In [141]:
%pylab inline
import pandas as pd
import csv
from threshold_functions import *
from equivalent_ellipse import *
from scipy.interpolate import SmoothBivariateSpline, bisplrep
Populating the interactive namespace from numpy and matplotlib
In [142]:
x_list = list()
y_list = list()
with open('../data/cutout_x.csv', 'r') as x_csvfile:
with open('../data/cutout_y.csv', 'r') as y_csvfile:
x_reader = csv.reader(x_csvfile, delimiter=',', lineterminator='\n')
y_reader = csv.reader(y_csvfile, delimiter=',', lineterminator='\n')
for row in x_reader:
x_list += [row]
for row in y_reader:
y_list += [row]
In [143]:
num_cutouts = len(x_list)
In [144]:
x_array = [0,]*num_cutouts
y_array = [0,]*num_cutouts
for i in range(num_cutouts):
x_array[i] = array(x_list[i], dtype='float')
y_array[i] = array(y_list[i], dtype='float')
In [145]:
cutout = [0,]*num_cutouts
for i in range(num_cutouts):
cutout[i] = shapely_cutout(x_array[i],y_array[i])
In [146]:
cutout_dimensions = pd.DataFrame.from_csv('../data/cutout_dimensions.csv')
#cutout_dimensions
In [147]:
boundBox = cutout_dimensions['box_bounds'].values
ref = boundBox < 11
width = cutout_dimensions['width'].values[ref]
length = cutout_dimensions['length'].values[ref]
cutoutRef = arange(len(width))
ratio = width/length
In [148]:
# plot(append(width,width),append(log2(ratio),log2(1/ratio)),'.')
In [170]:
def give_calc(xGrid,yGrid,width,ratio,w):
w = w/max(w)
ref = (w < 0.01)
width = delete(width,find(ref))
ratio = delete(ratio,find(ref))
w = delete(w,find(ref))
return fit_give(xGrid,log2(yGrid),
append(width,width),
append(log2(ratio),log2(1/ratio)),
zeros(len(width)*2),append(w,w))
def gap_calc(xGrid,yGrid,width,ratio):
return angle_gap(xGrid,log2(yGrid),append(width,width),
append(log2(ratio),log2(1/ratio)),1,2)
In [150]:
w = ones(len(width))
valid = (give_calc(width,ratio,width,ratio,w) < 0.15) & (gap_calc(width,ratio,width,ratio) < 130)
curr_give = give_calc(width[valid],ratio[valid],width,ratio,w)
curr_gap = gap_calc(width[valid],ratio[valid],width,ratio)
curr_gap
Out[150]:
array([ 27.95590637, 25.68284624, 19.76827116, 114.38926231,
30.666233 , 61.91761027, 125.35839126, 19.65820376,
19.8590883 , 38.48805216, 18.68664548, 25.68284624,
71.68828583, 110.58124011, 92.55433976, 61.03351964,
90.19178822, 61.91761027, 23.63998184, 66.86467905,
42.93285332, 45.07122958, 29.47693202, 71.9643079 ,
51.62994723, 48.63503352, 92.55434668, 89.96098237,
52.76807299, 25.6828442 , 123.46708353, 42.76594199,
24.6294116 , 41.52027192, 71.18285364, 61.9176255 ,
52.76807194, 24.62939971, 58.83618932, 18.97415711,
20.47615881, 27.43791803, 61.91762694, 24.62938286,
111.61572318, 46.02428623, 71.80141937, 18.97415757,
26.69205395, 32.10840606, 39.1401935 , 61.91761329,
45.72723009, 16.57585207, 26.6920558 , 70.07163561,
27.64432525, 61.9176286 , 109.56504421, 49.00436164,
60.53963718, 27.95590433, 19.94509705, 27.6443225 ,
40.9647412 , 109.56504421, 31.66825343, 64.53683308,
27.95590617, 115.76905446, 33.4651992 , 112.26070319,
40.96474138, 31.66828712, 39.20231948, 22.58172405,
112.37208916, 64.53674964])
In [ ]:
curr_give = give_calc(width[valid],ratio[valid],width,ratio,w)
In [151]:
curr_give[2] = 0.2
sum((curr_give/0.15)**15)
Out[151]:
75.020278797367311
In [152]:
curr_gap[2] = 100
sum((curr_gap/130)**30)
Out[152]:
0.65663184613476955
In [153]:
sum(w)
Out[153]:
96.0
In [176]:
global keeping_track
def toMinimise(w):
if (sum(w) > 13):
curr_give = give_calc(width[valid],ratio[valid],width,ratio,w)
else:
curr_give = ones(len(w))
#curr_gap = gap_calc(width[valid],ratio[valid],width,ratio)
weights_bias = sum((2*exp(-((w-0.5)*2)**2) + 3*w - 1)/3)
too_few_bias = exp(-(sum(w)-15))
give_bias = sum(30/(1 + exp(-(curr_give-0.15)*100)))
output = weights_bias + give_bias + too_few_bias
# global keeping_track
# if isnan(output):
# print(w)
# if keeping_track > 20:
# print("Output %.4f, weight %.4f, too few %.4f, give %.4f" % (output, weights_bias, too_few_bias, give_bias))
# w_show = reshape(w,[4,24])
# imshow(w_show, interpolation='nearest', cmap=cm.gray, vmin=0, vmax=1)
# show()
# keeping_track = 0
# else:
# keeping_track += 1
return output
In [155]:
t = linspace(0,20,1000)
y = exp(-(t-13))
plot(t,y)
ylim([0,1])
Out[155]:
(0, 1)
In [156]:
t = linspace(0,1,1000)
y = (2*exp(-((t-0.5)*2)**2) + 3*t - 1)/3
plot(t,y)
Out[156]:
[<matplotlib.lines.Line2D at 0x7f7e5f494390>]
In [157]:
t = linspace(0,1,1000)
y = 30/(1 + exp(-(t-0.15)*100))
plot(t,y)
# ylim(0,10)
Out[157]:
[<matplotlib.lines.Line2D at 0x7f7e629f5b00>]
In [180]:
def print_fun(w, f, accepted):
global successCount_basinhopping
global minVals_basinhopping
global nSuccess_basinhopping
print("Output %.4f" % (f))
w_show = reshape(w,[4,24])
imshow(w_show, interpolation='nearest', cmap=cm.gray, vmin=0, vmax=1)
show()
# f = np.around(f,4)
# if accepted:
# if np.all(np.isnan(minVals_basinhopping)):
# minVals_basinhopping[0] = f
# successCount_basinhopping = 1
# print(("first local minima of %.4f at:\n"+
# "[a,b] = [%.4f, %.4f],"+
# " [width, length] = [%.4f, %.4f],"+
# " theta = %.4f\n")
# % (f,a,b,width,length,theta))
# elif (np.nanmin(minVals_basinhopping) == f):
# minVals_basinhopping[successCount_basinhopping] = f
# successCount_basinhopping += 1
# print(("agreeing local minima of %.4f at:\n"+
# "[a,b] = [%.4f, %.4f],"+
# " [width, length] = [%.4f, %.4f],"+
# " theta = %.4f\n")
# % (f,a,b,width,length,theta))
# elif (np.nanmin(minVals_basinhopping) > f):
# minVals_basinhopping[0] = f
# successCount_basinhopping = 1
# print(("new local minima of %.4f at:\n"+
# "[a,b] = [%.4f, %.4f],"+
# " [width, length] = [%.4f, %.4f],"+
# " theta = %.4f\n")
# % (f,a,b,width,length,theta))
# else:
# print(("rejected local minima of %.4f at:\n"+
# "[a,b] = [%.4f, %.4f],"+
# " [width, length] = [%.4f, %.4f],"+
# " theta = %.4f\n")
# % (f,a,b,width,length,theta))
# else:
# print(("failed to find local minima at:\n"+
# "[a,b] = [%.4f, %.4f],"+
# " [width, length] = [%.4f, %.4f],"+
# " theta = %.4f\n")
# % (a,b,width,length,theta))
# if successCount_basinhopping >= nSuccess_basinhopping:
# return True
In [158]:
