500	1.5E+03
8	x8	-180	7			-500	1.5E+03
9	x9	94	13			-500	1.5E+03
10	x10	1.3	2.2			-500	1.5E+03
11	x11	2	7			-500	1.5E+03

	x0	x1	x2	x3	x4	x5	x6	x7	x8	x9	x10	x11
x0	10.7	0	1.77 (0.125)	0.696 (0.038)	7.14 (0.593)	15.3 (0.498)	-0.553 (-0.067)	2.76 (0.197)	5.95 (0.263)	7.86 (0.184)	0.236 (0.032)	6.78 (0.278)
x1	0	0	0	0	0	0	0	0	0	0	0	0
x2	1.77 (0.125)	0	18.7	9.79 (0.404)	5.72 (0.359)	16.5 (0.405)	-4.63 (-0.423)	-0.203 (-0.011)	21.8 (0.729)	36.1 (0.642)	1.55 (0.161)	-8.53 (-0.265)
x3	0.696 (0.038)	0	9.79 (0.404)	31.4	-4.76 (-0.230)	-19 (-0.361)	1.41 (0.100)	14.2 (0.590)	-0.609 (-0.016)	-16.7 (-0.229)	-1.41 (-0.113)	18.1 (0.433)
x4	7.14 (0.593)	0	5.72 (0.359)	-4.76 (-0.230)	13.6	28.7 (0.827)	-4.65 (-0.499)	-4.12 (-0.261)	12.8 (0.501)	26.6 (0.554)	2.4 (0.292)	-2.91 (-0.106)
x5	15.3 (0.498)	0	16.5 (0.405)	-19 (-0.361)	28.7 (0.827)	88.5	-11.9 (-0.502)	-14.7 (-0.364)	48.8 (0.748)	100 (0.817)	8.21 (0.391)	-29.1 (-0.414)
x6	-0.553 (-0.067)	0	-4.63 (-0.423)	1.41 (0.100)	-4.65 (-0.499)	-11.9 (-0.502)	6.4	4.43 (0.408)	-7.21 (-0.411)	-15.1 (-0.460)	-1.23 (-0.218)	5.02 (0.266)
x7	2.76 (0.197)	0	-0.203 (-0.011)	14.2 (0.590)	-4.12 (-0.261)	-14.7 (-0.364)	4.43 (0.408)	18.4	-6.24 (-0.210)	-19.6 (-0.350)	-1.74 (-0.181)	16.7 (0.523)
x8	5.95 (0.263)	0	21.8 (0.729)	-0.609 (-0.016)	12.8 (0.501)	48.8 (0.748)	-7.21 (-0.411)	-6.24 (-0.210)	48.1	85.5 (0.946)	4.62 (0.298)	-29.2 (-0.565)
x9	7.86 (0.184)	0	36.1 (0.642)	-16.7 (-0.229)	26.6 (0.554)	100 (0.817)	-15.1 (-0.460)	-19.6 (-0.350)	85.5 (0.946)	170	10.2 (0.352)	-65.4 (-0.674)
x10	0.236 (0.032)	0	1.55 (0.161)	-1.41 (-0.113)	2.4 (0.292)	8.21 (0.391)	-1.23 (-0.218)	-1.74 (-0.181)	4.62 (0.298)	10.2 (0.352)	4.99	-0.65 (-0.039)
x11	6.78 (0.278)	0	-8.53 (-0.265)	18.1 (0.433)	-2.91 (-0.106)	-29.1 (-0.414)	5.02 (0.266)	16.7 (0.523)	-29.2 (-0.565)	-65.4 (-0.674)	-0.65 (-0.039)	55.6

'Bin #15:'

Migrad
FCN = -1.165e+05		Nfcn = 1080
EDM = 1.42e-05 (Goal: 0.0001)
Valid Minimum		No Parameters at limit
Below EDM threshold (goal x 10)		Below call limit
Covariance	Hesse ok	Accurate	Pos. def.	Not forced

