PyExtal example for CBED refinement

[ ]:
import numpy as np
import matplotlib.pyplot as plt
from skimage.filters import farid
from pyextal.dinfo import CBEDDiffractionInfo
from pyextal.roi import CBEDROI


from pyextal.optimize import CoarseOptimize, FineOptimize
from pyextal.gof import Chi2_multibackground
plt.rcParams['image.cmap'] = 'inferno'
pyextal package imported. Version: 0.0.1

load data

  1. load the input data

  2. load the mtf for the detector

  3. display the data

[ ]:
data = np.fromfile("si04.img", dtype='<f4', offset=8).reshape(1024, 1024).byteswap()
mtf = np.load('YAG 120 CCD MTF.npy')

plt.imshow(data)
<matplotlib.image.AxesImage at 0x79c80ed50c50>
../_images/notebooks_refinemnt_si04_3_1.png

set detector parameters

[ ]:

[4]:
dtpar = [3.15, 4e-5, 1.2, 2.2, 0.111]
background = 38.0681229

initialize diffraction info class

  • stores dp

  • initial guess of thickness

  • additional tilt x and y

  • geometry scaling

  • .dat file path

  • detector parameters

  • mtf shape

  • background for Lucy-Richardson deconvolution

[ ]:
dinfo = CBEDDiffractionInfo(data, 3431.99,  0, 0, 226.7, 'Si_systematic.dat', dtpar, mtf, background,)

region of interest parameters:

defines the region of interest for refinement

  • rotation: relative to the xaxis set in .dat

  • gInclude: list of g-vectors to include in the refinement

  • dpCenter: of diffraction pattern for simulation as reference point

  • dpSize: size of the diffraction pattern for simulation

[6]:
rotation = 44.742
dpCenter = [250, 450]
dpSize = [500,1200]
  • gx: the horizontal axis for simulation

[7]:
roi = CBEDROI(dinfo=dinfo, rotation=rotation, gx=np.array([1,-1,-1]), gInclude=[(-1,1,1),(0,0,0),(1,-1,-1),(2,-2,-2)], dpCenter=dpCenter, dpSize=dpSize)
include beam initialized
group symmetry initialized
../_images/notebooks_refinemnt_si04_12_1.png

select the region of interest for refinement

  • regions: define 3 points relative to dpCenter to defeine a parallelogram, multiple regions can be defined, [[region1_top_left, region1_top_right, region1_bottom_left, pixels],
    [region2_top_left, region2_top_right, region2_bottom_left], …]
    region_top_left = [row, column]
    pixels = [pixels_row, pixels_column]
  • mask: whether to include the region for each reflection selected in nthgx [[region1_beam1, region1_beam2, …], [region2_beam1, region2_beam2, …], …], 1 include, 0 exclude

[8]:
roi.selectROI(np.array([[[-80,-80], [-80, 80], [80,-80], [160,160]]]))
roi.displayROI()
../_images/notebooks_refinemnt_si04_14_0.png

initialize coarse refine

  • only support rectangular ROI, and only one region

[9]:
coarse = CoarseOptimize(dinfo=dinfo, roi=roi, searchRadius=0.7, nx=60)
../_images/notebooks_refinemnt_si04_16_0.png
[10]:
coarse.optimizeOrientationThickness()

Optimization terminated successfully;
The returned value satisfies the termination criteria
(using xtol = 0.001 )
thickness: 3433.1703399999997, gl: 226.7, tiltY: -0.018218052064882362, tiltX: 0.0060726840216274725
[11]:
coarse.displayCoarseSearch()
../_images/notebooks_refinemnt_si04_18_0.png
[ ]:

roi.selectROI(np.array([ [[61.48970, -80.59588], [61.48970, 104.16463], [61.48970, -80.59588], [101, 1]], [[16.15227, -85.27648], [11.25240, 83.03997], [16.15227, -85.27648], [101, 1]], [[59.41647, -44.46745], [25.42195, -44.45989], [59.41647, -44.46745], [21, 1]], [[59.41647, 68.88256], [25.42195, 68.89011], [59.41647, 68.88256], [21, 1]],]), mask=np.array([[1,1,1,1],[0,0,1,1],[0,0,0,1],[0,0,1,0], ])) roi.displayROI()
../_images/notebooks_refinemnt_si04_19_0.png

initialize fine refine for structure factor

  • reflections: list of reflections to refine

  • errorFunc: error function to use for refinement, define in gof.py, if developing new error function, inherit from BaseGOF ABC.

  • perturbROI: allow shift or rotation or scale of the region of interest

  • shift disk: allow region of interest to shift different for each beam selected by nthgx

[14]:
fine = FineOptimize(dinfo=dinfo,
                    roi=roi,
                    reflections=[(1,-1,-1),(2,-2,-2)],
                    sfMask=np.array([[True, True], [True, False]]),
                    errorFunc=Chi2_multibackground(dinfo),
                    perturbROI=True,
                    shiftDisk=False,
                    symUpdate=False,
                    )

# fine.getx0()
[15]:
extal = np.array([[0.0471822, 0, 0.831778E-03, 180],
                  [0.963641E-03, 180, 0, 0],])
fine.getx0(extal[:,::2])
fine.getRange(np.array([[[0.045, 0.0005], [0.0009,0.00]], [[0.05, 0.001],[0.0011, 0.00]]]))
setting the initial value and normalization range to:
beam: (1, -1, -1)
      lower       value       upper
U : 4.5000000e-02   4.7182200e-02   5.0000000e-02
UA: 5.0000000e-04   8.3177800e-04   1.0000000e-03
------------------------------
beam: (2, -2, -2)
      lower       value       upper
U : 9.0000000e-04   9.6364100e-04   1.1000000e-03
UA: 0.0000000e+00   0.0000000e+00   0.0000000e+00
------------------------------
[ ]:
fine.display([0,])
(1, -1, -1): U 0.0471822 UA 0.0008318
(2, -2, -2): U 0.0009636 UA 0.0000000
Chi Square background for each disk: 3.51688
No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.
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             52.55275 ]],

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../_images/notebooks_refinemnt_si04_23_3.png
../_images/notebooks_refinemnt_si04_23_4.png
../_images/notebooks_refinemnt_si04_23_5.png
../_images/notebooks_refinemnt_si04_23_6.png

start the refinement

  • x0: initial guess for the structure factor, if not provided, use the structure factor save in fine (1,1,1,1) (bird’s atomic scatter factor) if no previous fine refinement