bounds = ([0,1],)*len(width)
In [ ]:
keeping_track = 0
global nSuccess_basinhopping
nSuccess_basinhopping = 5
global minVals_basinhopping
minVals_basinhopping = np.empty(nSuccess_basinhopping)
minVals_basinhopping[:] = np.nan
global successCount_basinhopping
successCount_basinhopping = 0
minimizer_kwargs = {"tol":0.01,"method": 'SLSQP', "bounds": bounds }
# x0 = rand(len(width))
# x0 = output.x
# oldF = output.fun
In [204]:
curr_give = give_calc(width[valid],ratio[valid],width,ratio,ones(len(width)))
curr_give
Out[204]:
array([ 0.02558913, 0.03042436, 0.02090392, 0.08823116, 0.03683719,
0.06186327, 0.10857111, 0.02206971, 0.02786176, 0.02851521,
0.02420587, 0.03042436, 0.05972628, 0.06564435, 0.04771413,
0.03132881, 0.13354261, 0.06186327, 0.03046678, 0.05356649,
0.04771413, 0.04160696, 0.02788241, 0.03471116, 0.03473742,
0.04559741, 0.04771412, 0.06485266, 0.04160696, 0.03042436,
0.10676113, 0.03817455, 0.02886388, 0.03695058, 0.04771413,
0.06186326, 0.04160696, 0.02886388, 0.05705591, 0.02717284,
0.02479785, 0.0238628 , 0.06186326, 0.02886388, 0.06185481,
0.03607811, 0.04859014, 0.02717284, 0.03758314, 0.02904206,
0.02815443, 0.06186327, 0.04659614, 0.02080961, 0.03758314,
0.06467803, 0.02619265, 0.06186326, 0.0477585 , 0.02918559,
0.04473528, 0.02558913, 0.02468012, 0.02619265, 0.03473995,
0.0477585 , 0.02288323, 0.06324396, 0.02558913, 0.0781842 ,
0.0383375 , 0.06826145, 0.03473995, 0.02288323, 0.03215198,
0.02842917, 0.0752983 , 0.06324393])
In [207]:
give_calc(width[valid],ratio[valid],width,ratio,x0)
Out[207]:
array([ 0.03534093, 0.04645545, 0.03255907, 0.09511497, 0.05565077,
0.06247113, 0.11315612, 0.03467617, 0.04425092, 0.03608367,
0.03736793, 0.04645545, 0.06586284, 0.06659866, 0.06319484,
0.04570447, 0.13458287, 0.06247113, 0.05062538, 0.06576858,
0.06319484, 0.0579696 , 0.04683174, 0.05321201, 0.04144854,
0.05349931, 0.06319484, 0.06912226, 0.0579696 , 0.04645545,
0.11135337, 0.04507899, 0.04817174, 0.04583564, 0.06319484,
0.06247112, 0.0579696 , 0.04817174, 0.06282308, 0.04354261,
0.03986174, 0.03707695, 0.06247112, 0.04817174, 0.06325856,
0.05542998, 0.06169375, 0.04354261, 0.0445635 , 0.04423318,
0.0400942 , 0.06247113, 0.05292822, 0.03245343, 0.0445635 ,
0.06875675, 0.04363546, 0.06247112, 0.06450069, 0.04313412,
0.05724218, 0.03534093, 0.03834793, 0.04363547, 0.042431 ,
0.06450069, 0.03145973, 0.06377363, 0.03534093, 0.08236477,
0.04575285, 0.06951714, 0.042431 , 0.03145974, 0.04047499,
0.03781919, 0.08200819, 0.0637736 ])
In [208]:
(give_calc(width[valid],ratio[valid],width,ratio,ones(len(width))) -
give_calc(width[valid],ratio[valid],width,ratio,x0))
Out[208]:
array([-0.0097518 , -0.0160311 , -0.01165515, -0.00688381, -0.01881359,
-0.00060786, -0.00458501, -0.01260647, -0.01638917, -0.00756846,
-0.01316206, -0.0160311 , -0.00613656, -0.00095431, -0.01548071,
-0.01437566, -0.00104026, -0.00060786, -0.0201586 , -0.0122021 ,
-0.01548071, -0.01636263, -0.01894933, -0.01850085, -0.00671113,
-0.0079019 , -0.01548072, -0.0042696 , -0.01636264, -0.0160311 ,
-0.00459224, -0.00690443, -0.01930786, -0.00888506, -0.01548071,
-0.00060786, -0.01636264, -0.01930786, -0.00576717, -0.01636977,
-0.01506389, -0.01321416, -0.00060786, -0.01930786, -0.00140375,
-0.01935187, -0.01310361, -0.01636977, -0.00698036, -0.01519112,
-0.01193976, -0.00060786, -0.00633208, -0.01164382, -0.00698036,
-0.00407872, -0.01744282, -0.00060786, -0.01674219, -0.01394853,
-0.0125069 , -0.0097518 , -0.01366781, -0.01744282, -0.00769105,
-0.01674219, -0.00857651, -0.00052968, -0.0097518 , -0.00418057,
-0.00741535, -0.0012557 , -0.00769105, -0.0085765 , -0.00832301,
-0.00939002, -0.00670989, -0.00052968])
In [224]:
for i in range(100):
output = basinhopping(toMinimise,x0,
niter=4,minimizer_kwargs=minimizer_kwargs,
callback=print_fun)
print("Final %.4f" % (output.fun))
w_show = reshape(output.x,[4,24])
imshow(w_show, interpolation='nearest', cmap=cm.gray, vmin=0, vmax=1)
show()
give_pic = give_calc(width[valid],ratio[valid],width,ratio,w)
# give_pic = reshape(give_pic,[4,24])
print(give_pic)
# tttt = imshow(give_pic, interpolation='nearest', cmap=cm.jet, vmin=0, vmax=0.2)
# colorbar(tttt)
w = output.x
newGiveMesh = give_calc(xMesh,yMesh,width,ratio,x0)
contour(xMesh,yMesh,giveMesh, levels=[0.05,0.1,0.15], colors='g',alpha=0.7)
contour(xMesh,yMesh,newGiveMesh, levels=[0.05,0.1,0.15], colors='r',alpha=0.7)
len(width) - sum(w)
print(sum(w))
if output.fun < oldF:
x0 = output.x
oldF = output.fun
print(output)
show()
Output 75.4910
Output 78.2481
Output 79.7376
Output 72.4642
Final 72.4642
[ 0.03627469 0.0441788 0.03242896 0.09565027 0.05372896 0.0625339
0.1130709 0.03451497 0.04224717 0.03787208 0.03739085 0.0441788
0.06595098 0.0668689 0.06272259 0.04520156 0.1346706 0.0625339
0.0488635 0.06464962 0.06272259 0.05690312 0.04556109 0.05224017
0.0438808 0.05359592 0.06272258 0.06955728 0.05690312 0.04417879