	Name	Value	Hesse Error	Minos Error-	Minos Error+	Limit-	Limit+	Fixed
0	x0	87	4			-500	1.5E+03
1	x1	0.1	0.1			-500	1.5E+03	yes
2	x2	24	5			-500	1.5E+03
3	x3	30	6			-500	1.5E+03
4	x4	-114	6			-500	1.5E+03
5	x5	23	14			-500	1.5E+03
6	x6	-9.6	3.1			-500	1.5E+03
7	x7	-17	4			-500	1.5E+03
8	x8	-210	12			-500	1.5E+03
9	x9	125	20			-500	1.5E+03
10	x10	-3.3	2.7			-500	1.5E+03
11	x11	6	7			-500	1.5E+03

	x0	x1	x2	x3	x4	x5	x6	x7	x8	x9	x10	x11
x0	19.3	0	8.17 (0.371)	-3.64 (-0.150)	22.8 (0.812)	48.5 (0.774)	-5.84 (-0.434)	-1.55 (-0.083)	30.3 (0.574)	48.9 (0.566)	3.35 (0.279)	6.3 (0.201)
x1	0	0	0	0	0	0	0	0	0	0	0	0
x2	8.17 (0.371)	0	25.1	12.4 (0.448)	14.7 (0.458)	37.1 (0.518)	-5.63 (-0.367)	-1.52 (-0.071)	45.1 (0.750)	69.1 (0.702)	2.03 (0.148)	-9.97 (-0.279)
x3	-3.64 (-0.150)	0	12.4 (0.448)	30.7	-10.2 (-0.287)	-25.3 (-0.319)	3.68 (0.217)	10 (0.427)	-4.45 (-0.067)	-17.7 (-0.163)	-2.03 (-0.134)	7.05 (0.179)
x4	22.8 (0.812)	0	14.7 (0.458)	-10.2 (-0.287)	40.7	85.7 (0.941)	-13.3 (-0.678)	-10.3 (-0.379)	54.1 (0.707)	92.6 (0.738)	7.95 (0.455)	0.52 (0.011)
x5	48.5 (0.774)	0	37.1 (0.518)	-25.3 (-0.319)	85.7 (0.941)	204	-29.1 (-0.665)	-23.9 (-0.395)	145 (0.846)	246 (0.876)	17.7 (0.453)	-18.4 (-0.181)
x6	-5.84 (-0.434)	0	-5.63 (-0.367)	3.68 (0.217)	-13.3 (-0.678)	-29.1 (-0.665)	9.37	7.66 (0.590)	-18.6 (-0.506)	-32.3 (-0.537)	-2.32 (-0.277)	2.94 (0.135)
x7	-1.55 (-0.083)	0	-1.52 (-0.071)	10 (0.427)	-10.3 (-0.379)	-23.9 (-0.395)	7.66 (0.590)	17.9	-13.8 (-0.272)	-27 (-0.324)	-1.83 (-0.158)	9.97 (0.330)
x8	30.3 (0.574)	0	45.1 (0.750)	-4.45 (-0.067)	54.1 (0.707)	145 (0.846)	-18.6 (-0.506)	-13.8 (-0.272)	144	233 (0.986)	9.83 (0.299)	-40 (-0.468)
x9	48.9 (0.566)	0	69.1 (0.702)	-17.7 (-0.163)	92.6 (0.738)	246 (0.876)	-32.3 (-0.537)	-27 (-0.324)	233 (0.986)	387	17.7 (0.329)	-68.2 (-0.487)
x10	3.35 (0.279)	0	2.03 (0.148)	-2.03 (-0.134)	7.95 (0.455)	17.7 (0.453)	-2.32 (-0.277)	-1.83 (-0.158)	9.83 (0.299)	17.7 (0.329)	7.5	5.23 (0.268)
x11	6.3 (0.201)	0	-9.97 (-0.279)	7.05 (0.179)	0.52 (0.011)	-18.4 (-0.181)	2.94 (0.135)	9.97 (0.330)	-40 (-0.468)	-68.2 (-0.487)	5.23 (0.268)	50.8

'Bin #16:'

Migrad
FCN = -1.723e+05		Nfcn = 1531
EDM = 0.000275 (Goal: 0.0001)
Valid Minimum		No Parameters at limit
Below EDM threshold (goal x 10)		Below call limit
Covariance	Hesse ok	Accurate	Pos. def.	Not forced

