Notebook to investigate the idea of creating a null distribution over mass differences by computing the differences between features in different spectra.
This null distribution can then be used to choose real differences
Using MassBank data for development and debugging (it's small..)
In [3]:
import sys
import glob
sys.path.append('/home/simon/git/lda/code/')
In [4]:
input_set = glob.glob('/home/simon/Dropbox/BioResearch/Meta_clustering/MS2LDA/fingerid-104-traindata/spectra_massbank/*.ms')
print "Found {} files".format(len(input_set))
Found 2132 files
In [5]:
from ms2lda_feature_extraction import LoadGNPS
l = LoadGNPS()
ms1,ms2,metadata = l.load_spectra(input_set)
Processed 100 spectra
Processed 200 spectra
Processed 300 spectra
Processed 400 spectra
Processed 500 spectra
Processed 600 spectra
Processed 700 spectra
Processed 800 spectra
Processed 900 spectra
Processed 1000 spectra
Processed 1100 spectra
Processed 1200 spectra
Processed 1300 spectra
Processed 1400 spectra
Processed 1500 spectra
Processed 1600 spectra
Processed 1700 spectra
Processed 1800 spectra
Processed 1900 spectra
Processed 2000 spectra
Processed 2100 spectra
In [6]:
from ms2lda_feature_extraction import MakeBinnedFeatures
# make this smaller once finished testing. Loss parameters are to remove losses completely
m = MakeBinnedFeatures(bin_width=0.01,min_loss = -5,max_loss = -10)
corpus,word_mz_range = m.make_features(ms2)
corpus = corpus[corpus.keys()[0]]
2132 documents
After removing empty words, 13345 words left
In [7]:
import numpy as np
nu = {}
n_null = 100000
for n in range(n_null):
docs = np.random.choice(corpus.keys(),2,replace = False)
f1 = np.random.choice(corpus[docs[0]].keys())
f2 = f1
while f2 == f1:
f2 = np.random.choice(corpus[docs[1]].keys())
if word_mz_range[f1][0]>= word_mz_range[f2][0]:
di = word_mz_range[f1][0] - word_mz_range[f2][0]
else:
di = word_mz_range[f2][0] - word_mz_range[f1][0]
dis = "{:.4f}".format(di)
if not dis in nu:
nu[dis] = 1
else:
nu[dis] += 1
In [8]:
nuz = zip(nu.keys(),nu.values())
nuz = sorted(nuz,key = lambda x: x[1],reverse = True)
print nuz[:10]
[('12.0000', 168), ('24.0000', 129), ('36.0000', 119), ('14.0100', 118), ('26.0100', 111), ('26.0200', 108), ('2.0100', 105), ('2.0200', 104), ('15.9900', 102), ('38.0200', 101)]
Do the same, but within single spectra
In [9]:
tr = {}
n_done = 0
for doc,frags in corpus.items():
f = frags.keys()
for i,f1 in enumerate(f[:-1]):
for f2 in f[i+1:]:
if word_mz_range[f1][0]>= word_mz_range[f2][0]:
di = word_mz_range[f1][0] - word_mz_range[f2][0]
else:
di = word_mz_range[f2][0] - word_mz_range[f1][0]
dis = "{:.4f}".format(di)
if not dis in tr:
tr[dis] = 1
else:
tr[dis] += 1
n_done += 1
if n_done % 100 == 0:
print n_done
100
200
300
400
500
600
700
800
900
1000
1100
1200
1300
1400
1500
1600
1700
1800
1900
2000
2100
In [10]:
tuz = zip(tr.keys(),tr.values())
tuz = sorted(tuz,key = lambda x: x[1],reverse = True)
print tuz[:10]
[('12.0000', 34575), ('1.0100', 25178), ('24.0000', 25126), ('13.0100', 21923), ('14.0200', 20537), ('18.0100', 19782), ('14.0100', 19155), ('2.0200', 18482), ('1.0000', 18144), ('26.0200', 18086)]
Add the keys not in the random to the random
In [11]:
for k in tr:
if not k in nu:
nu[k] = 1 # pseudo count. Bayes-like :-)
In [12]:
normnu = {}
tot = sum(nu.values())
for k,v in nu.items():
normnu[k] = (1.0*v)/tot
In [13]:
normtr = {}
tot = sum(tr.values())
for k,v in tr.items():
normtr[k] = (1.0*v)/tot
normtrz = zip(normtr.keys(),normtr.values())
normtrz = sorted(normtrz,key = lambda x: x[1],reverse = True)
In [14]:
import csv
with open('massbank_massdiff_01.csv','w') as f:
writer = csv.writer(f)
heads = writer.writerow(['Diff','pTrue','nTrue','pNull','nNull','pTrue-Null'])
dif = [(dis,normtr[dis]/normnu[dis]) for dis in normtr]
dif = sorted(dif,key = lambda x: x[1],reverse = True)
for dis,p in dif[:1000]:
writer.writerow([dis,normtr[dis],tr[dis],normnu[dis],nu[dis],p])
TODO:
Try using a binomial to compute a p-value for each particular diff
In [15]:
from scipy.stats import binom
In [16]:
pvals = []
n = sum(tr.values())
for dis,p in dif:
x = tr[dis]
tot = 1 - binom.cdf(x-1,n,normnu[dis]) # check the x-1 business here
pvals.append((dis,tot))
In [21]:
pvals = sorted(pvals,key = lambda x: x[1])
# TODO: this is checking counts here -- should leave that until later
sub = filter(lambda x: x[1]<=(0.05/len(pvals)) and float(x[0])>=20 and float(x[0])<=200,pvals)
print len(sub)
2127
In [22]:
import plotly as plotly
from plotly.graph_objs import *
plotly.offline.init_notebook_mode()
_,p = zip(*pvals)
data = []
data.append(
Scatter(
x = range(len(pvals)),
y = -np.log(p),
)
)
data.append(
Scatter(
x = [0,len(pvals)],
y = [-np.log(0.05/len(pvals)),-np.log(0.05/len(pvals))],
)
)
plotly.offline.iplot({'data':data})
Create the mass difference corpus
In [23]:
final_diffs = [d[0] for d in sub]
fd = {}
for f in final_diffs:
fd[f] = (0,0)
final_diffs = fd
print len(final_diffs)
2127
In [24]:
md_corpus = {}
n_done = 0
for doc in corpus:
md_corpus[doc] = {}
feat = corpus[doc].keys()
for i,f in enumerate(feat[:-1]):
for f2 in feat[i+1:]:
if word_mz_range[f][0]>=word_mz_range[f2][0]:
di = word_mz_range[f][0] - word_mz_range[f2][0]
intensity = corpus[doc][f2]
else:
di = word_mz_range[f2][0] - word_mz_range[f][0]
intensity = corpus[doc][f]
dis = "{:.4f}".format(di)
if dis in final_diffs:
if dis in md_corpus[doc]:
md_corpus[doc][dis] += intensity
else:
md_corpus[doc][dis] = intensity
# normalise
max_i = 0.0
norm_doc = {}
for k,v in md_corpus[doc].items():
if v >= max_i:
max_i = v
for k,v in md_corpus[doc].items():
inte = int(1000.0*v/max_i)
if inte > 10:
norm_doc[k] = inte
md_corpus[doc] = norm_doc
n_done += 1
In [26]:
# Compute the number of unique words in each doe
unique_words = []
for doc in md_corpus:
unique_words.append((doc,len(md_corpus[doc])))
d,u = zip(*unique_words)
print (1.0*sum(u))/len(u)
193.633677298
In [40]:
%load_ext autoreload
%autoreload 2
from ms2lda_feature_extraction_utilities import reverse_corpus,count_docs,remove_features
reverse_corpus = reverse_corpus(md_corpus)
doc_counts,features_to_remove = count_docs(reverse_corpus,corpus,min_percent = 2.0,max_percent = 10.0)
print len(features_to_remove)
smaller_corpus = remove_features(md_corpus,features_to_remove)
The autoreload extension is already loaded. To reload it, use:
%reload_ext autoreload
956
In [41]:
unique_words = []
for doc in smaller_corpus:
unique_words.append((doc,len(md_corpus[doc])))
d,u = zip(*unique_words)
print (1.0*sum(u))/len(u)
63.2462476548
In [42]:
from lda import VariationalLDA
vlda = VariationalLDA(md_corpus,K = 100)
Found 1171 unique words
Object created with 2132 documents
In [44]:
vlda.run_vb(n_its = 1000,initialise = True)
vd = vlda.make_dictionary(filename = 'massbank_mzdiff_test.dict',metadata=metadata)
Initialising
Starting iterations
Iteration 0 (change = 52.5978283579) (2.588246 seconds, I think I'll finish in 43.1374333333 minutes). Alpha: (0.393953230608,0.481123432065)
Iteration 1 (change = 11.9627197331) (3.094723 seconds, I think I'll finish in 51.52713795 minutes). Alpha: (0.390162963515,0.486884660607)
Iteration 2 (change = 17.2798918718) (4.003419 seconds, I think I'll finish in 66.5902027 minutes). Alpha: (0.308817063387,0.38328374686)
Iteration 3 (change = 18.9423439616) (4.77133 seconds, I think I'll finish in 79.2836001667 minutes). Alpha: (0.238863556251,0.293752095048)
Iteration 4 (change = 18.2520427078) (5.322891 seconds, I think I'll finish in 88.3599906 minutes). Alpha: (0.187729647201,0.233732117982)
Iteration 5 (change = 16.367165344) (5.607034 seconds, I think I'll finish in 92.9833138333 minutes). Alpha: (0.151254931093,0.191904455634)
Iteration 6 (change = 14.1028889855) (5.662833 seconds, I think I'll finish in 93.8142667 minutes). Alpha: (0.125174992838,0.160509573711)
Iteration 7 (change = 11.9749404085) (5.506828 seconds, I think I'll finish in 91.1380034 minutes). Alpha: (0.105115661629,0.136869021428)
Iteration 8 (change = 10.2500455088) (5.530784 seconds, I think I'll finish in 91.4422954667 minutes). Alpha: (0.0898333691701,0.119282132324)
Iteration 9 (change = 8.94726681065) (5.292023 seconds, I think I'll finish in 87.4065798833 minutes). Alpha: (0.0783199388167,0.105962048653)
Iteration 10 (change = 7.97506215034) (5.056181 seconds, I think I'll finish in 83.4269865 minutes). Alpha: (0.0695017538993,0.0957051057708)
Iteration 11 (change = 7.24498360368) (4.781364 seconds, I think I'll finish in 78.8128166 minutes). Alpha: (0.0627420087372,0.0888713652243)
Iteration 12 (change = 6.66934598381) (4.365728 seconds, I think I'll finish in 71.8889877333 minutes). Alpha: (0.0574654758057,0.0834611317733)
Iteration 13 (change = 6.24031872169) (4.346083 seconds, I think I'll finish in 71.49306535 minutes). Alpha: (0.0530770130276,0.0790742369409)
Iteration 14 (change = 5.90776921887) (3.891716 seconds, I think I'll finish in 63.9538662667 minutes). Alpha: (0.0490876931567,0.0753377579525)
Iteration 15 (change = 5.62133134694) (3.822698 seconds, I think I'll finish in 62.7559588333 minutes). Alpha: (0.04572997807,0.0719680643966)
Iteration 16 (change = 5.36743740742) (3.666245 seconds, I think I'll finish in 60.126418 minutes). Alpha: (0.0428456267079,0.0689057039)
Iteration 17 (change = 5.12485961372) (3.615409 seconds, I think I'll finish in 59.2324507833 minutes). Alpha: (0.0403176274553,0.0660525574008)
Iteration 18 (change = 4.89613804957) (3.454358 seconds, I think I'll finish in 56.5363259333 minutes). Alpha: (0.0381100370376,0.0633890834892)
Iteration 19 (change = 4.67660810108) (3.421621 seconds, I think I'll finish in 55.94350335 minutes). Alpha: (0.0361771329227,0.0608621597573)
Iteration 20 (change = 4.47528172287) (3.333698 seconds, I think I'll finish in 54.4504006667 minutes). Alpha: (0.0344099391733,0.0585160624184)
Iteration 21 (change = 4.29864224884) (3.348987 seconds, I think I'll finish in 54.64430455 minutes). Alpha: (0.0328492143598,0.0563648631263)
Iteration 22 (change = 4.15241801151) (3.190824 seconds, I think I'll finish in 52.0104312 minutes). Alpha: (0.0314897752896,0.0544595648067)
Iteration 23 (change = 4.0223286142) (3.25762 seconds, I think I'll finish in 53.0449123333 minutes). Alpha: (0.0302950586206,0.0526916804434)
Iteration 24 (change = 3.89999939549) (3.314325 seconds, I think I'll finish in 53.91302 minutes). Alpha: (0.0292377437651,0.051113381942)
Iteration 25 (change = 3.77730724547) (3.134091 seconds, I think I'll finish in 50.92897875 minutes). Alpha: (0.0282660566825,0.0497359021124)
Iteration 26 (change = 3.65897002725) (3.1997 seconds, I think I'll finish in 51.9417966667 minutes). Alpha: (0.0273683536681,0.048664144098)
Iteration 27 (change = 3.53938377499) (3.005937 seconds, I think I'll finish in 48.74627835 minutes). Alpha: (0.0265624802311,0.0477697740954)
Iteration 28 (change = 3.41063615983) (2.997636 seconds, I think I'll finish in 48.5617032 minutes). Alpha: (0.0258207183453,0.0469429667284)
Iteration 29 (change = 3.28376806194) (3.046196 seconds, I think I'll finish in 49.2976052667 minutes). Alpha: (0.0251426915802,0.0461809492638)
Iteration 30 (change = 3.16210839099) (3.068936 seconds, I think I'll finish in 49.6144653333 minutes). Alpha: (0.0245094371232,0.045486562917)
Iteration 31 (change = 3.04077487496) (3.074022 seconds, I think I'll finish in 49.6454553 minutes). Alpha: (0.0239003518176,0.0448126943423)
Iteration 32 (change = 2.9260930643) (3.036053 seconds, I think I'll finish in 48.9816550667 minutes). Alpha: (0.0233415175211,0.0441880860097)
Iteration 33 (change = 2.82645215589) (3.044009 seconds, I think I'll finish in 49.0592783833 minutes). Alpha: (0.0228259086704,0.0435799564379)
Iteration 34 (change = 2.74156885062) (3.059347 seconds, I think I'll finish in 49.2554867 minutes). Alpha: (0.0223292669171,0.0430257381402)
Iteration 35 (change = 2.66079933222) (3.001777 seconds, I think I'll finish in 48.2785800833 minutes). Alpha: (0.0218614803293,0.042508100743)
Iteration 36 (change = 2.58246796981) (2.960963 seconds, I think I'll finish in 47.5728055333 minutes). Alpha: (0.0214243316198,0.0419902304299)
Iteration 37 (change = 2.501655639) (3.16359 seconds, I think I'll finish in 50.7756195 minutes). Alpha: (0.0210103708596,0.0414373208015)
Iteration 38 (change = 2.41706086841) (3.060487 seconds, I think I'll finish in 49.0698082333 minutes). Alpha: (0.0206127272339,0.0408989961325)
Iteration 39 (change = 2.32995824833) (2.969632 seconds, I think I'll finish in 47.5636058667 minutes). Alpha: (0.0202473336799,0.0403604161452)
Iteration 40 (change = 2.2460095049) (3.1572 seconds, I think I'll finish in 50.5152 minutes). Alpha: (0.0199072674056,0.0398247914853)
Iteration 41 (change = 2.16849235045) (2.973653 seconds, I think I'll finish in 47.5288871167 minutes). Alpha: (0.0195874537195,0.0393179816195)
Iteration 42 (change = 2.09991982384) (2.957937 seconds, I think I'll finish in 47.2283941 minutes). Alpha: (0.0192722517014,0.0388352693987)
Iteration 43 (change = 2.04266230899) (2.938451 seconds, I think I'll finish in 46.86829345 minutes). Alpha: (0.0189635813254,0.0383688408656)
Iteration 44 (change = 1.98923190063) (2.895615 seconds, I think I'll finish in 46.136799 minutes). Alpha: (0.0186584826458,0.0379199542562)
Iteration 45 (change = 1.93296063051) (2.909017 seconds, I think I'll finish in 46.3018539167 minutes). Alpha: (0.0183719181657,0.0374996926126)
Iteration 46 (change = 1.87891945662) (2.802851 seconds, I think I'll finish in 44.5653309 minutes). Alpha: (0.0181062718003,0.0371639287946)
Iteration 47 (change = 1.82772266643) (2.831289 seconds, I think I'll finish in 44.97030695 minutes). Alpha: (0.0178451717336,0.0369497802655)
Iteration 48 (change = 1.77756789161) (2.891779 seconds, I think I'll finish in 45.8828934667 minutes). Alpha: (0.0176025736308,0.0367295607922)
Iteration 49 (change = 1.73439471486) (2.911549 seconds, I think I'll finish in 46.14805165 minutes). Alpha: (0.017376566953,0.0365196427274)
Iteration 50 (change = 1.69947225542) (2.958934 seconds, I think I'll finish in 46.8497883333 minutes). Alpha: (0.0171668135736,0.0363112780604)
Iteration 51 (change = 1.66568912749) (2.879532 seconds, I think I'll finish in 45.5445978 minutes). Alpha: (0.0168927775527,0.0361220190691)
Iteration 52 (change = 1.63180720157) (2.991293 seconds, I think I'll finish in 47.2624294 minutes). Alpha: (0.0164118916817,0.0359419380464)
Iteration 53 (change = 1.59441246672) (3.142097 seconds, I think I'll finish in 49.5927643167 minutes). Alpha: (0.0159514186233,0.0357700602324)
Iteration 54 (change = 1.55697038181) (2.914279 seconds, I think I'll finish in 45.9484655667 minutes). Alpha: (0.0155199872795,0.0356021701658)
Iteration 55 (change = 1.51999735896) (2.815585 seconds, I think I'll finish in 44.34546375 minutes). Alpha: (0.0151084473991,0.0354446319359)
Iteration 56 (change = 1.48465742705) (2.92433 seconds, I think I'll finish in 46.0094586667 minutes). Alpha: (0.0147232378687,0.0352976701717)
Iteration 57 (change = 1.45335880146) (2.858135 seconds, I think I'll finish in 44.9203550833 minutes). Alpha: (0.0143568250386,0.0351493661315)
Iteration 58 (change = 1.42307103885) (2.867558 seconds, I think I'll finish in 45.0206606 minutes). Alpha: (0.013999309763,0.0350097961076)
Iteration 59 (change = 1.38776213639) (2.839011 seconds, I think I'll finish in 44.52515585 minutes). Alpha: (0.0136576251669,0.0348783912282)
Iteration 60 (change = 1.35051137637) (2.978854 seconds, I think I'll finish in 46.6687126667 minutes). Alpha: (0.0133108182994,0.0347476729445)
Iteration 61 (change = 1.31552388353) (2.969223 seconds, I think I'll finish in 46.46833995 minutes). Alpha: (0.0129761752416,0.0346152880954)
Iteration 62 (change = 1.2827711589) (2.860259 seconds, I think I'll finish in 44.7153823667 minutes). Alpha: (0.0126559175632,0.0344819296087)
Iteration 63 (change = 1.24953398792) (2.946003 seconds, I think I'll finish in 46.00674685 minutes). Alpha: (0.0123496675801,0.0343224056735)
Iteration 64 (change = 1.21324985136) (2.93968 seconds, I think I'll finish in 45.859008 minutes). Alpha: (0.0120580243022,0.0341746169253)
Iteration 65 (change = 1.17966376109) (3.007815 seconds, I think I'll finish in 46.87178375 minutes). Alpha: (0.0117756034671,0.0340300852345)
Iteration 66 (change = 1.14964973694) (2.9556 seconds, I think I'll finish in 46.00884 minutes). Alpha: (0.0115096309248,0.0338768050047)
Iteration 67 (change = 1.12456014983) (3.0768 seconds, I think I'll finish in 47.84424 minutes). Alpha: (0.0112521808304,0.0337359738108)
Iteration 68 (change = 1.10500343373) (3.004459 seconds, I think I'll finish in 46.6692631333 minutes). Alpha: (0.0110029325923,0.0336032710138)
Iteration 69 (change = 1.09105136354) (2.775392 seconds, I think I'll finish in 43.0648325333 minutes). Alpha: (0.0107651925899,0.0334656942264)
Iteration 70 (change = 1.07837979176) (2.687489 seconds, I think I'll finish in 41.6560795 minutes). Alpha: (0.010539869394,0.033324442972)
Iteration 71 (change = 1.06080875675) (2.716878 seconds, I think I'll finish in 42.0663277 minutes). Alpha: (0.0103258098561,0.0331649084088)
Iteration 72 (change = 1.03671574104) (2.71574 seconds, I think I'll finish in 42.0034453333 minutes). Alpha: (0.0101173480748,0.0329952648245)
Iteration 73 (change = 1.01346640861) (2.687269 seconds, I think I'll finish in 41.51830605 minutes). Alpha: (0.00991860827016,0.0328197055998)
Iteration 74 (change = 0.994743068905) (2.681593 seconds, I think I'll finish in 41.3859186333 minutes). Alpha: (0.00973175106588,0.0326335013604)
Iteration 75 (change = 0.977238824935) (2.676435 seconds, I think I'll finish in 41.26170625 minutes). Alpha: (0.0095521586237,0.0324390927495)
Iteration 76 (change = 0.958329836334) (2.65465 seconds, I think I'll finish in 40.88161 minutes). Alpha: (0.00938281149374,0.0322489190308)
Iteration 77 (change = 0.937703825508) (2.813122 seconds, I think I'll finish in 43.2751934333 minutes). Alpha: (0.00922450222293,0.0320713193766)
Iteration 78 (change = 0.916275090111) (2.783304 seconds, I think I'll finish in 42.7701048 minutes). Alpha: (0.00907507473618,0.0319127137417)
Iteration 79 (change = 0.894579035222) (2.738902 seconds, I think I'll finish in 42.0421457 minutes). Alpha: (0.00893019233324,0.031767067223)
Iteration 80 (change = 0.877499971642) (2.736019 seconds, I think I'll finish in 41.9522913333 minutes). Alpha: (0.00878863820669,0.0316214528296)
Iteration 81 (change = 0.867130358779) (2.686361 seconds, I think I'll finish in 41.1460959833 minutes). Alpha: (0.0086553037419,0.0314681808792)
Iteration 82 (change = 0.856460971374) (2.662755 seconds, I think I'll finish in 40.7401515 minutes). Alpha: (0.00852942829972,0.0313093066403)
Iteration 83 (change = 0.841587770006) (2.695552 seconds, I think I'll finish in 41.1970197333 minutes). Alpha: (0.00840695983542,0.0311553329122)
Iteration 84 (change = 0.829190737463) (2.723979 seconds, I think I'll finish in 41.5860794 minutes). Alpha: (0.00828752565361,0.0310066420111)
Iteration 85 (change = 0.821673065871) (2.763225 seconds, I think I'll finish in 42.13918125 minutes). Alpha: (0.00817172525247,0.0308398941808)
Iteration 86 (change = 0.817720706333) (2.732486 seconds, I think I'll finish in 41.6248700667 minutes). Alpha: (0.00805909163576,0.0306760691644)