0.11127051 0.04653735 0.04658932 0.04607836 0.06272259 0.06253389
0.05690312 0.04658932 0.0645312 0.04165505 0.03823085 0.03517844
0.06253389 0.04658932 0.06344768 0.0538294 0.06022818 0.04165505
0.04622477 0.04369115 0.04021534 0.06253389 0.05329557 0.03229405
0.04622478 0.06971879 0.04259157 0.06253389 0.06386895 0.0427867
0.05543905 0.03627469 0.0382714 0.04259157 0.04327112 0.06386895
0.03262204 0.06382528 0.03627469 0.08326954 0.04626224 0.06957293
0.04327112 0.03262205 0.04147526 0.03876674 0.08117128 0.06382525]
73.3764370648
njev: 9
minimization_failures: 0
x: array([ 9.99315829e-01, 9.99999999e-01, 8.46461273e-10,
9.99999993e-01, -3.17356122e-10, 9.99999993e-01,
9.99999997e-01, 9.99999997e-01, 5.66491162e-10,
6.84309072e-10, 9.99999999e-01, 1.14752483e-09,
-6.80030448e-11, 1.00000000e+00, 9.99999990e-01,
9.99999997e-01, 9.99999999e-01, 9.99028489e-01,
6.76992148e-10, 9.99999997e-01, 9.99999990e-01,
9.99999984e-01, 1.02725963e-09, 9.99859978e-01,
9.99999998e-01, 1.09773543e-09, 9.99999998e-01,
6.43765588e-10, 3.83613188e-01, 9.99999997e-01,
9.99999998e-01, 9.99999998e-01, 9.99999995e-01,
9.99999999e-01, 9.99999991e-01, 9.99999998e-01,
9.99999999e-01, 9.99999997e-01, 9.99999997e-01,
9.99028489e-01, 9.99589228e-01, 9.99999998e-01,
9.99999999e-01, 9.99999999e-01, 9.99999989e-01,
1.05930547e-09, 9.99999999e-01, 1.63340863e-07,
9.99999997e-01, 9.99999994e-01, 9.99999999e-01,
9.99028489e-01, 9.99028489e-01, 9.99999998e-01,
9.99999986e-01, 2.07878604e-10, 9.99999998e-01,
9.99999999e-01, 8.06777790e-10, 9.99999999e-01,
9.99918079e-01, 9.99999997e-01, -2.81098150e-10,
5.24543749e-10, 9.99999988e-01, 9.99999999e-01,
9.99999999e-01, 5.29538204e-10, 9.99999998e-01,
9.99999991e-01, 1.07020031e-09, 9.99999993e-01,
1.00000000e+00, 9.99999997e-01, 9.99999999e-01,
9.99999999e-01, 9.99999999e-01, 9.99028489e-01,
9.99202736e-01, 9.99795653e-01, 9.99999999e-01,
-4.00137307e-10, 4.66167097e-10, 9.99999992e-01,
9.99999998e-01, 9.99999991e-01, 9.99999998e-01,
9.99999998e-01, 6.68004281e-10, 1.06467539e-09,
9.99999998e-01, 9.99999997e-01, 9.99999986e-01,
9.99999998e-01, 9.99999997e-01, 9.99999990e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.46417697854794
nfev: 937
nit: 4
Output 77.2447
Output 77.8485
Output 77.4509
Output 79.9005
Final 72.5230
[ 0.03531867 0.04631747 0.03248049 0.09505282 0.05541059 0.06274691
0.11322574 0.03457639 0.04407773 0.03610288 0.03725156 0.04631747
0.06596223 0.06665812 0.07106117 0.04671707 0.13476596 0.06274691
0.05045535 0.06574281 0.07106117 0.05885036 0.04669157 0.05640954
0.0414843 0.05348385 0.07106116 0.06905047 0.05885036 0.04631747
0.11142306 0.0452363 0.04798855 0.0458248 0.07106117 0.0627469
0.05885036 0.04798856 0.06294224 0.04336854 0.03971833 0.03699607
0.0627469 0.04798856 0.06330704 0.05565184 0.06179679 0.04336854
0.04468347 0.04446356 0.03999449 0.0627469 0.05320949 0.03237533
0.04468347 0.06878541 0.0434615 0.0627469 0.0711226 0.04313126
0.05768703 0.03531867 0.03821801 0.0434615 0.04261414 0.0711226
0.03144294 0.06407923 0.03531867 0.08232314 0.04595806 0.06984328
0.04261414 0.03144295 0.04057999 0.03783827 0.08451355 0.0640792 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
6.76860882e-10, 9.99519205e-01, 9.99519199e-01,
9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
9.99519206e-01, 1.09740190e-09, 9.99519206e-01,
6.43650292e-10, 3.83428750e-01, 9.99519206e-01,
9.99519207e-01, 9.99519206e-01, 9.99519203e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 77.9972
Output 82.5325
Output 76.3769
Output 83.9233
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
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9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 75.0655
Output 80.6130
Output 74.2891
Output 80.8305
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
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9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
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9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 76.5174
Output 98.4562
Output 81.4029
Output 78.7401
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
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9.99519207e-01, 9.99519206e-01, 9.99519203e-01,
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9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 81.1201
Output 80.1833
Output 76.4765
Output 77.6495
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
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9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
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9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 78.2385
Output 83.8364
Output 76.4624
Output 80.0129
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
6.76860882e-10, 9.99519205e-01, 9.99519199e-01,
9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
9.99519206e-01, 1.09740190e-09, 9.99519206e-01,
6.43650292e-10, 3.83428750e-01, 9.99519206e-01,
9.99519207e-01, 9.99519206e-01, 9.99519203e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 76.2836
Output 80.0746
Output 76.5825
Output 84.2002
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
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9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
9.99519206e-01, 1.09740190e-09, 9.99519206e-01,
6.43650292e-10, 3.83428750e-01, 9.99519206e-01,
9.99519207e-01, 9.99519206e-01, 9.99519203e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 75.4249
Output 80.1635