[16]:
%matplotlib qt
fine.optimize()
# fine.optimize()
setting the initial value and normalization range to:
beam: (1, -1, -1)
      lower       value       upper
U : 4.5000000e-02   4.7182200e-02   5.0000000e-02
UA: 5.0000000e-04   8.3177800e-04   1.0000000e-03
------------------------------
beam: (2, -2, -2)
      lower       value       upper
U : 9.0000000e-04   9.6364100e-04   1.1000000e-03
UA: 0.0000000e+00   0.0000000e+00   0.0000000e+00
------------------------------
MESA: error: ZINK: failed to choose pdev
glx: failed to create drisw screen
/home/hcni/project/bloch-python/src/pyextal/optimize.py:656: RuntimeWarning: invalid value encountered in divide
  return ((self.x0-self.x0Range[0])/(self.x0Range[1]-self.x0Range[0]))[self.sfMask]
start optimization
normal:[[0.0471822  0.00083178]
 [0.00096364 0.        ]]
SF:
(1, -1, -1): 4.7182200e-02 8.3177800e-04
(2, -2, -2): 9.6364100e-04 0.0000000e+00
thickness: 3430.84 gl: 226.91080 rotation: 44.77882
corner: -0.00237 -0.86979
GOF: 3.08907  func eval: 227
Error: 3.063747718685963  func eval: 227
********************
SF:
(1, -1, -1): 4.7291310e-02 8.3177800e-04
(2, -2, -2): 9.6364100e-04 0.0000000e+00
thickness: 3425.48 gl: 226.84112 rotation: 44.22193
corner: 1.22121 -2.95196
GOF: 2.79851  func eval: 513
Error: 2.77556872758709  func eval: 513
********************
SF:
(1, -1, -1): 4.7182200e-02 8.4836690e-04
(2, -2, -2): 9.6364100e-04 0.0000000e+00
thickness: 3430.83 gl: 226.91446 rotation: 44.21622
corner: 1.17192 -3.05009
GOF: 2.85847  func eval: 173
Error: 2.8350354804367317  func eval: 173
********************
SF:
(1, -1, -1): 4.7182200e-02 8.3177800e-04
(2, -2, -2): 9.6682305e-04 0.0000000e+00
thickness: 3430.87 gl: 226.91331 rotation: 44.21658
corner: 1.17304 -3.05064
GOF: 2.85320  func eval: 38
Error: 2.8298159740010247  func eval: 38
********************
SF:
(1, -1, -1): 4.7254940e-02 8.4283727e-04
(2, -2, -2): 9.6576237e-04 0.0000000e+00
thickness: 3427.46 gl: 226.86455 rotation: 44.22268
corner: 1.22095 -3.00101
GOF: 2.81508  func eval: 180
Error: 2.7920076964331453  func eval: 180
********************
SF:
(1, -1, -1): 4.7303433e-02 8.2256194e-04
(2, -2, -2): 9.6717661e-04 0.0000000e+00
thickness: 3425.13 gl: 226.84142 rotation: 44.21726
corner: 1.23620 -2.97706
GOF: 2.79508  func eval: 110
Error: 2.7721707703637297  func eval: 110
********************
SF:
(1, -1, -1): 4.7343844e-02 8.1396029e-04
(2, -2, -2): 9.6835515e-04 0.0000000e+00
thickness: 3423.27 gl: 226.81633 rotation: 44.22483
corner: 1.25381 -2.93635
GOF: 2.79176  func eval: 151
Error: 2.7688778736552253  func eval: 151
********************
SF:
(1, -1, -1): 4.7411196e-02 8.2727237e-04
(2, -2, -2): 9.6501596e-04 0.0000000e+00
thickness: 3420.00 gl: 226.78262 rotation: 44.22258
corner: 1.28930 -2.91399
GOF: 2.80744  func eval: 147
Error: 2.7844303318711576  func eval: 147
********************
SF:
(1, -1, -1): 4.7442627e-02 8.0583651e-04
(2, -2, -2): 9.6557904e-04 0.0000000e+00
thickness: 3418.49 gl: 226.76248 rotation: 44.22239
corner: 1.29796 -2.88816
GOF: 2.81626  func eval: 114
Error: 2.7931761194448  func eval: 114
********************
SF:
(1, -1, -1): 4.7294041e-02 8.3512878e-04
(2, -2, -2): 9.6572417e-04 0.0000000e+00
thickness: 3425.48 gl: 226.83890 rotation: 44.22276
corner: 1.22488 -2.94454
GOF: 2.80043  func eval: 143
Error: 2.7774768266521517  func eval: 143
********************
SF:
(1, -1, -1): 4.7208268e-02 8.2663901e-04
(2, -2, -2): 9.6679759e-04 0.0000000e+00
thickness: 3429.61 gl: 226.89810 rotation: 44.22462
corner: 1.17486 -2.99943
GOF: 2.83367  func eval: 148
Error: 2.8104448162141393  func eval: 148
********************
SF:
(1, -1, -1): 4.7368919e-02 8.2714042e-04
(2, -2, -2): 9.6538713e-04 0.0000000e+00
thickness: 3421.95 gl: 226.80672 rotation: 44.22603
corner: 1.25131 -2.90959
GOF: 2.79592  func eval: 180
Error: 2.7730012487192623  func eval: 180
********************
SF:
(1, -1, -1): 4.7375341e-02 8.1345703e-04
(2, -2, -2): 9.6586468e-04 0.0000000e+00
thickness: 3421.77 gl: 226.80484 rotation: 44.22432
corner: 1.25287 -2.91195
GOF: 2.79454  func eval: 36
Error: 2.771635462026127  func eval: 36
********************
SF:
(1, -1, -1): 4.7434093e-02 8.0459383e-04
(2, -2, -2): 9.6943031e-04 0.0000000e+00
thickness: 3418.97 gl: 226.77042 rotation: 44.22630
corner: 1.31100 -2.90740
GOF: 2.81531  func eval: 111
Error: 2.792238329277664  func eval: 111
********************
SF:
(1, -1, -1): 4.7321057e-02 8.2611463e-04
(2, -2, -2): 9.6484711e-04 0.0000000e+00
thickness: 3424.30 gl: 226.82612 rotation: 44.22314
corner: 1.23662 -2.93764
GOF: 2.79342  func eval: 144
Error: 2.7705183185514857  func eval: 144
********************
SF:
(1, -1, -1): 4.7324575e-02 8.0854755e-04
(2, -2, -2): 9.6732416e-04 0.0000000e+00
thickness: 3424.15 gl: 226.82545 rotation: 44.22355
corner: 1.23870 -2.93923
GOF: 2.79003  func eval: 38
Error: 2.7671598840932377  func eval: 38
********************
SF:
(1, -1, -1): 4.7309794e-02 8.0234993e-04
(2, -2, -2): 9.6796983e-04 0.0000000e+00
thickness: 3424.53 gl: 226.83361 rotation: 44.22554
corner: 1.24444 -2.94893
GOF: 2.79174  func eval: 66
Error: 2.768859112849001  func eval: 66
********************
SF:
(1, -1, -1): 4.7284310e-02 8.1895795e-04
(2, -2, -2): 9.6781959e-04 0.0000000e+00
thickness: 3425.94 gl: 226.84353 rotation: 44.22619
corner: 1.23424 -2.95823
GOF: 2.79863  func eval: 75
Error: 2.7756887967469264  func eval: 75
********************
SF:
(1, -1, -1): 4.7356376e-02 8.1460306e-04
(2, -2, -2): 9.6627195e-04 0.0000000e+00
thickness: 3422.64 gl: 226.80916 rotation: 44.22285
corner: 1.26100 -2.93518
GOF: 2.79219  func eval: 159
Error: 2.7692996165791497  func eval: 159
********************
SF:
(1, -1, -1): 4.7362141e-02 7.9862597e-04
(2, -2, -2): 9.6978707e-04 0.0000000e+00
thickness: 3422.42 gl: 226.80904 rotation: 44.22252
corner: 1.26233 -2.93177
GOF: 2.79238  func eval: 38
Error: 2.7694902263703893  func eval: 38
********************
SF:
(1, -1, -1): 4.7353582e-02 8.0435277e-04
(2, -2, -2): 9.6875791e-04 0.0000000e+00
thickness: 3422.77 gl: 226.80890 rotation: 44.22409
corner: 1.25998 -2.92766
GOF: 2.79155  func eval: 78
Error: 2.7686637503201843  func eval: 78
********************
SF:
(1, -1, -1): 4.7324958e-02 8.0330402e-04
(2, -2, -2): 9.7001952e-04 0.0000000e+00
thickness: 3424.11 gl: 226.82319 rotation: 44.22708
corner: 1.25292 -2.93767
GOF: 2.79117  func eval: 74
Error: 2.7682935370773567  func eval: 74
********************
SF:
(1, -1, -1): 4.7324899e-02 7.9684260e-04
(2, -2, -2): 9.6904591e-04 0.0000000e+00
thickness: 3424.13 gl: 226.82198 rotation: 44.22588
corner: 1.24759 -2.93657
GOF: 2.79027  func eval: 42
Error: 2.767403774574155  func eval: 42
********************
SF:
(1, -1, -1): 4.7296040e-02 8.0144334e-04
(2, -2, -2): 9.6883515e-04 0.0000000e+00
thickness: 3425.41 gl: 226.83805 rotation: 44.22732
corner: 1.23525 -2.94673
GOF: 2.79412  func eval: 74
Error: 2.771215470110784  func eval: 74
********************
SF:
(1, -1, -1): 4.7341594e-02 8.0374664e-04
(2, -2, -2): 9.6877400e-04 0.0000000e+00
thickness: 3423.45 gl: 226.82840 rotation: 44.22240
corner: 1.23956 -2.94492
GOF: 2.79060  func eval: 80
Error: 2.767729712314293  func eval: 80
********************
SF:
(1, -1, -1): 4.7335754e-02 8.0278718e-04
(2, -2, -2): 9.6674319e-04 0.0000000e+00
thickness: 3423.83 gl: 226.82761 rotation: 44.22311
corner: 1.24042 -2.94447
GOF: 2.78941  func eval: 37
Error: 2.766548281810323  func eval: 37
********************
SF:
(1, -1, -1): 4.7339352e-02 8.0261490e-04
(2, -2, -2): 9.6565108e-04 0.0000000e+00
thickness: 3423.54 gl: 226.82515 rotation: 44.22291
corner: 1.24318 -2.94281
GOF: 2.78864  func eval: 81
Error: 2.7657855925012806  func eval: 81
********************
SF:
(1, -1, -1): 4.7317624e-02 8.0159006e-04
(2, -2, -2): 9.6590676e-04 0.0000000e+00
thickness: 3424.47 gl: 226.82726 rotation: 44.22433
corner: 1.24092 -2.94267
GOF: 2.78932  func eval: 82
Error: 2.766453227058786  func eval: 82
********************
SF:
(1, -1, -1): 4.7329469e-02 8.1165907e-04
(2, -2, -2): 9.6354209e-04 0.0000000e+00
thickness: 3423.95 gl: 226.82349 rotation: 44.22311
corner: 1.24342 -2.94025
GOF: 2.78859  func eval: 78
Error: 2.7657305608030227  func eval: 78
********************
SF:
(1, -1, -1): 4.7330993e-02 8.1659789e-04
(2, -2, -2): 9.6170748e-04 0.0000000e+00
thickness: 3423.88 gl: 226.82260 rotation: 44.22326
corner: 1.24396 -2.93936
GOF: 2.78859  func eval: 41
Error: 2.7657325619556863  func eval: 41
********************
SF:
(1, -1, -1): 4.7333055e-02 8.0202846e-04
(2, -2, -2): 9.6274247e-04 0.0000000e+00
thickness: 3423.81 gl: 226.82171 rotation: 44.22336
corner: 1.24518 -2.93850
GOF: 2.78705  func eval: 41
Error: 2.7642011798796107  func eval: 41
********************
SF:
(1, -1, -1): 4.7335882e-02 7.9985543e-04
(2, -2, -2): 9.6121523e-04 0.0000000e+00
thickness: 3423.69 gl: 226.82024 rotation: 44.22338
corner: 1.24661 -2.93742
GOF: 2.78681  func eval: 42
Error: 2.763969796602843  func eval: 42
********************
SF:
(1, -1, -1): 4.7352178e-02 8.0782954e-04
(2, -2, -2): 9.6103217e-04 0.0000000e+00
thickness: 3422.98 gl: 226.81751 rotation: 44.22280
corner: 1.24887 -2.93480
GOF: 2.78831  func eval: 77
Error: 2.765451149862321  func eval: 77
********************
SF:
(1, -1, -1): 4.7339000e-02 8.1028113e-04
(2, -2, -2): 9.5820859e-04 0.0000000e+00
thickness: 3423.52 gl: 226.81724 rotation: 44.22385
corner: 1.24728 -2.93181
GOF: 2.78693  func eval: 119
Error: 2.764089365474513  func eval: 119
********************
SF:
(1, -1, -1): 4.7355238e-02 8.0031834e-04
(2, -2, -2): 9.5676190e-04 0.0000000e+00
thickness: 3422.79 gl: 226.81460 rotation: 44.22347
corner: 1.24964 -2.92984
GOF: 2.78518  func eval: 96
Error: 2.7623521148181354  func eval: 96
********************
SF:
(1, -1, -1): 4.7363827e-02 7.9653809e-04
(2, -2, -2): 9.5450184e-04 0.0000000e+00
thickness: 3422.55 gl: 226.80921 rotation: 44.22344
corner: 1.25483 -2.92728
GOF: 2.78536  func eval: 69
Error: 2.7625252145235657  func eval: 69
********************
SF:
(1, -1, -1): 4.7334568e-02 7.9914040e-04
(2, -2, -2): 9.5642498e-04 0.0000000e+00
thickness: 3423.73 gl: 226.81677 rotation: 44.22542
corner: 1.24786 -2.92972
GOF: 2.78453  func eval: 81
Error: 2.7617027407786887  func eval: 81
********************
SF:
(1, -1, -1): 4.7328698e-02 7.9624401e-04
(2, -2, -2): 9.5488925e-04 0.0000000e+00
thickness: 3424.12 gl: 226.81819 rotation: 44.22606
corner: 1.24498 -2.93278
GOF: 2.78424  func eval: 37
Error: 2.7614220791175716  func eval: 37
********************
SF:
(1, -1, -1): 4.7340878e-02 7.8733073e-04
(2, -2, -2): 9.5703567e-04 0.0000000e+00
thickness: 3423.49 gl: 226.81688 rotation: 44.22391
corner: 1.24768 -2.93257
GOF: 2.78431  func eval: 76
Error: 2.7614901183081453  func eval: 76
********************
SF:
(1, -1, -1): 4.7347328e-02 7.8940662e-04
(2, -2, -2): 9.5124265e-04 0.0000000e+00
thickness: 3423.19 gl: 226.81270 rotation: 44.22353
corner: 1.25251 -2.93223
GOF: 2.78286  func eval: 83
Error: 2.760044785796619  func eval: 83
********************
SF:
(1, -1, -1): 4.7351143e-02 7.8592368e-04
(2, -2, -2): 9.4791845e-04 0.0000000e+00
thickness: 3423.04 gl: 226.81124 rotation: 44.22344
corner: 1.25431 -2.93101
GOF: 2.78175  func eval: 39
Error: 2.7589516561539447  func eval: 39
********************
SF:
(1, -1, -1): 4.7325242e-02 7.7934727e-04
(2, -2, -2): 9.4980034e-04 0.0000000e+00
thickness: 3424.21 gl: 226.81934 rotation: 44.22607
corner: 1.24578 -2.93311
GOF: 2.78316  func eval: 81
Error: 2.760348710857454  func eval: 81
********************
SF:
(1, -1, -1): 4.7329177e-02 7.8701258e-04
(2, -2, -2): 9.4470302e-04 0.0000000e+00
thickness: 3424.05 gl: 226.81929 rotation: 44.22522
corner: 1.24431 -2.93346
GOF: 2.78125  func eval: 39
Error: 2.758450617555712  func eval: 39
********************
SF:
(1, -1, -1): 4.7325277e-02 7.8690654e-04
(2, -2, -2): 9.4059213e-04 0.0000000e+00
thickness: 3424.22 gl: 226.81970 rotation: 44.22517
corner: 1.24319 -2.93399
GOF: 2.78087  func eval: 39
Error: 2.7580761518634733  func eval: 39
********************
SF:
(1, -1, -1): 4.7339076e-02 7.7187431e-04
(2, -2, -2): 9.3731804e-04 0.0000000e+00
thickness: 3423.67 gl: 226.81501 rotation: 44.22402
corner: 1.24833 -2.93223
GOF: 2.78062  func eval: 78
Error: 2.7578270083568137  func eval: 78
********************
SF:
(1, -1, -1): 4.7342535e-02 7.6375108e-04
(2, -2, -2): 9.3146097e-04 0.0000000e+00
thickness: 3423.54 gl: 226.81280 rotation: 44.22413
corner: 1.25028 -2.93019
GOF: 2.78153  func eval: 41
Error: 2.758727527055584  func eval: 41
********************
SF:
(1, -1, -1): 4.7351755e-02 7.8378908e-04
(2, -2, -2): 9.3408541e-04 0.0000000e+00
thickness: 3423.04 gl: 226.80760 rotation: 44.22366
corner: 1.25552 -2.92690
GOF: 2.77851  func eval: 74
Error: 2.7557318015176744  func eval: 74
********************
SF:
(1, -1, -1): 4.7360593e-02 7.8526968e-04
(2, -2, -2): 9.2884710e-04 0.0000000e+00
thickness: 3422.81 gl: 226.80582 rotation: 44.22489
corner: 1.25526 -2.92262
GOF: 2.77886  func eval: 71
Error: 2.7560830038101947  func eval: 71
********************
SF:
(1, -1, -1): 4.7326262e-02 7.7578961e-04
(2, -2, -2): 9.2674527e-04 0.0000000e+00
thickness: 3424.23 gl: 226.81585 rotation: 44.22661
corner: 1.24503 -2.92743
GOF: 2.78100  func eval: 78
Error: 2.7582032250576334  func eval: 78
********************
SF:
(1, -1, -1): 4.7331446e-02 7.7790087e-04
(2, -2, -2): 9.3115635e-04 0.0000000e+00
thickness: 3424.00 gl: 226.81608 rotation: 44.22579
corner: 1.24382 -2.92972
GOF: 2.77986  func eval: 38
Error: 2.757077076396004  func eval: 38
********************
SF:
(1, -1, -1): 4.7356241e-02 7.6880297e-04
(2, -2, -2): 9.2778106e-04 0.0000000e+00
thickness: 3422.91 gl: 226.81224 rotation: 44.22370
corner: 1.24858 -2.92843
GOF: 2.78020  func eval: 80
Error: 2.757415021052126  func eval: 80
********************
SF:
(1, -1, -1): 4.7353886e-02 7.8178763e-04
(2, -2, -2): 9.2469718e-04 0.0000000e+00
thickness: 3423.01 gl: 226.81161 rotation: 44.22396
corner: 1.24940 -2.92779
GOF: 2.77816  func eval: 36
Error: 2.7553926061411373  func eval: 36
********************
SF:
(1, -1, -1): 4.7358822e-02 7.8509207e-04
(2, -2, -2): 9.2049022e-04 0.0000000e+00
thickness: 3422.79 gl: 226.81010 rotation: 44.22364
corner: 1.25036 -2.92647
GOF: 2.77785  func eval: 37
Error: 2.7550776747406505  func eval: 37
********************
SF:
(1, -1, -1): 4.7338441e-02 7.9571838e-04
(2, -2, -2): 9.2937359e-04 0.0000000e+00
thickness: 3423.65 gl: 226.81290 rotation: 44.22503
corner: 1.24716 -2.92670
GOF: 2.77839  func eval: 77
Error: 2.755616234951332  func eval: 77
********************
SF:
(1, -1, -1): 4.7367900e-02 7.9849881e-04
(2, -2, -2): 9.2480980e-04 0.0000000e+00
thickness: 3422.30 gl: 226.80718 rotation: 44.22251
corner: 1.25232 -2.92490
GOF: 2.77817  func eval: 76
Error: 2.755401861472208  func eval: 76
********************
SF:
(1, -1, -1): 4.7358353e-02 8.0241710e-04
(2, -2, -2): 9.1569700e-04 0.0000000e+00
thickness: 3422.72 gl: 226.80191 rotation: 44.22347
corner: 1.25712 -2.92179
GOF: 2.77853  func eval: 86
Error: 2.7557588170786373  func eval: 86
********************
SF:
(1, -1, -1): 4.7353130e-02 7.8766992e-04
(2, -2, -2): 9.3025449e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80632 rotation: 44.22575
corner: 1.25421 -2.92071
GOF: 2.77816  func eval: 38
Error: 2.7553916055648053  func eval: 38
********************
SF:
(1, -1, -1): 4.7381460e-02 7.8512216e-04
(2, -2, -2): 9.2099608e-04 0.0000000e+00
thickness: 3421.68 gl: 226.79795 rotation: 44.22383
corner: 1.26473 -2.92005
GOF: 2.77936  func eval: 83
Error: 2.7565795398149335  func eval: 83
********************
SF:
(1, -1, -1): 4.7347403e-02 7.9351083e-04
(2, -2, -2): 9.2762828e-04 0.0000000e+00
thickness: 3423.21 gl: 226.80528 rotation: 44.22540
corner: 1.25702 -2.92104
GOF: 2.77787  func eval: 86
Error: 2.755100437852203  func eval: 86
********************
SF:
(1, -1, -1): 4.7338337e-02 7.7901640e-04
(2, -2, -2): 9.2743886e-04 0.0000000e+00