	Name	Value	Hesse Error	Minos Error-	Minos Error+	Limit-	Limit+	Fixed
0	x0	55	7			-500	1.5E+03
1	x1	0.1	0.1			-500	1.5E+03	yes
2	x2	7.0	2.8			-500	1.5E+03
3	x3	0	7			-500	1.5E+03
4	x4	-125.1	2.5			-500	1.5E+03
5	x5	20	80			-500	1.5E+03
6	x6	-12	18			-500	1.5E+03
7	x7	35	5			-500	1.5E+03
8	x8	-300	50			-500	1.5E+03
9	x9	-0.10e3	0.14e3			-500	1.5E+03
10	x10	2.1	3.0			-500	1.5E+03
11	x11	0	6			-500	1.5E+03

	x0	x1	x2	x3	x4	x5	x6	x7	x8	x9	x10	x11
x0	56.2	0	-2.88 (-0.135)	-18.5 (-0.365)	-3.83 (-0.202)	-546 (-0.908)	-120 (-0.905)	-6.49 (-0.179)	317 (0.893)	-977 (-0.894)	1.57 (0.070)	10 (0.237)
x1	0	0	0	0	0	0	0	0	0	0	0	0
x2	-2.88 (-0.135)	0	8.15	-12 (-0.623)	-1.08 (-0.149)	13.1 (0.057)	2.26 (0.045)	-1.27 (-0.092)	-4.19 (-0.031)	13.9 (0.033)	-0.269 (-0.031)	0.528 (0.033)
x3	-18.5 (-0.365)	0	-12 (-0.623)	45.9	6.46 (0.377)	245 (0.451)	54.8 (0.457)	8.14 (0.249)	-153 (-0.477)	469 (0.475)	-3.01 (-0.148)	-5.11 (-0.133)
x4	-3.83 (-0.202)	0	-1.08 (-0.149)	6.46 (0.377)	6.42	71.4 (0.351)	14.8 (0.330)	5.66 (0.463)	-49.3 (-0.410)	149 (0.402)	-2.97 (-0.391)	-6.1 (-0.424)
x5	-546 (-0.908)	0	13.1 (0.057)	245 (0.451)	71.4 (0.351)	6.44e+03	1.41e+03 (0.993)	46.3 (0.120)	-3.79e+03 (-0.996)	1.17e+04 (0.997)	-88.6 (-0.368)	-214 (-0.471)
x6	-120 (-0.905)	0	2.26 (0.045)	54.8 (0.457)	14.8 (0.330)	1.41e+03 (0.993)	314	6.93 (0.081)	-829 (-0.988)	2.55e+03 (0.989)	-18 (-0.340)	-46.2 (-0.460)
x7	-6.49 (-0.179)	0	-1.27 (-0.092)	8.14 (0.249)	5.66 (0.463)	46.3 (0.120)	6.93 (0.081)	23.3	-35.3 (-0.154)	108 (0.153)	0.0677 (0.005)	1.02 (0.037)
x8	317 (0.893)	0	-4.19 (-0.031)	-153 (-0.477)	-49.3 (-0.410)	-3.79e+03 (-0.996)	-829 (-0.988)	-35.3 (-0.154)	2.25e+03	-6.9e+03 (-1.000)	55.2 (0.389)	133 (0.495)
x9	-977 (-0.894)	0	13.9 (0.033)	469 (0.475)	149 (0.402)	1.17e+04 (0.997)	2.55e+03 (0.989)	108 (0.153)	-6.9e+03 (-1.000)	2.13e+04	-170 (-0.389)	-408 (-0.493)
x10	1.57 (0.070)	0	-0.269 (-0.031)	-3.01 (-0.148)	-2.97 (-0.391)	-88.6 (-0.368)	-18 (-0.340)	0.0677 (0.005)	55.2 (0.389)	-170 (-0.389)	8.98	6.3 (0.371)
x11	10 (0.237)	0	0.528 (0.033)	-5.11 (-0.133)	-6.1 (-0.424)	-214 (-0.471)	-46.2 (-0.460)	1.02 (0.037)	133 (0.495)	-408 (-0.493)	6.3 (0.371)	32.1

'Bin #17:'

Migrad
FCN = -2.85e+05		Nfcn = 1195
EDM = 5.2e-05 (Goal: 0.0001)
Valid Minimum		No Parameters at limit
Below EDM threshold (goal x 10)		Below call limit
Covariance	Hesse ok	Accurate	Pos. def.	Not forced