Output 77.0836
Output 73.8113
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
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9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
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6.43650292e-10, 3.83428750e-01, 9.99519206e-01,
9.99519207e-01, 9.99519206e-01, 9.99519203e-01,
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9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 81.9175
Output 76.4591
Output 75.1921
Output 80.0733
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
6.76860882e-10, 9.99519205e-01, 9.99519199e-01,
9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
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9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 79.7669
Output 79.3357
Output 80.1239
Output 73.6607
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
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9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 78.7252
Output 79.2490
Output 82.7251
Output 80.6766
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
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9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
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9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 77.4321
Output 79.3654
Output 80.6247
Output 78.4676
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
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9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
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9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 80.5848
Output 96.2352
Output 78.1777
Output 77.7746
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
6.76860882e-10, 9.99519205e-01, 9.99519199e-01,
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9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 75.4833
Output 76.0197
Output 76.9235
Output 78.2030
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
6.76860882e-10, 9.99519205e-01, 9.99519199e-01,
9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
9.99519206e-01, 1.09740190e-09, 9.99519206e-01,
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9.99519207e-01, 9.99519206e-01, 9.99519203e-01,
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9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 81.3856
Output 77.1355
Output 78.3093
Output 78.1248
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
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9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
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9.99519207e-01, 9.99519206e-01, 9.99519203e-01,
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9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 76.7961
Output 80.7453
Output 79.6238
Output 79.2869
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
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9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
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9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 75.1455
Output 78.2774
Output 81.8163
Output 79.8941
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
6.76860882e-10, 9.99519205e-01, 9.99519199e-01,
9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
9.99519206e-01, 1.09740190e-09, 9.99519206e-01,
6.43650292e-10, 3.83428750e-01, 9.99519206e-01,
9.99519207e-01, 9.99519206e-01, 9.99519203e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 81.0101
Output 109.3244
Output 83.7942
Output 77.9666
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 15
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
6.76860882e-10, 9.99519205e-01, 9.99519199e-01,
9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
9.99519206e-01, 1.09740190e-09, 9.99519206e-01,
6.43650292e-10, 3.83428750e-01, 9.99519206e-01,
9.99519207e-01, 9.99519206e-01, 9.99519203e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 1562
nit: 4
Output 78.3351
Output 77.0551
Output 94.5960
Output 83.2051
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
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6.43650292e-10, 3.83428750e-01, 9.99519206e-01,
9.99519207e-01, 9.99519206e-01, 9.99519203e-01,
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9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 91.1172
Output 74.0817
Output 80.7226
Output 74.9850
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
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9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
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9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 83.2640
Output 90.1956
Output 74.2256
Output 79.9775
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
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9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 81.6155
Output 78.1231
Output 95.0764
Output 73.6178
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 10
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
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9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 1036
nit: 4
Output 83.0650
Output 81.4764
Output 77.2697
Output 82.3721
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
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9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
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9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 74.7859