Iteration 87 (change = 0.815308479109) (2.632834 seconds, I think I'll finish in 40.0629573667 minutes). Alpha: (0.00794523388668,0.0305144055739)
Iteration 88 (change = 0.812307661022) (2.657181 seconds, I think I'll finish in 40.3891512 minutes). Alpha: (0.00783553205933,0.0303675443879)
Iteration 89 (change = 0.806549438349) (2.668757 seconds, I think I'll finish in 40.5206271167 minutes). Alpha: (0.0077305246912,0.0302353039567)
Iteration 90 (change = 0.79424561711) (2.670667 seconds, I think I'll finish in 40.5051161667 minutes). Alpha: (0.00763105371439,0.0301074223178)
Iteration 91 (change = 0.775747512116) (2.710349 seconds, I think I'll finish in 41.06178735 minutes). Alpha: (0.00753396524339,0.0299757595579)
Iteration 92 (change = 0.757415711458) (2.713344 seconds, I think I'll finish in 41.0619392 minutes). Alpha: (0.00744143088837,0.0298452013762)
Iteration 93 (change = 0.742417833655) (2.735274 seconds, I think I'll finish in 41.3482253 minutes). Alpha: (0.00735341189449,0.029701749401)
Iteration 94 (change = 0.725259616994) (2.733769 seconds, I think I'll finish in 41.2799119 minutes). Alpha: (0.0072665865716,0.0295737829133)
Iteration 95 (change = 0.704275235612) (2.685977 seconds, I think I'll finish in 40.5134864167 minutes). Alpha: (0.00718282198856,0.02945793027)
Iteration 96 (change = 0.684082721573) (2.659741 seconds, I think I'll finish in 40.0734310667 minutes). Alpha: (0.00710069673436,0.0293430393384)
Iteration 97 (change = 0.667899213691) (2.722269 seconds, I think I'll finish in 40.97014845 minutes). Alpha: (0.00701937506697,0.0292360702507)
Iteration 98 (change = 0.65624938382) (2.733885 seconds, I think I'll finish in 41.0994045 minutes). Alpha: (0.00693901681467,0.0291279319026)
Iteration 99 (change = 0.647502098889) (2.656829 seconds, I think I'll finish in 39.8967154833 minutes). Alpha: (0.0068620510326,0.0290197630774)
Iteration 100 (change = 0.638585539629) (2.623159 seconds, I think I'll finish in 39.347385 minutes). Alpha: (0.00678574267296,0.0289147926973)
Iteration 101 (change = 0.628977072592) (2.573164 seconds, I think I'll finish in 38.5545739333 minutes). Alpha: (0.00670965023773,0.0288136586145)
Iteration 102 (change = 0.622795298943) (2.561554 seconds, I think I'll finish in 38.3379248667 minutes). Alpha: (0.00663123565198,0.028715107102)
Iteration 103 (change = 0.620190459072) (2.603362 seconds, I think I'll finish in 38.9202619 minutes). Alpha: (0.00655091723943,0.0286206512224)
Iteration 104 (change = 0.618322857107) (2.616234 seconds, I think I'll finish in 39.0690944 minutes). Alpha: (0.0064743921594,0.0285254633919)
Iteration 105 (change = 0.615434474012) (2.660903 seconds, I think I'll finish in 39.6918030833 minutes). Alpha: (0.00640143966667,0.0284388864133)
Iteration 106 (change = 0.611853068552) (2.703527 seconds, I think I'll finish in 40.2825523 minutes). Alpha: (0.00633182344254,0.0283605693863)
Iteration 107 (change = 0.610305287451) (2.687185 seconds, I think I'll finish in 39.9942700833 minutes). Alpha: (0.00626530792976,0.0282891800717)
Iteration 108 (change = 0.61052250663) (2.664002 seconds, I think I'll finish in 39.6048297333 minutes). Alpha: (0.00620115247697,0.0282234463646)
Iteration 109 (change = 0.599692177245) (2.711289 seconds, I think I'll finish in 40.26264165 minutes). Alpha: (0.00613757585791,0.028161706365)
Iteration 110 (change = 0.583792417279) (2.70648 seconds, I think I'll finish in 40.14612 minutes). Alpha: (0.00607674609988,0.0280970062127)
Iteration 111 (change = 0.571898630764) (2.685953 seconds, I think I'll finish in 39.7968702833 minutes). Alpha: (0.00601845370749,0.0280315994477)
Iteration 112 (change = 0.566414888225) (2.708892 seconds, I think I'll finish in 40.0916016 minutes). Alpha: (0.00596202624604,0.0279639218105)
Iteration 113 (change = 0.562928270422) (2.578346 seconds, I think I'll finish in 38.1165483667 minutes). Alpha: (0.00590310718752,0.0278884270194)
Iteration 114 (change = 0.557606433054) (2.577909 seconds, I think I'll finish in 38.0671229 minutes). Alpha: (0.00584663062795,0.0278163364628)
Iteration 115 (change = 0.546221067703) (2.577472 seconds, I think I'll finish in 38.017712 minutes). Alpha: (0.00579232768822,0.0277506452669)
Iteration 116 (change = 0.532301758068) (2.58209 seconds, I think I'll finish in 38.0427926667 minutes). Alpha: (0.00573642082999,0.0276904170475)
Iteration 117 (change = 0.52018688106) (2.627016 seconds, I think I'll finish in 38.6609188 minutes). Alpha: (0.00568152103852,0.0276348264023)
Iteration 118 (change = 0.510323139371) (2.639651 seconds, I think I'll finish in 38.8028697 minutes). Alpha: (0.00562885941757,0.0275830768994)
Iteration 119 (change = 0.502525591063) (2.635584 seconds, I think I'll finish in 38.6991584 minutes). Alpha: (0.00557830950545,0.0275344125418)
Iteration 120 (change = 0.496320306919) (2.574608 seconds, I think I'll finish in 37.7609173333 minutes). Alpha: (0.00552975239733,0.027487817568)
Iteration 121 (change = 0.490699640959) (2.551911 seconds, I think I'll finish in 37.38549615 minutes). Alpha: (0.00548306859382,0.0274390872859)
Iteration 122 (change = 0.485997918753) (2.580402 seconds, I think I'll finish in 37.7598826 minutes). Alpha: (0.00543810124071,0.0273745026896)
Iteration 123 (change = 0.481703096649) (2.547152 seconds, I think I'll finish in 37.2308717333 minutes). Alpha: (0.00539278924645,0.0273150606777)
Iteration 124 (change = 0.477332298211) (2.542395 seconds, I think I'll finish in 37.118967 minutes). Alpha: (0.00534744257906,0.0272603657073)
Iteration 125 (change = 0.472898602582) (2.621313 seconds, I think I'll finish in 38.22748125 minutes). Alpha: (0.00530274878358,0.0272094808967)
Iteration 126 (change = 0.469453219763) (2.637518 seconds, I think I'll finish in 38.4198455333 minutes). Alpha: (0.00525974100796,0.0271605994287)
Iteration 127 (change = 0.467004329972) (2.563772 seconds, I think I'll finish in 37.3028826 minutes). Alpha: (0.00521833355418,0.0271050446396)
Iteration 128 (change = 0.46434178643) (2.589777 seconds, I think I'll finish in 37.6380924 minutes). Alpha: (0.00517844321966,0.027053424008)
Iteration 129 (change = 0.460239921974) (2.548798 seconds, I think I'll finish in 37.0000509667 minutes). Alpha: (0.00513999177628,0.027005486483)
Iteration 130 (change = 0.452929674484) (2.543912 seconds, I think I'll finish in 36.886724 minutes). Alpha: (0.00510289706692,0.0269604623253)
Iteration 131 (change = 0.443775498141) (2.599079 seconds, I think I'll finish in 37.6433275167 minutes). Alpha: (0.00506699267324,0.0269173103195)
Iteration 132 (change = 0.435820791647) (2.531592 seconds, I think I'll finish in 36.6236976 minutes). Alpha: (0.00503014286155,0.0268714518685)
Iteration 133 (change = 0.427787781258) (2.561345 seconds, I think I'll finish in 37.01143525 minutes). Alpha: (0.00499458393636,0.0268186814065)
Iteration 134 (change = 0.41960741709) (2.639413 seconds, I think I'll finish in 38.0955276333 minutes). Alpha: (0.00496025716625,0.0267519824011)
Iteration 135 (change = 0.41195062827) (2.623895 seconds, I think I'll finish in 37.8278195833 minutes). Alpha: (0.00492710457923,0.0266884036383)
Iteration 136 (change = 0.404325926627) (2.585545 seconds, I think I'll finish in 37.231848 minutes). Alpha: (0.00489507025996,0.0266302628815)
Iteration 137 (change = 0.397485637119) (2.496404 seconds, I think I'll finish in 35.9066108667 minutes). Alpha: (0.00486410068485,0.0265758225489)
Iteration 138 (change = 0.391873329788) (2.510125 seconds, I think I'll finish in 36.0621291667 minutes). Alpha: (0.00483414195708,0.0265166666767)
Iteration 139 (change = 0.387042553359) (2.531826 seconds, I think I'll finish in 36.3317031 minutes). Alpha: (0.00480513156288,0.0264504491103)
Iteration 140 (change = 0.382240162373) (2.546881 seconds, I think I'll finish in 36.5052943333 minutes). Alpha: (0.00477674020998,0.0263820487361)
Iteration 141 (change = 0.375897396637) (2.571727 seconds, I think I'll finish in 36.8185582167 minutes). Alpha: (0.00474732281869,0.0263155145615)
Iteration 142 (change = 0.368561767456) (2.605836 seconds, I think I'll finish in 37.2634548 minutes). Alpha: (0.00471690259576,0.0262552561001)
Iteration 143 (change = 0.361831754526) (2.592394 seconds, I think I'll finish in 37.0280276333 minutes). Alpha: (0.00468730313013,0.0261990988071)
Iteration 144 (change = 0.356494082037) (2.563401 seconds, I think I'll finish in 36.5711876 minutes). Alpha: (0.00465863294837,0.0261382758421)
Iteration 145 (change = 0.3530653284) (2.532069 seconds, I think I'll finish in 36.08198325 minutes). Alpha: (0.00463017620358,0.0260830050775)
Iteration 146 (change = 0.351747853149) (2.520042 seconds, I think I'll finish in 35.8685978 minutes). Alpha: (0.00460122969277,0.0260327083622)
Iteration 147 (change = 0.352586906509) (2.57841 seconds, I think I'll finish in 36.6563955 minutes). Alpha: (0.00457320955503,0.0259865366818)
Iteration 148 (change = 0.354987315822) (2.623153 seconds, I think I'll finish in 37.2487726 minutes). Alpha: (0.00454607602898,0.0259437961676)
Iteration 149 (change = 0.357353983978) (2.554054 seconds, I think I'll finish in 36.2249992333 minutes). Alpha: (0.00451979276314,0.0259038260872)
Iteration 150 (change = 0.358490864607) (2.518408 seconds, I think I'll finish in 35.6774466667 minutes). Alpha: (0.00449432428726,0.0258653813293)
Iteration 151 (change = 0.357970890698) (2.530678 seconds, I think I'll finish in 35.8090937 minutes). Alpha: (0.00446963528511,0.0258203248142)
Iteration 152 (change = 0.356487499326) (2.463114 seconds, I think I'll finish in 34.8120112 minutes). Alpha: (0.00444569274782,0.0257759701731)
Iteration 153 (change = 0.354091935629) (2.58368 seconds, I think I'll finish in 36.4729493333 minutes). Alpha: (0.00442246561875,0.025727303274)
Iteration 154 (change = 0.350988673421) (2.590343 seconds, I think I'll finish in 36.5238363 minutes). Alpha: (0.00439992271113,0.0256785717495)
Iteration 155 (change = 0.347641265234) (2.52037 seconds, I think I'll finish in 35.4952108333 minutes). Alpha: (0.00437803028127,0.0256261589246)
Iteration 156 (change = 0.344868742984) (2.52394 seconds, I think I'll finish in 35.5034226667 minutes). Alpha: (0.00435670597035,0.0255755776135)
Iteration 157 (change = 0.343460727014) (2.501328 seconds, I think I'll finish in 35.1436584 minutes). Alpha: (0.0043340742958,0.0255293253698)
Iteration 158 (change = 0.343214995838) (2.513542 seconds, I think I'll finish in 35.2733727333 minutes). Alpha: (0.00431207478202,0.0254866572821)
Iteration 159 (change = 0.342601939228) (2.537124 seconds, I think I'll finish in 35.5620214 minutes). Alpha: (0.0042906494884,0.025446885637)
Iteration 160 (change = 0.338937127739) (2.481286 seconds, I think I'll finish in 34.738004 minutes). Alpha: (0.00426795216691,0.0254090195464)
Iteration 161 (change = 0.332001985961) (2.510468 seconds, I think I'll finish in 35.1047108667 minutes). Alpha: (0.004245896229,0.0253673643205)
Iteration 162 (change = 0.326439511392) (2.523284 seconds, I think I'll finish in 35.2418665333 minutes). Alpha: (0.00422447678147,0.0253232139611)
Iteration 163 (change = 0.322391528318) (2.481241 seconds, I think I'll finish in 34.61331195 minutes). Alpha: (0.00420366563038,0.0252785520448)
Iteration 164 (change = 0.318341404533) (2.425841 seconds, I think I'll finish in 33.8000512667 minutes). Alpha: (0.00418342056931,0.0252191331553)
Iteration 165 (change = 0.314260163113) (2.466382 seconds, I think I'll finish in 34.3238161667 minutes). Alpha: (0.00416315063562,0.0251633872469)
Iteration 166 (change = 0.310320965476) (2.526086 seconds, I think I'll finish in 35.1125954 minutes). Alpha: (0.00414214377524,0.025099465428)
Iteration 167 (change = 0.30612127451) (2.53043 seconds, I think I'll finish in 35.1308031667 minutes). Alpha: (0.00412173346881,0.0250347350171)
Iteration 168 (change = 0.302129174738) (2.565564 seconds, I think I'll finish in 35.5758208 minutes). Alpha: (0.00410189702966,0.0249767887112)
Iteration 169 (change = 0.299059602801) (2.514229 seconds, I think I'll finish in 34.82207165 minutes). Alpha: (0.00408261185151,0.0249245564341)
Iteration 170 (change = 0.298241635167) (2.505936 seconds, I think I'll finish in 34.665448 minutes). Alpha: (0.00406385614144,0.0248770825871)
Iteration 171 (change = 0.300108685633) (2.495141 seconds, I think I'll finish in 34.4745314833 minutes). Alpha: (0.00404560777441,0.024833336171)
Iteration 172 (change = 0.304502895694) (2.490775 seconds, I think I'll finish in 34.372695 minutes). Alpha: (0.00402783314329,0.0247900406956)
Iteration 173 (change = 0.310511481146) (2.516739 seconds, I think I'll finish in 34.68905255 minutes). Alpha: (0.00401011435658,0.0247423210329)
Iteration 174 (change = 0.315323479908) (2.488667 seconds, I think I'll finish in 34.2606490333 minutes). Alpha: (0.00399145671232,0.0246974391539)
Iteration 175 (change = 0.315847855329) (2.51363 seconds, I think I'll finish in 34.5624125 minutes). Alpha: (0.00397330659965,0.0246435512816)
Iteration 176 (change = 0.313406988647) (2.484312 seconds, I think I'll finish in 34.1178848 minutes). Alpha: (0.00395564533801,0.024587390009)
Iteration 177 (change = 0.309787879564) (2.4403 seconds, I think I'll finish in 33.4727816667 minutes). Alpha: (0.00393845488286,0.0245369528444)
Iteration 178 (change = 0.306068045256) (2.455746 seconds, I think I'll finish in 33.6437202 minutes). Alpha: (0.00392171681049,0.0244913666337)
Iteration 179 (change = 0.302104524037) (2.431141 seconds, I think I'll finish in 33.2661126833 minutes). Alpha: (0.00390541122835,0.0244498929761)
Iteration 180 (change = 0.295765401953) (2.448443 seconds, I think I'll finish in 33.4620543333 minutes). Alpha: (0.00388949403116,0.0244118714075)
Iteration 181 (change = 0.288112132844) (2.476143 seconds, I think I'll finish in 33.79935195 minutes). Alpha: (0.00387244404263,0.0243766194593)
Iteration 182 (change = 0.282179779838) (2.465762 seconds, I think I'll finish in 33.6165552667 minutes). Alpha: (0.00385563394118,0.0243430827874)
Iteration 183 (change = 0.278911071775) (2.497498 seconds, I think I'll finish in 34.0075977667 minutes). Alpha: (0.00383926819229,0.0243047049374)
Iteration 184 (change = 0.278840230235) (2.489897 seconds, I think I'll finish in 33.8625992 minutes). Alpha: (0.00382333158596,0.0242614691046)
Iteration 185 (change = 0.281982392543) (2.511534 seconds, I think I'll finish in 34.1150035 minutes). Alpha: (0.00380780911499,0.0242099176659)
Iteration 186 (change = 0.287212213757) (2.500761 seconds, I think I'll finish in 33.9269909 minutes). Alpha: (0.00379268671809,0.0241472599999)
Iteration 187 (change = 0.291775353984) (2.468319 seconds, I think I'll finish in 33.44572245 minutes). Alpha: (0.00377795094756,0.0240879066754)
Iteration 188 (change = 0.294689042068) (2.533134 seconds, I think I'll finish in 34.2817468 minutes). Alpha: (0.00376358875278,0.0240283357207)
Iteration 189 (change = 0.297654175574) (2.536392 seconds, I think I'll finish in 34.2835652 minutes). Alpha: (0.00374958843765,0.0239753628774)
Iteration 190 (change = 0.299125458407) (2.524635 seconds, I think I'll finish in 34.0825725 minutes). Alpha: (0.00373593831824,0.0239280519995)
Iteration 191 (change = 0.292427191522) (2.482334 seconds, I think I'll finish in 33.4701367667 minutes). Alpha: (0.00372262654152,0.0238855787341)
Iteration 192 (change = 0.279950685597) (2.504354 seconds, I think I'll finish in 33.7253005333 minutes). Alpha: (0.00370964278373,0.0238472823661)
Iteration 193 (change = 0.269277565091) (2.458086 seconds, I think I'll finish in 33.0612567 minutes). Alpha: (0.00369697720645,0.0238126008631)
Iteration 194 (change = 0.262491670743) (2.475248 seconds, I think I'll finish in 33.2508314667 minutes). Alpha: (0.00368461999081,0.0237810375902)
Iteration 195 (change = 0.258273375464) (2.447547 seconds, I think I'll finish in 32.83792225 minutes). Alpha: (0.00367256094466,0.0237521345493)
Iteration 196 (change = 0.255801656732) (2.434801 seconds, I think I'll finish in 32.6263334 minutes). Alpha: (0.00366079031987,0.0237254991479)
Iteration 197 (change = 0.253889627729) (2.462902 seconds, I think I'll finish in 32.9618384333 minutes). Alpha: (0.0036492993778,0.0237008170581)
Iteration 198 (change = 0.251567878758) (2.442849 seconds, I think I'll finish in 32.6527483 minutes). Alpha: (0.00363807951715,0.0236778005236)
Iteration 199 (change = 0.24980812549) (2.481531 seconds, I think I'll finish in 33.12843885 minutes). Alpha: (0.00362712260653,0.0236561858617)
Iteration 200 (change = 0.249145339567) (2.500447 seconds, I think I'll finish in 33.3392933333 minutes). Alpha: (0.00361642077405,0.023635674876)
Iteration 201 (change = 0.246835137863) (2.430137 seconds, I think I'll finish in 32.3613243833 minutes). Alpha: (0.00360596618895,0.0236156184155)
Iteration 202 (change = 0.24427605129) (2.418917 seconds, I think I'll finish in 32.1715961 minutes). Alpha: (0.00359575155902,0.0235903621572)
Iteration 203 (change = 0.244178005818) (2.480572 seconds, I think I'll finish in 32.9502647333 minutes). Alpha: (0.00358576958519,0.0235633080147)
Iteration 204 (change = 0.245402819503) (2.486657 seconds, I think I'll finish in 32.9896495333 minutes). Alpha: (0.0035760134989,0.0235384001346)
Iteration 205 (change = 0.24301848337) (2.434101 seconds, I think I'll finish in 32.25183825 minutes). Alpha: (0.00356647703907,0.0235153589778)
Iteration 206 (change = 0.235502718604) (2.44902 seconds, I think I'll finish in 32.408698 minutes). Alpha: (0.00355715353722,0.0234939162111)
Iteration 207 (change = 0.230515238134) (2.462141 seconds, I think I'll finish in 32.5412968833 minutes). Alpha: (0.00354803699877,0.0234738596856)
Iteration 208 (change = 0.228696292771) (2.458078 seconds, I think I'll finish in 32.4466296 minutes). Alpha: (0.00353912155673,0.0234550030829)
Iteration 209 (change = 0.227976030952) (2.458852 seconds, I think I'll finish in 32.4158655333 minutes). Alpha: (0.00353040174617,0.0234371948123)
Iteration 210 (change = 0.227604298506) (2.450323 seconds, I think I'll finish in 32.2625861667 minutes). Alpha: (0.00352187195124,0.0234202895761)
Iteration 211 (change = 0.227695660957) (2.457564 seconds, I think I'll finish in 32.3169666 minutes). Alpha: (0.00351352679589,0.023404163965)
Iteration 212 (change = 0.22749395045) (2.454938 seconds, I think I'll finish in 32.2415190667 minutes). Alpha: (0.00350536088536,0.023388700116)
Iteration 213 (change = 0.22649429308) (2.403221 seconds, I think I'll finish in 31.5222487833 minutes). Alpha: (0.00349736922171,0.0233738004661)
Iteration 214 (change = 0.224880424757) (2.388711 seconds, I think I'll finish in 31.2921141 minutes). Alpha: (0.00348954701434,0.0233593749571)
Iteration 215 (change = 0.222694075792) (2.416967 seconds, I think I'll finish in 31.6219849167 minutes). Alpha: (0.00348189011624,0.0233453549096)
Iteration 216 (change = 0.220160783328) (2.40777 seconds, I think I'll finish in 31.461528 minutes). Alpha: (0.00347439440128,0.0233316441117)
Iteration 217 (change = 0.217470488591) (2.394275 seconds, I think I'll finish in 31.24528875 minutes). Alpha: (0.00346705650297,0.0233180706164)