thickness: 3423.65 gl: 226.81235 rotation: 44.22706
corner: 1.24532 -2.92251
GOF: 2.77924  func eval: 79
Error: 2.7564562187820183  func eval: 79
********************
SF:
(1, -1, -1): 4.7361741e-02 7.9443998e-04
(2, -2, -2): 9.2535752e-04 0.0000000e+00
thickness: 3422.57 gl: 226.80597 rotation: 44.22450
corner: 1.25686 -2.92502
GOF: 2.77795  func eval: 80
Error: 2.7551752309330175  func eval: 80
********************
SF:
(1, -1, -1): 4.7358848e-02 7.9435867e-04
(2, -2, -2): 9.1872952e-04 0.0000000e+00
thickness: 3422.74 gl: 226.80413 rotation: 44.22374
corner: 1.25710 -2.92269
GOF: 2.77812  func eval: 41
Error: 2.7553470799180326  func eval: 41
********************
SF:
(1, -1, -1): 4.7357656e-02 7.9296518e-04
(2, -2, -2): 9.2113056e-04 0.0000000e+00
thickness: 3422.77 gl: 226.80307 rotation: 44.22399
corner: 1.25729 -2.92066
GOF: 2.77748  func eval: 39
Error: 2.7547139652439805  func eval: 39
********************
SF:
(1, -1, -1): 4.7347514e-02 7.8660541e-04
(2, -2, -2): 9.2080852e-04 0.0000000e+00
thickness: 3423.26 gl: 226.80570 rotation: 44.22568
corner: 1.25361 -2.92083
GOF: 2.77785  func eval: 80
Error: 2.7550766741643185  func eval: 80
********************
SF:
(1, -1, -1): 4.7361925e-02 7.8293095e-04
(2, -2, -2): 9.1399126e-04 0.0000000e+00
thickness: 3422.61 gl: 226.80084 rotation: 44.22389
corner: 1.25688 -2.91895
GOF: 2.77846  func eval: 85
Error: 2.755685524862321  func eval: 85
********************
SF:
(1, -1, -1): 4.7350429e-02 7.9130669e-04
(2, -2, -2): 9.2478723e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80644 rotation: 44.22521
corner: 1.25203 -2.92048
GOF: 2.77765  func eval: 81
Error: 2.754882312211834  func eval: 81
********************
SF:
(1, -1, -1): 4.7344910e-02 7.9549278e-04
(2, -2, -2): 9.2399398e-04 0.0000000e+00
thickness: 3423.48 gl: 226.80796 rotation: 44.22583
corner: 1.24966 -2.92183
GOF: 2.77803  func eval: 37
Error: 2.755257278192239  func eval: 37
********************
SF:
(1, -1, -1): 4.7355924e-02 7.8725889e-04
(2, -2, -2): 9.2122017e-04 0.0000000e+00
thickness: 3422.88 gl: 226.80521 rotation: 44.22396
corner: 1.25286 -2.92091
GOF: 2.77818  func eval: 76
Error: 2.75540536348937  func eval: 76
********************
SF:
(1, -1, -1): 4.7352838e-02 7.9185952e-04
(2, -2, -2): 9.2356834e-04 0.0000000e+00
thickness: 3422.99 gl: 226.80516 rotation: 44.22444
corner: 1.25360 -2.92058
GOF: 2.77745  func eval: 37
Error: 2.7546856989626023  func eval: 37
********************
SF:
(1, -1, -1): 4.7350895e-02 7.8872534e-04
(2, -2, -2): 9.2091586e-04 0.0000000e+00
thickness: 3423.09 gl: 226.80516 rotation: 44.22485
corner: 1.25327 -2.92026
GOF: 2.77800  func eval: 56
Error: 2.7552250096055326  func eval: 56
********************
SF:
(1, -1, -1): 4.7358434e-02 7.8771644e-04
(2, -2, -2): 9.2070367e-04 0.0000000e+00
thickness: 3422.48 gl: 226.80344 rotation: 44.22325
corner: 1.25597 -2.91801
GOF: 2.77824  func eval: 36
Error: 2.755466148501537  func eval: 36
********************
SF:
(1, -1, -1): 4.7349159e-02 7.9465025e-04
(2, -2, -2): 9.2303951e-04 0.0000000e+00
thickness: 3422.86 gl: 226.80859 rotation: 44.22490
corner: 1.25071 -2.91882
GOF: 2.77775  func eval: 71
Error: 2.7549838707095287  func eval: 71
********************
SF:
(1, -1, -1): 4.7355541e-02 7.9759130e-04
(2, -2, -2): 9.2424307e-04 0.0000000e+00
thickness: 3422.86 gl: 226.80794 rotation: 44.22504
corner: 1.24950 -2.91876
GOF: 2.77777  func eval: 42
Error: 2.755001380795338  func eval: 42
********************
SF:
(1, -1, -1): 4.7354573e-02 7.9574422e-04
(2, -2, -2): 9.2354990e-04 0.0000000e+00
thickness: 3422.92 gl: 226.80599 rotation: 44.22440
corner: 1.25068 -2.91886
GOF: 2.77781  func eval: 38
Error: 2.75504415543353  func eval: 38
********************
SF:
(1, -1, -1): 4.7356050e-02 7.9259663e-04
(2, -2, -2): 9.2194315e-04 0.0000000e+00
thickness: 3422.85 gl: 226.80473 rotation: 44.22427
corner: 1.25230 -2.91897
GOF: 2.77764  func eval: 39
Error: 2.7548763087538424  func eval: 39
********************
SF:
(1, -1, -1): 4.7350385e-02 7.9372001e-04
(2, -2, -2): 9.2321578e-04 0.0000000e+00
thickness: 3423.23 gl: 226.80564 rotation: 44.22534
corner: 1.25157 -2.92008
GOF: 2.77729  func eval: 37
Error: 2.7545276079021517  func eval: 37
********************
SF:
(1, -1, -1): 4.7351542e-02 7.8977006e-04
(2, -2, -2): 9.2180002e-04 0.0000000e+00
thickness: 3423.06 gl: 226.80624 rotation: 44.22486
corner: 1.25182 -2.91974
GOF: 2.77759  func eval: 39
Error: 2.754819526047003  func eval: 39
********************
SF:
(1, -1, -1): 4.7347127e-02 7.9096977e-04
(2, -2, -2): 9.2377961e-04 0.0000000e+00
thickness: 3423.25 gl: 226.80665 rotation: 44.22520
corner: 1.25111 -2.91960
GOF: 2.77777  func eval: 40
Error: 2.755001380795338  func eval: 40
********************
SF:
(1, -1, -1): 4.7354191e-02 7.9225770e-04
(2, -2, -2): 9.2232575e-04 0.0000000e+00
thickness: 3422.64 gl: 226.80514 rotation: 44.22347
corner: 1.25345 -2.91828
GOF: 2.77777  func eval: 36
Error: 2.7549978787781764  func eval: 36
********************
SF:
(1, -1, -1): 4.7352020e-02 7.9247968e-04
(2, -2, -2): 9.2345082e-04 0.0000000e+00
thickness: 3423.01 gl: 226.80414 rotation: 44.22511
corner: 1.25342 -2.91691
GOF: 2.77796  func eval: 80
Error: 2.755190239577997  func eval: 80
********************
SF:
(1, -1, -1): 4.7351157e-02 7.9108671e-04
(2, -2, -2): 9.2227194e-04 0.0000000e+00
thickness: 3423.05 gl: 226.80433 rotation: 44.22534
corner: 1.25280 -2.91697
GOF: 2.77808  func eval: 38
Error: 2.755306056288422  func eval: 38
********************
SF:
(1, -1, -1): 4.7354162e-02 7.9297109e-04
(2, -2, -2): 9.2236736e-04 0.0000000e+00
thickness: 3422.92 gl: 226.80449 rotation: 44.22501
corner: 1.25298 -2.91706
GOF: 2.77732  func eval: 42
Error: 2.7545598764888575  func eval: 42
********************
SF:
(1, -1, -1): 4.7353222e-02 7.9502714e-04
(2, -2, -2): 9.2375070e-04 0.0000000e+00
thickness: 3422.95 gl: 226.80442 rotation: 44.22499
corner: 1.25300 -2.91692
GOF: 2.77745  func eval: 44
Error: 2.7546877001152663  func eval: 44
********************
SF:
(1, -1, -1): 4.7353159e-02 7.9533247e-04
(2, -2, -2): 9.2277175e-04 0.0000000e+00
thickness: 3422.95 gl: 226.80424 rotation: 44.22507
corner: 1.25300 -2.91692
GOF: 2.77810  func eval: 69
Error: 2.7553283191118085  func eval: 69
********************
SF:
(1, -1, -1): 4.7352258e-02 7.9307401e-04
(2, -2, -2): 9.2330935e-04 0.0000000e+00
thickness: 3423.00 gl: 226.80446 rotation: 44.22514
corner: 1.25261 -2.91700
GOF: 2.77750  func eval: 41
Error: 2.754734977346952  func eval: 41
********************
SF:
(1, -1, -1): 4.7352922e-02 7.9473814e-04
(2, -2, -2): 9.2291322e-04 0.0000000e+00
thickness: 3422.97 gl: 226.80454 rotation: 44.22509
corner: 1.25255 -2.91702
GOF: 2.77767  func eval: 48
Error: 2.7548978211449797  func eval: 48
********************
SF:
(1, -1, -1): 4.7352396e-02 7.9342071e-04
(2, -2, -2): 9.2322682e-04 0.0000000e+00
thickness: 3423.00 gl: 226.80467 rotation: 44.22509
corner: 1.25255 -2.91702
GOF: 2.77763  func eval: 62
Error: 2.7548602995325306  func eval: 62
********************
SF:
(1, -1, -1): 4.7352903e-02 7.9322073e-04
(2, -2, -2): 9.2265017e-04 0.0000000e+00
thickness: 3422.98 gl: 226.80455 rotation: 44.22502
corner: 1.25243 -2.91706
GOF: 2.77757  func eval: 40
Error: 2.7548032666816087  func eval: 40
********************
SF:
(1, -1, -1): 4.7352276e-02 7.9459143e-04
(2, -2, -2): 9.2357240e-04 0.0000000e+00
thickness: 3423.00 gl: 226.80483 rotation: 44.22505
corner: 1.25220 -2.91716
GOF: 2.77780  func eval: 38
Error: 2.755030397508965  func eval: 38
********************
SF:
(1, -1, -1): 4.7351634e-02 7.9328935e-04
(2, -2, -2): 9.2327816e-04 0.0000000e+00
thickness: 3423.03 gl: 226.80494 rotation: 44.22512
corner: 1.25194 -2.91711
GOF: 2.77784  func eval: 40
Error: 2.755066418256916  func eval: 40
********************
SF:
(1, -1, -1): 4.7352076e-02 7.9439876e-04
(2, -2, -2): 9.2301407e-04 0.0000000e+00
thickness: 3423.01 gl: 226.80495 rotation: 44.22512
corner: 1.25168 -2.91711
GOF: 2.77755  func eval: 75
Error: 2.754787007316214  func eval: 75
********************
SF:
(1, -1, -1): 4.7351300e-02 7.9296824e-04
(2, -2, -2): 9.2234762e-04 0.0000000e+00
thickness: 3423.05 gl: 226.80515 rotation: 44.22510
corner: 1.25139 -2.91707
GOF: 2.77792  func eval: 44
Error: 2.7551479652279713  func eval: 44
********************
SF:
(1, -1, -1): 4.7352073e-02 7.9425326e-04
(2, -2, -2): 9.2331724e-04 0.0000000e+00
thickness: 3423.01 gl: 226.80524 rotation: 44.22504
corner: 1.25149 -2.91722
GOF: 2.77813  func eval: 39
Error: 2.7553588366899335  func eval: 39
********************
SF:
(1, -1, -1): 4.7351513e-02 7.9417251e-04
(2, -2, -2): 9.2308131e-04 0.0000000e+00
thickness: 3423.04 gl: 226.80524 rotation: 44.22504
corner: 1.25137 -2.91724
GOF: 2.77774  func eval: 55
Error: 2.754974865522541  func eval: 55
********************
SF:
(1, -1, -1): 4.7352064e-02 7.9338715e-04
(2, -2, -2): 9.2283871e-04 0.0000000e+00
thickness: 3423.02 gl: 226.80513 rotation: 44.22498
corner: 1.25150 -2.91749
GOF: 2.77755  func eval: 40
Error: 2.754785506451716  func eval: 40
********************
SF:
(1, -1, -1): 4.7351646e-02 7.9430095e-04
(2, -2, -2): 9.2345353e-04 0.0000000e+00
thickness: 3423.03 gl: 226.80518 rotation: 44.22493
corner: 1.25151 -2.91765
GOF: 2.77748  func eval: 51
Error: 2.754709462650487  func eval: 51
********************
SF:
(1, -1, -1): 4.7351217e-02 7.9343290e-04
(2, -2, -2): 9.2325737e-04 0.0000000e+00
thickness: 3423.05 gl: 226.80535 rotation: 44.22498
corner: 1.25161 -2.91779
GOF: 2.77777  func eval: 38
Error: 2.7549978787781764  func eval: 38
********************
SF:
(1, -1, -1): 4.7351451e-02 7.9401843e-04
(2, -2, -2): 9.2311799e-04 0.0000000e+00
thickness: 3423.04 gl: 226.80533 rotation: 44.22498
corner: 1.25155 -2.91779
GOF: 2.77762  func eval: 63
Error: 2.754854296074539  func eval: 63
********************
SF:
(1, -1, -1): 4.7351279e-02 7.9358698e-04
(2, -2, -2): 9.2322069e-04 0.0000000e+00
thickness: 3423.05 gl: 226.80543 rotation: 44.22501
corner: 1.25140 -2.91789
GOF: 2.77772  func eval: 50
Error: 2.7549538534195697  func eval: 50
********************
SF:
(1, -1, -1): 4.7351415e-02 7.9392854e-04
(2, -2, -2): 9.2313939e-04 0.0000000e+00
thickness: 3423.05 gl: 226.80551 rotation: 44.22497
corner: 1.25148 -2.91817
GOF: 2.77783  func eval: 44
Error: 2.7550579133580944  func eval: 44
********************
SF:
(1, -1, -1): 4.7351226e-02 7.9410731e-04
(2, -2, -2): 9.2337428e-04 0.0000000e+00
thickness: 3423.05 gl: 226.80561 rotation: 44.22492
corner: 1.25144 -2.91842
GOF: 2.77762  func eval: 41
Error: 2.754851294345543  func eval: 41
********************
SF:
(1, -1, -1): 4.7351504e-02 7.9349810e-04
(2, -2, -2): 9.2296440e-04 0.0000000e+00
thickness: 3423.05 gl: 226.80561 rotation: 44.22487
corner: 1.25144 -2.91837
GOF: 2.77780  func eval: 78
Error: 2.755035650534708  func eval: 78
********************
SF:
(1, -1, -1): 4.7351096e-02 7.9391895e-04
(2, -2, -2): 9.2315059e-04 0.0000000e+00
thickness: 3423.06 gl: 226.80578 rotation: 44.22489
corner: 1.25126 -2.91839
GOF: 2.77771  func eval: 48
Error: 2.754945848808914  func eval: 48
********************
SF:
(1, -1, -1): 4.7350300e-02 7.9433274e-04
(2, -2, -2): 9.2352937e-04 0.0000000e+00
thickness: 3423.09 gl: 226.80579 rotation: 44.22489
corner: 1.25133 -2.91853
GOF: 2.77746  func eval: 54
Error: 2.7546907018442623  func eval: 54
********************
SF:
(1, -1, -1): 4.7350178e-02 7.9418775e-04
(2, -2, -2): 9.2359570e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80592 rotation: 44.22496
corner: 1.25127 -2.91853
GOF: 2.77784  func eval: 43
Error: 2.755066918545082  func eval: 43
********************
SF:
(1, -1, -1): 4.7350905e-02 7.9397495e-04
(2, -2, -2): 9.2324332e-04 0.0000000e+00
thickness: 3423.07 gl: 226.80586 rotation: 44.22496
corner: 1.25141 -2.91851
GOF: 2.77735  func eval: 54
Error: 2.754582889744493  func eval: 54
********************
SF:
(1, -1, -1): 4.7349834e-02 7.9391116e-04
(2, -2, -2): 9.2328470e-04 0.0000000e+00
thickness: 3423.12 gl: 226.80598 rotation: 44.22503
corner: 1.25120 -2.91857
GOF: 2.77738  func eval: 38
Error: 2.754612156602203  func eval: 38
********************
SF:
(1, -1, -1): 4.7350449e-02 7.9340467e-04
(2, -2, -2): 9.2296650e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80598 rotation: 44.22494
corner: 1.25090 -2.91865
GOF: 2.77797  func eval: 49
Error: 2.7552024966380637  func eval: 49
********************
SF:
(1, -1, -1): 4.7350331e-02 7.9413939e-04
(2, -2, -2): 9.2341210e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80598 rotation: 44.22494
corner: 1.25084 -2.91865
GOF: 2.77785  func eval: 84
Error: 2.7550779248847337  func eval: 84
********************
SF:
(1, -1, -1): 4.7350732e-02 7.9388997e-04
(2, -2, -2): 9.2323414e-04 0.0000000e+00
thickness: 3423.08 gl: 226.80612 rotation: 44.22486
corner: 1.25095 -2.91872
GOF: 2.77794  func eval: 39
Error: 2.7551679767546107  func eval: 39
********************
SF:
(1, -1, -1): 4.7350018e-02 7.9384744e-04
(2, -2, -2): 9.2326173e-04 0.0000000e+00
thickness: 3423.11 gl: 226.80612 rotation: 44.22486
corner: 1.25095 -2.91872
GOF: 2.77782  func eval: 102
Error: 2.7550464067302767  func eval: 102
********************
SF:
(1, -1, -1): 4.7350329e-02 7.9412849e-04
(2, -2, -2): 9.2342484e-04 0.0000000e+00
thickness: 3423.09 gl: 226.80598 rotation: 44.22486
corner: 1.25095 -2.91872
GOF: 2.77773  func eval: 84
Error: 2.7549641093269726  func eval: 84
********************
SF:
(1, -1, -1): 4.7349756e-02 7.9390733e-04
(2, -2, -2): 9.2336743e-04 0.0000000e+00
thickness: 3423.12 gl: 226.80621 rotation: 44.22490
corner: 1.25095 -2.91883
GOF: 2.77774  func eval: 38
Error: 2.754976366387039  func eval: 38
********************
SF:
(1, -1, -1): 4.7350296e-02 7.9398978e-04
(2, -2, -2): 9.2341031e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80633 rotation: 44.22497
corner: 1.25085 -2.91889
GOF: 2.77733  func eval: 41
Error: 2.7545656298027663  func eval: 41
********************
SF:
(1, -1, -1): 4.7350917e-02 7.9398486e-04
(2, -2, -2): 9.2333319e-04 0.0000000e+00
thickness: 3423.07 gl: 226.80614 rotation: 44.22487
corner: 1.25102 -2.91906
GOF: 2.77800  func eval: 40
Error: 2.755226260325948  func eval: 40
********************
SF:
(1, -1, -1): 4.7349998e-02 7.9392348e-04
(2, -2, -2): 9.2336030e-04 0.0000000e+00
thickness: 3423.11 gl: 226.80612 rotation: 44.22482
corner: 1.25101 -2.91905
GOF: 2.77752  func eval: 50
Error: 2.754757740458504  func eval: 50
********************
SF:
(1, -1, -1): 4.7350124e-02 7.9362701e-04
(2, -2, -2): 9.2323275e-04 0.0000000e+00
thickness: 3423.11 gl: 226.80613 rotation: 44.22477
corner: 1.25098 -2.91905
GOF: 2.77768  func eval: 62
Error: 2.7549073266201334  func eval: 62
********************
SF:
(1, -1, -1): 4.7350167e-02 7.9373149e-04
(2, -2, -2): 9.2327277e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80620 rotation: 44.22487
corner: 1.25134 -2.91918
GOF: 2.77761  func eval: 41
Error: 2.7548400378618085  func eval: 41
********************
SF:
(1, -1, -1): 4.7350286e-02 7.9402402e-04
(2, -2, -2): 9.2338482e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80620 rotation: 44.22487
corner: 1.25135 -2.91918
GOF: 2.77759  func eval: 95
Error: 2.754823278208248  func eval: 95
********************
SF:
(1, -1, -1): 4.7350261e-02 7.9396308e-04
(2, -2, -2): 9.2336148e-04 0.0000000e+00
thickness: 3423.11 gl: 226.80621 rotation: 44.22489
corner: 1.25121 -2.91908
GOF: 2.77750  func eval: 47
Error: 2.7547362280673666  func eval: 47
********************
SF:
(1, -1, -1): 4.7350630e-02 7.9385843e-04
(2, -2, -2): 9.2329808e-04 0.0000000e+00
thickness: 3423.09 gl: 226.80611 rotation: 44.22484
corner: 1.25116 -2.91892
GOF: 2.77735  func eval: 42
Error: 2.754582139312244  func eval: 42
********************
SF:
(1, -1, -1): 4.7350613e-02 7.9374906e-04
(2, -2, -2): 9.2325464e-04 0.0000000e+00
thickness: 3423.09 gl: 226.80619 rotation: 44.22492
corner: 1.25135 -2.91915
GOF: 2.77765  func eval: 50