Output 92.4026
Output 75.3533
Output 77.3062
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
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6.43650292e-10, 3.83428750e-01, 9.99519206e-01,
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9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 80.1486
Output 84.1606
Output 81.4505
Output 80.7129
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
6.76860882e-10, 9.99519205e-01, 9.99519199e-01,
9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
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9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 77.7618
Output 81.0123
Output 75.4340
Output 81.0446
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
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9.99519207e-01, 9.99519206e-01, 9.99519203e-01,
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9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 77.2439
Output 78.2650
Output 76.7307
Output 78.1341
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
6.76860882e-10, 9.99519205e-01, 9.99519199e-01,
9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
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9.99519207e-01, 9.99519206e-01, 9.99519203e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 78.4432
Output 76.3730
Output 78.5860
Output 76.8264
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
6.76860882e-10, 9.99519205e-01, 9.99519199e-01,
9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
9.99519206e-01, 1.09740190e-09, 9.99519206e-01,
6.43650292e-10, 3.83428750e-01, 9.99519206e-01,
9.99519207e-01, 9.99519206e-01, 9.99519203e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 77.4210
Output 82.2159
Output 76.8894
Output 77.2603
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
6.76860882e-10, 9.99519205e-01, 9.99519199e-01,
9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
9.99519206e-01, 1.09740190e-09, 9.99519206e-01,
6.43650292e-10, 3.83428750e-01, 9.99519206e-01,
9.99519207e-01, 9.99519206e-01, 9.99519203e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 77.2458
Output 76.0735
Output 79.6537
Output 79.6794
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
6.76860882e-10, 9.99519205e-01, 9.99519199e-01,
9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
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6.43650292e-10, 3.83428750e-01, 9.99519206e-01,
9.99519207e-01, 9.99519206e-01, 9.99519203e-01,
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9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 79.5446
Output 80.9480
Output 76.0161
Output 81.5794
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
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9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
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9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 73.1529
Output 76.5195
Output 77.7933
Output 77.8119
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
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9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 74.6150
Output 73.8681
Output 80.3681
Output 77.4546
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
6.76860882e-10, 9.99519205e-01, 9.99519199e-01,
9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
9.99519206e-01, 1.09740190e-09, 9.99519206e-01,
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9.99519207e-01, 9.99519206e-01, 9.99519203e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 81.6129
Output 77.1645
Output 97.6621
Output 77.3910
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
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9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
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9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
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9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
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9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 79.5579
Output 77.7386
Output 80.0540
Output 73.0807
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
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9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 75.4544
Output 79.2198
Output 81.1636
Output 81.9198
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
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9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 76.1435
Output 74.3049
Output 78.1334
Output 84.0201
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 10
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
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9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 1036
nit: 4
Output 81.4027
Output 81.3336
Output 96.9534
Output 81.0145
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
6.76860882e-10, 9.99519205e-01, 9.99519199e-01,
9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
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9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 83.8455
Output 78.0940
Output 80.0163
Output 78.0656
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
6.76860882e-10, 9.99519205e-01, 9.99519199e-01,
9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
9.99519206e-01, 1.09740190e-09, 9.99519206e-01,
6.43650292e-10, 3.83428750e-01, 9.99519206e-01,