Iteration 218 (change = 0.216338837663) (2.427849 seconds, I think I'll finish in 31.6429653 minutes). Alpha: (0.00345987254789,0.0233035693648)
Iteration 219 (change = 0.21695725059) (2.419615 seconds, I think I'll finish in 31.4953219167 minutes). Alpha: (0.00345283897032,0.0232807856179)
Iteration 220 (change = 0.217083766305) (2.379232 seconds, I think I'll finish in 30.930016 minutes). Alpha: (0.0034459517166,0.0232595623432)
Iteration 221 (change = 0.215899946495) (2.438634 seconds, I think I'll finish in 31.6615981 minutes). Alpha: (0.00343920656219,0.0232398571793)
Iteration 222 (change = 0.213717081967) (2.648559 seconds, I think I'll finish in 34.3429817 minutes). Alpha: (0.00343259983771,0.0232214402947)
Iteration 223 (change = 0.210219320489) (2.617069 seconds, I think I'll finish in 33.89104355 minutes). Alpha: (0.003426127934,0.0232040901005)
Iteration 224 (change = 0.205818981112) (2.629696 seconds, I think I'll finish in 34.0107349333 minutes). Alpha: (0.00341978739478,0.0231875492405)
Iteration 225 (change = 0.202630484429) (2.597217 seconds, I think I'll finish in 33.54738625 minutes). Alpha: (0.0034135744682,0.0231712037454)
Iteration 226 (change = 0.200940873476) (2.445449 seconds, I think I'll finish in 31.5462921 minutes). Alpha: (0.00340748586919,0.02314953619)
Iteration 227 (change = 0.199908777671) (2.44116 seconds, I think I'll finish in 31.450278 minutes). Alpha: (0.00340151819314,0.0231258690711)
Iteration 228 (change = 0.199104827435) (2.458096 seconds, I think I'll finish in 31.6275018667 minutes). Alpha: (0.00339566845836,0.0231040927725)
Iteration 229 (change = 0.198308351871) (2.483651 seconds, I think I'll finish in 31.91491535 minutes). Alpha: (0.00338993386968,0.02308394877)
Iteration 230 (change = 0.1974726117) (2.436435 seconds, I think I'll finish in 31.2675825 minutes). Alpha: (0.00338431193402,0.0230652228018)
Iteration 231 (change = 0.196669068579) (2.422167 seconds, I think I'll finish in 31.04410705 minutes). Alpha: (0.00337879981452,0.0230477081476)
Iteration 232 (change = 0.196054165603) (2.431566 seconds, I think I'll finish in 31.1240448 minutes). Alpha: (0.00337339511774,0.0230312391079)
Iteration 233 (change = 0.195552697926) (2.433073 seconds, I think I'll finish in 31.1027831833 minutes). Alpha: (0.0033680947365,0.0230156292247)
Iteration 234 (change = 0.195139854998) (2.439227 seconds, I think I'll finish in 31.1407980333 minutes). Alpha: (0.00336289657927,0.0230007484603)
Iteration 235 (change = 0.194772426527) (2.420413 seconds, I think I'll finish in 30.86026575 minutes). Alpha: (0.00335779832107,0.0229864461864)
Iteration 236 (change = 0.194504076749) (2.445595 seconds, I think I'll finish in 31.1405763333 minutes). Alpha: (0.00335279745172,0.022972521236)
Iteration 237 (change = 0.194260463198) (2.407838 seconds, I think I'll finish in 30.6196732333 minutes). Alpha: (0.00334789195728,0.02295861584)
Iteration 238 (change = 0.194088917081) (2.351342 seconds, I think I'll finish in 29.8620434 minutes). Alpha: (0.00334307973503,0.0229428745828)
Iteration 239 (change = 0.193827565855) (2.438479 seconds, I think I'll finish in 30.9280419833 minutes). Alpha: (0.00333835815797,0.0229169514)
Iteration 240 (change = 0.193229726076) (2.446836 seconds, I think I'll finish in 30.993256 minutes). Alpha: (0.00333372523269,0.0228807094218)
Iteration 241 (change = 0.19205605923) (2.470519 seconds, I think I'll finish in 31.25206535 minutes). Alpha: (0.00332917939723,0.0228430579864)
Iteration 242 (change = 0.190439383304) (2.42542 seconds, I think I'll finish in 30.6411393333 minutes). Alpha: (0.00332471931726,0.0228093565075)
Iteration 243 (change = 0.189110588948) (2.39637 seconds, I think I'll finish in 30.2342015 minutes). Alpha: (0.00332034298096,0.0227787915583)
Iteration 244 (change = 0.188426348209) (2.395361 seconds, I think I'll finish in 30.1815486 minutes). Alpha: (0.00331604793403,0.0227484632447)
Iteration 245 (change = 0.187838189081) (2.417033 seconds, I think I'll finish in 30.4143319167 minutes). Alpha: (0.00331183231733,0.0227141406083)
Iteration 246 (change = 0.186045677179) (2.441887 seconds, I think I'll finish in 30.6863799667 minutes). Alpha: (0.00330769451601,0.0226835131712)
Iteration 247 (change = 0.181575146542) (2.426105 seconds, I think I'll finish in 30.44761775 minutes). Alpha: (0.00330363303915,0.0226560900518)
Iteration 248 (change = 0.17524665014) (2.395894 seconds, I think I'll finish in 30.0285381333 minutes). Alpha: (0.00329964541619,0.022631400619)
Iteration 249 (change = 0.169909455841) (2.389578 seconds, I think I'll finish in 29.9095513 minutes). Alpha: (0.00329572996972,0.0226090734045)
Iteration 250 (change = 0.166221341171) (2.428426 seconds, I think I'll finish in 30.355325 minutes). Alpha: (0.00329188528137,0.0225887979693)
Iteration 251 (change = 0.16414397815) (2.413072 seconds, I think I'll finish in 30.1231821333 minutes). Alpha: (0.00328810945687,0.0225702819595)
Iteration 252 (change = 0.163217796628) (2.431119 seconds, I think I'll finish in 30.3079502 minutes). Alpha: (0.00328440111509,0.0225532942651)
Iteration 253 (change = 0.161717511455) (2.488116 seconds, I think I'll finish in 30.9770442 minutes). Alpha: (0.00328075850142,0.0225376153186)
Iteration 254 (change = 0.1588001821) (2.445823 seconds, I think I'll finish in 30.4097326333 minutes). Alpha: (0.00327718030737,0.0225230736713)
Iteration 255 (change = 0.155822284155) (2.404278 seconds, I think I'll finish in 29.8531185 minutes). Alpha: (0.00327366471499,0.0225094946404)
Iteration 256 (change = 0.15392814336) (2.378513 seconds, I think I'll finish in 29.4935612 minutes). Alpha: (0.00327020978387,0.0224967176891)
Iteration 257 (change = 0.152932189278) (2.376734 seconds, I think I'll finish in 29.4318893667 minutes). Alpha: (0.00326681414383,0.0224846260973)
Iteration 258 (change = 0.153134131937) (2.403106 seconds, I think I'll finish in 29.7184108667 minutes). Alpha: (0.00326347672052,0.0224731268948)
Iteration 259 (change = 0.155005000851) (2.419436 seconds, I think I'll finish in 29.8800346 minutes). Alpha: (0.00326019648786,0.0224621327625)
Iteration 260 (change = 0.158397648821) (2.461046 seconds, I think I'll finish in 30.3529006667 minutes). Alpha: (0.00325697252174,0.0224515559195)
Iteration 261 (change = 0.161405241929) (2.473358 seconds, I think I'll finish in 30.4635260333 minutes). Alpha: (0.00325380354223,0.0224412643779)
Iteration 262 (change = 0.159819273851) (2.447243 seconds, I think I'll finish in 30.1010889 minutes). Alpha: (0.00325068837203,0.0224310191545)
Iteration 263 (change = 0.158404452629) (2.430564 seconds, I think I'll finish in 29.8554278 minutes). Alpha: (0.00324762600075,0.0224197433781)
Iteration 264 (change = 0.15897904645) (2.385808 seconds, I think I'll finish in 29.2659114667 minutes). Alpha: (0.00324461479198,0.022399581833)
Iteration 265 (change = 0.15893523097) (2.360298 seconds, I think I'll finish in 28.9136505 minutes). Alpha: (0.00324165317106,0.0223731079529)
Iteration 266 (change = 0.159434583182) (2.374254 seconds, I think I'll finish in 29.0450406 minutes). Alpha: (0.00323874028699,0.0223479233664)
Iteration 267 (change = 0.162819646936) (2.418237 seconds, I think I'll finish in 29.54279535 minutes). Alpha: (0.00323587561081,0.0223252752322)
Iteration 268 (change = 0.167061627943) (2.407124 seconds, I think I'll finish in 29.3669128 minutes). Alpha: (0.00323305854373,0.0223048438367)
Iteration 269 (change = 0.167935177298) (2.382963 seconds, I think I'll finish in 29.03243255 minutes). Alpha: (0.00323028813766,0.0222863358701)
Iteration 270 (change = 0.163037486849) (2.401004 seconds, I think I'll finish in 29.2122153333 minutes). Alpha: (0.00322756334877,0.0222694920547)
Iteration 271 (change = 0.158445467162) (2.378133 seconds, I think I'll finish in 28.89431595 minutes). Alpha: (0.00322488337176,0.0222540981914)
Iteration 272 (change = 0.156878485516) (2.392579 seconds, I think I'll finish in 29.0299585333 minutes). Alpha: (0.00322224733547,0.0222399647599)
Iteration 273 (change = 0.156089720557) (2.382313 seconds, I think I'll finish in 28.8656925167 minutes). Alpha: (0.0032196544216,0.0222269290414)
Iteration 274 (change = 0.153109007706) (2.418829 seconds, I think I'll finish in 29.2678309 minutes). Alpha: (0.00321710362131,0.0222148399628)
Iteration 275 (change = 0.149526990173) (2.409796 seconds, I think I'll finish in 29.1183683333 minutes). Alpha: (0.00321459389046,0.0222035641793)
Iteration 276 (change = 0.148613724608) (2.403766 seconds, I think I'll finish in 29.0054430667 minutes). Alpha: (0.00321212450192,0.0221930001961)
Iteration 277 (change = 0.149895385296) (2.38934 seconds, I think I'll finish in 28.791547 minutes). Alpha: (0.00320969453251,0.0221830490985)
Iteration 278 (change = 0.153159450109) (2.39815 seconds, I think I'll finish in 28.8577383333 minutes). Alpha: (0.00320730293771,0.0221736171602)
Iteration 279 (change = 0.158315003134) (2.403308 seconds, I think I'll finish in 28.8797511333 minutes). Alpha: (0.00320494881177,0.0221646272836)
Iteration 280 (change = 0.16516566591) (2.399296 seconds, I think I'll finish in 28.791552 minutes). Alpha: (0.0032026314403,0.0221560193761)
Iteration 281 (change = 0.172495009728) (2.421303 seconds, I think I'll finish in 29.01528095 minutes). Alpha: (0.00320034988961,0.0221477285727)
Iteration 282 (change = 0.175281570895) (2.400062 seconds, I think I'll finish in 28.7207419333 minutes). Alpha: (0.00319810348568,0.0221397085105)
Iteration 283 (change = 0.17042265639) (2.376898 seconds, I think I'll finish in 28.4039311 minutes). Alpha: (0.00319589149869,0.0221319146389)
Iteration 284 (change = 0.167517877948) (2.393585 seconds, I think I'll finish in 28.5634476667 minutes). Alpha: (0.00319371349086,0.0221243218604)
Iteration 285 (change = 0.169171523565) (2.365578 seconds, I think I'll finish in 28.1898045 minutes). Alpha: (0.00319156854587,0.0221168856798)
Iteration 286 (change = 0.171071666419) (2.407295 seconds, I think I'll finish in 28.6468105 minutes). Alpha: (0.00318945600802,0.0221095794648)
Iteration 287 (change = 0.171905123714) (2.425579 seconds, I think I'll finish in 28.8239637833 minutes). Alpha: (0.00318737524025,0.0221023803847)
Iteration 288 (change = 0.172102979344) (2.450669 seconds, I think I'll finish in 29.0812721333 minutes). Alpha: (0.00318532559019,0.0220952669059)
Iteration 289 (change = 0.169582326917) (2.435874 seconds, I think I'll finish in 28.8651069 minutes). Alpha: (0.00318330638126,0.0220882176334)
Iteration 290 (change = 0.164916963008) (2.43065 seconds, I think I'll finish in 28.7626916667 minutes). Alpha: (0.00318131648794,0.02208118978)
Iteration 291 (change = 0.16046648125) (2.42777 seconds, I think I'll finish in 28.6881488333 minutes). Alpha: (0.00317935476403,0.022074140855)
Iteration 292 (change = 0.157485993783) (2.413795 seconds, I think I'll finish in 28.482781 minutes). Alpha: (0.00317742028373,0.0220670374773)
Iteration 293 (change = 0.155651827658) (2.387301 seconds, I think I'll finish in 28.13036345 minutes). Alpha: (0.00317551181507,0.0220598208135)
Iteration 294 (change = 0.155008739674) (2.434947 seconds, I think I'll finish in 28.6512097 minutes). Alpha: (0.00317362751729,0.0220523632524)
Iteration 295 (change = 0.15578015294) (2.407532 seconds, I think I'll finish in 28.288501 minutes). Alpha: (0.00317176310048,0.0220441491197)
Iteration 296 (change = 0.15660611524) (2.405155 seconds, I think I'll finish in 28.2204853333 minutes). Alpha: (0.00316989440569,0.0220294832187)
Iteration 297 (change = 0.156431911284) (2.417542 seconds, I think I'll finish in 28.3255337667 minutes). Alpha: (0.00316669222003,0.0220125104331)
Iteration 298 (change = 0.155133307654) (2.380231 seconds, I think I'll finish in 27.8487027 minutes). Alpha: (0.00316345876729,0.0219952537819)
Iteration 299 (change = 0.153595962848) (2.391789 seconds, I think I'll finish in 27.94406815 minutes). Alpha: (0.00316028197589,0.021968324055)
Iteration 300 (change = 0.152900683506) (2.403241 seconds, I think I'll finish in 28.0378116667 minutes). Alpha: (0.00315716025309,0.021936678761)
Iteration 301 (change = 0.153644771245) (2.445401 seconds, I think I'll finish in 28.48892165 minutes). Alpha: (0.00315409244197,0.0219083004113)
Iteration 302 (change = 0.155440453923) (2.389963 seconds, I think I'll finish in 27.8032362333 minutes). Alpha: (0.0031510776416,0.0218825737849)
Iteration 303 (change = 0.155249312282) (2.384628 seconds, I think I'll finish in 27.7014286 minutes). Alpha: (0.00314811455509,0.021857835639)
Iteration 304 (change = 0.151597538518) (2.373286 seconds, I think I'll finish in 27.5301176 minutes). Alpha: (0.00314520184883,0.0218274509099)
Iteration 305 (change = 0.147820203882) (2.399302 seconds, I think I'll finish in 27.7919148333 minutes). Alpha: (0.0031423384852,0.0218002642837)
Iteration 306 (change = 0.146435297122) (2.414189 seconds, I think I'll finish in 27.9241194333 minutes). Alpha: (0.00313952315786,0.0217758418508)
Iteration 307 (change = 0.146790731099) (2.389257 seconds, I think I'll finish in 27.59591835 minutes). Alpha: (0.00313675490907,0.0217537808725)
Iteration 308 (change = 0.148248473456) (2.415166 seconds, I think I'll finish in 27.8549145333 minutes). Alpha: (0.00313403255757,0.0217336732305)
Iteration 309 (change = 0.148668314961) (2.437694 seconds, I think I'll finish in 28.0741092333 minutes). Alpha: (0.00313135493043,0.0217149448132)
Iteration 310 (change = 0.144321436305) (2.421029 seconds, I think I'll finish in 27.8418335 minutes). Alpha: (0.0031287206463,0.0216943941262)
Iteration 311 (change = 0.134876419514) (2.389329 seconds, I think I'll finish in 27.43746135 minutes). Alpha: (0.00312612855242,0.0216695118708)
Iteration 312 (change = 0.124742708043) (2.419378 seconds, I think I'll finish in 27.7422010667 minutes). Alpha: (0.00312357715255,0.0216464162705)
Iteration 313 (change = 0.118020670804) (2.3966 seconds, I think I'll finish in 27.44107 minutes). Alpha: (0.00312106529656,0.021618532418)
Iteration 314 (change = 0.115473007892) (2.400402 seconds, I think I'll finish in 27.4445962 minutes). Alpha: (0.00311859163459,0.021591595166)
Iteration 315 (change = 0.117085339528) (2.413095 seconds, I think I'll finish in 27.54950125 minutes). Alpha: (0.00311615383048,0.0215674768)
Iteration 316 (change = 0.120665714371) (2.413586 seconds, I think I'll finish in 27.5148804 minutes). Alpha: (0.00311374709055,0.0215458086772)
Iteration 317 (change = 0.119778238166) (2.430464 seconds, I think I'll finish in 27.6667818667 minutes). Alpha: (0.00311132560879,0.0215262668262)
Iteration 318 (change = 0.112929091698) (2.411347 seconds, I think I'll finish in 27.4089775667 minutes). Alpha: (0.00310754906273,0.0215085578558)
Iteration 319 (change = 0.106139613163) (2.428055 seconds, I think I'll finish in 27.55842425 minutes). Alpha: (0.00310384234566,0.0214923890181)
Iteration 320 (change = 0.102576823212) (2.421905 seconds, I think I'll finish in 27.4482566667 minutes). Alpha: (0.00310020403427,0.0214774443526)
Iteration 321 (change = 0.101026552369) (2.447864 seconds, I think I'll finish in 27.7016609333 minutes). Alpha: (0.00309663256695,0.0214630194472)
Iteration 322 (change = 0.0994984204905) (2.411551 seconds, I think I'll finish in 27.2505263 minutes). Alpha: (0.00309312607671,0.0214426025538)
Iteration 323 (change = 0.0978892980828) (2.404162 seconds, I think I'll finish in 27.1269612333 minutes). Alpha: (0.00308968283117,0.0214223994378)
Iteration 324 (change = 0.0969560925992) (2.409425 seconds, I think I'll finish in 27.1461883333 minutes). Alpha: (0.00308630116538,0.0214041588073)
Iteration 325 (change = 0.0967813304892) (2.406574 seconds, I think I'll finish in 27.0739575 minutes). Alpha: (0.00308297960637,0.0213876204003)
Iteration 326 (change = 0.0969393985339) (2.394055 seconds, I think I'll finish in 26.8932178333 minutes). Alpha: (0.00307971701855,0.0213725731525)
Iteration 327 (change = 0.0971432472064) (2.384421 seconds, I think I'll finish in 26.74525555 minutes). Alpha: (0.00307651192634,0.0213588160417)
Iteration 328 (change = 0.0973453619596) (2.384534 seconds, I think I'll finish in 26.7067808 minutes). Alpha: (0.00307336303073,0.0213461812225)
Iteration 329 (change = 0.097857781613) (2.392237 seconds, I think I'll finish in 26.7531837833 minutes). Alpha: (0.00307026931554,0.0213345350679)
Iteration 330 (change = 0.0990922515768) (2.400396 seconds, I think I'll finish in 26.804422 minutes). Alpha: (0.00306722992335,0.0213237678393)
Iteration 331 (change = 0.101098701781) (2.379806 seconds, I think I'll finish in 26.5348369 minutes). Alpha: (0.00306424371226,0.0213137688001)
Iteration 332 (change = 0.10392151722) (2.395667 seconds, I think I'll finish in 26.6717592667 minutes). Alpha: (0.0030613097211,0.0213044480179)
Iteration 333 (change = 0.107709572144) (2.387717 seconds, I think I'll finish in 26.5434539833 minutes). Alpha: (0.00305842683537,0.0212957171993)
Iteration 334 (change = 0.112415354278) (2.396704 seconds, I think I'll finish in 26.6034144 minutes). Alpha: (0.00305559395562,0.0212874967169)
Iteration 335 (change = 0.117437784117) (2.407476 seconds, I think I'll finish in 26.682859 minutes). Alpha: (0.00305280989974,0.0212797084604)
Iteration 336 (change = 0.121720184584) (2.415452 seconds, I think I'll finish in 26.7310021333 minutes). Alpha: (0.00305007325268,0.02127226539)
Iteration 337 (change = 0.123964801998) (2.460688 seconds, I think I'll finish in 27.1906024 minutes). Alpha: (0.00304738304196,0.0212650978279)
Iteration 338 (change = 0.12424886139) (2.4634 seconds, I think I'll finish in 27.1795133333 minutes). Alpha: (0.00304473836034,0.0212581081007)
Iteration 339 (change = 0.123953639825) (2.459458 seconds, I think I'll finish in 27.0950289667 minutes). Alpha: (0.00304213833671,0.0212510360413)
Iteration 340 (change = 0.123844759098) (2.43109 seconds, I think I'll finish in 26.74199 minutes). Alpha: (0.00303958180981,0.0212416067261)
Iteration 341 (change = 0.123599487023) (2.394492 seconds, I think I'll finish in 26.2995038 minutes). Alpha: (0.00303706783045,0.0212261172327)
Iteration 342 (change = 0.123673539002) (2.436731 seconds, I think I'll finish in 26.7228166333 minutes). Alpha: (0.00303459518239,0.0212120532872)
Iteration 343 (change = 0.123277967372) (2.487344 seconds, I think I'll finish in 27.2364168 minutes). Alpha: (0.00303216295914,0.0211992293913)
Iteration 344 (change = 0.123274625682) (2.438444 seconds, I think I'll finish in 26.6603210667 minutes). Alpha: (0.00302977062063,0.0211875012605)
Iteration 345 (change = 0.122809608898) (2.416643 seconds, I think I'll finish in 26.3816860833 minutes). Alpha: (0.0030274173031,0.0211767272299)
Iteration 346 (change = 0.119506163215) (2.365302 seconds, I think I'll finish in 25.7817918 minutes). Alpha: (0.00302510159104,0.021166756105)
Iteration 347 (change = 0.112087710184) (2.372799 seconds, I think I'll finish in 25.82396245 minutes). Alpha: (0.0030228226055,0.0211574809665)
Iteration 348 (change = 0.103688837523) (2.413414 seconds, I think I'll finish in 26.2257654667 minutes). Alpha: (0.00302057950822,0.0211488097785)