Error: 2.754882562355917  func eval: 50
********************
SF:
(1, -1, -1): 4.7350334e-02 7.9391849e-04
(2, -2, -2): 9.2333922e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80608 rotation: 44.22493
corner: 1.25128 -2.91892
GOF: 2.77757  func eval: 44
Error: 2.7548017658171107  func eval: 44
********************
SF:
(1, -1, -1): 4.7350325e-02 7.9389985e-04
(2, -2, -2): 9.2334547e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80608 rotation: 44.22493
corner: 1.25147 -2.91894
GOF: 2.77779  func eval: 77
Error: 2.7550243940509733  func eval: 77
********************
SF:
(1, -1, -1): 4.7350548e-02 7.9381229e-04
(2, -2, -2): 9.2327065e-04 0.0000000e+00
thickness: 3423.09 gl: 226.80600 rotation: 44.22493
corner: 1.25143 -2.91892
GOF: 2.77742  func eval: 54
Error: 2.7546546810963113  func eval: 54
********************
SF:
(1, -1, -1): 4.7350303e-02 7.9388205e-04
(2, -2, -2): 9.2331291e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80610 rotation: 44.22492
corner: 1.25130 -2.91883
GOF: 2.77783  func eval: 44
Error: 2.7550579133580944  func eval: 44
********************
SF:
(1, -1, -1): 4.7350537e-02 7.9373938e-04
(2, -2, -2): 9.2324169e-04 0.0000000e+00
thickness: 3423.09 gl: 226.80596 rotation: 44.22493
corner: 1.25119 -2.91852
GOF: 2.77742  func eval: 54
Error: 2.7546551813844773  func eval: 54
********************
SF:
(1, -1, -1): 4.7350655e-02 7.9361460e-04
(2, -2, -2): 9.2313995e-04 0.0000000e+00
thickness: 3423.09 gl: 226.80590 rotation: 44.22486
corner: 1.25120 -2.91853
GOF: 2.77796  func eval: 63
Error: 2.7551939917392416  func eval: 63
********************
SF:
(1, -1, -1): 4.7350394e-02 7.9384042e-04
(2, -2, -2): 9.2330265e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80586 rotation: 44.22496
corner: 1.25131 -2.91831
GOF: 2.77778  func eval: 49
Error: 2.755013637855405  func eval: 49
********************
SF:
(1, -1, -1): 4.7350586e-02 7.9367402e-04
(2, -2, -2): 9.2318277e-04 0.0000000e+00
thickness: 3423.09 gl: 226.80596 rotation: 44.22485
corner: 1.25072 -2.91817
GOF: 2.77779  func eval: 46
Error: 2.7550213923219773  func eval: 46
********************
SF:
(1, -1, -1): 4.7350434e-02 7.9380576e-04
(2, -2, -2): 9.2327767e-04 0.0000000e+00
thickness: 3423.09 gl: 226.80588 rotation: 44.22495
corner: 1.25095 -2.91836
GOF: 2.77768  func eval: 40
Error: 2.754912329501793  func eval: 40
********************
SF:
(1, -1, -1): 4.7350546e-02 7.9370869e-04
(2, -2, -2): 9.2320774e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80588 rotation: 44.22491
corner: 1.25100 -2.91836
GOF: 2.77785  func eval: 71
Error: 2.7550789254610657  func eval: 71
********************
SF:
(1, -1, -1): 4.7350457e-02 7.9378554e-04
(2, -2, -2): 9.2326310e-04 0.0000000e+00
thickness: 3423.09 gl: 226.80591 rotation: 44.22499
corner: 1.25106 -2.91849
GOF: 2.77771  func eval: 40
Error: 2.7549373439100924  func eval: 40
********************
SF:
(1, -1, -1): 4.7350494e-02 7.9378153e-04
(2, -2, -2): 9.2325236e-04 0.0000000e+00
thickness: 3423.09 gl: 226.80600 rotation: 44.22494
corner: 1.25150 -2.91879
GOF: 2.77758  func eval: 40
Error: 2.7548115214363476  func eval: 40
********************
SF:
(1, -1, -1): 4.7350486e-02 7.9373292e-04
(2, -2, -2): 9.2323305e-04 0.0000000e+00
thickness: 3423.09 gl: 226.80604 rotation: 44.22496
corner: 1.25135 -2.91879
GOF: 2.77777  func eval: 53
Error: 2.7550048828125  func eval: 53
********************
SF:
(1, -1, -1): 4.7350418e-02 7.9377717e-04
(2, -2, -2): 9.2325704e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80599 rotation: 44.22486
corner: 1.25106 -2.91877
GOF: 2.77763  func eval: 48
Error: 2.7548597992443646  func eval: 48
********************
SF:
(1, -1, -1): 4.7350378e-02 7.9378622e-04
(2, -2, -2): 9.2325041e-04 0.0000000e+00
thickness: 3423.09 gl: 226.80605 rotation: 44.22484
corner: 1.25096 -2.91869
GOF: 2.77786  func eval: 42
Error: 2.755091432665215  func eval: 42
********************
SF:
(1, -1, -1): 4.7350464e-02 7.9374402e-04
(2, -2, -2): 9.2323667e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80609 rotation: 44.22484
corner: 1.25095 -2.91869
GOF: 2.77781  func eval: 80
Error: 2.755038402119621  func eval: 80
********************
SF:
(1, -1, -1): 4.7350458e-02 7.9376102e-04
(2, -2, -2): 9.2324017e-04 0.0000000e+00
thickness: 3423.09 gl: 226.80602 rotation: 44.22489
corner: 1.25109 -2.91874
GOF: 2.77775  func eval: 40
Error: 2.7549823698450306  func eval: 40
********************
SF:
(1, -1, -1): 4.7350407e-02 7.9375812e-04
(2, -2, -2): 9.2324329e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80599 rotation: 44.22495
corner: 1.25101 -2.91865
GOF: 2.77796  func eval: 46
Error: 2.755185987128586  func eval: 46
********************
SF:
(1, -1, -1): 4.7350453e-02 7.9372862e-04
(2, -2, -2): 9.2322730e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80607 rotation: 44.22491
corner: 1.25121 -2.91863
GOF: 2.77796  func eval: 64
Error: 2.755188488569416  func eval: 64
********************
SF:
(1, -1, -1): 4.7350381e-02 7.9376415e-04
(2, -2, -2): 9.2323887e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80589 rotation: 44.22491
corner: 1.25107 -2.91860
GOF: 2.77735  func eval: 46
Error: 2.754581138735912  func eval: 46
********************
SF:
(1, -1, -1): 4.7350409e-02 7.9373866e-04
(2, -2, -2): 9.2321992e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80592 rotation: 44.22507
corner: 1.25106 -2.91860
GOF: 2.77749  func eval: 58
Error: 2.754722470142802  func eval: 58
********************
SF:
(1, -1, -1): 4.7350326e-02 7.9372086e-04
(2, -2, -2): 9.2320955e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80608 rotation: 44.22498
corner: 1.25101 -2.91849
GOF: 2.77772  func eval: 54
Error: 2.754952602699155  func eval: 54
********************
SF:
(1, -1, -1): 4.7350353e-02 7.9372923e-04
(2, -2, -2): 9.2321593e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80599 rotation: 44.22502
corner: 1.25124 -2.91849
GOF: 2.77771  func eval: 60
Error: 2.754941096071337  func eval: 60
********************
SF:
(1, -1, -1): 4.7350430e-02 7.9375265e-04
(2, -2, -2): 9.2323379e-04 0.0000000e+00
thickness: 3423.09 gl: 226.80607 rotation: 44.22505
corner: 1.25120 -2.91830
GOF: 2.77818  func eval: 60
Error: 2.755404613057121  func eval: 60
********************
SF:
(1, -1, -1): 4.7350369e-02 7.9373411e-04
(2, -2, -2): 9.2321965e-04 0.0000000e+00
thickness: 3423.09 gl: 226.80597 rotation: 44.22505
corner: 1.25120 -2.91830
GOF: 2.77793  func eval: 85
Error: 2.75516122286437  func eval: 85
********************
SF:
(1, -1, -1): 4.7350382e-02 7.9374943e-04
(2, -2, -2): 9.2323117e-04 0.0000000e+00
thickness: 3423.09 gl: 226.80589 rotation: 44.22499
corner: 1.25109 -2.91856
GOF: 2.77750  func eval: 43
Error: 2.754730224609375  func eval: 43
********************
SF:
(1, -1, -1): 4.7350401e-02 7.9373245e-04
(2, -2, -2): 9.2321854e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80607 rotation: 44.22497
corner: 1.25105 -2.91856
GOF: 2.77752  func eval: 58
Error: 2.754751486856429  func eval: 58
********************
SF:
(1, -1, -1): 4.7350364e-02 7.9372615e-04
(2, -2, -2): 9.2321588e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80606 rotation: 44.22495
corner: 1.25113 -2.91839
GOF: 2.77759  func eval: 56
Error: 2.7548272805135756  func eval: 56
********************
SF:
(1, -1, -1): 4.7350415e-02 7.9374177e-04
(2, -2, -2): 9.2322779e-04 0.0000000e+00
thickness: 3423.09 gl: 226.80588 rotation: 44.22499
corner: 1.25109 -2.91847
GOF: 2.77775  func eval: 52
Error: 2.7549818695568646  func eval: 52
********************
SF:
(1, -1, -1): 4.7350375e-02 7.9372941e-04
(2, -2, -2): 9.2321836e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80601 rotation: 44.22498
corner: 1.25127 -2.91849
GOF: 2.77801  func eval: 54
Error: 2.75524402055584  func eval: 54
********************
SF:
(1, -1, -1): 4.7350383e-02 7.9373962e-04
(2, -2, -2): 9.2322604e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80595 rotation: 44.22500
corner: 1.25131 -2.91861
GOF: 2.77719  func eval: 53
Error: 2.754423047675461  func eval: 53
********************
SF:
(1, -1, -1): 4.7350396e-02 7.9372830e-04
(2, -2, -2): 9.2321762e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80606 rotation: 44.22499
corner: 1.25129 -2.91861
GOF: 2.77802  func eval: 53
Error: 2.755246772140753  func eval: 53
********************
SF:
(1, -1, -1): 4.7350371e-02 7.9372410e-04
(2, -2, -2): 9.2321585e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80599 rotation: 44.22496
corner: 1.25154 -2.91873
GOF: 2.77752  func eval: 41
Error: 2.7547507364241803  func eval: 41
********************
SF:
(1, -1, -1): 4.7350364e-02 7.9372752e-04
(2, -2, -2): 9.2322083e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80602 rotation: 44.22501
corner: 1.25128 -2.91888
GOF: 2.77751  func eval: 42
Error: 2.7547429819576075  func eval: 42
********************
SF:
(1, -1, -1): 4.7350384e-02 7.9373400e-04
(2, -2, -2): 9.2322592e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80616 rotation: 44.22511
corner: 1.25128 -2.91896
GOF: 2.77748  func eval: 45
Error: 2.7547119640913165  func eval: 45
********************
SF:
(1, -1, -1): 4.7350405e-02 7.9373490e-04
(2, -2, -2): 9.2322434e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80625 rotation: 44.22498
corner: 1.25111 -2.91888
GOF: 2.77794  func eval: 42
Error: 2.7551654753137806  func eval: 42
********************
SF:
(1, -1, -1): 4.7350372e-02 7.9372906e-04
(2, -2, -2): 9.2322156e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80615 rotation: 44.22491
corner: 1.25117 -2.91892
GOF: 2.77779  func eval: 40
Error: 2.7550258949154713  func eval: 40
********************
SF:
(1, -1, -1): 4.7350385e-02 7.9372655e-04
(2, -2, -2): 9.2321920e-04 0.0000000e+00
thickness: 3423.09 gl: 226.80605 rotation: 44.22492
corner: 1.25124 -2.91876
GOF: 2.77757  func eval: 45
Error: 2.7548062684106047  func eval: 45
********************
SF:
(1, -1, -1): 4.7350384e-02 7.9373587e-04
(2, -2, -2): 9.2322596e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80605 rotation: 44.22492
corner: 1.25124 -2.91874
GOF: 2.77759  func eval: 74
Error: 2.754823778496414  func eval: 74
********************
SF:
(1, -1, -1): 4.7350370e-02 7.9373156e-04
(2, -2, -2): 9.2322257e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80606 rotation: 44.22493
corner: 1.25124 -2.91874
GOF: 2.77758  func eval: 73
Error: 2.754814523165343  func eval: 73
********************
SF:
(1, -1, -1): 4.7350375e-02 7.9372928e-04
(2, -2, -2): 9.2321925e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80606 rotation: 44.22493
corner: 1.25124 -2.91874
GOF: 2.77824  func eval: 105
Error: 2.7554686499423666  func eval: 105
********************
SF:
(1, -1, -1): 4.7350382e-02 7.9373450e-04
(2, -2, -2): 9.2322456e-04 0.0000000e+00
thickness: 3423.09 gl: 226.80599 rotation: 44.22487
corner: 1.25123 -2.91893
GOF: 2.77756  func eval: 45
Error: 2.754789008468878  func eval: 45
********************
SF:
(1, -1, -1): 4.7350396e-02 7.9373556e-04
(2, -2, -2): 9.2322398e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80600 rotation: 44.22487
corner: 1.25123 -2.91891
GOF: 2.77758  func eval: 74
Error: 2.754815523741675  func eval: 74
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373239e-04
(2, -2, -2): 9.2322286e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80600 rotation: 44.22485
corner: 1.25129 -2.91897
GOF: 2.77708  func eval: 52
Error: 2.7543154857197747  func eval: 52
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9374446e-04
(2, -2, -2): 9.2322977e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80605 rotation: 44.22490
corner: 1.25124 -2.91903
GOF: 2.77741  func eval: 41
Error: 2.7546441750448256  func eval: 41
********************
SF:
(1, -1, -1): 4.7350375e-02 7.9374315e-04
(2, -2, -2): 9.2322789e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80609 rotation: 44.22491
corner: 1.25117 -2.91896
GOF: 2.77798  func eval: 42
Error: 2.755214003265881  func eval: 42
********************
SF:
(1, -1, -1): 4.7350380e-02 7.9373630e-04
(2, -2, -2): 9.2322526e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80606 rotation: 44.22490
corner: 1.25114 -2.91893
GOF: 2.77741  func eval: 63
Error: 2.75464367475666  func eval: 63
********************
SF:
(1, -1, -1): 4.7350384e-02 7.9372775e-04
(2, -2, -2): 9.2321967e-04 0.0000000e+00
thickness: 3423.09 gl: 226.80611 rotation: 44.22488
corner: 1.25138 -2.91901
GOF: 2.77777  func eval: 43
Error: 2.7549973784900104  func eval: 43
********************
SF:
(1, -1, -1): 4.7350378e-02 7.9374098e-04
(2, -2, -2): 9.2322767e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80611 rotation: 44.22496
corner: 1.25164 -2.91927
GOF: 2.77720  func eval: 45
Error: 2.7544370557441087  func eval: 45
********************
SF:
(1, -1, -1): 4.7350377e-02 7.9373903e-04
(2, -2, -2): 9.2322579e-04 0.0000000e+00
thickness: 3423.09 gl: 226.80602 rotation: 44.22494
corner: 1.25153 -2.91890
GOF: 2.77729  func eval: 46
Error: 2.7545251064613216  func eval: 46
********************
SF:
(1, -1, -1): 4.7350378e-02 7.9373846e-04
(2, -2, -2): 9.2322568e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80590 rotation: 44.22491
corner: 1.25150 -2.91883
GOF: 2.77802  func eval: 51
Error: 2.755244520844006  func eval: 51
********************
SF:
(1, -1, -1): 4.7350381e-02 7.9373721e-04
(2, -2, -2): 9.2322498e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80598 rotation: 44.22495
corner: 1.25140 -2.91875
GOF: 2.77795  func eval: 42
Error: 2.755183985975922  func eval: 42
********************
SF:
(1, -1, -1): 4.7350377e-02 7.9373812e-04
(2, -2, -2): 9.2322606e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80592 rotation: 44.22497
corner: 1.25135 -2.91892
GOF: 2.77782  func eval: 46
Error: 2.7550461565861935  func eval: 46
********************
SF:
(1, -1, -1): 4.7350379e-02 7.9373500e-04
(2, -2, -2): 9.2322446e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80612 rotation: 44.22499
corner: 1.25133 -2.91873
GOF: 2.77760  func eval: 56
Error: 2.7548302822425716  func eval: 56
********************
SF:
(1, -1, -1): 4.7350374e-02 7.9373313e-04
(2, -2, -2): 9.2322394e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80602 rotation: 44.22495
corner: 1.25150 -2.91893
GOF: 2.77787  func eval: 41
Error: 2.7551049404456966  func eval: 41
********************
SF:
(1, -1, -1): 4.7350375e-02 7.9373398e-04
(2, -2, -2): 9.2322416e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80599 rotation: 44.22494
corner: 1.25151 -2.91889
GOF: 2.77785  func eval: 61
Error: 2.7550811767578125  func eval: 61
********************
SF:
(1, -1, -1): 4.7350379e-02 7.9373636e-04
(2, -2, -2): 9.2322476e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80597 rotation: 44.22496
corner: 1.25133 -2.91877
GOF: 2.77742  func eval: 45
Error: 2.7546496782146517  func eval: 45
********************
SF:
(1, -1, -1): 4.7350379e-02 7.9373105e-04
(2, -2, -2): 9.2322199e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80600 rotation: 44.22502
corner: 1.25142 -2.91858
GOF: 2.77763  func eval: 43
Error: 2.7548638015496927  func eval: 43
********************
SF:
(1, -1, -1): 4.7350379e-02 7.9373252e-04
(2, -2, -2): 9.2322284e-04 0.0000000e+00
thickness: 3423.09 gl: 226.80592 rotation: 44.22499
corner: 1.25133 -2.91874
GOF: 2.77747  func eval: 40
Error: 2.754700707607582  func eval: 40
********************
SF:
(1, -1, -1): 4.7350377e-02 7.9373252e-04
(2, -2, -2): 9.2322252e-04 0.0000000e+00
thickness: 3423.09 gl: 226.80603 rotation: 44.22496
corner: 1.25127 -2.91875
GOF: 2.77769  func eval: 44
Error: 2.7549208344006146  func eval: 44
********************
SF:
(1, -1, -1): 4.7350378e-02 7.9373448e-04
(2, -2, -2): 9.2322405e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80613 rotation: 44.22496
corner: 1.25126 -2.91896
GOF: 2.77778  func eval: 55
Error: 2.7550148885758197  func eval: 55
********************
SF:
(1, -1, -1): 4.7350378e-02 7.9373504e-04