9.99519207e-01, 9.99519206e-01, 9.99519203e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 77.0843
Output 79.1399
Output 73.5589
Output 75.2607
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
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9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 77.7967
Output 79.4841
Output 83.2875
Output 81.6013
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
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9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
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9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 76.2811
Output 82.9370
Output 81.1135
Output 75.5413
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
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9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 80.9075
Output 75.2731
Output 75.8725
Output 75.8682
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
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9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
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9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 73.5362
Output 78.6123
Output 76.5146
Output 76.5669
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
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9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
9.99519206e-01, 1.09740190e-09, 9.99519206e-01,
6.43650292e-10, 3.83428750e-01, 9.99519206e-01,
9.99519207e-01, 9.99519206e-01, 9.99519203e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 76.4096
Output 81.5679
Output 79.1773
Output 94.7274
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
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9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
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9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 78.3092
Output 78.6546
Output 77.9526
Output 77.9038
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 10
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
6.76860882e-10, 9.99519205e-01, 9.99519199e-01,
9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
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6.43650292e-10, 3.83428750e-01, 9.99519206e-01,
9.99519207e-01, 9.99519206e-01, 9.99519203e-01,
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9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 1036
nit: 4
Output 81.3730
Output 75.9232
Output 83.0358
Output 75.9412
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 10
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
6.76860882e-10, 9.99519205e-01, 9.99519199e-01,
9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
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6.43650292e-10, 3.83428750e-01, 9.99519206e-01,
9.99519207e-01, 9.99519206e-01, 9.99519203e-01,
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9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 1036
nit: 4
Output 73.8002
Output 79.5629
Output 77.3788
Output 80.0542
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
6.76860882e-10, 9.99519205e-01, 9.99519199e-01,
9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
9.99519206e-01, 1.09740190e-09, 9.99519206e-01,
6.43650292e-10, 3.83428750e-01, 9.99519206e-01,
9.99519207e-01, 9.99519206e-01, 9.99519203e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 79.2431
Output 80.0804
Output 78.5904
Output 75.4669
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
6.76860882e-10, 9.99519205e-01, 9.99519199e-01,
9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
9.99519206e-01, 1.09740190e-09, 9.99519206e-01,
6.43650292e-10, 3.83428750e-01, 9.99519206e-01,
9.99519207e-01, 9.99519206e-01, 9.99519203e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 100.4825
Output 82.3098
Output 76.1488
Output 78.9411
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
6.76860882e-10, 9.99519205e-01, 9.99519199e-01,
9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
9.99519206e-01, 1.09740190e-09, 9.99519206e-01,
6.43650292e-10, 3.83428750e-01, 9.99519206e-01,
9.99519207e-01, 9.99519206e-01, 9.99519203e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 78.5054
Output 77.8180
Output 77.0153
Output 78.0605
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
6.76860882e-10, 9.99519205e-01, 9.99519199e-01,
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9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 76.4456
Output 76.2119
Output 81.2732
Output 78.7077
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
6.76860882e-10, 9.99519205e-01, 9.99519199e-01,
9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
9.99519206e-01, 1.09740190e-09, 9.99519206e-01,
6.43650292e-10, 3.83428750e-01, 9.99519206e-01,
9.99519207e-01, 9.99519206e-01, 9.99519203e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 82.4072
Output 76.1292
Output 78.4267
Output 80.1119
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
6.76860882e-10, 9.99519205e-01, 9.99519199e-01,
9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
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9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 76.1822
Output 73.2337
Output 74.5700
Output 97.4216
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
6.76860882e-10, 9.99519205e-01, 9.99519199e-01,
9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
9.99519206e-01, 1.09740190e-09, 9.99519206e-01,
6.43650292e-10, 3.83428750e-01, 9.99519206e-01,