Iteration 349 (change = 0.0969622279157) (2.395491 seconds, I think I'll finish in 25.99107735 minutes). Alpha: (0.00301837158878,0.0211406677424)
Iteration 350 (change = 0.0925508812157) (2.383558 seconds, I think I'll finish in 25.8218783333 minutes). Alpha: (0.00301619803081,0.0211329838753)
Iteration 351 (change = 0.089407028328) (2.408241 seconds, I think I'll finish in 26.04914015 minutes). Alpha: (0.00301405813662,0.0211257014147)
Iteration 352 (change = 0.0871447964875) (2.408931 seconds, I think I'll finish in 26.0164548 minutes). Alpha: (0.00301195111353,0.021118765574)
Iteration 353 (change = 0.085609639653) (2.384592 seconds, I think I'll finish in 25.7138504 minutes). Alpha: (0.00300987655242,0.0211121466552)
Iteration 354 (change = 0.0843811300212) (2.355701 seconds, I think I'll finish in 25.3630474333 minutes). Alpha: (0.0030078336614,0.021105799517)
Iteration 355 (change = 0.0822317600861) (2.386992 seconds, I think I'll finish in 25.660164 minutes). Alpha: (0.00300582187064,0.021099694894)
Iteration 356 (change = 0.0789738887442) (2.386799 seconds, I think I'll finish in 25.6183092667 minutes). Alpha: (0.00300384027197,0.0210937900665)
Iteration 357 (change = 0.0763851358058) (2.395634 seconds, I think I'll finish in 25.6732110333 minutes). Alpha: (0.00300188822517,0.0210880601674)
Iteration 358 (change = 0.0748052475233) (2.396886 seconds, I think I'll finish in 25.6466802 minutes). Alpha: (0.00299996536069,0.0210824962389)
Iteration 359 (change = 0.0738828849507) (2.404967 seconds, I think I'll finish in 25.6930641167 minutes). Alpha: (0.00299807100491,0.0210770750482)
Iteration 360 (change = 0.0734331510766) (2.383094 seconds, I think I'll finish in 25.4196693333 minutes). Alpha: (0.00299620458539,0.0210717806088)
Iteration 361 (change = 0.0732502319695) (2.393682 seconds, I think I'll finish in 25.4927133 minutes). Alpha: (0.00299436545381,0.0210665946209)
Iteration 362 (change = 0.073097617624) (2.39111 seconds, I think I'll finish in 25.4254696667 minutes). Alpha: (0.00299255301152,0.0210615029024)
Iteration 363 (change = 0.0727229034542) (2.374938 seconds, I think I'll finish in 25.2139251 minutes). Alpha: (0.00299076656918,0.0210564879542)
Iteration 364 (change = 0.0719879594822) (2.38348 seconds, I think I'll finish in 25.264888 minutes). Alpha: (0.00298900573272,0.0210515483987)
Iteration 365 (change = 0.0708170997743) (2.411687 seconds, I think I'll finish in 25.5236874167 minutes). Alpha: (0.00298727015441,0.0210466848985)
Iteration 366 (change = 0.0693337305563) (2.415839 seconds, I think I'll finish in 25.5273654333 minutes). Alpha: (0.00298555957423,0.0210419019938)
Iteration 367 (change = 0.0677859920663) (2.396444 seconds, I think I'll finish in 25.2824842 minutes). Alpha: (0.00298387335483,0.0210371845931)
Iteration 368 (change = 0.0664533018833) (2.38329 seconds, I think I'll finish in 25.103988 minutes). Alpha: (0.00298221103042,0.0210325273948)
Iteration 369 (change = 0.0655180613106) (2.387374 seconds, I think I'll finish in 25.1072165667 minutes). Alpha: (0.00298057209402,0.021027923238)
Iteration 370 (change = 0.0650560378119) (2.369034 seconds, I think I'll finish in 24.874857 minutes). Alpha: (0.00297895612687,0.0210233697308)
Iteration 371 (change = 0.0650574193275) (2.389014 seconds, I think I'll finish in 25.0448301 minutes). Alpha: (0.00297736266679,0.0210188621743)
Iteration 372 (change = 0.0655184490049) (2.386629 seconds, I think I'll finish in 24.9800502 minutes). Alpha: (0.00297579132831,0.0210143998069)
Iteration 373 (change = 0.066501140847) (2.406301 seconds, I think I'll finish in 25.14584545 minutes). Alpha: (0.00297424172649,0.0210099815925)
Iteration 374 (change = 0.0679275398247) (2.405118 seconds, I think I'll finish in 25.0933978 minutes). Alpha: (0.00297271351825,0.0210056083237)
Iteration 375 (change = 0.0695406454888) (2.38724 seconds, I think I'll finish in 24.8670833333 minutes). Alpha: (0.00297120636663,0.021001280654)
Iteration 376 (change = 0.0708580071488) (2.41275 seconds, I think I'll finish in 25.0926 minutes). Alpha: (0.00296971983608,0.020996993887)
Iteration 377 (change = 0.0715809316752) (2.372754 seconds, I think I'll finish in 24.6370957 minutes). Alpha: (0.00296825358697,0.0209927482565)
Iteration 378 (change = 0.07181540875) (2.353027 seconds, I think I'll finish in 24.3930465667 minutes). Alpha: (0.00296680731416,0.0209885453178)
Iteration 379 (change = 0.0718730404161) (2.369723 seconds, I think I'll finish in 24.52663305 minutes). Alpha: (0.00296538049671,0.0209843752514)
Iteration 380 (change = 0.0717399322218) (2.346953 seconds, I think I'll finish in 24.2518476667 minutes). Alpha: (0.00296397302061,0.0209802492398)
Iteration 381 (change = 0.0713528719534) (2.349817 seconds, I think I'll finish in 24.2422787167 minutes). Alpha: (0.00296258462627,0.0209761695179)
Iteration 382 (change = 0.0709395783368) (2.38712 seconds, I think I'll finish in 24.587336 minutes). Alpha: (0.00296121522523,0.0209721462617)
Iteration 383 (change = 0.0704589850125) (2.389202 seconds, I think I'll finish in 24.5689605667 minutes). Alpha: (0.00295986456435,0.0209681799871)
Iteration 384 (change = 0.0697297662174) (2.382026 seconds, I think I'll finish in 24.4554669333 minutes). Alpha: (0.00295853239258,0.0209642710506)
Iteration 385 (change = 0.0685012309436) (2.431946 seconds, I think I'll finish in 24.9274465 minutes). Alpha: (0.00295721825385,0.0209604093312)
Iteration 386 (change = 0.0665959202315) (2.392701 seconds, I think I'll finish in 24.4853069 minutes). Alpha: (0.0029559217499,0.0209565885547)
Iteration 387 (change = 0.0642823066514) (2.415136 seconds, I think I'll finish in 24.6746394667 minutes). Alpha: (0.00295464243108,0.0209528003121)
Iteration 388 (change = 0.0622107192109) (2.397784 seconds, I think I'll finish in 24.4573968 minutes). Alpha: (0.00295338018563,0.0209490538507)
Iteration 389 (change = 0.060998532916) (2.406695 seconds, I think I'll finish in 24.5081774167 minutes). Alpha: (0.00295213459678,0.0209453418233)
Iteration 390 (change = 0.0608829269066) (2.366961 seconds, I think I'll finish in 24.0641035 minutes). Alpha: (0.00295090532262,0.0209416612052)
Iteration 391 (change = 0.0602630599823) (2.405309 seconds, I think I'll finish in 24.41388635 minutes). Alpha: (0.00294969199609,0.0209380077704)
Iteration 392 (change = 0.0576303457932) (2.391858 seconds, I think I'll finish in 24.2374944 minutes). Alpha: (0.00294849450639,0.0209343903659)
Iteration 393 (change = 0.0562327499715) (2.398257 seconds, I think I'll finish in 24.26236665 minutes). Alpha: (0.00294731259234,0.0209308088921)
Iteration 394 (change = 0.0560645382372) (2.355063 seconds, I think I'll finish in 23.7861363 minutes). Alpha: (0.00294614598612,0.0209272625935)
Iteration 395 (change = 0.0530486631754) (2.370874 seconds, I think I'll finish in 23.9063128333 minutes). Alpha: (0.00294499419535,0.0209237391628)
Iteration 396 (change = 0.0504809993705) (2.381507 seconds, I think I'll finish in 23.9738371333 minutes). Alpha: (0.00294385682732,0.0209202321945)
Iteration 397 (change = 0.0489326227906) (2.356192 seconds, I think I'll finish in 23.6797296 minutes). Alpha: (0.00294273383151,0.0209167528596)
Iteration 398 (change = 0.0477979767128) (2.356498 seconds, I think I'll finish in 23.6435299333 minutes). Alpha: (0.00294162489678,0.0209132976406)
Iteration 399 (change = 0.0469209761319) (2.368945 seconds, I think I'll finish in 23.7289324167 minutes). Alpha: (0.00294052966451,0.0209098607304)
Iteration 400 (change = 0.046220801007) (2.361724 seconds, I think I'll finish in 23.61724 minutes). Alpha: (0.00293944797069,0.0209064465255)
Iteration 401 (change = 0.0456476397393) (2.335426 seconds, I think I'll finish in 23.3153362333 minutes). Alpha: (0.00293837968946,0.0209030606415)
Iteration 402 (change = 0.0451603746367) (2.36172 seconds, I think I'll finish in 23.538476 minutes). Alpha: (0.00293732456543,0.0208997013597)
Iteration 403 (change = 0.0447422304598) (2.383424 seconds, I think I'll finish in 23.7150688 minutes). Alpha: (0.00293628244274,0.020896372075)
Iteration 404 (change = 0.0444203394165) (2.387794 seconds, I think I'll finish in 23.7187537333 minutes). Alpha: (0.00293525331974,0.0208930835608)
Iteration 405 (change = 0.0442406576929) (2.40321 seconds, I think I'll finish in 23.8318325 minutes). Alpha: (0.00293423708386,0.0208898398029)
Iteration 406 (change = 0.0442228801254) (2.370808 seconds, I think I'll finish in 23.4709992 minutes). Alpha: (0.00293323355862,0.0208866411959)
Iteration 407 (change = 0.0444118465777) (2.401046 seconds, I think I'll finish in 23.7303379667 minutes). Alpha: (0.00293224251308,0.0208834854507)
Iteration 408 (change = 0.0448105364975) (2.389203 seconds, I think I'll finish in 23.5734696 minutes). Alpha: (0.00293126386289,0.020880378047)
Iteration 409 (change = 0.0454128937374) (2.367902 seconds, I think I'll finish in 23.3238347 minutes). Alpha: (0.00293029711118,0.0208773028466)
Iteration 410 (change = 0.0461819153416) (2.368332 seconds, I think I'll finish in 23.288598 minutes). Alpha: (0.00292934209982,0.0208742619821)
Iteration 411 (change = 0.0468779992882) (2.369206 seconds, I think I'll finish in 23.2577055667 minutes). Alpha: (0.00292839835443,0.0208712394069)
Iteration 412 (change = 0.0470668895381) (2.362486 seconds, I think I'll finish in 23.1523628 minutes). Alpha: (0.00292746567961,0.0208682319019)
Iteration 413 (change = 0.0467200326826) (2.386809 seconds, I think I'll finish in 23.35094805 minutes). Alpha: (0.00292654402523,0.0208652420288)
Iteration 414 (change = 0.0459187261186) (2.352622 seconds, I think I'll finish in 22.9772748667 minutes). Alpha: (0.00292563332798,0.0208622706006)
Iteration 415 (change = 0.044473584378) (2.348382 seconds, I think I'll finish in 22.8967245 minutes). Alpha: (0.00292473340441,0.0208593106238)
Iteration 416 (change = 0.043588441655) (2.357241 seconds, I think I'll finish in 22.9438124 minutes). Alpha: (0.00292384401283,0.0208563586237)
Iteration 417 (change = 0.0429711304284) (2.362133 seconds, I think I'll finish in 22.9520589833 minutes). Alpha: (0.00292296505521,0.0208534233721)
Iteration 418 (change = 0.0424516969004) (2.380946 seconds, I think I'll finish in 23.0951762 minutes). Alpha: (0.00292209638811,0.020850512457)
Iteration 419 (change = 0.0419351784886) (2.373785 seconds, I think I'll finish in 22.9861514167 minutes). Alpha: (0.00292123780594,0.0208476312141)
Iteration 420 (change = 0.041384219853) (2.385224 seconds, I think I'll finish in 23.0571653333 minutes). Alpha: (0.00291302074617,0.0208447663437)
Iteration 421 (change = 0.0408197875389) (2.388666 seconds, I think I'll finish in 23.0506269 minutes). Alpha: (0.00290270937115,0.0208419214056)
Iteration 422 (change = 0.040222236454) (2.4118 seconds, I think I'll finish in 23.2336733333 minutes). Alpha: (0.00289260919081,0.0208390970015)
Iteration 423 (change = 0.0395844628399) (2.38135 seconds, I think I'll finish in 22.9006491667 minutes). Alpha: (0.00288158770785,0.0208362869608)
Iteration 424 (change = 0.0389056161262) (2.356424 seconds, I think I'll finish in 22.6216704 minutes). Alpha: (0.00287064841638,0.0208334784856)
Iteration 425 (change = 0.0382048842099) (2.400315 seconds, I think I'll finish in 23.00301875 minutes). Alpha: (0.00285995763415,0.0208306645224)
Iteration 426 (change = 0.0374843105703) (2.37518 seconds, I think I'll finish in 22.7225553333 minutes). Alpha: (0.00284950800141,0.0208278396886)
Iteration 427 (change = 0.0367531385) (2.369627 seconds, I think I'll finish in 22.62993785 minutes). Alpha: (0.00283929265601,0.0208250112298)
Iteration 428 (change = 0.0360312627589) (2.364915 seconds, I think I'll finish in 22.545523 minutes). Alpha: (0.00282930502253,0.0208221872466)
Iteration 429 (change = 0.0353201942858) (2.373301 seconds, I think I'll finish in 22.5859145167 minutes). Alpha: (0.00281953859661,0.0208193655428)
Iteration 430 (change = 0.0346335061968) (2.353825 seconds, I think I'll finish in 22.3613375 minutes). Alpha: (0.00280998714949,0.0208165462921)
Iteration 431 (change = 0.0339882248552) (2.359864 seconds, I think I'll finish in 22.3793769333 minutes). Alpha: (0.00280064477205,0.020813734828)
Iteration 432 (change = 0.0333734515682) (2.374201 seconds, I think I'll finish in 22.4757694667 minutes). Alpha: (0.00279150585431,0.0208109406207)
Iteration 433 (change = 0.0327839541442) (2.34742 seconds, I think I'll finish in 22.183119 minutes). Alpha: (0.00278256474188,0.0208081582547)
Iteration 434 (change = 0.0322287447847) (2.342576 seconds, I think I'll finish in 22.0983002667 minutes). Alpha: (0.00277381599066,0.0208053834826)
Iteration 435 (change = 0.0317250489255) (2.373388 seconds, I think I'll finish in 22.3494036667 minutes). Alpha: (0.00276525450635,0.0208026214124)
Iteration 436 (change = 0.0312662449863) (2.368157 seconds, I think I'll finish in 22.2606758 minutes). Alpha: (0.00275687532542,0.0207998736082)
Iteration 437 (change = 0.0308490867413) (2.367444 seconds, I think I'll finish in 22.2145162 minutes). Alpha: (0.00274867382078,0.0207971504835)
Iteration 438 (change = 0.0304681785657) (2.345028 seconds, I think I'll finish in 21.9650956 minutes). Alpha: (0.00274064530772,0.0207944480782)
Iteration 439 (change = 0.0301216358799) (2.395242 seconds, I think I'll finish in 22.3955127 minutes). Alpha: (0.00273278517552,0.0207917569726)
Iteration 440 (change = 0.0297976002386) (2.352239 seconds, I think I'll finish in 21.9542306667 minutes). Alpha: (0.00272508888825,0.0207890625897)
Iteration 441 (change = 0.0294840173014) (2.352378 seconds, I think I'll finish in 21.9163217 minutes). Alpha: (0.00271755235473,0.0207863664605)
Iteration 442 (change = 0.029179173784) (2.343933 seconds, I think I'll finish in 21.7985769 minutes). Alpha: (0.00271017157277,0.0207836618427)
Iteration 443 (change = 0.0288776613949) (2.356014 seconds, I think I'll finish in 21.8716633 minutes). Alpha: (0.0027029425169,0.020780922012)
Iteration 444 (change = 0.0286009982276) (2.340968 seconds, I think I'll finish in 21.6929701333 minutes). Alpha: (0.00269586141835,0.0207780990604)
Iteration 445 (change = 0.0283529141617) (2.338592 seconds, I think I'll finish in 21.631976 minutes). Alpha: (0.00268892452745,0.0207750116983)
Iteration 446 (change = 0.0281357390378) (2.364817 seconds, I think I'll finish in 21.8351436333 minutes). Alpha: (0.00268212817429,0.0207701660053)
Iteration 447 (change = 0.0279674993183) (2.375842 seconds, I think I'll finish in 21.8973437667 minutes). Alpha: (0.00267546883867,0.0207582428987)
Iteration 448 (change = 0.0278541791822) (2.373258 seconds, I think I'll finish in 21.8339736 minutes). Alpha: (0.00266894329427,0.0207475815482)
Iteration 449 (change = 0.0277958720171) (2.360536 seconds, I think I'll finish in 21.6775889333 minutes). Alpha: (0.00266254823873,0.0207380213403)
Iteration 450 (change = 0.0277990189668) (2.366813 seconds, I think I'll finish in 21.6957858333 minutes). Alpha: (0.00265628037219,0.0207294136835)
Iteration 451 (change = 0.0278832959774) (2.35257 seconds, I think I'll finish in 21.5260155 minutes). Alpha: (0.00265013658674,0.0207216350729)
Iteration 452 (change = 0.0280496511582) (2.357702 seconds, I think I'll finish in 21.5336782667 minutes). Alpha: (0.00264411390267,0.0207145802685)
Iteration 453 (change = 0.0283092283874) (2.375615 seconds, I think I'll finish in 21.6576900833 minutes). Alpha: (0.0026382094774,0.0207081607071)
Iteration 454 (change = 0.0286759084662) (2.364147 seconds, I think I'll finish in 21.5137377 minutes). Alpha: (0.00263242057589,0.0207023007827)
Iteration 455 (change = 0.0291524824307) (2.349121 seconds, I think I'll finish in 21.3378490833 minutes). Alpha: (0.00262674446738,0.0206969299781)
Iteration 456 (change = 0.0297527617629) (2.383068 seconds, I think I'll finish in 21.6064832 minutes). Alpha: (0.00262117851968,0.020691988101)
Iteration 457 (change = 0.0304945510551) (2.35855 seconds, I think I'll finish in 21.3448775 minutes). Alpha: (0.00261572014101,0.0206874205217)
Iteration 458 (change = 0.0314068097102) (2.3594 seconds, I think I'll finish in 21.3132466667 minutes). Alpha: (0.00261036682998,0.0206831806618)
Iteration 459 (change = 0.0324518831206) (2.363962 seconds, I think I'll finish in 21.3150573667 minutes). Alpha: (0.00260511603673,0.0206792204106)
Iteration 460 (change = 0.0336193842889) (2.339059 seconds, I think I'll finish in 21.051531 minutes). Alpha: (0.00259996540465,0.020675505486)
Iteration 461 (change = 0.0348706860808) (2.350351 seconds, I think I'll finish in 21.1139864833 minutes). Alpha: (0.00259491264191,0.0206720059223)
Iteration 462 (change = 0.0361498514722) (2.335071 seconds, I think I'll finish in 20.9378033 minutes). Alpha: (0.00258995544161,0.0206686905636)
Iteration 463 (change = 0.0373783053659) (2.34628 seconds, I think I'll finish in 20.999206 minutes). Alpha: (0.0025850916767,0.0206655396242)
Iteration 464 (change = 0.0384635623584) (2.337438 seconds, I think I'll finish in 20.8811128 minutes). Alpha: (0.00258031920151,0.0206625308869)
Iteration 465 (change = 0.0393111878948) (2.351208 seconds, I think I'll finish in 20.964938 minutes). Alpha: (0.00257563593615,0.0206596454001)
Iteration 466 (change = 0.0398188474435) (2.346858 seconds, I think I'll finish in 20.8870362 minutes). Alpha: (0.00257104000782,0.0206568763136)
Iteration 467 (change = 0.0399055441016) (2.354639 seconds, I think I'll finish in 20.9170431167 minutes). Alpha: (0.00256652943956,0.0206542076132)
Iteration 468 (change = 0.0395500976873) (2.347311 seconds, I think I'll finish in 20.8128242 minutes). Alpha: (0.00256210224627,0.0206516213136)
Iteration 469 (change = 0.0388201335771) (2.336792 seconds, I think I'll finish in 20.6806092 minutes). Alpha: (0.00255775654223,0.0206491046861)
Iteration 470 (change = 0.0378929481338) (2.333278 seconds, I think I'll finish in 20.6106223333 minutes). Alpha: (0.00255349052096,0.0206466484675)
Iteration 471 (change = 0.0369708973954) (2.353154 seconds, I think I'll finish in 20.7469744333 minutes). Alpha: (0.00254930249595,0.0206442492369)
Iteration 472 (change = 0.0362056617029) (2.341345 seconds, I think I'll finish in 20.603836 minutes). Alpha: (0.00254519088512,0.020641907896)
Iteration 473 (change = 0.0355958104882) (2.316063 seconds, I think I'll finish in 20.34275335 minutes). Alpha: (0.00254115411863,0.0206396232487)
Iteration 474 (change = 0.0351159542349) (2.339463 seconds, I think I'll finish in 20.5092923 minutes). Alpha: (0.00253719059326,0.0206373892769)
Iteration 475 (change = 0.0347033839981) (2.389117 seconds, I think I'll finish in 20.90477375 minutes). Alpha: (0.00253329849378,0.0206351838531)
Iteration 476 (change = 0.0342937358434) (2.416334 seconds, I think I'll finish in 21.1026502667 minutes). Alpha: (0.00252947645022,0.020633014112)
Iteration 477 (change = 0.0338284580656) (2.372374 seconds, I think I'll finish in 20.6791933667 minutes). Alpha: (0.00252572286273,0.0206308685722)
Iteration 478 (change = 0.0333192756199) (2.37053 seconds, I think I'll finish in 20.623611 minutes). Alpha: (0.00252203631181,0.0206287464898)
Iteration 479 (change = 0.0328132755896) (2.347969 seconds, I think I'll finish in 20.3881974833 minutes). Alpha: (0.00251841534003,0.0206266422303)