(2, -2, -2): 9.2322413e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80637 rotation: 44.22496
corner: 1.25078 -2.91873
GOF: 2.77763  func eval: 53
Error: 2.7548623006851947  func eval: 53
********************
SF:
(1, -1, -1): 4.7350378e-02 7.9373248e-04
(2, -2, -2): 9.2322285e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80627 rotation: 44.22499
corner: 1.25098 -2.91881
GOF: 2.77741  func eval: 43
Error: 2.7546451756211576  func eval: 43
********************
SF:
(1, -1, -1): 4.7350378e-02 7.9373413e-04
(2, -2, -2): 9.2322392e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80612 rotation: 44.22500
corner: 1.25106 -2.91878
GOF: 2.77742  func eval: 56
Error: 2.7546494280705685  func eval: 56
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373096e-04
(2, -2, -2): 9.2322229e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80612 rotation: 44.22497
corner: 1.25106 -2.91882
GOF: 2.77771  func eval: 71
Error: 2.754938094342341  func eval: 71
********************
SF:
(1, -1, -1): 4.7350378e-02 7.9373419e-04
(2, -2, -2): 9.2322375e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80646 rotation: 44.22497
corner: 1.25106 -2.91919
GOF: 2.77753  func eval: 70
Error: 2.754762493196081  func eval: 70
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373181e-04
(2, -2, -2): 9.2322267e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80632 rotation: 44.22486
corner: 1.25102 -2.91901
GOF: 2.77763  func eval: 42
Error: 2.7548602995325306  func eval: 42
********************
SF:
(1, -1, -1): 4.7350377e-02 7.9373369e-04
(2, -2, -2): 9.2322352e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80605 rotation: 44.22489
corner: 1.25117 -2.91895
GOF: 2.77769  func eval: 50
Error: 2.7549235859855274  func eval: 50
********************
SF:
(1, -1, -1): 4.7350377e-02 7.9373245e-04
(2, -2, -2): 9.2322285e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80616 rotation: 44.22502
corner: 1.25141 -2.91886
GOF: 2.77741  func eval: 43
Error: 2.7546451756211576  func eval: 43
********************
SF:
(1, -1, -1): 4.7350377e-02 7.9373355e-04
(2, -2, -2): 9.2322357e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80616 rotation: 44.22502
corner: 1.25141 -2.91886
GOF: 2.77806  func eval: 117
Error: 2.7552885462026127  func eval: 117
********************
SF:
(1, -1, -1): 4.7350377e-02 7.9373359e-04
(2, -2, -2): 9.2322345e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80616 rotation: 44.22497
corner: 1.25144 -2.91917
GOF: 2.77766  func eval: 53
Error: 2.7548908171106556  func eval: 53
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373207e-04
(2, -2, -2): 9.2322254e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80618 rotation: 44.22495
corner: 1.25144 -2.91904
GOF: 2.77769  func eval: 60
Error: 2.754917332383453  func eval: 60
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373238e-04
(2, -2, -2): 9.2322275e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80609 rotation: 44.22507
corner: 1.25143 -2.91856
GOF: 2.77789  func eval: 49
Error: 2.7551159467853483  func eval: 49
********************
SF:
(1, -1, -1): 4.7350377e-02 7.9373243e-04
(2, -2, -2): 9.2322285e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80599 rotation: 44.22502
corner: 1.25133 -2.91879
GOF: 2.77708  func eval: 41
Error: 2.7543154857197747  func eval: 41
********************
SF:
(1, -1, -1): 4.7350377e-02 7.9373319e-04
(2, -2, -2): 9.2322325e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80627 rotation: 44.22502
corner: 1.25090 -2.91861
GOF: 2.77772  func eval: 47
Error: 2.7549548539959017  func eval: 47
********************
SF:
(1, -1, -1): 4.7350377e-02 7.9373316e-04
(2, -2, -2): 9.2322333e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80614 rotation: 44.22502
corner: 1.25090 -2.91861
GOF: 2.77754  func eval: 85
Error: 2.754770497806737  func eval: 85
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373213e-04
(2, -2, -2): 9.2322278e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80607 rotation: 44.22501
corner: 1.25098 -2.91885
GOF: 2.77767  func eval: 45
Error: 2.7549063260438014  func eval: 45
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373235e-04
(2, -2, -2): 9.2322288e-04 0.0000000e+00
thickness: 3423.09 gl: 226.80626 rotation: 44.22493
corner: 1.25098 -2.91886
GOF: 2.77777  func eval: 60
Error: 2.755003381948002  func eval: 60
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373242e-04
(2, -2, -2): 9.2322286e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80617 rotation: 44.22483
corner: 1.25095 -2.91887
GOF: 2.77708  func eval: 51
Error: 2.7543154857197747  func eval: 51
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373291e-04
(2, -2, -2): 9.2322317e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80629 rotation: 44.22484
corner: 1.25095 -2.91887
GOF: 2.77758  func eval: 90
Error: 2.754817274750256  func eval: 90
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373292e-04
(2, -2, -2): 9.2322312e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80627 rotation: 44.22497
corner: 1.25090 -2.91894
GOF: 2.77782  func eval: 46
Error: 2.7550524101882683  func eval: 46
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373222e-04
(2, -2, -2): 9.2322280e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80626 rotation: 44.22497
corner: 1.25125 -2.91897
GOF: 2.77768  func eval: 55
Error: 2.754910578493212  func eval: 55
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373237e-04
(2, -2, -2): 9.2322287e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80639 rotation: 44.22494
corner: 1.25090 -2.91908
GOF: 2.77777  func eval: 47
Error: 2.755003632092085  func eval: 47
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373241e-04
(2, -2, -2): 9.2322286e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80658 rotation: 44.22494
corner: 1.25075 -2.91907
GOF: 2.77708  func eval: 58
Error: 2.7543154857197747  func eval: 58
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373273e-04
(2, -2, -2): 9.2322307e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80626 rotation: 44.22481
corner: 1.25085 -2.91898
GOF: 2.77793  func eval: 45
Error: 2.755158221135374  func eval: 45
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373275e-04
(2, -2, -2): 9.2322303e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80612 rotation: 44.22482
corner: 1.25094 -2.91886
GOF: 2.77758  func eval: 43
Error: 2.7548117715804303  func eval: 43
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373230e-04
(2, -2, -2): 9.2322276e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80622 rotation: 44.22493
corner: 1.25093 -2.91890
GOF: 2.77756  func eval: 41
Error: 2.754792760630123  func eval: 41
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373198e-04
(2, -2, -2): 9.2322262e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80629 rotation: 44.22497
corner: 1.25117 -2.91899
GOF: 2.77755  func eval: 42
Error: 2.754787007316214  func eval: 42
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373223e-04
(2, -2, -2): 9.2322279e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80630 rotation: 44.22498
corner: 1.25109 -2.91908
GOF: 2.77768  func eval: 52
Error: 2.754910328349129  func eval: 52
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373228e-04
(2, -2, -2): 9.2322277e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80632 rotation: 44.22500
corner: 1.25109 -2.91908
GOF: 2.77756  func eval: 66
Error: 2.754792260341957  func eval: 66
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373224e-04
(2, -2, -2): 9.2322279e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80633 rotation: 44.22495
corner: 1.25094 -2.91908
GOF: 2.77768  func eval: 62
Error: 2.754910328349129  func eval: 62
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373227e-04
(2, -2, -2): 9.2322277e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80633 rotation: 44.22495
corner: 1.25094 -2.91908
GOF: 2.77756  func eval: 91
Error: 2.754792260341957  func eval: 91
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373240e-04
(2, -2, -2): 9.2322286e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80630 rotation: 44.22490
corner: 1.25107 -2.91930
GOF: 2.77708  func eval: 40
Error: 2.7543154857197747  func eval: 40
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373212e-04
(2, -2, -2): 9.2322270e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80631 rotation: 44.22491
corner: 1.25107 -2.91930
GOF: 2.77792  func eval: 84
Error: 2.7551454637871413  func eval: 84
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373232e-04
(2, -2, -2): 9.2322280e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80631 rotation: 44.22491
corner: 1.25107 -2.91930
GOF: 2.77796  func eval: 101
Error: 2.755191240154329  func eval: 101
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373229e-04
(2, -2, -2): 9.2322281e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80633 rotation: 44.22491
corner: 1.25107 -2.91930
GOF: 2.77796  func eval: 81
Error: 2.755191240154329  func eval: 81
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373231e-04
(2, -2, -2): 9.2322280e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80632 rotation: 44.22495
corner: 1.25107 -2.91931
GOF: 2.77796  func eval: 57
Error: 2.755191240154329  func eval: 57
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373240e-04
(2, -2, -2): 9.2322286e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80636 rotation: 44.22489
corner: 1.25115 -2.91931
GOF: 2.77708  func eval: 46
Error: 2.7543152355756915  func eval: 46
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373221e-04
(2, -2, -2): 9.2322275e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80617 rotation: 44.22486
corner: 1.25120 -2.91913
GOF: 2.77756  func eval: 44
Error: 2.754791760053791  func eval: 44
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373234e-04
(2, -2, -2): 9.2322282e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80609 rotation: 44.22491
corner: 1.25125 -2.91900
GOF: 2.77749  func eval: 42
Error: 2.7547197185578893  func eval: 42
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373254e-04
(2, -2, -2): 9.2322294e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80641 rotation: 44.22497
corner: 1.25121 -2.91913
GOF: 2.77777  func eval: 41
Error: 2.7550048828125  func eval: 41
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373228e-04
(2, -2, -2): 9.2322279e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80622 rotation: 44.22493
corner: 1.25121 -2.91905
GOF: 2.77796  func eval: 46
Error: 2.755191240154329  func eval: 46
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373239e-04
(2, -2, -2): 9.2322286e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80618 rotation: 44.22487
corner: 1.25118 -2.91912
GOF: 2.77708  func eval: 42
Error: 2.7543154857197747  func eval: 42
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373236e-04
(2, -2, -2): 9.2322283e-04 0.0000000e+00
thickness: 3423.11 gl: 226.80619 rotation: 44.22497
corner: 1.25133 -2.91912
GOF: 2.77749  func eval: 57
Error: 2.7547197185578893  func eval: 57
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373227e-04
(2, -2, -2): 9.2322279e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80617 rotation: 44.22493
corner: 1.25101 -2.91867
GOF: 2.77796  func eval: 47
Error: 2.755191240154329  func eval: 47
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373250e-04
(2, -2, -2): 9.2322291e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80617 rotation: 44.22493
corner: 1.25101 -2.91867
GOF: 2.77769  func eval: 113
Error: 2.7549235859855274  func eval: 113
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373245e-04
(2, -2, -2): 9.2322289e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80596 rotation: 44.22487
corner: 1.25096 -2.91873
GOF: 2.77741  func eval: 51
Error: 2.7546451756211576  func eval: 51
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373247e-04
(2, -2, -2): 9.2322290e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80614 rotation: 44.22487
corner: 1.25096 -2.91873
GOF: 2.77769  func eval: 77
Error: 2.7549235859855274  func eval: 77
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373238e-04
(2, -2, -2): 9.2322285e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80620 rotation: 44.22495
corner: 1.25104 -2.91885
GOF: 2.77708  func eval: 42
Error: 2.7543154857197747  func eval: 42
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373233e-04
(2, -2, -2): 9.2322282e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80611 rotation: 44.22496
corner: 1.25107 -2.91885
GOF: 2.77749  func eval: 57
Error: 2.7547194684138065  func eval: 57
********************
SF:
(1, -1, -1): 4.7350376e-02 7.9373243e-04
(2, -2, -2): 9.2322287e-04 0.0000000e+00
thickness: 3423.10 gl: 226.80617 rotation: 44.22494
corner: 1.25082 -2.91884
GOF: 2.77708  func eval: 49
Error: 2.7543154857197747  func eval: 49
********************
Optimization terminated successfully.
         Current function value: 2.777078
         Iterations: 98
         Function evaluations: 233
[17]:
%matplotlib inline
fine.display([0,])
(1, -1, -1): U 0.0473504 UA 0.0007937
(2, -2, -2): U 0.0009232 UA 0.0000000
Chi Square background for each disk: 2.77708
No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.
[17]:
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           1805.3809  , 2010.2535  , 2011.7526  , 1924.1501  ,
           1895.0332  , 1721.257   , 1575.5139  , 1535.5659  ,
           1537.1924  , 1368.2832  , 1394.2201  , 1282.5874  ,
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            827.04736 ,  619.6608  ,  495.1052  ,  689.7158  ,
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           1497.0848  , 1285.2081  , 1103.5646  , 1020.0726  ,
            774.6516  ,  736.18506 ,  793.1433  ,  861.46515 ,
            820.00256 ,  786.0028  ,  733.22614 ,  701.975   ,
            710.4874  ,  789.18677 ,  936.35144 , 1035.4584  ,
           1096.8982  , 1191.449   , 1335.6816  , 1352.4839  ,
           1482.5934  , 1545.2456  , 1678.3258  , 1672.1754  ,
           1762.8917  , 1713.9331  , 1680.3196  , 1683.3949  ,
           1566.2986  , 1597.0269  , 1661.9324  , 1570.1489  ,
           1614.0543  , 1531.3452  , 1451.9653  , 1309.2035  ,
           1246.295   , 1073.253   ,  840.1099  ,  855.3639  ,
           1093.1389  , 1282.5371  , 1290.5367  , 1284.3046  ,
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            699.7466  ,  603.9517  ,  891.1947  ,  999.5767  ,
           1060.0048  , 1033.4026  , 1145.272   , 1253.9694  ,
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            266.10385 ,  416.80405 ,  618.7283  ,  727.67883 ,
            745.7643  ,  771.47986 ,  739.93176 ,  589.7903  ,
            533.1396  ,  502.5632  ,  470.06067 ,  415.37827 ,
            400.96298 ,  409.06396 ,  355.00317 ,  250.16019 ,
            246.46416 ,  249.38615 ,  340.4285  ,  419.6063  ,
            461.74283 ,  457.20407 ,  478.4327  ,  527.39386 ,
            490.3526  ,  481.7994  ,  393.96368 ,  321.5917  ,
            212.62332 ,   82.64336 ,   53.547756,   77.19317 ,
             49.91464 ,   38.59841 ,   38.962563,   35.464695,
             49.516327,   90.87788 ,  153.64487 ,  226.35828 ,
            341.73383 ,  494.74466 ,  667.15466 ,  771.80164 ,
            813.14197 ,  815.5745  ,  797.74646 ,  732.03186 ,
            615.01056 ,  584.54816 ,  592.6741  ,  502.55994 ,
            518.0176  ,  468.6956  ,  416.50238 ,  331.02695 ,
            220.2927  ,  145.14522 ,   80.522316,   48.909916,
             47.2736  ,   38.25071 ,   42.98317 ,   35.83755 ,
             61.88539 ,   68.25069 ,  119.05301 ,  173.88556 ,
            265.92804 ,  316.92032 ,  333.26538 ,  408.3887  ,
            388.85327 ,  380.34055 ,  363.9133  ,  217.8657  ,
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             50.78897 ]],