9.99519207e-01, 9.99519206e-01, 9.99519203e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 75.5311
Output 78.0438
Output 78.4414
Output 84.2332
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
6.76860882e-10, 9.99519205e-01, 9.99519199e-01,
9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
9.99519206e-01, 1.09740190e-09, 9.99519206e-01,
6.43650292e-10, 3.83428750e-01, 9.99519206e-01,
9.99519207e-01, 9.99519206e-01, 9.99519203e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 75.8984
Output 72.6340
Output 80.8596
Output 77.6120
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
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9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
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9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
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9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 78.9034
Output 76.4272
Output 80.4293
Output 74.3841
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 9
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
6.76860882e-10, 9.99519205e-01, 9.99519199e-01,
9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
9.99519206e-01, 1.09740190e-09, 9.99519206e-01,
6.43650292e-10, 3.83428750e-01, 9.99519206e-01,
9.99519207e-01, 9.99519206e-01, 9.99519203e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 937
nit: 4
Output 75.4473
Output 77.2204
Output 77.2773
Output 78.5903
Final 72.5230
[ 0.0353434 0.04634792 0.03250069 0.09512617 0.05544944 0.0628014
0.11331603 0.03459801 0.04410564 0.03613051 0.0372755 0.04634792
0.06601542 0.06671142 0.07111406 0.04675041 0.13486802 0.0628014
0.05048775 0.06579411 0.07111405 0.0588926 0.04672104 0.05644942
0.0415183 0.0535254 0.07111405 0.06910922 0.0588926 0.04634792
0.11151223 0.0452725 0.0480189 0.04585893 0.07111406 0.06280139
0.0588926 0.0480189 0.06299561 0.04339577 0.03974279 0.03701889
0.06280139 0.0480189 0.06336103 0.05569077 0.06184455 0.04339577
0.04471929 0.04449386 0.04002177 0.0628014 0.05325143 0.03239543
0.0447193 0.06884325 0.04348857 0.06280139 0.07117374 0.04316069
0.05773123 0.0353434 0.03824255 0.04348857 0.04264676 0.07117374
0.031465 0.06413464 0.0353434 0.08238804 0.04599333 0.06990452
0.04264676 0.03146501 0.04061052 0.03786556 0.08458341 0.0641346 ]
73.3469277998
njev: 10
minimization_failures: 0
x: array([ 9.99316158e-01, 9.99519207e-01, 8.46248605e-10,
9.99519201e-01, -3.17009338e-10, 9.99519202e-01,
9.99519206e-01, 9.99519206e-01, 5.66413028e-10,
6.84174414e-10, 9.99519207e-01, 1.14716739e-09,
-6.77761628e-11, 9.99519208e-01, 9.99519199e-01,
9.99519205e-01, 9.99519208e-01, 9.99028956e-01,
6.76860882e-10, 9.99519205e-01, 9.99519199e-01,
9.99999984e-01, 1.02696003e-09, 9.99860045e-01,
9.99519206e-01, 1.09740190e-09, 9.99519206e-01,
6.43650292e-10, 3.83428750e-01, 9.99519206e-01,
9.99519207e-01, 9.99519206e-01, 9.99519203e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519208e-01, 9.99519206e-01, 9.99519205e-01,
9.99028956e-01, 9.99589426e-01, 9.99519206e-01,
9.99519207e-01, 9.99519208e-01, 9.99519198e-01,
1.05899038e-09, 9.99519207e-01, 1.63262525e-07,
9.99519206e-01, 9.99519203e-01, 9.99519208e-01,
9.99028956e-01, 9.99028956e-01, 9.99519206e-01,
9.99519194e-01, 2.07972882e-10, 9.99519207e-01,
9.99519207e-01, 8.06584195e-10, 9.99519207e-01,
9.99918119e-01, 9.99519206e-01, -2.80768746e-10,
5.24485788e-10, 9.99519196e-01, 9.99519207e-01,
9.99519208e-01, 5.29477865e-10, 9.99519207e-01,
9.99519200e-01, 1.06988001e-09, 9.99519202e-01,
9.99519208e-01, 9.99519206e-01, 9.99519207e-01,
9.99519207e-01, 9.99519208e-01, 9.99028956e-01,
9.99203119e-01, 9.99795751e-01, 9.99519207e-01,
-3.99750668e-10, 4.66137223e-10, 9.99519200e-01,
9.99519207e-01, 9.99519200e-01, 9.99519206e-01,
9.99519207e-01, 6.67877365e-10, 1.06435776e-09,
9.99519206e-01, 9.99519205e-01, 9.99519194e-01,
9.99519206e-01, 9.99519206e-01, 9.99519199e-01])
message: ['requested number of basinhopping iterations completed successfully']
fun: 72.522985860390079
nfev: 1036
nit: 4
Output 80.9801
Output 77.2343
---------------------------------------------------------------------------
KeyboardInterrupt Traceback (most recent call last)
<ipython-input-224-5eacfa22b6ba> in <module>()
3 output = basinhopping(toMinimise,x0,
4 niter=4,minimizer_kwargs=minimizer_kwargs,
----> 5 callback=print_fun)
6
7
/usr/local/lib/python3.4/dist-packages/scipy/optimize/_basinhopping.py in basinhopping(func, x0, niter, T, stepsize, minimizer_kwargs, take_step, accept_test, callback, interval, disp, niter_success)
610 " successfully"]
611 for i in range(niter):
--> 612 new_global_min = bh.one_cycle()
613
614 if isinstance(callback, collections.Callable):
/usr/local/lib/python3.4/dist-packages/scipy/optimize/_basinhopping.py in one_cycle(self)
154 new_global_min = False
155
--> 156 xtrial, energy_trial, accept = self._monte_carlo_step()
157
158 if accept:
/usr/local/lib/python3.4/dist-packages/scipy/optimize/_basinhopping.py in _monte_carlo_step(self)
102
103 # do a local minimization
--> 104 minres = self.minimizer(x_after_step)
105 x_after_quench = minres.x
106 energy_after_quench = minres.fun
/usr/local/lib/python3.4/dist-packages/scipy/optimize/_basinhopping.py in __call__(self, x0)
277 return self.minimizer(x0, **self.kwargs)
278 else:
--> 279 return self.minimizer(self.func, x0, **self.kwargs)
280
281
/usr/local/lib/python3.4/dist-packages/scipy/optimize/_minimize.py in minimize(fun, x0, args, method, jac, hess, hessp, bounds, constraints, tol, callback, options)