Iteration 480 (change = 0.0323567216319) (2.358007 seconds, I think I'll finish in 20.4360606667 minutes). Alpha: (0.00251485855982,0.0206245530742)
Iteration 481 (change = 0.0319897325546) (2.342347 seconds, I think I'll finish in 20.26130155 minutes). Alpha: (0.00251136465608,0.0206224791437)
Iteration 482 (change = 0.031725664855) (2.352904 seconds, I think I'll finish in 20.3134045333 minutes). Alpha: (0.00250793228294,0.0206204162052)
Iteration 483 (change = 0.0315557699974) (2.378899 seconds, I think I'll finish in 20.4981797167 minutes). Alpha: (0.00250456018503,0.0206183644181)
Iteration 484 (change = 0.031441799635) (2.376056 seconds, I think I'll finish in 20.4340816 minutes). Alpha: (0.0025012472245,0.0206163297734)
Iteration 485 (change = 0.0313305718709) (2.360256 seconds, I think I'll finish in 20.258864 minutes). Alpha: (0.00249799226831,0.0206143158729)
Iteration 486 (change = 0.031207184795) (2.321079 seconds, I think I'll finish in 19.8839101 minutes). Alpha: (0.00249479410596,0.0206123186233)
Iteration 487 (change = 0.0310724649622) (2.340757 seconds, I think I'll finish in 20.01347235 minutes). Alpha: (0.00249165160625,0.0206103377928)
Iteration 488 (change = 0.0309253071595) (2.363982 seconds, I think I'll finish in 20.1726464 minutes). Alpha: (0.00248856362284,0.0206083701822)
Iteration 489 (change = 0.030771693855) (2.374819 seconds, I think I'll finish in 20.2255418167 minutes). Alpha: (0.00248552917252,0.0206064222055)
Iteration 490 (change = 0.0306156377588) (2.414855 seconds, I think I'll finish in 20.5262675 minutes). Alpha: (0.00248254717437,0.0206044909869)
Iteration 491 (change = 0.0304731257852) (2.36957 seconds, I think I'll finish in 20.1018521667 minutes). Alpha: (0.00247961651179,0.0206025696402)
Iteration 492 (change = 0.0303660989337) (2.322634 seconds, I think I'll finish in 19.6649678667 minutes). Alpha: (0.00247673610252,0.0206006525226)
Iteration 493 (change = 0.0303180641169) (2.328505 seconds, I think I'll finish in 19.67586725 minutes). Alpha: (0.002473904944,0.0205987382248)
Iteration 494 (change = 0.030313712321) (2.326623 seconds, I think I'll finish in 19.6211873 minutes). Alpha: (0.00247112185332,0.0205968110437)
Iteration 495 (change = 0.0303566550592) (2.32806 seconds, I think I'll finish in 19.594505 minutes). Alpha: (0.00246838587533,0.0205948708002)
Iteration 496 (change = 0.030426002008) (2.327817 seconds, I think I'll finish in 19.5536628 minutes). Alpha: (0.00246569617129,0.0205929233342)
Iteration 497 (change = 0.0305024829067) (2.336451 seconds, I think I'll finish in 19.58724755 minutes). Alpha: (0.00246305190689,0.0205909718779)
Iteration 498 (change = 0.030568590423) (2.316798 seconds, I think I'll finish in 19.3838766 minutes). Alpha: (0.00246045223977,0.0205890161245)
Iteration 499 (change = 0.0306257447011) (2.338838 seconds, I think I'll finish in 19.5292973 minutes). Alpha: (0.00245789633109,0.0205870527769)
Iteration 500 (change = 0.030643059086) (2.354796 seconds, I think I'll finish in 19.6233 minutes). Alpha: (0.00245538331272,0.0205850721803)
Iteration 501 (change = 0.030615882181) (2.350453 seconds, I think I'll finish in 19.5479341167 minutes). Alpha: (0.00245291236976,0.0205830618135)
Iteration 502 (change = 0.030545167862) (2.337949 seconds, I think I'll finish in 19.4049767 minutes). Alpha: (0.00245048268818,0.020580994911)
Iteration 503 (change = 0.0304224544882) (2.327983 seconds, I think I'll finish in 19.2834591833 minutes). Alpha: (0.00244809351003,0.0205788072527)
Iteration 504 (change = 0.0302672946298) (2.325899 seconds, I think I'll finish in 19.2274317333 minutes). Alpha: (0.00244574393997,0.02057621519)
Iteration 505 (change = 0.0300899309922) (2.354058 seconds, I think I'll finish in 19.4209785 minutes). Alpha: (0.00244343324574,0.0205700132079)
Iteration 506 (change = 0.0298962895104) (2.350767 seconds, I think I'll finish in 19.3546483 minutes). Alpha: (0.00244116059631,0.0205591009481)
Iteration 507 (change = 0.0297046603702) (2.346923 seconds, I think I'll finish in 19.2838839833 minutes). Alpha: (0.00243892536558,0.0205493855921)
Iteration 508 (change = 0.0295339949351) (2.346471 seconds, I think I'll finish in 19.2410622 minutes). Alpha: (0.00243672683588,0.0205407122484)
Iteration 509 (change = 0.0293645899646) (2.318912 seconds, I think I'll finish in 18.9764298667 minutes). Alpha: (0.00243456423593,0.0205329413187)
Iteration 510 (change = 0.0292039658605) (2.302132 seconds, I think I'll finish in 18.8007446667 minutes). Alpha: (0.00243243691755,0.0205259589434)
Iteration 511 (change = 0.029059104016) (2.357916 seconds, I think I'll finish in 19.2170154 minutes). Alpha: (0.00243034416182,0.0205196600194)
Iteration 512 (change = 0.0289388912547) (2.352289 seconds, I think I'll finish in 19.1319505333 minutes). Alpha: (0.00242828539769,0.0205139625126)
Iteration 513 (change = 0.0288423676495) (2.361413 seconds, I think I'll finish in 19.1668021833 minutes). Alpha: (0.00242626004825,0.0205087937219)
Iteration 514 (change = 0.0287564865072) (2.359092 seconds, I think I'll finish in 19.1086452 minutes). Alpha: (0.00242426756438,0.020504091456)
Iteration 515 (change = 0.0286694639379) (2.380186 seconds, I think I'll finish in 19.2398368333 minutes). Alpha: (0.0024223072831,0.0204997925759)
Iteration 516 (change = 0.0285859126119) (2.35125 seconds, I think I'll finish in 18.96675 minutes). Alpha: (0.00242037855444,0.020495842008)
Iteration 517 (change = 0.0284865940828) (2.351699 seconds, I think I'll finish in 18.93117695 minutes). Alpha: (0.00241848068745,0.0204921878413)
Iteration 518 (change = 0.0283839829646) (2.345257 seconds, I think I'll finish in 18.8402312333 minutes). Alpha: (0.00241661310575,0.0204887920155)
Iteration 519 (change = 0.0283101072733) (2.337922 seconds, I think I'll finish in 18.7423413667 minutes). Alpha: (0.00241477511783,0.0204856121945)
Iteration 520 (change = 0.0283008179925) (2.331435 seconds, I think I'll finish in 18.65148 minutes). Alpha: (0.00241296617436,0.0204826206667)
Iteration 521 (change = 0.0283899434826) (2.324453 seconds, I think I'll finish in 18.5568831167 minutes). Alpha: (0.00241118577634,0.0204797961153)
Iteration 522 (change = 0.0285816855896) (2.334059 seconds, I think I'll finish in 18.5946700333 minutes). Alpha: (0.00240943334379,0.0204771133682)
Iteration 523 (change = 0.0288979447463) (2.327743 seconds, I think I'll finish in 18.50555685 minutes). Alpha: (0.00240770837261,0.0204745550939)
Iteration 524 (change = 0.029356981954) (2.350325 seconds, I think I'll finish in 18.6459116667 minutes). Alpha: (0.00240601043992,0.0204721112974)
Iteration 525 (change = 0.029971369459) (2.342883 seconds, I think I'll finish in 18.54782375 minutes). Alpha: (0.00240433915259,0.0204697747809)
Iteration 526 (change = 0.030726300705) (2.339297 seconds, I think I'll finish in 18.4804463 minutes). Alpha: (0.0024026940154,0.0204675312697)
Iteration 527 (change = 0.0315991515663) (2.339174 seconds, I think I'll finish in 18.4404883667 minutes). Alpha: (0.00240107461292,0.020465373364)
Iteration 528 (change = 0.0325623686638) (2.341741 seconds, I think I'll finish in 18.4216958667 minutes). Alpha: (0.0023994804818,0.020463290511)
Iteration 529 (change = 0.033591276496) (2.344053 seconds, I think I'll finish in 18.40081605 minutes). Alpha: (0.00239791123207,0.0204612781561)
Iteration 530 (change = 0.0346603206136) (2.349025 seconds, I think I'll finish in 18.4006958333 minutes). Alpha: (0.0023963663764,0.0204593246625)
Iteration 531 (change = 0.0357418419338) (2.327963 seconds, I think I'll finish in 18.1969107833 minutes). Alpha: (0.00239484553959,0.0204574273507)
Iteration 532 (change = 0.0367213684101) (2.318856 seconds, I think I'll finish in 18.0870768 minutes). Alpha: (0.00239334824726,0.020455576091)
Iteration 533 (change = 0.0373585438504) (2.316597 seconds, I think I'll finish in 18.03084665 minutes). Alpha: (0.00239187408956,0.0204537660782)
Iteration 534 (change = 0.0375241303997) (2.341381 seconds, I think I'll finish in 18.1847257667 minutes). Alpha: (0.00239042268569,0.0204519946658)
Iteration 535 (change = 0.0373281388565) (2.336009 seconds, I think I'll finish in 18.10406975 minutes). Alpha: (0.00238899369154,0.0204502616929)
Iteration 536 (change = 0.0369096523526) (2.343351 seconds, I think I'll finish in 18.1219144 minutes). Alpha: (0.0023875867653,0.0204485667025)
Iteration 537 (change = 0.0363945227158) (2.344928 seconds, I think I'll finish in 18.0950277333 minutes). Alpha: (0.00238620157455,0.0204469094796)
Iteration 538 (change = 0.0358451872865) (2.350176 seconds, I think I'll finish in 18.0963552 minutes). Alpha: (0.00238483771076,0.0204452837343)
Iteration 539 (change = 0.035284984766) (2.329311 seconds, I think I'll finish in 17.89687285 minutes). Alpha: (0.00238349477942,0.0204436843667)
Iteration 540 (change = 0.0347192951954) (2.363316 seconds, I think I'll finish in 18.118756 minutes). Alpha: (0.00238217234265,0.0204421031004)
Iteration 541 (change = 0.0341627673268) (2.390209 seconds, I think I'll finish in 18.28509885 minutes). Alpha: (0.00238086983017,0.0204405222591)
Iteration 542 (change = 0.033646748932) (2.352959 seconds, I think I'll finish in 17.9609203667 minutes). Alpha: (0.0023795868602,0.0204389394299)
Iteration 543 (change = 0.0332131803322) (2.358793 seconds, I think I'll finish in 17.9661400167 minutes). Alpha: (0.00237832316928,0.0204373606002)
Iteration 544 (change = 0.0328818378554) (2.335116 seconds, I think I'll finish in 17.7468816 minutes). Alpha: (0.00237707836491,0.0204357809813)
Iteration 545 (change = 0.0326341468906) (2.340273 seconds, I think I'll finish in 17.74707025 minutes). Alpha: (0.00237585212308,0.0204342007914)
Iteration 546 (change = 0.0324419220909) (2.328914 seconds, I think I'll finish in 17.6221159333 minutes). Alpha: (0.00237464417788,0.020432623931)
Iteration 547 (change = 0.0322431255147) (2.323467 seconds, I think I'll finish in 17.54217585 minutes). Alpha: (0.00237345426001,0.0204310530216)
Iteration 548 (change = 0.0319946303152) (2.326631 seconds, I think I'll finish in 17.5272868667 minutes). Alpha: (0.00237228202021,0.0204294838461)
Iteration 549 (change = 0.031715450131) (2.321111 seconds, I think I'll finish in 17.4470176833 minutes). Alpha: (0.00237112719148,0.020427918096)
Iteration 550 (change = 0.0314520774008) (2.344372 seconds, I think I'll finish in 17.58279 minutes). Alpha: (0.0023699895522,0.0204263599323)
Iteration 551 (change = 0.0312852203019) (2.319325 seconds, I think I'll finish in 17.3562820833 minutes). Alpha: (0.00236886882561,0.0204248081856)
Iteration 552 (change = 0.0313106787771) (2.322801 seconds, I think I'll finish in 17.3435808 minutes). Alpha: (0.00236776471383,0.0204232593563)
Iteration 553 (change = 0.0316693807477) (2.344024 seconds, I think I'll finish in 17.4629788 minutes). Alpha: (0.00236667684599,0.0204217038197)
Iteration 554 (change = 0.0325457851084) (2.329139 seconds, I think I'll finish in 17.3132665667 minutes). Alpha: (0.00236560502675,0.0204201446804)
Iteration 555 (change = 0.0337402673275) (2.319404 seconds, I think I'll finish in 17.2022463333 minutes). Alpha: (0.00236454898986,0.0204185774684)
Iteration 556 (change = 0.03458475865) (2.319662 seconds, I think I'll finish in 17.1654988 minutes). Alpha: (0.00236350848624,0.0204169965118)
Iteration 557 (change = 0.0348287731757) (2.35371 seconds, I think I'll finish in 17.3782255 minutes). Alpha: (0.00236248330862,0.0204153947475)
Iteration 558 (change = 0.0347454989063) (2.339297 seconds, I think I'll finish in 17.2328212333 minutes). Alpha: (0.00236147319791,0.0204137515441)
Iteration 559 (change = 0.0348814634922) (2.4096 seconds, I think I'll finish in 17.71056 minutes). Alpha: (0.00236047790562,0.020412022224)
Iteration 560 (change = 0.0355376532906) (2.366765 seconds, I think I'll finish in 17.3562766667 minutes). Alpha: (0.00235949724574,0.0204100667199)
Iteration 561 (change = 0.0368328627184) (2.363395 seconds, I think I'll finish in 17.2921734167 minutes). Alpha: (0.00235853092714,0.020406834459)
Iteration 562 (change = 0.0383607767317) (2.368562 seconds, I think I'll finish in 17.2905026 minutes). Alpha: (0.00235757849454,0.0203960539112)
Iteration 563 (change = 0.0388810948448) (2.335192 seconds, I think I'll finish in 17.0079817333 minutes). Alpha: (0.00235663966631,0.0203864397076)
Iteration 564 (change = 0.0373141701652) (2.351216 seconds, I think I'll finish in 17.0855029333 minutes). Alpha: (0.00235571424013,0.0203778818429)
Iteration 565 (change = 0.0346311614466) (2.353539 seconds, I think I'll finish in 17.06315775 minutes). Alpha: (0.00235480203959,0.0203702475615)
Iteration 566 (change = 0.0324456848541) (2.341275 seconds, I think I'll finish in 16.9352225 minutes). Alpha: (0.00235390281672,0.02036341579)
Iteration 567 (change = 0.0311835037525) (2.338276 seconds, I think I'll finish in 16.8745584667 minutes). Alpha: (0.00235301633511,0.02035728201)
Iteration 568 (change = 0.0304600358797) (2.328836 seconds, I think I'll finish in 16.7676192 minutes). Alpha: (0.00235214235039,0.0203517546535)
Iteration 569 (change = 0.0300709280381) (2.325209 seconds, I think I'll finish in 16.7027513167 minutes). Alpha: (0.00235128066219,0.0203467570028)
Iteration 570 (change = 0.0299114989607) (2.328324 seconds, I think I'll finish in 16.686322 minutes). Alpha: (0.00235043105036,0.0203422204455)
Iteration 571 (change = 0.0299127659288) (2.380901 seconds, I think I'll finish in 17.02344215 minutes). Alpha: (0.00234959333686,0.0203380880243)
Iteration 572 (change = 0.0300364593778) (2.534304 seconds, I think I'll finish in 18.0780352 minutes). Alpha: (0.00234876740169,0.0203343141797)
Iteration 573 (change = 0.0302719939385) (2.544359 seconds, I think I'll finish in 18.1073548833 minutes). Alpha: (0.00234795311734,0.0203308584464)
Iteration 574 (change = 0.0306422056703) (2.584085 seconds, I think I'll finish in 18.3470035 minutes). Alpha: (0.00234715037741,0.0203276869212)
Iteration 575 (change = 0.0311205594498) (2.552394 seconds, I think I'll finish in 18.0794575 minutes). Alpha: (0.00234635905498,0.0203247683238)
Iteration 576 (change = 0.0315341565131) (2.545419 seconds, I think I'll finish in 17.9876276 minutes). Alpha: (0.00234557890571,0.0203220663656)
Iteration 577 (change = 0.0316012274518) (2.432967 seconds, I think I'll finish in 17.15241735 minutes). Alpha: (0.0023448098414,0.0203195607651)
Iteration 578 (change = 0.0311325168672) (2.47439 seconds, I think I'll finish in 17.4032096667 minutes). Alpha: (0.00234405172004,0.0203172296715)
Iteration 579 (change = 0.0301972112836) (2.474268 seconds, I think I'll finish in 17.3611138 minutes). Alpha: (0.0023433043258,0.0203150482956)
Iteration 580 (change = 0.0290389761264) (2.390597 seconds, I think I'll finish in 16.734179 minutes). Alpha: (0.00234256748085,0.0203129975869)
Iteration 581 (change = 0.0278371218898) (2.407864 seconds, I think I'll finish in 16.8149169333 minutes). Alpha: (0.00234184090666,0.0203110531159)
Iteration 582 (change = 0.0266767522642) (2.356321 seconds, I think I'll finish in 16.4157029667 minutes). Alpha: (0.00234112433591,0.020309194024)
Iteration 583 (change = 0.0255600069838) (2.339445 seconds, I think I'll finish in 16.25914275 minutes). Alpha: (0.00234041766491,0.0203074140554)
Iteration 584 (change = 0.0244697054276) (2.339334 seconds, I think I'll finish in 16.2193824 minutes). Alpha: (0.00233972064583,0.0203056967352)
Iteration 585 (change = 0.0234351292231) (2.331237 seconds, I think I'll finish in 16.12438925 minutes). Alpha: (0.00233903298752,0.020304024069)
Iteration 586 (change = 0.0225183473491) (2.341265 seconds, I think I'll finish in 16.1547285 minutes). Alpha: (0.00233835462044,0.0203023966323)
Iteration 587 (change = 0.0217476055884) (2.345305 seconds, I think I'll finish in 16.1435160833 minutes). Alpha: (0.00233768543982,0.020300812142)
Iteration 588 (change = 0.0211334570857) (2.348682 seconds, I think I'll finish in 16.1276164 minutes). Alpha: (0.00233702537253,0.0202992708134)
Iteration 589 (change = 0.0206622342293) (2.360489 seconds, I think I'll finish in 16.16934965 minutes). Alpha: (0.0023363742968,0.0202977690293)
Iteration 590 (change = 0.0203067686989) (2.352553 seconds, I think I'll finish in 16.0757788333 minutes). Alpha: (0.00233573200956,0.0202962973046)
Iteration 591 (change = 0.0200423683656) (2.335801 seconds, I think I'll finish in 15.9223768167 minutes). Alpha: (0.00233509834606,0.0202948499451)
Iteration 592 (change = 0.0198476688813) (2.399621 seconds, I think I'll finish in 16.3174228 minutes). Alpha: (0.00233447305025,0.0202934148364)
Iteration 593 (change = 0.019713804113) (2.352117 seconds, I think I'll finish in 15.95519365 minutes). Alpha: (0.00233385600772,0.0202919917271)
Iteration 594 (change = 0.0196336432856) (2.354682 seconds, I think I'll finish in 15.9333482 minutes). Alpha: (0.00233324714915,0.0202905836074)
Iteration 595 (change = 0.0195910938701) (2.351767 seconds, I think I'll finish in 15.87442725 minutes). Alpha: (0.00233264637157,0.0202891903925)
Iteration 596 (change = 0.0195763008375) (2.35707 seconds, I think I'll finish in 15.870938 minutes). Alpha: (0.00233205352917,0.0202878085704)
Iteration 597 (change = 0.0195896976761) (2.329423 seconds, I think I'll finish in 15.6459578167 minutes). Alpha: (0.00233146853861,0.020286439547)
Iteration 598 (change = 0.0196229441329) (2.337997 seconds, I think I'll finish in 15.6645799 minutes). Alpha: (0.00233089131594,0.0202850843147)
Iteration 599 (change = 0.0196666242818) (2.349392 seconds, I think I'll finish in 15.7017698667 minutes). Alpha: (0.00233032175486,0.0202837418389)
Iteration 600 (change = 0.0197144410727) (2.36621 seconds, I think I'll finish in 15.7747333333 minutes). Alpha: (0.00232975974977,0.0202824110006)
Iteration 601 (change = 0.019766484318) (2.349329 seconds, I think I'll finish in 15.62303785 minutes). Alpha: (0.00232920525558,0.0202810951442)
Iteration 602 (change = 0.0198169412106) (2.370323 seconds, I think I'll finish in 15.7231425667 minutes). Alpha: (0.00232865818948,0.020279794105)
Iteration 603 (change = 0.0198591210661) (2.343255 seconds, I think I'll finish in 15.50453725 minutes). Alpha: (0.00232811837212,0.0202785000902)
Iteration 604 (change = 0.0198970200142) (2.34878 seconds, I think I'll finish in 15.501948 minutes). Alpha: (0.00232758568613,0.0202772104766)
Iteration 605 (change = 0.0199268381824) (2.351178 seconds, I think I'll finish in 15.4785885 minutes). Alpha: (0.00232705990661,0.0202759142779)
Iteration 606 (change = 0.0199455295794) (2.350593 seconds, I think I'll finish in 15.4355607 minutes). Alpha: (0.00232654094299,0.0202746112881)
Iteration 607 (change = 0.0199442603981) (2.35082 seconds, I think I'll finish in 15.397871 minutes). Alpha: (0.00232602873455,0.0202733027304)
Iteration 608 (change = 0.0199132614595) (2.348419 seconds, I think I'll finish in 15.3430041333 minutes). Alpha: (0.00232552308134,0.0202719779311)
Iteration 609 (change = 0.0198599231568) (2.352881 seconds, I think I'll finish in 15.3329411833 minutes). Alpha: (0.0023250239546,0.0202706386234)
Iteration 610 (change = 0.0197925463413) (2.347965 seconds, I think I'll finish in 15.2617725 minutes). Alpha: (0.00232453132523,0.020269283427)