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            754.1244   ,  767.669    ,  804.87006  ,  908.7587   ,
            954.45557  ,  879.99164  ,  942.03064  , 1215.2876   ,
           1379.7588   , 1461.4314   , 1584.2062   , 1643.5287   ,
           1634.7249   , 1626.6171   , 1586.0996   , 1555.4521   ,
           1549.4346   , 1564.6953   , 1605.0786   , 1609.4429   ,
           1589.6409   , 1565.1827   , 1482.638    , 1401.8778   ,
           1300.7803   , 1201.1553   , 1193.0472   , 1181.1302   ,
           1165.7131   , 1168.2728   , 1066.9589   , 1015.95355  ,
            864.07806  ,  623.6897   ,  783.50287  , 1127.2693   ,
           1270.3828   , 1341.3562   , 1378.2843   , 1387.5118   ,
           1379.9045   ]],

         [[ 414.9825   ,  351.42325  ,  241.8263   ,  129.85945  ,
             63.869614 ,   64.53989  ,  137.8658   ,  267.71332  ,
            425.97986  ,  582.667    ,  696.1363   ,  755.11127  ,
            769.74     ,  741.88715  ,  692.7228   ,  636.37274  ,
            578.63     ,  527.9943   ,  487.57623  ,  457.34802  ,
            429.8303   ,  407.825    ,  388.8694   ,  370.5745   ,
            366.6146   ,  365.0951   ,  367.6995   ,  384.2442   ,
            400.69952  ,  427.5199   ,  459.42072  ,  463.17297  ,
            497.13303  ,  482.46808  ,  351.00284  ,  234.28386  ,
            292.70178  ,  329.26733  ,  240.03903  ,  150.38676  ,
             91.8388   ,   53.732212 ,   40.88759  ,   47.225933 ,
             60.13764  ,   70.77481  ,   67.89787  ,   60.239685 ,
             99.10585  ,  173.54124  ,  272.6051   ,  407.13135  ,
            496.2228   ,  517.9303   ,  602.8897   ,  782.2599   ,
            877.56396  ,  840.50635  ,  789.7494   ,  736.5357   ,
            675.13696  ,  649.69745  ,  658.2189   ,  668.0166   ,
            644.4247   ,  538.6493   ,  375.3889   ,  268.70547  ,
            237.29976  ,  187.6657   ,  121.0146   ,   83.22626  ,
             65.948494 ,   59.91227  ,   61.57745  ,   62.70156  ,
             62.750717 ,   64.44603  ,   72.77275  ,  100.50139  ,
            145.05882  ,  202.1418   ,  257.2611   ,  291.61685  ,
            313.08524  ,  339.56345  ,  372.28836  ,  388.8797   ,
            379.62653  ,  373.2014   ,  349.45508  ,  319.8868   ,
            347.97467  ,  332.34103  ,  183.17792  ,  111.0685   ,
            198.84337  ,  242.89906  ,  256.256    ,  228.81746  ,
            189.94746  ]],