	Name	Value	Hesse Error	Minos Error-	Minos Error+	Limit-	Limit+	Fixed
0	x0	65	7			-500	1.5E+03
1	x1	0.1	0.1			-500	1.5E+03	yes
2	x2	39	9			-500	1.5E+03
3	x3	-18	4			-500	1.5E+03
4	x4	-116	10			-500	1.5E+03
5	x5	-61	12			-500	1.5E+03
6	x6	-19	5			-500	1.5E+03
7	x7	4.4	3.0			-500	1.5E+03
8	x8	-170	40			-500	1.5E+03
9	x9	-365	17			-500	1.5E+03
10	x10	0.0	3.4			-500	1.5E+03
11	x11	7	5			-500	1.5E+03

	x0	x1	x2	x3	x4	x5	x6	x7	x8	x9	x10	x11
x0	51.1	0	2.25 (0.035)	14.1 (0.456)	52.9 (0.746)	-58.8 (-0.670)	7.87 (0.239)	-9.37 (-0.435)	163 (0.610)	-74.1 (-0.614)	-8.52 (-0.354)	11 (0.314)
x1	0	0	0	0	0	0	0	0	0	0	0	0
x2	2.25 (0.035)	0	81.2	-14.2 (-0.363)	31.2 (0.349)	-43 (-0.389)	-15.7 (-0.377)	1.88 (0.069)	164 (0.486)	-67.6 (-0.444)	-0.496 (-0.016)	11.3 (0.254)
x3	14.1 (0.456)	0	-14.2 (-0.363)	18.8	23.3 (0.541)	-31.5 (-0.593)	5.02 (0.251)	-2.02 (-0.155)	85 (0.524)	-41.2 (-0.562)	-2.95 (-0.202)	12.8 (0.604)
x4	52.9 (0.746)	0	31.2 (0.349)	23.3 (0.541)	98.4	-114 (-0.933)	-4.95 (-0.108)	-4.32 (-0.145)	324 (0.873)	-149 (-0.887)	-9.32 (-0.279)	32.7 (0.671)
x5	-58.8 (-0.670)	0	-43 (-0.389)	-31.5 (-0.593)	-114 (-0.933)	150	-0.883 (-0.016)	7.97 (0.216)	-448 (-0.975)	203 (0.981)	8.63 (0.209)	-47.5 (-0.789)
x6	7.87 (0.239)	0	-15.7 (-0.377)	5.02 (0.251)	-4.95 (-0.108)	-0.883 (-0.016)	21.3	-8.71 (-0.627)	8.06 (0.047)	-3.64 (-0.047)	2.08 (0.134)	-0.222 (-0.010)
x7	-9.37 (-0.435)	0	1.88 (0.069)	-2.02 (-0.155)	-4.32 (-0.145)	7.97 (0.216)	-8.71 (-0.627)	9.08	-26.9 (-0.239)	11.6 (0.229)	0.305 (0.030)	0.048 (0.003)
x8	163 (0.610)	0	164 (0.486)	85 (0.524)	324 (0.873)	-448 (-0.975)	8.06 (0.047)	-26.9 (-0.239)	1.4e+03	-630 (-0.995)	-21.5 (-0.170)	146 (0.795)
x9	-74.1 (-0.614)	0	-67.6 (-0.444)	-41.2 (-0.562)	-149 (-0.887)	203 (0.981)	-3.64 (-0.047)	11.6 (0.229)	-630 (-0.995)	286	9.83 (0.173)	-66.8 (-0.806)
x10	-8.52 (-0.354)	0	-0.496 (-0.016)	-2.95 (-0.202)	-9.32 (-0.279)	8.63 (0.209)	2.08 (0.134)	0.305 (0.030)	-21.5 (-0.170)	9.83 (0.173)	11.3	-4.54 (-0.274)
x11	11 (0.314)	0	11.3 (0.254)	12.8 (0.604)	32.7 (0.671)	-47.5 (-0.789)	-0.222 (-0.010)	0.048 (0.003)	146 (0.795)	-66.8 (-0.806)	-4.54 (-0.274)	24.1

'Bin #18:'

Migrad
FCN = -4.315e+05		Nfcn = 2202
EDM = 0.165 (Goal: 0.0001)
INVALID Minimum		SOME Parameters at limit
ABOVE EDM threshold (goal x 10)		Below call limit
Covariance	Hesse ok	Accurate	Pos. def.	Not forced

	Name	Value	Hesse Error	Minos Error-	Minos Error+	Limit-	Limit+	Fixed
0	x0	1	4			-500	1.5E+03
1	x1	0.1	0.1			-500	1.5E+03	yes
2	x2	13.4	1.6			-500	1.5E+03
3	x3	-4	7			-500	1.5E+03
4	x4	-63.4	1.4			-500	1.5E+03
5	x5	123.7	2.2			-500	1.5E+03
6	x6	4.8	2.4			-500	1.5E+03
7	x7	51	4			-500	1.5E+03
8	x8	-499.99	0.35			-500	1.5E+03
9	x9	25	5			-500	1.5E+03
10	x10	1	5			-500	1.5E+03
11	x11	-2	4			-500	1.5E+03