Iteration 611 (change = 0.019711317494) (2.352149 seconds, I think I'll finish in 15.2497660167 minutes). Alpha: (0.00232404510693,0.020267901526)
Iteration 612 (change = 0.0196245619538) (2.350482 seconds, I think I'll finish in 15.1997836 minutes). Alpha: (0.00232356526076,0.0202664758108)
Iteration 613 (change = 0.0195352137965) (2.360209 seconds, I think I'll finish in 15.22334805 minutes). Alpha: (0.00232309169129,0.0202649567121)
Iteration 614 (change = 0.0194462020273) (2.364073 seconds, I think I'll finish in 15.2088696333 minutes). Alpha: (0.00232262428311,0.0202631734369)
Iteration 615 (change = 0.0193526875701) (2.35235 seconds, I think I'll finish in 15.0942458333 minutes). Alpha: (0.0023221629117,0.0202597098511)
Iteration 616 (change = 0.0192592472981) (2.354254 seconds, I think I'll finish in 15.0672256 minutes). Alpha: (0.00232170735773,0.0202492384479)
Iteration 617 (change = 0.0191690552353) (2.379379 seconds, I think I'll finish in 15.1883692833 minutes). Alpha: (0.00232125758447,0.0202399632033)
Iteration 618 (change = 0.0190738610755) (2.368407 seconds, I think I'll finish in 15.0788579 minutes). Alpha: (0.002320813537,0.0202317352842)
Iteration 619 (change = 0.0189680814513) (2.365543 seconds, I think I'll finish in 15.02119805 minutes). Alpha: (0.00232037517305,0.0202244226954)
Iteration 620 (change = 0.0188431460969) (2.341458 seconds, I think I'll finish in 14.829234 minutes). Alpha: (0.00231994232289,0.0202179004634)
Iteration 621 (change = 0.0186994567231) (2.334765 seconds, I think I'll finish in 14.74793225 minutes). Alpha: (0.00231951489853,0.0202120652983)
Iteration 622 (change = 0.0185301550209) (2.333552 seconds, I think I'll finish in 14.7013776 minutes). Alpha: (0.00231909275478,0.0202068221604)
Iteration 623 (change = 0.0183431500901) (2.342069 seconds, I think I'll finish in 14.7160002167 minutes). Alpha: (0.00231867585078,0.0202020950855)
Iteration 624 (change = 0.0181435334694) (2.349647 seconds, I think I'll finish in 14.7244545333 minutes). Alpha: (0.00231826412912,0.0201978152297)
Iteration 625 (change = 0.017930698989) (2.341988 seconds, I think I'll finish in 14.637425 minutes). Alpha: (0.00231785752147,0.0201939195416)
Iteration 626 (change = 0.0177088491695) (2.347775 seconds, I think I'll finish in 14.6344641667 minutes). Alpha: (0.00231745596539,0.0201903496615)
Iteration 627 (change = 0.0174879730427) (2.353338 seconds, I think I'll finish in 14.6299179 minutes). Alpha: (0.00231705939736,0.0201870471114)
Iteration 628 (change = 0.0172725825296) (2.352793 seconds, I think I'll finish in 14.5873166 minutes). Alpha: (0.00231666778522,0.0201839455019)
Iteration 629 (change = 0.0170637110831) (2.371226 seconds, I think I'll finish in 14.6620807667 minutes). Alpha: (0.00231628098951,0.0201809211484)
Iteration 630 (change = 0.0168617201691) (2.338208 seconds, I think I'll finish in 14.4189493333 minutes). Alpha: (0.00231589896345,0.0201775287694)
Iteration 631 (change = 0.0166669706465) (2.358007 seconds, I think I'll finish in 14.50174305 minutes). Alpha: (0.00231552152726,0.0201682019239)
Iteration 632 (change = 0.0164891081771) (2.356226 seconds, I think I'll finish in 14.4515194667 minutes). Alpha: (0.00231514866108,0.0201575940746)
Iteration 633 (change = 0.0163238659802) (2.363118 seconds, I think I'll finish in 14.4544051 minutes). Alpha: (0.00231478033278,0.0201482258882)
Iteration 634 (change = 0.0161664512672) (2.355332 seconds, I think I'll finish in 14.3675252 minutes). Alpha: (0.00231441643389,0.0201399360464)
Iteration 635 (change = 0.0160134899851) (2.356133 seconds, I think I'll finish in 14.3331424167 minutes). Alpha: (0.00231405690661,0.0201325878166)
Iteration 636 (change = 0.0158531982729) (2.352303 seconds, I think I'll finish in 14.2706382 minutes). Alpha: (0.0023137016149,0.0201260561376)
Iteration 637 (change = 0.0156877371305) (2.336881 seconds, I think I'll finish in 14.13813005 minutes). Alpha: (0.00231335051722,0.0201202390337)
Iteration 638 (change = 0.0155060123947) (2.346713 seconds, I think I'll finish in 14.1585017667 minutes). Alpha: (0.00231300350704,0.0201150426779)
Iteration 639 (change = 0.015301939772) (2.332294 seconds, I think I'll finish in 14.0326355667 minutes). Alpha: (0.00231266051335,0.020110387836)
Iteration 640 (change = 0.0150747316554) (2.368988 seconds, I think I'll finish in 14.213928 minutes). Alpha: (0.00231232149767,0.0201062077987)
Iteration 641 (change = 0.0148244472869) (2.379505 seconds, I think I'll finish in 14.2373715833 minutes). Alpha: (0.00231198643173,0.0201024451171)
Iteration 642 (change = 0.0145551793428) (2.352159 seconds, I think I'll finish in 14.0345487 minutes). Alpha: (0.00231165532242,0.0200990522992)
Iteration 643 (change = 0.0142696757009) (2.417418 seconds, I think I'll finish in 14.3836371 minutes). Alpha: (0.00231132812726,0.0200959841925)
Iteration 644 (change = 0.0139781401446) (2.357134 seconds, I think I'll finish in 13.9856617333 minutes). Alpha: (0.00231100472204,0.0200931951729)
Iteration 645 (change = 0.0136854440102) (2.356693 seconds, I think I'll finish in 13.9437669167 minutes). Alpha: (0.00231068498005,0.0200906450817)
Iteration 646 (change = 0.0133953202126) (2.344442 seconds, I think I'll finish in 13.8322078 minutes). Alpha: (0.00231036883084,0.0200883029658)
Iteration 647 (change = 0.0131202622952) (2.365117 seconds, I think I'll finish in 13.9147716833 minutes). Alpha: (0.00231005628772,0.0200861480497)
Iteration 648 (change = 0.0128608430732) (2.351961 seconds, I think I'll finish in 13.7981712 minutes). Alpha: (0.00230974726851,0.0200841550035)
Iteration 649 (change = 0.0126281021813) (2.35379 seconds, I think I'll finish in 13.7696715 minutes). Alpha: (0.00230944176081,0.0200823068889)
Iteration 650 (change = 0.0124202690373) (2.349098 seconds, I think I'll finish in 13.7030716667 minutes). Alpha: (0.00230913965971,0.0200805819208)
Iteration 651 (change = 0.0122485254181) (2.32811 seconds, I think I'll finish in 13.5418398333 minutes). Alpha: (0.0023088409294,0.0200789661816)
Iteration 652 (change = 0.0121148014204) (2.32645 seconds, I think I'll finish in 13.49341 minutes). Alpha: (0.00230854554664,0.0200774484371)
Iteration 653 (change = 0.0120088354737) (2.348328 seconds, I think I'll finish in 13.5811636 minutes). Alpha: (0.00230825346426,0.0200760170534)
Iteration 654 (change = 0.0119274953058) (2.340489 seconds, I think I'll finish in 13.4968199 minutes). Alpha: (0.00230796464025,0.0200746622193)
Iteration 655 (change = 0.0118708706646) (2.358608 seconds, I think I'll finish in 13.561996 minutes). Alpha: (0.00230767909483,0.0200733800408)
Iteration 656 (change = 0.0118404961815) (2.348657 seconds, I think I'll finish in 13.4656334667 minutes). Alpha: (0.00230739680979,0.0200721642593)
Iteration 657 (change = 0.0118394350606) (2.340382 seconds, I think I'll finish in 13.3791837667 minutes). Alpha: (0.00230711771265,0.020071005309)
Iteration 658 (change = 0.011875625937) (2.364412 seconds, I think I'll finish in 13.4771484 minutes). Alpha: (0.00230684174664,0.020069895962)
Iteration 659 (change = 0.0119486727422) (2.333246 seconds, I think I'll finish in 13.2606147667 minutes). Alpha: (0.00230656876095,0.0200688227551)
Iteration 660 (change = 0.012070164612) (2.337652 seconds, I think I'll finish in 13.2466946667 minutes). Alpha: (0.00230629871689,0.0200677822729)
Iteration 661 (change = 0.0122161829531) (2.33209 seconds, I think I'll finish in 13.1763085 minutes). Alpha: (0.00230603157887,0.0200667717647)
Iteration 662 (change = 0.0123649818855) (2.34839 seconds, I think I'll finish in 13.2292636667 minutes). Alpha: (0.00230576733923,0.0200657909511)
Iteration 663 (change = 0.0125060846997) (2.333401 seconds, I think I'll finish in 13.1059356167 minutes). Alpha: (0.0023055059952,0.0200648400013)
Iteration 664 (change = 0.0126417905307) (2.33514 seconds, I think I'll finish in 13.076784 minutes). Alpha: (0.00230524755118,0.0200639196614)
Iteration 665 (change = 0.0127839857374) (2.348483 seconds, I think I'll finish in 13.1123634167 minutes). Alpha: (0.00230499196708,0.0200630272906)
Iteration 666 (change = 0.0129522327597) (2.35241 seconds, I think I'll finish in 13.0950823333 minutes). Alpha: (0.00230473924007,0.0200621634394)
Iteration 667 (change = 0.0131594520948) (2.360704 seconds, I think I'll finish in 13.1019072 minutes). Alpha: (0.00230448936257,0.0200613283318)
Iteration 668 (change = 0.0134081635459) (2.346567 seconds, I think I'll finish in 12.9843374 minutes). Alpha: (0.00230424231503,0.020060521381)
Iteration 669 (change = 0.0136565368593) (2.360396 seconds, I think I'll finish in 13.0215179333 minutes). Alpha: (0.00230399797316,0.0200597342742)
Iteration 670 (change = 0.0138286593982) (2.384146 seconds, I think I'll finish in 13.112803 minutes). Alpha: (0.00230375619856,0.0200589587239)
Iteration 671 (change = 0.0138480471627) (2.359734 seconds, I think I'll finish in 12.9392081 minutes). Alpha: (0.00230351685707,0.0200581878935)
Iteration 672 (change = 0.0137137683581) (2.368335 seconds, I think I'll finish in 12.946898 minutes). Alpha: (0.00230327994088,0.0200574255412)
Iteration 673 (change = 0.0134737443148) (2.357649 seconds, I think I'll finish in 12.84918705 minutes). Alpha: (0.00230304527035,0.0200566623411)
Iteration 674 (change = 0.0132233551737) (2.351092 seconds, I think I'll finish in 12.7742665333 minutes). Alpha: (0.0023028127601,0.0200558976632)
Iteration 675 (change = 0.0130601330232) (2.332936 seconds, I think I'll finish in 12.6367366667 minutes). Alpha: (0.00230258231271,0.0200551308135)
Iteration 676 (change = 0.012985847041) (2.346278 seconds, I think I'll finish in 12.6699012 minutes). Alpha: (0.00230235377028,0.0200543578206)
Iteration 677 (change = 0.0129614796618) (2.370458 seconds, I think I'll finish in 12.7609655667 minutes). Alpha: (0.00230212703211,0.0200535815585)
Iteration 678 (change = 0.012975185632) (2.347081 seconds, I think I'll finish in 12.5960013667 minutes). Alpha: (0.0023019019651,0.0200528058754)
Iteration 679 (change = 0.0130307934178) (2.360179 seconds, I think I'll finish in 12.62695765 minutes). Alpha: (0.00230167818823,0.0200520230835)
Iteration 680 (change = 0.0131221472509) (2.334504 seconds, I think I'll finish in 12.450688 minutes). Alpha: (0.00230145513757,0.0200512316297)
Iteration 681 (change = 0.0132505126906) (2.351227 seconds, I think I'll finish in 12.5006902167 minutes). Alpha: (0.00230123141883,0.0200504345346)
Iteration 682 (change = 0.0134055783269) (2.33292 seconds, I think I'll finish in 12.364476 minutes). Alpha: (0.00230099900274,0.0200496321497)
Iteration 683 (change = 0.0135738009762) (2.343286 seconds, I think I'll finish in 12.3803610333 minutes). Alpha: (0.00230021722718,0.020048826646)
Iteration 684 (change = 0.0137523960952) (2.33896 seconds, I think I'll finish in 12.3185226667 minutes). Alpha: (0.00229893413777,0.0200480180678)
Iteration 685 (change = 0.0139375364637) (2.341965 seconds, I think I'll finish in 12.29531625 minutes). Alpha: (0.00229767091748,0.0200472065974)
Iteration 686 (change = 0.0141215491532) (2.34336 seconds, I think I'll finish in 12.263584 minutes). Alpha: (0.00229642724597,0.0200463947278)
Iteration 687 (change = 0.0143024728144) (2.36257 seconds, I think I'll finish in 12.3247401667 minutes). Alpha: (0.00229520275375,0.0200455804283)
Iteration 688 (change = 0.0144746869088) (2.360821 seconds, I think I'll finish in 12.2762692 minutes). Alpha: (0.00229399718486,0.0200447700503)
Iteration 689 (change = 0.0146261940647) (2.369663 seconds, I think I'll finish in 12.2827532167 minutes). Alpha: (0.00229281027222,0.0200439679246)
Iteration 690 (change = 0.0147438611461) (2.357728 seconds, I think I'll finish in 12.1815946667 minutes). Alpha: (0.00229164173391,0.0200431763118)
Iteration 691 (change = 0.0148162925227) (2.348605 seconds, I think I'll finish in 12.09531575 minutes). Alpha: (0.00229049124649,0.0200423936035)
Iteration 692 (change = 0.0148370252387) (2.366792 seconds, I think I'll finish in 12.1495322667 minutes). Alpha: (0.00228935847125,0.0200416167481)
Iteration 693 (change = 0.0148386914479) (2.34886 seconds, I think I'll finish in 12.0183336667 minutes). Alpha: (0.00228824310803,0.0200408455382)
Iteration 694 (change = 0.0148365332437) (2.401576 seconds, I think I'll finish in 12.2480376 minutes). Alpha: (0.00228714483135,0.0200400774016)
Iteration 695 (change = 0.0148248753472) (2.352076 seconds, I think I'll finish in 11.9563863333 minutes). Alpha: (0.00228606335865,0.0200393129027)
Iteration 696 (change = 0.0147962485074) (2.342881 seconds, I think I'll finish in 11.8705970667 minutes). Alpha: (0.00228499844332,0.0200385548758)
Iteration 697 (change = 0.014761175392) (2.342767 seconds, I think I'll finish in 11.83097335 minutes). Alpha: (0.00228394986038,0.020037807089)
Iteration 698 (change = 0.0147164643273) (2.344058 seconds, I think I'll finish in 11.7984252667 minutes). Alpha: (0.00228291735636,0.0200370703079)
Iteration 699 (change = 0.0146637486321) (2.34395 seconds, I think I'll finish in 11.7588158333 minutes). Alpha: (0.0022819006721,0.0200363443944)
Iteration 700 (change = 0.0146010184617) (2.337914 seconds, I think I'll finish in 11.68957 minutes). Alpha: (0.00228089953573,0.0200356278759)
Iteration 701 (change = 0.0145014092921) (2.334259 seconds, I think I'll finish in 11.6323906833 minutes). Alpha: (0.00227991367329,0.0200349189184)
Iteration 702 (change = 0.014352451202) (2.339953 seconds, I think I'll finish in 11.6217665667 minutes). Alpha: (0.00227894288353,0.0200342211444)
Iteration 703 (change = 0.0141423507249) (2.351396 seconds, I think I'll finish in 11.6394102 minutes). Alpha: (0.00227798695374,0.0200335365469)
Iteration 704 (change = 0.0138583300121) (2.342578 seconds, I think I'll finish in 11.5567181333 minutes). Alpha: (0.00227704566182,0.0200328658344)
Iteration 705 (change = 0.0135052745039) (2.343411 seconds, I think I'll finish in 11.52177075 minutes). Alpha: (0.00227611874108,0.0200322058522)
Iteration 706 (change = 0.0130988820671) (2.341205 seconds, I think I'll finish in 11.4719045 minutes). Alpha: (0.0022752059509,0.0200315554814)
Iteration 707 (change = 0.0126693920557) (2.336996 seconds, I think I'll finish in 11.4123304667 minutes). Alpha: (0.00227430707476,0.020030915256)
Iteration 708 (change = 0.0122351782455) (2.504965 seconds, I think I'll finish in 12.1908296667 minutes). Alpha: (0.00227342184978,0.0200302817289)
Iteration 709 (change = 0.01181540824) (2.52933 seconds, I think I'll finish in 12.2672505 minutes). Alpha: (0.00227254999853,0.0200296503798)
Iteration 710 (change = 0.0114195746123) (2.492866 seconds, I think I'll finish in 12.0488523333 minutes). Alpha: (0.00227169131525,0.0200290224334)
Iteration 711 (change = 0.0110599217157) (2.511768 seconds, I think I'll finish in 12.0983492 minutes). Alpha: (0.00227084553421,0.0200283939992)
Iteration 712 (change = 0.0107335920981) (2.372276 seconds, I think I'll finish in 11.3869248 minutes). Alpha: (0.00227001243406,0.0200277647554)
Iteration 713 (change = 0.010442621705) (2.344383 seconds, I think I'll finish in 11.21396535 minutes). Alpha: (0.00226919185581,0.0200271389583)
Iteration 714 (change = 0.0101835526491) (2.324666 seconds, I think I'll finish in 11.0809079333 minutes). Alpha: (0.0022683836287,0.0200265191842)
Iteration 715 (change = 0.0099516567518) (2.321831 seconds, I think I'll finish in 11.02869725 minutes). Alpha: (0.00226758754604,0.0200259046404)
Iteration 716 (change = 0.00974449139676) (2.328212 seconds, I think I'll finish in 11.0202034667 minutes). Alpha: (0.00226680340437,0.0200252945948)
Iteration 717 (change = 0.00956004935335) (2.319709 seconds, I think I'll finish in 10.9412941167 minutes). Alpha: (0.00226603102361,0.020024689946)
Iteration 718 (change = 0.00939775760671) (2.321373 seconds, I think I'll finish in 10.9104531 minutes). Alpha: (0.00226527019796,0.0200240892149)
Iteration 719 (change = 0.00925655463323) (2.325139 seconds, I think I'll finish in 10.8894009833 minutes). Alpha: (0.0022645207542,0.020023493366)
Iteration 720 (change = 0.0091369576024) (2.320006 seconds, I think I'll finish in 10.8266946667 minutes). Alpha: (0.00226378254706,0.0200229051832)
Iteration 721 (change = 0.00903607605296) (2.336603 seconds, I think I'll finish in 10.86520395 minutes). Alpha: (0.00226305542629,0.0200223265027)
Iteration 722 (change = 0.00895353365983) (2.327024 seconds, I think I'll finish in 10.7818778667 minutes). Alpha: (0.0022623392419,0.0200217587375)
Iteration 723 (change = 0.00888784162727) (2.32471 seconds, I think I'll finish in 10.7324111667 minutes). Alpha: (0.00226163384307,0.020021202846)
Iteration 724 (change = 0.00883731745276) (2.329778 seconds, I think I'll finish in 10.7169788 minutes). Alpha: (0.0022609390463,0.0200206568891)
Iteration 725 (change = 0.00880477514904) (2.34216 seconds, I think I'll finish in 10.7349 minutes). Alpha: (0.00226025470134,0.0200201215268)
Iteration 726 (change = 0.00879410225825) (2.345105 seconds, I think I'll finish in 10.7093128333 minutes). Alpha: (0.0022595806654,0.0200195977052)
Iteration 727 (change = 0.00880389725707) (2.321413 seconds, I think I'll finish in 10.56242915 minutes). Alpha: (0.00225891678595,0.0200190852867)
Iteration 728 (change = 0.00883274662275) (2.323705 seconds, I think I'll finish in 10.5341293333 minutes). Alpha: (0.00225826288391,0.0200185818502)
Iteration 729 (change = 0.008878715983) (2.338541 seconds, I think I'll finish in 10.5624101833 minutes). Alpha: (0.00225761874194,0.0200180820224)
Iteration 730 (change = 0.00893823150674) (2.347022 seconds, I think I'll finish in 10.561599 minutes). Alpha: (0.00225698407828,0.0200175757333)
Iteration 731 (change = 0.00902467349347) (2.33472 seconds, I think I'll finish in 10.467328 minutes). Alpha: (0.00225635876806,0.0200170661302)
Iteration 732 (change = 0.00913934738036) (2.342405 seconds, I think I'll finish in 10.4627423333 minutes). Alpha: (0.0022557426994,0.0200165568063)
Iteration 733 (change = 0.00927967743953) (2.331125 seconds, I think I'll finish in 10.37350625 minutes). Alpha: (0.00225513575419,0.0200160502599)
Iteration 734 (change = 0.00944426727013) (2.30672 seconds, I think I'll finish in 10.2264586667 minutes). Alpha: (0.00225453781155,0.0200155482842)
Iteration 735 (change = 0.00962971383205) (2.322836 seconds, I think I'll finish in 10.2591923333 minutes). Alpha: (0.00225394869768,0.0200150481012)
Iteration 736 (change = 0.00984533362582) (2.338613 seconds, I think I'll finish in 10.2898972 minutes). Alpha: (0.0022533682313,0.020014546446)
Iteration 737 (change = 0.0101105295415) (2.332073 seconds, I think I'll finish in 10.2222533167 minutes). Alpha: (0.00225279629732,0.020014045433)
Iteration 738 (change = 0.010414760536) (2.344923 seconds, I think I'll finish in 10.2394971 minutes). Alpha: (0.00225223279141,0.0200135475988)
Iteration 739 (change = 0.0107309145968) (2.322255 seconds, I think I'll finish in 10.10180925 minutes). Alpha: (0.00225167760403,0.020013054585)
Iteration 740 (change = 0.0110023120269) (2.340672 seconds, I think I'll finish in 10.142912 minutes). Alpha: (0.00225113059613,0.0200125653303)