         [[ 508.4214   ,  471.98438  ,  367.1149   ,  227.98743  ,
             97.78424  ,   40.27527  ,   86.88957  ,  223.7728   ,
            404.15082  ,  577.8614   ,  708.2395   ,  770.29236  ,
            747.66516  ,  652.61633  ,  501.84756  ,  325.81195  ,
            169.964    ,   70.648544 ,   40.232765 ,   69.61507  ,
            137.22832  ,  219.92587  ,  299.8524   ,  361.368    ,
            425.187    ,  447.06702  ,  422.14313  ,  371.21356  ,
            297.23264  ,  210.83986  ,  127.56593  ,   63.258682 ,
             39.66078  ,   73.80721  ,  179.51382  ,  388.15146  ,
            617.8953   ,  738.85535  ,  787.02216  ,  786.7409   ,
            703.0792   ,  555.08026  ,  373.65314  ,  196.38739  ,
             73.383194 ,   41.918163 ,  101.13834  ,  211.30438  ,
            360.8217   ,  480.31232  ,  494.09625  ,  435.29434  ,
            322.788    ,  183.61324  ,   90.56572  ,   73.34004  ,
            130.94078  ,  229.19928  ,  329.34955  ,  408.55478  ,
            422.85776  ,  362.35648  ,  268.55826  ,  180.22351  ,
            107.87956  ,   52.20598  ,   49.016457 ,  103.02617  ,
            152.47035  ,  192.36487  ,  203.88242  ,  157.26643  ,
            100.076126 ,   58.58409  ,   41.613056 ,   44.676563 ,
             61.511982 ,   87.74568  ,  118.95297  ,  157.88916  ,
            164.41418  ,  129.39946  ,   75.50664  ,   48.09807  ,
             54.32291  ,   56.279396 ,   57.448074 ,   68.42098  ,
             85.293655 ,   86.25488  ,  102.7901   ,  139.87321  ,
            150.98239  ,  120.38765  ,   80.51443  ,   68.17131  ,
             63.98254  ,   55.317642 ,   50.10221  ,   49.76838  ,
             47.496365 ]]], dtype=float32),
  array([[[  74.63546 ,   75.181885,   74.1985  ,   73.86314 ,
             71.359055,   69.130196,   72.255646,   75.010895,
             75.186775,   74.96429 ,   74.548965,   74.81031 ,
             74.87173 ,   74.71831 ,   74.958725,   74.696266,
             74.21364 ,   74.60624 ,   74.9492  ,   74.474655,
             74.46737 ]],