	x0	x1	x2	x3	x4	x5	x6	x7	x8	x9	x10	x11
x0	17.2	0	0.0161 (0.002)	-3.09 (-0.107)	3.78 (0.637)	0.867 (0.096)	-6.75 (-0.690)	-0.199 (-0.011)	-0.29 (-0.570)	13.6 (0.610)	-17.4 (-0.865)	0.343 (0.020)
x1	0	0	0	0	0	0	0	0	0	0	0	0
x2	0.0161 (0.002)	0	2.45	1.49 (0.137)	0.675 (0.302)	-1.92 (-0.563)	0.272 (0.074)	1.91 (0.274)	0.00366 (0.019)	2.57 (0.305)	0.482 (0.064)	1.61 (0.251)
x3	-3.09 (-0.107)	0	1.49 (0.137)	47.9	1.08 (0.110)	-0.0764 (-0.005)	8.16 (0.500)	-3.31 (-0.107)	0.48 (0.566)	4.34 (0.117)	12.2 (0.366)	-0.915 (-0.032)
x4	3.78 (0.637)	0	0.675 (0.302)	1.08 (0.110)	2.04	-0.578 (-0.185)	-1.06 (-0.314)	2.21 (0.346)	-0.0822 (-0.470)	5.91 (0.769)	-3.6 (-0.521)	1.64 (0.280)
x5	0.867 (0.096)	0	-1.92 (-0.563)	-0.0764 (-0.005)	-0.578 (-0.185)	4.76	-0.762 (-0.148)	-4.54 (-0.467)	-0.0231 (-0.087)	-3.09 (-0.264)	-1.09 (-0.103)	-4.8 (-0.535)
x6	-6.75 (-0.690)	0	0.272 (0.074)	8.16 (0.500)	-1.06 (-0.314)	-0.762 (-0.148)	5.55	1.21 (0.115)	0.186 (0.644)	-3.65 (-0.289)	9.51 (0.834)	1.91 (0.198)
x7	-0.199 (-0.011)	0	1.91 (0.274)	-3.31 (-0.107)	2.21 (0.346)	-4.54 (-0.467)	1.21 (0.115)	19.9	-0.0696 (-0.128)	9.27 (0.387)	-0.0821 (-0.004)	12.4 (0.675)
x8	-0.29 (-0.570)	0	0.00366 (0.019)	0.48 (0.566)	-0.0822 (-0.470)	-0.0231 (-0.087)	0.186 (0.644)	-0.0696 (-0.128)	0.015	-0.288 (-0.437)	0.403 (0.680)	-0.0227 (-0.045)
x9	13.6 (0.610)	0	2.57 (0.305)	4.34 (0.117)	5.91 (0.769)	-3.09 (-0.264)	-3.65 (-0.289)	9.27 (0.387)	-0.288 (-0.437)	28.9	-13.9 (-0.536)	8.46 (0.383)
x10	-17.4 (-0.865)	0	0.482 (0.064)	12.2 (0.366)	-3.6 (-0.521)	-1.09 (-0.103)	9.51 (0.834)	-0.0821 (-0.004)	0.403 (0.680)	-13.9 (-0.536)	23.4	0.352 (0.018)
x11	0.343 (0.020)	0	1.61 (0.251)	-0.915 (-0.032)	1.64 (0.280)	-4.8 (-0.535)	1.91 (0.198)	12.4 (0.675)	-0.0227 (-0.045)	8.46 (0.383)	0.352 (0.018)	16.9

'Bin #19:'

Migrad
FCN = -4.153e+05		Nfcn = 1408
EDM = 5e-05 (Goal: 0.0001)
Valid Minimum		No Parameters at limit
Below EDM threshold (goal x 10)		Below call limit
Covariance	Hesse ok	Accurate	Pos. def.	Not forced