Iteration 741 (change = 0.0111482642165) (2.31896 seconds, I think I'll finish in 10.0101773333 minutes). Alpha: (0.00225059166309,0.0200120814203)
Iteration 742 (change = 0.011126308727) (2.324869 seconds, I think I'll finish in 9.9969367 minutes). Alpha: (0.00225006063567,0.0200115989717)
Iteration 743 (change = 0.0110024192035) (2.334322 seconds, I think I'll finish in 9.99867923333 minutes). Alpha: (0.00224953735464,0.0200111151382)
Iteration 744 (change = 0.010898441441) (2.338541 seconds, I think I'll finish in 9.97777493333 minutes). Alpha: (0.00224902169294,0.0200106297422)
Iteration 745 (change = 0.0109023745409) (2.390137 seconds, I think I'll finish in 10.15808225 minutes). Alpha: (0.00224851354156,0.0200101438579)
Iteration 746 (change = 0.0110185009728) (2.349968 seconds, I think I'll finish in 9.94819786667 minutes). Alpha: (0.00224801275328,0.0200096552202)
Iteration 747 (change = 0.0112439076492) (2.328876 seconds, I think I'll finish in 9.8200938 minutes). Alpha: (0.00224751918442,0.0200091618927)
Iteration 748 (change = 0.0116106917163) (2.320235 seconds, I think I'll finish in 9.744987 minutes). Alpha: (0.00224703274265,0.0200086660206)
Iteration 749 (change = 0.0121440437868) (2.325816 seconds, I think I'll finish in 9.7296636 minutes). Alpha: (0.00224655321733,0.0200081599269)
Iteration 750 (change = 0.0128891350479) (2.325442 seconds, I think I'll finish in 9.68934166667 minutes). Alpha: (0.00224608051697,0.0200076460228)
Iteration 751 (change = 0.0137710762896) (2.32461 seconds, I think I'll finish in 9.6471315 minutes). Alpha: (0.00224561454273,0.0200071256503)
Iteration 752 (change = 0.0144189083885) (2.322609 seconds, I think I'll finish in 9.6001172 minutes). Alpha: (0.00224515521424,0.0200066012426)
Iteration 753 (change = 0.0142621721137) (2.340358 seconds, I think I'll finish in 9.63447376667 minutes). Alpha: (0.00224470241524,0.0200060718785)
Iteration 754 (change = 0.0132340579922) (2.320913 seconds, I think I'll finish in 9.5157433 minutes). Alpha: (0.00224425602834,0.0200055363837)
Iteration 755 (change = 0.0119597554207) (2.324302 seconds, I think I'll finish in 9.49089983333 minutes). Alpha: (0.00224381594762,0.0200049943337)
Iteration 756 (change = 0.011039037511) (2.327709 seconds, I think I'll finish in 9.4660166 minutes). Alpha: (0.00224338211501,0.020004448827)
Iteration 757 (change = 0.0104930448589) (2.324818 seconds, I think I'll finish in 9.4155129 minutes). Alpha: (0.00224295446205,0.020003901446)
Iteration 758 (change = 0.0102195803689) (2.340869 seconds, I think I'll finish in 9.44150496667 minutes). Alpha: (0.00224253290723,0.0200033521761)
Iteration 759 (change = 0.0101498703363) (2.331609 seconds, I think I'll finish in 9.36529615 minutes). Alpha: (0.00224211731858,0.0200027965338)
Iteration 760 (change = 0.0102290753753) (2.340348 seconds, I think I'll finish in 9.361392 minutes). Alpha: (0.00224170762399,0.0200022347219)
Iteration 761 (change = 0.0102750342724) (2.306808 seconds, I think I'll finish in 9.1887852 minutes). Alpha: (0.00224130373459,0.02000166483)
Iteration 762 (change = 0.00997422303017) (2.30837 seconds, I think I'll finish in 9.15653433333 minutes). Alpha: (0.00224090551223,0.0200010801823)
Iteration 763 (change = 0.00937600114038) (2.317127 seconds, I think I'll finish in 9.15265165 minutes). Alpha: (0.00224051283232,0.0200004743599)
Iteration 764 (change = 0.00885914683844) (2.322121 seconds, I think I'll finish in 9.13367593333 minutes). Alpha: (0.0022401256491,0.0199998454171)
Iteration 765 (change = 0.00856308721558) (2.335028 seconds, I think I'll finish in 9.14552633333 minutes). Alpha: (0.00223974385242,0.019999181999)
Iteration 766 (change = 0.00838270319139) (2.336333 seconds, I think I'll finish in 9.1116987 minutes). Alpha: (0.00223936734969,0.0199984661446)
Iteration 767 (change = 0.00824993673455) (2.336058 seconds, I think I'll finish in 9.0716919 minutes). Alpha: (0.00223899609236,0.0199976615456)
Iteration 768 (change = 0.0081369777285) (2.330358 seconds, I think I'll finish in 9.0107176 minutes). Alpha: (0.00223863001425,0.0199966445956)
Iteration 769 (change = 0.0080329685898) (2.342105 seconds, I think I'll finish in 9.01710425 minutes). Alpha: (0.00223826900946,0.0199945660592)
Iteration 770 (change = 0.00792954429655) (2.323142 seconds, I think I'll finish in 8.90537766667 minutes). Alpha: (0.00223791290586,0.0199848874012)
Iteration 771 (change = 0.00782268788661) (2.338226 seconds, I think I'll finish in 8.92422923333 minutes). Alpha: (0.00223756166289,0.0199762655282)
Iteration 772 (change = 0.00770676732248) (2.317442 seconds, I think I'll finish in 8.8062796 minutes). Alpha: (0.0022372151361,0.0199686746254)
Iteration 773 (change = 0.00758839121956) (2.323594 seconds, I think I'll finish in 8.79093063333 minutes). Alpha: (0.00223687327913,0.0199619856143)
Iteration 774 (change = 0.00746869843898) (2.316638 seconds, I think I'll finish in 8.72600313333 minutes). Alpha: (0.00223653601783,0.0199560837281)
Iteration 775 (change = 0.00734963409793) (2.334853 seconds, I think I'll finish in 8.75569875 minutes). Alpha: (0.00223620332537,0.0199508725774)
Iteration 776 (change = 0.00723082049026) (2.324349 seconds, I think I'll finish in 8.6775696 minutes). Alpha: (0.00223587516486,0.0199462672766)
Iteration 777 (change = 0.00711130563315) (2.330348 seconds, I think I'll finish in 8.66112673333 minutes). Alpha: (0.00223555149577,0.0199421934433)
Iteration 778 (change = 0.00699033462209) (2.323484 seconds, I think I'll finish in 8.5968908 minutes). Alpha: (0.00223523225049,0.0199385839808)
Iteration 779 (change = 0.0068723778151) (2.320733 seconds, I think I'll finish in 8.54803321667 minutes). Alpha: (0.00223491738325,0.0199353819846)
Iteration 780 (change = 0.00675104525029) (2.328669 seconds, I think I'll finish in 8.538453 minutes). Alpha: (0.0022346067785,0.0199325321861)
Iteration 781 (change = 0.00663331622538) (2.336138 seconds, I think I'll finish in 8.5269037 minutes). Alpha: (0.00223430041211,0.0199299934574)
Iteration 782 (change = 0.00651897891553) (2.346372 seconds, I think I'll finish in 8.5251516 minutes). Alpha: (0.00223399824475,0.0199277286545)
Iteration 783 (change = 0.00640589715987) (2.33748 seconds, I think I'll finish in 8.453886 minutes). Alpha: (0.00223370022303,0.019925704178)
Iteration 784 (change = 0.00629351568397) (2.327438 seconds, I think I'll finish in 8.3787768 minutes). Alpha: (0.00223340628231,0.0199238897243)
Iteration 785 (change = 0.00618072957615) (2.336997 seconds, I think I'll finish in 8.37423925 minutes). Alpha: (0.0022331163783,0.0199222603643)
Iteration 786 (change = 0.0060666326079) (2.330648 seconds, I think I'll finish in 8.31264453333 minutes). Alpha: (0.0022328303888,0.0199207880673)
Iteration 787 (change = 0.00595725566692) (2.328306 seconds, I think I'll finish in 8.2654863 minutes). Alpha: (0.00223254826346,0.0199194539081)
Iteration 788 (change = 0.00584869512173) (2.323661 seconds, I think I'll finish in 8.21026886667 minutes). Alpha: (0.00223226995658,0.0199182416449)
Iteration 789 (change = 0.00573906997483) (2.326166 seconds, I think I'll finish in 8.18035043333 minutes). Alpha: (0.00223199533069,0.0199171296999)
Iteration 790 (change = 0.00563617347666) (2.326405 seconds, I think I'll finish in 8.1424175 minutes). Alpha: (0.00223172434983,0.0199161071585)
Iteration 791 (change = 0.00553734669051) (2.318375 seconds, I think I'll finish in 8.07567291667 minutes). Alpha: (0.00223145698808,0.0199151652505)
Iteration 792 (change = 0.00544154935534) (2.343051 seconds, I think I'll finish in 8.1225768 minutes). Alpha: (0.00223119317845,0.0199142930123)
Iteration 793 (change = 0.00535013829037) (2.33205 seconds, I think I'll finish in 8.0455725 minutes). Alpha: (0.00223093289705,0.0199134842131)
Iteration 794 (change = 0.00526253869968) (2.338494 seconds, I think I'll finish in 8.0288294 minutes). Alpha: (0.00223067611387,0.0199127328891)
Iteration 795 (change = 0.00517805333875) (2.334029 seconds, I think I'll finish in 7.97459908333 minutes). Alpha: (0.00223042279464,0.0199120334516)
Iteration 796 (change = 0.00509509265311) (2.357806 seconds, I think I'll finish in 8.0165404 minutes). Alpha: (0.00223017288088,0.019911379044)
Iteration 797 (change = 0.00501101020725) (2.372305 seconds, I think I'll finish in 8.02629858333 minutes). Alpha: (0.00222992628462,0.01991076125)
Iteration 798 (change = 0.00492597751493) (2.348585 seconds, I think I'll finish in 7.90690283333 minutes). Alpha: (0.00222968286546,0.0199101684225)
Iteration 799 (change = 0.00484750278444) (2.335704 seconds, I think I'll finish in 7.8246084 minutes). Alpha: (0.00222944258166,0.0199095980661)
Iteration 800 (change = 0.00477462021317) (2.339756 seconds, I think I'll finish in 7.79918666667 minutes). Alpha: (0.002229205367,0.019909045997)
Iteration 801 (change = 0.0047057850884) (2.349891 seconds, I think I'll finish in 7.79380515 minutes). Alpha: (0.0022289711828,0.0199085106692)
Iteration 802 (change = 0.00464050148235) (2.33801 seconds, I think I'll finish in 7.715433 minutes). Alpha: (0.00222874001563,0.0199079926951)
Iteration 803 (change = 0.0045746460615) (2.33185 seconds, I think I'll finish in 7.65624083333 minutes). Alpha: (0.00222851183136,0.0199074909384)
Iteration 804 (change = 0.0045096204623) (2.335843 seconds, I think I'll finish in 7.63042046667 minutes). Alpha: (0.00222828656997,0.019907002298)
Iteration 805 (change = 0.00445065966713) (2.350238 seconds, I think I'll finish in 7.6382735 minutes). Alpha: (0.00222806413382,0.0199065209831)
Iteration 806 (change = 0.0043957441996) (2.345327 seconds, I think I'll finish in 7.58322396667 minutes). Alpha: (0.00222784451745,0.0199060491647)
Iteration 807 (change = 0.00434384054333) (2.338941 seconds, I think I'll finish in 7.52359355 minutes). Alpha: (0.00222762770931,0.0199055882476)
Iteration 808 (change = 0.0042938477432) (2.334233 seconds, I think I'll finish in 7.4695456 minutes). Alpha: (0.00222741369413,0.0199051391433)
Iteration 809 (change = 0.00424456390742) (2.341556 seconds, I think I'll finish in 7.45395326667 minutes). Alpha: (0.00222720245182,0.0199047022438)
Iteration 810 (change = 0.0041939040967) (2.340581 seconds, I think I'll finish in 7.41183983333 minutes). Alpha: (0.00222699392441,0.019904274842)
Iteration 811 (change = 0.00414860845886) (2.335902 seconds, I think I'll finish in 7.3580913 minutes). Alpha: (0.00222678810267,0.0199038583839)
Iteration 812 (change = 0.00410734574682) (2.347571 seconds, I think I'll finish in 7.35572246667 minutes). Alpha: (0.00222658496836,0.0199034534052)
Iteration 813 (change = 0.00406736199559) (2.332082 seconds, I think I'll finish in 7.26832223333 minutes). Alpha: (0.00222638449773,0.019903059906)
Iteration 814 (change = 0.0040273603826) (2.338374 seconds, I think I'll finish in 7.2489594 minutes). Alpha: (0.00222618662377,0.0199026744001)
Iteration 815 (change = 0.00398988713407) (2.33278 seconds, I think I'll finish in 7.19273833333 minutes). Alpha: (0.0022259913219,0.0199022971428)
Iteration 816 (change = 0.00395589252385) (2.358217 seconds, I think I'll finish in 7.23186546667 minutes). Alpha: (0.00222579857528,0.0199019289415)
Iteration 817 (change = 0.0039241759144) (2.347422 seconds, I think I'll finish in 7.1596371 minutes). Alpha: (0.00222560836227,0.0199015700965)
Iteration 818 (change = 0.0038943398524) (2.33569 seconds, I think I'll finish in 7.08492633333 minutes). Alpha: (0.00222542064209,0.01990121931)
Iteration 819 (change = 0.00386622882946) (2.330647 seconds, I think I'll finish in 7.03078511667 minutes). Alpha: (0.00222523535403,0.0199008738041)
Iteration 820 (change = 0.00384059600458) (2.339621 seconds, I think I'll finish in 7.018863 minutes). Alpha: (0.00222505241298,0.0199005291189)
Iteration 821 (change = 0.00381914103098) (2.341458 seconds, I think I'll finish in 6.9853497 minutes). Alpha: (0.00222487177949,0.0199001849006)
Iteration 822 (change = 0.00380268880219) (2.357329 seconds, I think I'll finish in 6.99340936667 minutes). Alpha: (0.00222469342988,0.0198998420467)
Iteration 823 (change = 0.00379161288844) (2.342634 seconds, I think I'll finish in 6.9107703 minutes). Alpha: (0.0022245173292,0.0198995004118)
Iteration 824 (change = 0.00378623800208) (2.343623 seconds, I think I'll finish in 6.87462746667 minutes). Alpha: (0.00222434346814,0.0198991618722)
Iteration 825 (change = 0.00378347629526) (2.340216 seconds, I think I'll finish in 6.82563 minutes). Alpha: (0.00222417182422,0.0198988270015)
Iteration 826 (change = 0.00377800333476) (2.339281 seconds, I think I'll finish in 6.7839149 minutes). Alpha: (0.00222400231082,0.0198984911377)
Iteration 827 (change = 0.00376966171215) (2.335343 seconds, I think I'll finish in 6.73357231667 minutes). Alpha: (0.00222383489251,0.0198981541915)
Iteration 828 (change = 0.00375731380223) (2.331953 seconds, I think I'll finish in 6.68493193333 minutes). Alpha: (0.00222366956506,0.0198978185314)
Iteration 829 (change = 0.00373957264539) (2.340839 seconds, I think I'll finish in 6.67139115 minutes). Alpha: (0.00222350631297,0.0198974853132)
Iteration 830 (change = 0.00372124057841) (2.332213 seconds, I think I'll finish in 6.60793683333 minutes). Alpha: (0.00222334506323,0.0198971509194)
Iteration 831 (change = 0.00371623428599) (2.349311 seconds, I think I'll finish in 6.61722598333 minutes). Alpha: (0.00222318581588,0.0198968179345)
Iteration 832 (change = 0.00371891033647) (2.328996 seconds, I think I'll finish in 6.5211888 minutes). Alpha: (0.00222302855865,0.0198964876291)
Iteration 833 (change = 0.00372160968352) (2.340226 seconds, I think I'll finish in 6.51362903333 minutes). Alpha: (0.00222287325282,0.0198961589773)
Iteration 834 (change = 0.00371929669862) (2.334784 seconds, I think I'll finish in 6.45956906667 minutes). Alpha: (0.00222271987479,0.0198958322416)
Iteration 835 (change = 0.00370705936549) (2.339288 seconds, I think I'll finish in 6.433042 minutes). Alpha: (0.00222256840108,0.019895507632)
Iteration 836 (change = 0.00368240559179) (2.322809 seconds, I think I'll finish in 6.34901126667 minutes). Alpha: (0.00222241879861,0.0198951845287)
Iteration 837 (change = 0.00363961696708) (2.345713 seconds, I think I'll finish in 6.37252031667 minutes). Alpha: (0.00222227106109,0.0198948644965)
Iteration 838 (change = 0.00357978311601) (2.340835 seconds, I think I'll finish in 6.3202545 minutes). Alpha: (0.00222212517496,0.0198945483118)
Iteration 839 (change = 0.00350628564422) (2.336335 seconds, I think I'll finish in 6.26916558333 minutes). Alpha: (0.00222198109913,0.0198942344325)
Iteration 840 (change = 0.00342863749173) (2.326964 seconds, I think I'll finish in 6.20523733333 minutes). Alpha: (0.00222183882319,0.0198939239141)
Iteration 841 (change = 0.00335106940299) (2.334055 seconds, I think I'll finish in 6.18524575 minutes). Alpha: (0.00222169828898,0.0198936138379)
Iteration 842 (change = 0.00327819291037) (2.340882 seconds, I think I'll finish in 6.1643226 minutes). Alpha: (0.00222155947175,0.0198933042517)
Iteration 843 (change = 0.0032119129202) (2.338298 seconds, I think I'll finish in 6.11854643333 minutes). Alpha: (0.00222142234497,0.0198929950232)
Iteration 844 (change = 0.00314698082494) (2.338688 seconds, I think I'll finish in 6.0805888 minutes). Alpha: (0.00222128678426,0.0198926781524)
Iteration 845 (change = 0.00309224723492) (2.352191 seconds, I think I'll finish in 6.07649341667 minutes). Alpha: (0.00222115276021,0.0198923541006)
Iteration 846 (change = 0.00304762790545) (2.335008 seconds, I think I'll finish in 5.9931872 minutes). Alpha: (0.00222102024091,0.0198920230286)
Iteration 847 (change = 0.00301509714558) (2.349397 seconds, I think I'll finish in 5.99096235 minutes). Alpha: (0.00222088921287,0.0198916865071)
Iteration 848 (change = 0.00298917389444) (2.389939 seconds, I think I'll finish in 6.05451213333 minutes). Alpha: (0.00222075959416,0.0198913403975)
Iteration 849 (change = 0.00297004618369) (2.344907 seconds, I think I'll finish in 5.90134928333 minutes). Alpha: (0.00222063136855,0.0198909862411)
Iteration 850 (change = 0.00295470923075) (2.342798 seconds, I think I'll finish in 5.856995 minutes). Alpha: (0.00222050450249,0.0198906239675)
Iteration 851 (change = 0.0029431413904) (2.348514 seconds, I think I'll finish in 5.8321431 minutes). Alpha: (0.00222037899088,0.0198902557454)
Iteration 852 (change = 0.00293599360939) (2.354481 seconds, I think I'll finish in 5.8077198 minutes). Alpha: (0.00222025484168,0.0198898845059)
Iteration 853 (change = 0.00293193404325) (2.347102 seconds, I think I'll finish in 5.7503999 minutes). Alpha: (0.00222013205749,0.0198895123786)
Iteration 854 (change = 0.00292997498802) (2.342196 seconds, I think I'll finish in 5.6993436 minutes). Alpha: (0.0022200106342,0.0198891406772)
Iteration 855 (change = 0.00292799807014) (2.332158 seconds, I think I'll finish in 5.6360485 minutes). Alpha: (0.00221989051851,0.0198887665767)
Iteration 856 (change = 0.00292534999809) (2.335142 seconds, I think I'll finish in 5.6043408 minutes). Alpha: (0.00221977165082,0.0198883870136)
Iteration 857 (change = 0.00292793200901) (2.346832 seconds, I think I'll finish in 5.59328293333 minutes). Alpha: (0.00221965404974,0.0198880055146)
Iteration 858 (change = 0.00293302490713) (2.326751 seconds, I think I'll finish in 5.50664403333 minutes). Alpha: (0.00221953771272,0.0198876234816)
Iteration 859 (change = 0.00294103307954) (2.35724 seconds, I think I'll finish in 5.539514 minutes). Alpha: (0.002219422609,0.0198872398587)
Iteration 860 (change = 0.00295437055688) (2.341241 seconds, I think I'll finish in 5.46289566667 minutes). Alpha: (0.00221930874992,0.0198868570444)
Iteration 861 (change = 0.00297102305379) (2.340966 seconds, I think I'll finish in 5.4232379 minutes). Alpha: (0.00221919613901,0.0198864765012)
Iteration 862 (change = 0.00299080505382) (2.32916 seconds, I think I'll finish in 5.357068 minutes). Alpha: (0.0022190847783,0.0198860993689)
Iteration 863 (change = 0.00301324874351) (2.35582 seconds, I think I'll finish in 5.37912233333 minutes). Alpha: (0.00221897466643,0.0198857263465)
Iteration 864 (change = 0.00303737080188) (2.343731 seconds, I think I'll finish in 5.31245693333 minutes). Alpha: (0.00221886577542,0.0198853558808)
Iteration 865 (change = 0.00306633422594) (2.335607 seconds, I think I'll finish in 5.25511575 minutes). Alpha: (0.00221875811023,0.0198849891875)
Iteration 866 (change = 0.00309820435791) (2.330284 seconds, I think I'll finish in 5.20430093333 minutes). Alpha: (0.00221865166881,0.0198846267322)
Iteration 867 (change = 0.00312934019807) (2.331942 seconds, I think I'll finish in 5.1691381 minutes). Alpha: (0.00221854642545,0.0198842669756)
Iteration 868 (change = 0.00316264964136) (2.334234 seconds, I think I'll finish in 5.1353148 minutes). Alpha: (0.0022184423796,0.019883910509)
Iteration 869 (change = 0.00319351065205) (2.339924 seconds, I think I'll finish in 5.10883406667 minutes). Alpha: (0.00221833948285,0.0198835539457)
Iteration 870 (change = 0.00322584433165) (2.325445 seconds, I think I'll finish in 5.03846416667 minutes). Alpha: (0.00221823773395,0.0198831979785)