         [[1374.8771  , 1386.4048  , 1367.02    , 1338.741   ,
           1280.0283  , 1240.8353  , 1339.1083  , 1395.593   ,
           1381.0356  , 1380.7369  , 1363.172   , 1371.6487  ,
           1374.4844  , 1371.3213  , 1374.1674  , 1365.5491  ,
           1358.9583  , 1374.7457  , 1392.9694  , 1387.0531  ,
           1384.9019  ]],

         [[ 331.97168 ,  322.05426 ,  330.80328 ,  362.0686  ,
            359.75507 ,  351.4008  ,  366.6324  ,  365.43448 ,
            361.94693 ,  363.4367  ,  362.50366 ,  364.39514 ,
            366.17523 ,  367.57974 ,  367.42682 ,  363.31107 ,
            369.92468 ,  356.95026 ,  334.64734 ,  349.09937 ,
            354.7169  ]],

         [[ 454.56024 ,  457.51294 ,  447.80374 ,  457.76645 ,
            473.4708  ,  413.25192 ,  367.39682 ,  391.1523  ,
            405.30954 ,  409.37564 ,  418.74356 ,  422.142   ,
            421.5222  ,  421.47974 ,  419.92233 ,  417.96457 ,
            421.87894 ,  414.76178 ,  421.3925  ,  427.67743 ,
            425.1053  ]]], dtype=float32),
  array([[[ 161.73463 ,  158.43153 ,  154.28218 ,  149.05501 ,
            142.34912 ,  136.54276 ,  132.62962 ,  126.94052 ,
            121.22804 ,  116.65869 ,  114.00558 ,  112.73691 ,
            113.79041 ,  116.3524  ,  120.50282 ,  125.30096 ,
            131.52393 ,  137.67772 ,  143.70819 ,  147.83508 ,
            158.50247 ]],

         [[1289.3468  , 1296.0339  , 1300.2823  , 1299.9406  ,
           1292.9772  , 1271.6039  , 1248.7932  , 1220.1764  ,
           1177.387   , 1125.3644  , 1065.582   ,  999.904   ,
            931.6309  ,  869.502   ,  809.63025 ,  761.7186  ,
            722.498   ,  699.98035 ,  682.3303  ,  651.10443 ,
            669.8417  ]],

         [[ 239.00914 ,  226.75726 ,  212.35782 ,  195.91724 ,
            180.44008 ,  164.49673 ,  148.51366 ,  138.77864 ,
            134.56882 ,  136.24814 ,  144.50262 ,  159.16222 ,
            182.15152 ,  209.68243 ,  242.00635 ,  277.67087 ,
            314.36096 ,  350.61447 ,  392.9128  ,  399.7588  ,
            373.41293 ]],

         [[ 169.0756  ,  167.47215 ,  164.98215 ,  161.33519 ,
            155.35503 ,  149.76544 ,  146.56578 ,  140.96812 ,
            134.74734 ,  129.14748 ,  124.59125 ,  120.72969 ,
            118.84007 ,  118.28934 ,  119.569214,  122.043076,
            126.54263 ,  131.4127  ,  139.09897 ,  145.53743 ,
            147.86758 ]]], dtype=float32)])
../_images/notebooks_refinemnt_si04_26_3.png
../_images/notebooks_refinemnt_si04_26_4.png
../_images/notebooks_refinemnt_si04_26_5.png
../_images/notebooks_refinemnt_si04_26_6.png
[28]:
fine.errorFunc(fine.evaluateParam(), fine.roi.templates, fine.roi.mask)
[28]:
2779.2666
[20]:
print(f'kt: 12.1174, -12.1174, 25.7133 = {roi.transformDP(roi.kt2pixel(np.array([[12.1174, -12.1174, 25.7133]]))*roi.initPixsiz/roi.pixsiz + roi.dpCenter+roi.allshift)}')
print(f'gl: {roi.gl} rotation: {roi.rotation}')
print(f'thickness: {fine.thickness} ')
print(f'norm:: {fine.errorFunc.scale}')
print(f'background: {fine.errorFunc.background}')

kt: 12.1174, -12.1174, 25.7133 = [[416.10777583 456.98849595]]
gl: 226.77354262586226 rotation: 44.23690197629627
thickness: 3421.6441471701332
norm:: 1797.220458984375
background: [[ 16.015116]
 [222.49435 ]
 [ 33.66471 ]
 [ 38.898853]]
[22]:
from pyextal.callBloch import terminate
terminate()