	Name	Value	Hesse Error	Minos Error-	Minos Error+	Limit-	Limit+	Fixed
0	x0	28	4			-500	1.5E+03
1	x1	0.1	0.1			-500	1.5E+03	yes
2	x2	-12	4			-500	1.5E+03
3	x3	2	8			-500	1.5E+03
4	x4	-55	20			-500	1.5E+03
5	x5	-139	9			-500	1.5E+03
6	x6	-13	5			-500	1.5E+03
7	x7	-35	5			-500	1.5E+03
8	x8	449	29			-500	1.5E+03
9	x9	-200	70			-500	1.5E+03
10	x10	-2	4			-500	1.5E+03
11	x11	3	4			-500	1.5E+03

	x0	x1	x2	x3	x4	x5	x6	x7	x8	x9	x10	x11
x0	15.5	0	6.99 (0.456)	12.6 (0.422)	-12.8 (-0.159)	7.94 (0.226)	-4.89 (-0.246)	6.69 (0.317)	-19.1 (-0.168)	-44.7 (-0.172)	-8 (-0.571)	2.61 (0.164)
x1	0	0	0	0	0	0	0	0	0	0	0	0
x2	6.99 (0.456)	0	15.2	24.9 (0.844)	-0.294 (-0.004)	0.805 (0.023)	1.2 (0.061)	3.58 (0.171)	-0.339 (-0.003)	-1.48 (-0.006)	1.32 (0.095)	2 (0.127)
x3	12.6 (0.422)	0	24.9 (0.844)	57.4	11.8 (0.076)	-2.88 (-0.043)	3.5 (0.092)	0.273 (0.007)	16.2 (0.074)	36.1 (0.072)	1.8 (0.067)	-1.22 (-0.040)
x4	-12.8 (-0.159)	0	-0.294 (-0.004)	11.8 (0.076)	418	-170 (-0.935)	86.3 (0.836)	-62.7 (-0.570)	588 (0.996)	1.35e+03 (0.996)	-8.55 (-0.118)	21.7 (0.262)
x5	7.94 (0.226)	0	0.805 (0.023)	-2.88 (-0.043)	-170 (-0.935)	79.4	-38.3 (-0.851)	23.2 (0.485)	-243 (-0.945)	-561 (-0.952)	0.755 (0.024)	-10.5 (-0.292)
x6	-4.89 (-0.246)	0	1.2 (0.061)	3.5 (0.092)	86.3 (0.836)	-38.3 (-0.851)	25.5	-7.19 (-0.265)	123 (0.846)	283 (0.847)	2.73 (0.152)	8.01 (0.392)
x7	6.69 (0.317)	0	3.58 (0.171)	0.273 (0.007)	-62.7 (-0.570)	23.2 (0.485)	-7.19 (-0.265)	28.9	-86.8 (-0.559)	-200 (-0.563)	2.26 (0.118)	8.03 (0.369)
x8	-19.1 (-0.168)	0	-0.339 (-0.003)	16.2 (0.074)	588 (0.996)	-243 (-0.945)	123 (0.846)	-86.8 (-0.559)	833	1.91e+03 (0.998)	-10.5 (-0.102)	31.7 (0.271)
x9	-44.7 (-0.172)	0	-1.48 (-0.006)	36.1 (0.072)	1.35e+03 (0.996)	-561 (-0.952)	283 (0.847)	-200 (-0.563)	1.91e+03 (0.998)	4.37e+03	-23.8 (-0.101)	72 (0.269)
x10	-8 (-0.571)	0	1.32 (0.095)	1.8 (0.067)	-8.55 (-0.118)	0.755 (0.024)	2.73 (0.152)	2.26 (0.118)	-10.5 (-0.102)	-23.8 (-0.101)	12.7	0.982 (0.068)
x11	2.61 (0.164)	0	2 (0.127)	-1.22 (-0.040)	21.7 (0.262)	-10.5 (-0.292)	8.01 (0.392)	8.03 (0.369)	31.7 (0.271)	72 (0.269)	0.982 (0.068)	16.4

'Bin #20:'

Migrad
FCN = -2.636e+05		Nfcn = 1745
EDM = 2.05e-05 (Goal: 0.0001)
Valid Minimum		No Parameters at limit
Below EDM threshold (goal x 10)		Below call limit
Covariance	Hesse ok	Accurate	Pos. def.	Not forced

	Name	Value	Hesse Error	Minos Error-	Minos Error+	Limit-	Limit+	Fixed
0	x0	36	8			-500	1.5E+03
1	x1	0.1	0.1			-500	1.5E+03	yes
2	x2	-15	11			-500	1.5E+03
3	x3	-1	11			-500	1.5E+03
4	x4	-141	7			-500	1.5E+03
5	x5	69	15			-500	1.5E+03
6	x6	-2	5			-500	1.5E+03
7	x7	4	7			-500	1.5E+03
8	x8	285	27			-500	1.5E+03
9	x9	261	29			-500	1.5E+03
10	x10	2	4			-500	1.5E+03
11	x11	1	5			-500	1.5E+03