Iteration 871 (change = 0.00326699027332) (2.33788 seconds, I think I'll finish in 5.026442 minutes). Alpha: (0.00221813713504,0.0198828434011)
Iteration 872 (change = 0.0033100899177) (2.348669 seconds, I think I'll finish in 5.01049386667 minutes). Alpha: (0.00221803768528,0.0198824905643)
Iteration 873 (change = 0.00335205325501) (2.352531 seconds, I think I'll finish in 4.97952395 minutes). Alpha: (0.0022179393825,0.0198821395438)
Iteration 874 (change = 0.00339108786392) (2.350401 seconds, I think I'll finish in 4.9358421 minutes). Alpha: (0.00221784222211,0.0198817900512)
Iteration 875 (change = 0.00342430105328) (2.34833 seconds, I think I'll finish in 4.89235416667 minutes). Alpha: (0.00221774617165,0.0198814393934)
Iteration 876 (change = 0.00344973714704) (2.338199 seconds, I think I'll finish in 4.83227793333 minutes). Alpha: (0.00221765120466,0.0198810854034)
Iteration 877 (change = 0.00346655099529) (2.353669 seconds, I think I'll finish in 4.82502145 minutes). Alpha: (0.00221755728318,0.0198807249009)
Iteration 878 (change = 0.00347346431566) (2.354288 seconds, I think I'll finish in 4.78705226667 minutes). Alpha: (0.00221746441385,0.0198803581938)
Iteration 879 (change = 0.00346994851729) (2.344144 seconds, I think I'll finish in 4.72735706667 minutes). Alpha: (0.00221737259721,0.0198799844478)
Iteration 880 (change = 0.00345548377692) (2.345334 seconds, I think I'll finish in 4.690668 minutes). Alpha: (0.00221728183179,0.0198796018729)
Iteration 881 (change = 0.00342997925318) (2.337873 seconds, I think I'll finish in 4.63678145 minutes). Alpha: (0.00221719210906,0.0198792069638)
Iteration 882 (change = 0.00339485761481) (2.327452 seconds, I think I'll finish in 4.57732226667 minutes). Alpha: (0.00221710338298,0.0198787913982)
Iteration 883 (change = 0.00335731172648) (2.344928 seconds, I think I'll finish in 4.5726096 minutes). Alpha: (0.00221701566075,0.0198783481432)
Iteration 884 (change = 0.00331812305904) (2.334324 seconds, I think I'll finish in 4.5130264 minutes). Alpha: (0.00221692891478,0.0198778602037)
Iteration 885 (change = 0.00328039083712) (2.344207 seconds, I think I'll finish in 4.49306341667 minutes). Alpha: (0.00221684314862,0.0198772952538)
Iteration 886 (change = 0.00324620118056) (2.336349 seconds, I think I'll finish in 4.4390631 minutes). Alpha: (0.00221675835968,0.0198765551368)
Iteration 887 (change = 0.00321571617845) (2.336259 seconds, I think I'll finish in 4.39995445 minutes). Alpha: (0.00221667453899,0.019875075098)
Iteration 888 (change = 0.00318769516335) (2.339057 seconds, I think I'll finish in 4.36623973333 minutes). Alpha: (0.00221659161207,0.0198663003038)
Iteration 889 (change = 0.00316526776308) (2.335054 seconds, I think I'll finish in 4.3198499 minutes). Alpha: (0.00221650959065,0.0198578111355)
Iteration 890 (change = 0.00315044156728) (2.337779 seconds, I think I'll finish in 4.28592816667 minutes). Alpha: (0.00221642848095,0.0198503712443)
Iteration 891 (change = 0.00314159276372) (2.34663 seconds, I think I'll finish in 4.2630445 minutes). Alpha: (0.00221634828577,0.0198438487568)
Iteration 892 (change = 0.00313709485458) (2.365367 seconds, I think I'll finish in 4.2576606 minutes). Alpha: (0.00221626900537,0.0198381284909)
Iteration 893 (change = 0.00313358967212) (2.332388 seconds, I think I'll finish in 4.15942526667 minutes). Alpha: (0.00221619061453,0.0198331079482)
Iteration 894 (change = 0.00313146772954) (2.345041 seconds, I think I'll finish in 4.14290576667 minutes). Alpha: (0.00221611309953,0.0198286985927)
Iteration 895 (change = 0.0031332213224) (2.361239 seconds, I think I'll finish in 4.13216825 minutes). Alpha: (0.00221603643114,0.0198248219048)
Iteration 896 (change = 0.00314033241908) (2.342547 seconds, I think I'll finish in 4.0604148 minutes). Alpha: (0.00221596058624,0.0198214097945)
Iteration 897 (change = 0.00315204391355) (2.341807 seconds, I think I'll finish in 4.02010201667 minutes). Alpha: (0.00221588556037,0.0198184042796)
Iteration 898 (change = 0.00316624763319) (2.354802 seconds, I think I'll finish in 4.0031634 minutes). Alpha: (0.00221581127636,0.0198157489111)
Iteration 899 (change = 0.00318297679782) (2.387436 seconds, I think I'll finish in 4.0188506 minutes). Alpha: (0.00221573771642,0.019813399038)
Iteration 900 (change = 0.00320348583074) (2.338528 seconds, I think I'll finish in 3.89754666667 minutes). Alpha: (0.00221566486332,0.0198113156787)
Iteration 901 (change = 0.00322683799559) (2.335916 seconds, I think I'll finish in 3.8542614 minutes). Alpha: (0.00221559272996,0.0198094671738)
Iteration 902 (change = 0.00325111085461) (2.333284 seconds, I think I'll finish in 3.81103053333 minutes). Alpha: (0.0022155213051,0.0198078239481)
Iteration 903 (change = 0.00327869845824) (2.343835 seconds, I think I'll finish in 3.78919991667 minutes). Alpha: (0.00221545059171,0.0198063612859)
Iteration 904 (change = 0.00331025832471) (2.33059 seconds, I think I'll finish in 3.728944 minutes). Alpha: (0.00221538059587,0.0198050578441)
Iteration 905 (change = 0.00334464238729) (2.334585 seconds, I think I'll finish in 3.69642625 minutes). Alpha: (0.00221531132157,0.0198038948122)
Iteration 906 (change = 0.00338164756917) (2.331282 seconds, I think I'll finish in 3.6523418 minutes). Alpha: (0.0022152427718,0.0198028556787)
Iteration 907 (change = 0.00342128566556) (2.335225 seconds, I think I'll finish in 3.61959875 minutes). Alpha: (0.00221517494863,0.0198019259452)
Iteration 908 (change = 0.00346358325619) (2.328874 seconds, I think I'll finish in 3.57094013333 minutes). Alpha: (0.00221510785331,0.019801092876)
Iteration 909 (change = 0.00350853553962) (2.326763 seconds, I think I'll finish in 3.52892388333 minutes). Alpha: (0.00221504148624,0.019800345279)
Iteration 910 (change = 0.00355629129095) (2.335145 seconds, I think I'll finish in 3.5027175 minutes). Alpha: (0.00221497584711,0.0197996733132)
Iteration 911 (change = 0.00360689173008) (2.328965 seconds, I think I'll finish in 3.45463141667 minutes). Alpha: (0.00221491093486,0.019799068318)
Iteration 912 (change = 0.00366031417711) (2.337771 seconds, I think I'll finish in 3.4287308 minutes). Alpha: (0.00221484674747,0.0197985226475)
Iteration 913 (change = 0.00371611079762) (2.338153 seconds, I think I'll finish in 3.39032185 minutes). Alpha: (0.0022147832756,0.0197980290255)
Iteration 914 (change = 0.00377433213505) (2.331513 seconds, I think I'll finish in 3.3418353 minutes). Alpha: (0.00221472049747,0.0197975800845)
Iteration 915 (change = 0.00383605523177) (2.343489 seconds, I think I'll finish in 3.31994275 minutes). Alpha: (0.00221465841425,0.019797171201)
Iteration 916 (change = 0.00390066205015) (2.347013 seconds, I think I'll finish in 3.2858182 minutes). Alpha: (0.0022145970228,0.0197967979903)
Iteration 917 (change = 0.00396636216126) (2.328413 seconds, I think I'll finish in 3.22097131667 minutes). Alpha: (0.00221453631639,0.0197964563331)
Iteration 918 (change = 0.00403193397919) (2.328037 seconds, I think I'll finish in 3.18165056667 minutes). Alpha: (0.00221447626087,0.0197961404332)
Iteration 919 (change = 0.00410140152635) (2.335758 seconds, I think I'll finish in 3.1532733 minutes). Alpha: (0.00221441681799,0.0197958448541)
Iteration 920 (change = 0.00417355425887) (2.332509 seconds, I think I'll finish in 3.110012 minutes). Alpha: (0.00221435799406,0.0197955683595)
Iteration 921 (change = 0.00424667017831) (2.336474 seconds, I think I'll finish in 3.07635743333 minutes). Alpha: (0.00221429977617,0.0197953083422)
Iteration 922 (change = 0.00431954375762) (2.352377 seconds, I think I'll finish in 3.0580901 minutes). Alpha: (0.00221424213276,0.0197950610182)
Iteration 923 (change = 0.00439339315156) (2.336937 seconds, I think I'll finish in 2.99906915 minutes). Alpha: (0.00221418507064,0.0197948261098)
Iteration 924 (change = 0.00446740017182) (2.32605 seconds, I think I'll finish in 2.94633 minutes). Alpha: (0.00221412858961,0.0197946028217)
Iteration 925 (change = 0.0045403000547) (2.335066 seconds, I think I'll finish in 2.9188325 minutes). Alpha: (0.00221407268523,0.019794390125)
Iteration 926 (change = 0.00461142579239) (2.331642 seconds, I think I'll finish in 2.8756918 minutes). Alpha: (0.00221401730764,0.0197941834901)
Iteration 927 (change = 0.00468025528002) (2.339061 seconds, I think I'll finish in 2.84585755 minutes). Alpha: (0.00221396242797,0.019793980572)
Iteration 928 (change = 0.00474756382094) (2.336093 seconds, I think I'll finish in 2.8033116 minutes). Alpha: (0.0022139080568,0.0197937824387)
Iteration 929 (change = 0.0048130121697) (2.338519 seconds, I think I'll finish in 2.76724748333 minutes). Alpha: (0.00221385418042,0.0197935881009)
Iteration 930 (change = 0.00487712058577) (2.324128 seconds, I think I'll finish in 2.71148266667 minutes). Alpha: (0.00221380079307,0.0197933973155)
Iteration 931 (change = 0.00494115703518) (2.33965 seconds, I think I'll finish in 2.6905975 minutes). Alpha: (0.00221374789984,0.0197932107307)
Iteration 932 (change = 0.00500480143435) (2.335964 seconds, I think I'll finish in 2.64742586667 minutes). Alpha: (0.00221369550284,0.0197930286897)
Iteration 933 (change = 0.00506837637683) (2.340663 seconds, I think I'll finish in 2.61374035 minutes). Alpha: (0.0022136436031,0.0197928514103)
Iteration 934 (change = 0.00513151124673) (2.343577 seconds, I think I'll finish in 2.5779347 minutes). Alpha: (0.0022135921984,0.0197926788306)
Iteration 935 (change = 0.00519127901859) (2.33325 seconds, I think I'll finish in 2.5276875 minutes). Alpha: (0.0022135412296,0.0197925063508)
Iteration 936 (change = 0.00525083828831) (2.333837 seconds, I think I'll finish in 2.48942613333 minutes). Alpha: (0.00221349068147,0.019792333391)
Iteration 937 (change = 0.00531605996974) (2.346575 seconds, I think I'll finish in 2.46390375 minutes). Alpha: (0.00221344056426,0.0197921614679)
Iteration 938 (change = 0.00538425286428) (2.34437 seconds, I think I'll finish in 2.42251566667 minutes). Alpha: (0.00221339088193,0.0197919914228)
Iteration 939 (change = 0.00545391518094) (2.326273 seconds, I think I'll finish in 2.36504421667 minutes). Alpha: (0.00221334163708,0.0197918238923)
Iteration 940 (change = 0.00552369993241) (2.329049 seconds, I think I'll finish in 2.329049 minutes). Alpha: (0.00221329282598,0.0197916589391)
Iteration 941 (change = 0.00559263527309) (2.332509 seconds, I think I'll finish in 2.29363385 minutes). Alpha: (0.00221324436148,0.0197914899496)
Iteration 942 (change = 0.00566285448094) (2.321578 seconds, I think I'll finish in 2.24419206667 minutes). Alpha: (0.00221319626352,0.0197913196003)
Iteration 943 (change = 0.00573466104262) (2.326954 seconds, I think I'll finish in 2.2106063 minutes). Alpha: (0.00221314852913,0.0197911484304)
Iteration 944 (change = 0.00580775930979) (2.325998 seconds, I think I'll finish in 2.17093146667 minutes). Alpha: (0.00221310114042,0.0197909757227)
Iteration 945 (change = 0.00588413829959) (2.329079 seconds, I think I'll finish in 2.13498908333 minutes). Alpha: (0.00221305410642,0.0197908029854)
Iteration 946 (change = 0.0059579855987) (2.335545 seconds, I think I'll finish in 2.1019905 minutes). Alpha: (0.0022130074306,0.0197906311146)
Iteration 947 (change = 0.0060230351119) (2.323587 seconds, I think I'll finish in 2.05250185 minutes). Alpha: (0.00221296109352,0.0197904590706)
Iteration 948 (change = 0.0060806686793) (2.330939 seconds, I think I'll finish in 2.02014713333 minutes). Alpha: (0.00221291509859,0.0197902877584)
Iteration 949 (change = 0.00612723665642) (2.34026 seconds, I think I'll finish in 1.989221 minutes). Alpha: (0.00221286944945,0.0197901179975)
Iteration 950 (change = 0.00615595123321) (2.369364 seconds, I think I'll finish in 1.97447 minutes). Alpha: (0.00221282414725,0.0197899503217)
Iteration 951 (change = 0.00616215043791) (2.359623 seconds, I think I'll finish in 1.92702545 minutes). Alpha: (0.0022127791713,0.0197897834627)
Iteration 952 (change = 0.00614450780264) (2.340368 seconds, I think I'll finish in 1.8722944 minutes). Alpha: (0.00221273450015,0.0197896162395)
Iteration 953 (change = 0.00610565881145) (2.326537 seconds, I think I'll finish in 1.82245398333 minutes). Alpha: (0.00221269011091,0.0197894474879)
Iteration 954 (change = 0.00604797148991) (2.327642 seconds, I think I'll finish in 1.78452553333 minutes). Alpha: (0.00221264597129,0.0197892754267)
Iteration 955 (change = 0.00597624300273) (2.328589 seconds, I think I'll finish in 1.74644175 minutes). Alpha: (0.00221260209505,0.019789102155)
Iteration 956 (change = 0.00589722750788) (2.333959 seconds, I think I'll finish in 1.71156993333 minutes). Alpha: (0.0022125584877,0.0197889288814)
Iteration 957 (change = 0.00581730092214) (2.33261 seconds, I think I'll finish in 1.67170383333 minutes). Alpha: (0.00221251515373,0.0197887566089)
Iteration 958 (change = 0.00574271881633) (2.32275 seconds, I think I'll finish in 1.625925 minutes). Alpha: (0.00221247209666,0.0197885861587)
Iteration 959 (change = 0.00567868918945) (2.33699 seconds, I think I'll finish in 1.59694316667 minutes). Alpha: (0.00221242931889,0.0197884181768)
Iteration 960 (change = 0.00563016592935) (2.332707 seconds, I think I'll finish in 1.555138 minutes). Alpha: (0.00221238682105,0.0197882530792)
Iteration 961 (change = 0.00559713686866) (2.347035 seconds, I think I'll finish in 1.52557275 minutes). Alpha: (0.00221234459051,0.0197880900569)
Iteration 962 (change = 0.00557699671883) (2.32974 seconds, I think I'll finish in 1.475502 minutes). Alpha: (0.00221230258509,0.0197879259343)
Iteration 963 (change = 0.00557419573196) (2.335977 seconds, I think I'll finish in 1.44051915 minutes). Alpha: (0.00221226076955,0.0197877586982)
Iteration 964 (change = 0.00559377899618) (2.328192 seconds, I think I'll finish in 1.3969152 minutes). Alpha: (0.00221221915825,0.0197875905725)
Iteration 965 (change = 0.00563081672338) (2.330986 seconds, I think I'll finish in 1.35974183333 minutes). Alpha: (0.00221217775546,0.0197874227667)
Iteration 966 (change = 0.00568290800129) (2.326331 seconds, I think I'll finish in 1.31825423333 minutes). Alpha: (0.0022121365639,0.0197872562751)
Iteration 967 (change = 0.00574714907127) (2.328978 seconds, I think I'll finish in 1.2809379 minutes). Alpha: (0.00221209558458,0.0197870919075)
Iteration 968 (change = 0.00582164076321) (2.325287 seconds, I think I'll finish in 1.24015306667 minutes). Alpha: (0.00221205481681,0.0197869303163)
Iteration 969 (change = 0.00590346912808) (2.330388 seconds, I think I'll finish in 1.2040338 minutes). Alpha: (0.00221201425802,0.0197867720186)
Iteration 970 (change = 0.00598984822868) (2.331328 seconds, I think I'll finish in 1.165664 minutes). Alpha: (0.00221197390355,0.0197866174154)
Iteration 971 (change = 0.00607766419756) (2.340716 seconds, I think I'll finish in 1.13134606667 minutes). Alpha: (0.00221193374637,0.0197864668062)
Iteration 972 (change = 0.00616287653186) (2.332239 seconds, I think I'll finish in 1.0883782 minutes). Alpha: (0.00221189377657,0.0197863203965)
Iteration 973 (change = 0.00624107261679) (2.328616 seconds, I think I'll finish in 1.0478772 minutes). Alpha: (0.00221185398037,0.0197861782703)
Iteration 974 (change = 0.00630702483731) (2.326951 seconds, I think I'll finish in 1.00834543333 minutes). Alpha: (0.00221181432958,0.0197860396328)
Iteration 975 (change = 0.00635475636514) (2.344372 seconds, I think I'll finish in 0.976821666667 minutes). Alpha: (0.00221177477043,0.0197859021023)
Iteration 976 (change = 0.00638143667491) (2.337602 seconds, I think I'll finish in 0.9350408 minutes). Alpha: (0.00221173528277,0.0197857667635)
Iteration 977 (change = 0.00638320430137) (2.327261 seconds, I think I'll finish in 0.892116716667 minutes). Alpha: (0.00221169583019,0.0197856340156)
Iteration 978 (change = 0.00635767192649) (2.327183 seconds, I think I'll finish in 0.853300433333 minutes). Alpha: (0.00221165635887,0.0197855039277)
Iteration 979 (change = 0.00630506715619) (2.325991 seconds, I think I'll finish in 0.81409685 minutes). Alpha: (0.00221161675939,0.0197853738866)
Iteration 980 (change = 0.00622875701923) (2.328396 seconds, I think I'll finish in 0.776132 minutes). Alpha: (0.00221157692836,0.0197852451215)
Iteration 981 (change = 0.00613282831667) (2.331679 seconds, I think I'll finish in 0.738365016667 minutes). Alpha: (0.00221153668066,0.0197851181502)
Iteration 982 (change = 0.00602316825677) (2.327307 seconds, I think I'll finish in 0.6981921 minutes). Alpha: (0.00221149565804,0.0197849933759)
Iteration 983 (change = 0.0059076300767) (2.329352 seconds, I think I'll finish in 0.659983066667 minutes). Alpha: (0.00221145296933,0.0197848710852)
Iteration 984 (change = 0.00579402386937) (2.313878 seconds, I think I'll finish in 0.617034133333 minutes). Alpha: (0.0022114048004,0.0197847513396)
Iteration 985 (change = 0.00568739563435) (2.328951 seconds, I think I'll finish in 0.58223775 minutes). Alpha: (0.00221126259651,0.0197846310754)
Iteration 986 (change = 0.00560507752279) (2.32399 seconds, I think I'll finish in 0.542264333333 minutes). Alpha: (0.00221018785513,0.0197845096372)
Iteration 987 (change = 0.00555988902388) (2.336049 seconds, I think I'll finish in 0.50614395 minutes). Alpha: (0.00220913002641,0.0197843883073)
Iteration 988 (change = 0.0055481247749) (2.336532 seconds, I think I'll finish in 0.4673064 minutes). Alpha: (0.00220808883426,0.0197842678027)
Iteration 989 (change = 0.00556740398105) (2.323318 seconds, I think I'll finish in 0.425941633333 minutes). Alpha: (0.00220706400706,0.019784148704)
Iteration 990 (change = 0.00560648755665) (2.31902 seconds, I think I'll finish in 0.386503333333 minutes). Alpha: (0.00220605527763,0.0197840314744)
Iteration 991 (change = 0.00564643181089) (2.350347 seconds, I think I'll finish in 0.35255205 minutes). Alpha: (0.00220506238311,0.0197839164749)
Iteration 992 (change = 0.0056635535197) (2.344904 seconds, I think I'll finish in 0.312653866667 minutes). Alpha: (0.00220408506489,0.0197838039752)
Iteration 993 (change = 0.00563955585322) (2.355077 seconds, I think I'll finish in 0.274758983333 minutes). Alpha: (0.00220312306833,0.0197836941539)
Iteration 994 (change = 0.00556749376491) (2.339725 seconds, I think I'll finish in 0.2339725 minutes). Alpha: (0.0022021761419,0.0197835870438)
Iteration 995 (change = 0.00544789160673) (2.32854 seconds, I think I'll finish in 0.194045 minutes). Alpha: (0.00220124401743,0.0197834809625)
Iteration 996 (change = 0.0052890068253) (2.342956 seconds, I think I'll finish in 0.156197066667 minutes). Alpha: (0.00220032637162,0.019783369593)
Iteration 997 (change = 0.0051156594799) (2.348619 seconds, I think I'll finish in 0.11743095 minutes). Alpha: (0.00219942298712,0.0197832555083)
Iteration 998 (change = 0.00493449540456) (2.35564 seconds, I think I'll finish in 0.0785213333333 minutes). Alpha: (0.00219853363595,0.0197831397817)
Iteration 999 (change = 0.00475420075838) (2.359719 seconds, I think I'll finish in 0.03932865 minutes). Alpha: (0.00219765809344,0.0197830232891)
Done 500
Done 1000
Done 1500
Done 2000
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Content source: sdrogers/ms2ldaviz
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