433 elif meth == 'slsqp':
434 return _minimize_slsqp(fun, x0, args, jac, bounds,
--> 435 constraints, callback=callback, **options)
436 elif meth == 'dogleg':
437 return _minimize_dogleg(fun, x0, args, jac, hess,
/usr/local/lib/python3.4/dist-packages/scipy/optimize/slsqp.py in _minimize_slsqp(func, x0, args, jac, bounds, constraints, maxiter, ftol, iprint, disp, eps, callback, **unknown_options)
378 # Compute the derivatives of the objective function
379 # For some reason SLSQP wants g dimensioned to n+1
--> 380 g = append(fprime(x),0.0)
381
382 # Compute the normals of the constraints
/usr/local/lib/python3.4/dist-packages/scipy/optimize/optimize.py in function_wrapper(*wrapper_args)
279 def function_wrapper(*wrapper_args):
280 ncalls[0] += 1
--> 281 return function(*(wrapper_args + args))
282
283 return ncalls, function_wrapper
/usr/local/lib/python3.4/dist-packages/scipy/optimize/slsqp.py in approx_jacobian(x, func, epsilon, *args)
60 for i in range(len(x0)):
61 dx[i] = epsilon
---> 62 jac[i] = (func(*((x0+dx,)+args)) - f0)/epsilon
63 dx[i] = 0.0
64
/usr/local/lib/python3.4/dist-packages/scipy/optimize/optimize.py in function_wrapper(*wrapper_args)
279 def function_wrapper(*wrapper_args):
280 ncalls[0] += 1
--> 281 return function(*(wrapper_args + args))
282
283 return ncalls, function_wrapper
<ipython-input-176-8119418a3478> in toMinimise(w)
7
8 if (sum(w) > 13):
----> 9 curr_give = give_calc(width[valid],ratio[valid],width,ratio,w)
10 else:
11 curr_give = ones(len(w))
<ipython-input-170-8f78c70371f7> in give_calc(xGrid, yGrid, width, ratio, w)
11 append(width,width),
12 append(log2(ratio),log2(1/ratio)),
---> 13 zeros(len(width)*2),append(w,w))
14
15 def gap_calc(xGrid,yGrid,width,ratio):
/home/meshach/Dropbox/RCCC_Folder/IPython/Electrons/scripts/threshold_functions.py in fit_give(xTest, yTest, xData, yData, zData, w)
102 if np.size(dim) == 1:
103 for i in range(dim[0]):
--> 104 give[i] = single_fit_give(xTest[i],yTest[i],xData,yData,zData,w)
105
106 return give
/home/meshach/Dropbox/RCCC_Folder/IPython/Electrons/scripts/threshold_functions.py in single_fit_give(xTest, yTest, xData, yData, zData, w)
75 wAdj = np.append(w,1)
76
---> 77 posFitReturn = SmoothBivariateSpline(adjXData,adjYData,posAdjZData,w=wAdj).ev(xTest,yTest)
78 negFitReturn = SmoothBivariateSpline(adjXData,adjYData,negAdjZData,w=wAdj).ev(xTest,yTest)
79
/usr/local/lib/python3.4/dist-packages/scipy/interpolate/fitpack2.py in __init__(self, x, y, z, w, bbox, kx, ky, s, eps)
826 xb,xe,yb,ye,
827 kx,ky,s=s,
--> 828 eps=eps,lwrk2=1)
829 if ier > 10: # lwrk2 was to small, re-run
830 nx,tx,ny,ty,c,fp,wrk1,ier = dfitpack.surfit_smth(x,y,z,w,
KeyboardInterrupt:
In [189]:
# x0 = output.x
# oldF = output.fun
In [193]:
x0
Out[193]:
array([ 9.99999999e-01, 9.99999999e-01, 3.63828092e-01,
9.99999993e-01, 4.59911091e-10, 9.99999996e-01,
9.99999996e-01, 9.99999992e-01, 5.25324237e-10,
-3.82065478e-11, 9.99999999e-01, 5.01593415e-10,
4.50702404e-10, 9.99999999e-01, 9.99999996e-01,
9.99999997e-01, 9.99999990e-01, 9.99999999e-01,
4.19949231e-10, 9.99999996e-01, 9.99999996e-01,
9.99999996e-01, 2.51364983e-10, 9.99999998e-01,
9.99999999e-01, 1.28924695e-07, 9.99999999e-01,
5.48660297e-10, 4.76711546e-10, 9.99999997e-01,
9.99999999e-01, 9.99999998e-01, 9.99999996e-01,
9.99999999e-01, 9.99999994e-01, 1.00000000e+00,
9.99999999e-01, 9.99999998e-01, 9.99999998e-01,
9.99999999e-01, 9.99999999e-01, 9.99999998e-01,
9.99999999e-01, 9.99999999e-01, 9.99999997e-01,
4.46007983e-10, 6.59361240e-01, 9.99999999e-01,
9.99999998e-01, 9.99999995e-01, 9.99021808e-01,
8.44312418e-01, 9.99021807e-01, 9.99999996e-01,
9.99999999e-01, 4.55988979e-10, 1.00000000e+00,
9.99999994e-01, 9.99999999e-01, 9.99999998e-01,
9.99774420e-01, 9.99999999e-01, -6.70949185e-11,
4.11489101e-10, 9.99999995e-01, 9.99999998e-01,
9.99999996e-01, 3.19535000e-10, 9.99999998e-01,
9.99999997e-01, 3.58919808e-10, 3.13760911e-10,
9.99999998e-01, 9.99999998e-01, 9.99177484e-01,
1.00000000e+00, 9.99999999e-01, 1.00000000e+00,
9.99714242e-01, 9.99359431e-01, 9.99999999e-01,
4.21460512e-10, 9.99743790e-01, 9.99999998e-01,
9.99999999e-01, 9.99999993e-01, 9.99999999e-01,
9.99999996e-01, 1.02539967e-10, -3.44125428e-11,
9.99999998e-01, 9.99999993e-01, 9.99999995e-01,
9.99999999e-01, 9.99999998e-01, 9.99999995e-01])
In [221]:
resltn = 25 # Must be odd
xRange = [min(width),max(width)]
yRange = [min(ratio),max(ratio)]
xVec = linspace(xRange[0],xRange[1],resltn)
yVec = linspace(yRange[0],yRange[1],resltn)
xMesh, yMesh = meshgrid(xVec, yVec)
giveMesh = give_calc(xMesh,yMesh,width,ratio,ones(len(width)))
newGiveMesh = give_calc(xMesh,yMesh,width,ratio,x0)
contour(xMesh,yMesh,giveMesh, levels=[0.05,0.1,0.15], colors='g',alpha=0.7)
contour(xMesh,yMesh,newGiveMesh, levels=[0.05,0.1,0.15], colors='r',alpha=0.7)
len(width) - sum(w)
Out[221]:
22.037306967832677
In [226]:
saveStuffs = x0 > 0.5
widthSave = width[saveStuffs]
ratioSave = ratio[saveStuffs]
scatter(widthSave,ratioSave)
Out[226]:
<matplotlib.collections.PathCollection at 0x7f7e5ef55978>
In [194]:
oldF
Out[194]:
74.458767794391122
In [187]:
output.fun
Out[187]:
76.22286554154924
In [165]:
w_show = reshape(w,[4,24])
imshow(w_show, interpolation='nearest', cmap=cm.gray, vmin=0, vmax=1)
colorbar()
Out[165]:
<matplotlib.colorbar.Colorbar at 0x7f7e5f3d8a90>
In [164]:
shape(w)[0]/4
Out[164]:
24.0
Content source: SimonBiggs/electronfactors
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