	x0	x1	x2	x3	x4	x5	x6	x7	x8	x9	x10	x11
x0	62.8	0	66.8 (0.740)	-54.4 (-0.645)	-24.9 (-0.426)	-61.6 (-0.521)	25.4 (0.585)	-36.5 (-0.686)	-102 (-0.474)	110 (0.473)	-13 (-0.393)	-0.434 (-0.012)
x1	0	0	0	0	0	0	0	0	0	0	0	0
x2	66.8 (0.740)	0	130	-116 (-0.955)	-14 (-0.167)	-39.9 (-0.235)	31.5 (0.505)	-31.3 (-0.409)	-52.5 (-0.170)	58.8 (0.176)	-3.33 (-0.070)	14.6 (0.269)
x3	-54.4 (-0.645)	0	-116 (-0.955)	113	9.6 (0.122)	32.1 (0.203)	-21.3 (-0.367)	17.6 (0.246)	38 (0.132)	-44.1 (-0.141)	4.82 (0.109)	-21.6 (-0.427)
x4	-24.9 (-0.426)	0	-14 (-0.167)	9.6 (0.122)	54.3	101 (0.921)	-20.2 (-0.502)	24.7 (0.498)	193 (0.961)	-206 (-0.952)	-0.852 (-0.028)	-3.59 (-0.102)
x5	-61.6 (-0.521)	0	-39.9 (-0.235)	32.1 (0.203)	101 (0.921)	222	-37.1 (-0.455)	48.1 (0.481)	398 (0.982)	-432 (-0.988)	5.87 (0.094)	-12.6 (-0.177)
x6	25.4 (0.585)	0	31.5 (0.505)	-21.3 (-0.367)	-20.2 (-0.502)	-37.1 (-0.455)	29.9	-31.2 (-0.848)	-69.5 (-0.468)	73.7 (0.459)	7.13 (0.312)	-8.41 (-0.323)
x7	-36.5 (-0.686)	0	-31.3 (-0.409)	17.6 (0.246)	24.7 (0.498)	48.1 (0.481)	-31.2 (-0.848)	45.1	89.4 (0.490)	-94.6 (-0.480)	-2.79 (-0.100)	14.6 (0.455)
x8	-102 (-0.474)	0	-52.5 (-0.170)	38 (0.132)	193 (0.961)	398 (0.982)	-69.5 (-0.468)	89.4 (0.490)	738	-795 (-0.997)	6.06 (0.053)	-17 (-0.131)
x9	110 (0.473)	0	58.8 (0.176)	-44.1 (-0.141)	-206 (-0.952)	-432 (-0.988)	73.7 (0.459)	-94.6 (-0.480)	-795 (-0.997)	862	-6.95 (-0.057)	20.4 (0.146)
x10	-13 (-0.393)	0	-3.33 (-0.070)	4.82 (0.109)	-0.852 (-0.028)	5.87 (0.094)	7.13 (0.312)	-2.79 (-0.100)	6.06 (0.053)	-6.95 (-0.057)	17.4	-4.59 (-0.231)
x11	-0.434 (-0.012)	0	14.6 (0.269)	-21.6 (-0.427)	-3.59 (-0.102)	-12.6 (-0.177)	-8.41 (-0.323)	14.6 (0.455)	-17 (-0.131)	20.4 (0.146)	-4.59 (-0.231)	22.7

'Bin #21:'

Migrad
FCN = -1.612e+05		Nfcn = 1567
EDM = 0.000162 (Goal: 0.0001)
Valid Minimum		No Parameters at limit
Below EDM threshold (goal x 10)		Below call limit
Covariance	Hesse ok	Accurate	Pos. def.	Not forced

	Name	Value	Hesse Error	Minos Error-	Minos Error+	Limit-	Limit+	Fixed
0	x0	-43	5			-500	1.5E+03
1	x1	0.1	0.1			-500	1.5E+03	yes
2	x2	9	4			-500	1.5E+03
3	x3	7	12			-500	1.5E+03
4	x4	136	29			-500	1.5E+03
5	x5	110	40			-500	1.5E+03
6	x6	1.0	2.8			-500	1.5E+03
7	x7	4	8			-500	1.5E+03
8	x8	-272	23			-500	1.5E+03
9	x9	80	70			-500	1.5E+03
10	x10	-3	4			-500	1.5E+03
11	x11	-3	5			-500	1.5E+03

	x0	x1	x2	x3	x4	x5	x6	x7	x8	x9	x10	x11
x0	23.3	0	12.5 (0.596)	24.5 (0.437)	-3.14 (-0.022)	9.63 (0.055)	-1.3 (-0.098)	8.88 (0.220)	-2.61 (-0.024)	-9.37 (-0.027)	-8.97 (-0.504)	-1.68 (-0.066)
x1	0	0	0	0	0	0	0	0	0	0	0	0
x2	12.5 (0.596)	0	18.8	40.7 (0.804)	50.9 (0.398)	-59.7 (-0.381)	0.337 (0.028)	-4.97 (-0.137)	40 (0.404)	127 (0.401)	-0.863 (-0.054)	0.0173 (0.001)
x3	24.5 (0.437)	0	40.7 (0.804)	136	218 (0.635)	-260 (-0.618)	-5.41 (-0.168)	-52.9 (-0.542)	170 (0.642)	540 (0.636)	-3.34 (-0.078)	-12.6 (-0.206)
x4	-3.14 (-0.022)	0	50.9 (0.398)	218 (0.635)	867	-1.06e+03 (-0.995)	-34.3 (-0.422)	-190 (-0.769)	668 (0.997)	2.14e+03 (0.998)	-24.3 (-0.223)	48.8 (0.315)
x5	9.63 (0.055)	0	-59.7 (-0.381)	-260 (-0.618)	-1.06e+03 (-0.995)	1.3e+03	40.3 (0.405)	233 (0.768)	-816 (-0.993)	-2.62e+03 (-0.998)	26.4 (0.198)	-60.9 (-0.321)
x6	-1.3 (-0.098)	0	0.337 (0.028)	-5.41 (-0.168)	-34.3 (-0.422)	40.3 (0.405)	7.61	11.5 (0.499)	-26.2 (-0.417)	-83.3 (-0.414)	4.99 (0.491)	0.447 (0.031)
x7	8.88 (0.220)	0	-4.97 (-0.137)	-52.9 (-0.542)	-190 (-0.769)	233 (0.768)	11.5 (0.499)	70.3	-147 (-0.770)	-469 (-0.767)	4.09 (0.132)	7.37 (0.167)
x8	-2.61 (-0.024)	0	40 (0.404)	170 (0.642)	668 (0.997)	-816 (-0.993)	-26.2 (-0.417)	-147 (-0.770)	518	1.65e+03 (0.997)	-17.8 (-0.212)	36.9 (0.308)
x9	-9.37 (-0.027)	0	127 (0.401)	540 (0.636)	2.14e+03 (0.998)	-2.62e+03 (-0.998)	-83.3 (-0.414)	-469 (-0.767)	1.65e+03 (0.997)	5.31e+03	-57.7 (-0.214)	121 (0.317)
x10	-8.97 (-0.504)	0	-0.863 (-0.054)	-3.34 (-0.078)	-24.3 (-0.223)	26.4 (0.198)	4.99 (0.491)	4.09 (0.132)	-17.8 (-0.212)	-57.7 (-0.214)	13.6	-3.42 (-0.176)
x11	-1.68 (-0.066)	0	0.0173 (0.001)	-12.6 (-0.206)	48.8 (0.315)	-60.9 (-0.321)	0.447 (0.031)	7.37 (0.167)	36.9 (0.308)	121 (0.317)	-3.42 (-0.176)	27.7

'Bin #22:'

Migrad
FCN = -1.161e+05		Nfcn = 1806
EDM = 2.46e-05 (Goal: 0.0001)
Valid Minimum		No Parameters at limit
Below EDM threshold (goal x 10)		Below call limit
Covariance	Hesse ok	Accurate	Pos. def.	Not forced

	Name	Value	Hesse Error	Minos Error-	Minos Error+	Limit-	Limit+	Fixed
0	x0	-32	6			-500	1.5E+03
1	x1	0.1	0.1			-500	1.5E+03	yes
2	x2	6	6			-500	1.5E+03
3	x3	8	9			-500	1.5E+03
4	x4	152	22			-500	1.5E+03
5	x5	106	31			-500	1.5E+03
6	x6	2.6	3.0			-500	1.5E+03
7	x7	7	8			-500	1.5E+03
8	x8	-209	13			-500	1.5E+03
9	x9	60	40			-500	1.5E+03
10	x10	-2	4			-500	1.5E+03
11	x11	-9	5			-500	1.5E+03

	x0	x1	x2	x3	x4	x5	x6	x7	x8	x9	x10	x11
x0	41.9	0	28.4 (0.792)<