In [1]:
import sys
import numpy as np
import time
from explauto.utils import rand_bounds
sys.path.append('../')
from cogsci2017.environment.arm_diva_env import CogSci2017Environment
%matplotlib inline
import matplotlib.pyplot as plt
env_audio = CogSci2017Environment(audio=True)
env = CogSci2017Environment()
# Define Vowels and triplets
v_o = list(np.log2([500, 900]))
v_y = list(np.log2([300, 1700]))
v_u = list(np.log2([300, 800]))
v_e = list(np.log2([400, 2200]))
v_i = list(np.log2([300, 2300]))
#v_a = list(np.log2([800, 1300]))
vowels = dict(o=v_o, y=v_y, u=v_u, e=v_e, i=v_i)
def check_sounds(s_traj, tol=0.25):
if s_traj is None:
return "NNN"
s1 = s_traj[0]
s2 = s_traj[24]
s3 = s_traj[-1]
v1 = "N"
v2 = "N"
v3 = "N"
for v in vowels.keys():
if abs(s1[0]-vowels[v][0]) < tol and abs(s1[1]-vowels[v][1]) < tol:
v1 = v
if abs(s2[0]-vowels[v][0]) < tol and abs(s2[1]-vowels[v][1]) < tol:
v2 = v
if abs(s3[0]-vowels[v][0]) < tol and abs(s3[1]-vowels[v][1]) < tol:
v3 = v
sound = v1 + v2 + v3
return sound
human sounds ['iuo', 'yeo', 'eou', 'uye', 'eyu', 'oey']
human sounds ['uye', 'iuo', 'eou', 'oey', 'eyu', 'yeo']
In [2]:
human_sounds = ["uyi", "ieu", "euo", "oiy", "oey", "uie"]
def compute_s_sound(sound):
s1 = vowels[sound[0]]
s2 = [(vowels[sound[0]][0] + vowels[sound[1]][0]) / 2., (vowels[sound[0]][1] + vowels[sound[1]][1]) / 2.]
s3 = vowels[sound[1]]
s4 = [(vowels[sound[1]][0] + vowels[sound[2]][0]) / 2., (vowels[sound[1]][1] + vowels[sound[2]][1]) / 2.]
s5 = vowels[sound[2]]
rdm = 0.05 * (2.*np.random.random((1,10))[0] - 1.)
return list(rdm + np.array([f[0] for f in [s1, s2, s3, s4, s5]] + [f[1] for f in [s1, s2, s3, s4, s5]]))
human_sounds_traj = dict()
human_sounds_traj_std = dict()
for hs in human_sounds:
human_sounds_traj[hs] = compute_s_sound(hs)
human_sounds_traj_std[hs] = human_sounds_traj[hs]
human_sounds_traj_std[hs] = [d - 8.5 for d in human_sounds_traj[hs][:5]] + [d - 10.25 for d in human_sounds_traj[hs][5:]]
plt.plot(- np.array(human_sounds_traj[hs][5:]), -np.array(human_sounds_traj[hs][:5]), lw=2)
plt.xlim([-np.log2([3500.]), -np.log2([500.])])
plt.ylim([-np.log2([1200.]), -np.log2([200.])])
Out[2]:
(array([-10.22881869]), array([-7.64385619]))
In [4]:
from cogsci2017.learning.supervisor import Supervisor
def train(n_motor_babbling=100, n_goal_babbling=900, n_imitation_each=500, explo_noise=0.1):
m_list = []
sound_list = []
sound_dict = {}
vowels_dict = {}
iteration = 0
s_traj_mb_list = []
s_traj_gb_list = []
s_traj_im_list = []
config = dict(m_mins=env.conf.m_mins,
m_maxs=env.conf.m_maxs,
s_mins=env.conf.s_mins,
s_maxs=env.conf.s_maxs)
agent = Supervisor(config, explo_noise=explo_noise)
for i in range(n_motor_babbling + n_goal_babbling):
if i < n_motor_babbling:
m = agent.motor_babbling(audio=True)
else:
context = env.get_current_context()
m = agent.produce(context)
s = env.update(m)
agent.perceive(s)
m_list.append(m)
s_traj = env.diva_traj
if s_traj is not None:
sound = check_sounds(s_traj)
sound_list.append(sound)
if sound_dict.has_key(sound):
sound_dict[sound] += [iteration]
else:
sound_dict[sound] = [iteration]
for v in vowels:
if v in sound:
if vowels_dict.has_key(v):
vowels_dict[v] += [iteration]
else:
vowels_dict[v] = [iteration]
if i < n_motor_babbling:
plt.plot([-f[1] for f in s_traj], [-f[0] for f in s_traj], color="r", alpha=0.2)
s_traj_mb_list.append(s_traj)
else:
plt.plot([-f[1] for f in s_traj], [-f[0] for f in s_traj], color="g", alpha=0.2)
s_traj_gb_list.append(s_traj)
iteration += 1
results_errors = {}
results_sounds = {}
results_it = {}
for hs in env.human_sounds:
results_errors[hs] = []
results_sounds[hs] = []
results_it[hs] = -1
for hs in [env.human_sounds[0]]:
#IMITATE
#best_sound_list, error_list = train_imitation(agent, hs, iterations=n_imitation_each, explo_noise=explo_noise)
#print agent.modules["mod13"].sm.bootstrapped_s
m = agent.modules["mod13"].inverse(np.array(env.human_sounds_traj_std[hs]), explore=False)
s = env.update([0.]*21 + list(m))
s_traj = env.diva_traj
best_error = np.linalg.norm(np.array(env.human_sounds_traj[hs]) - np.array([f[0] for f in s_traj[[0, 12, 24, 37, 49]]] + [f[1] for f in s_traj[[0, 12, 24, 37, 49]]]))
best_sound = check_sounds(s_traj)
#print "best error", best_error
#print "s_traj", s_traj, human_sounds_traj[hs]
error_list = []
best_sound_list = []
for i in range(n_imitation_each):
#print env.get_current_context()
m = agent.modules["mod13"].inverse(np.array(env.human_sounds_traj_std[hs]), explore=True)
#print m
agent.m = [0.]*21 + list(m)
s = env.update(agent.m)
agent.perceive(s)
s_traj = env.diva_traj
m_list.append(m)
if s_traj is not None:
s_traj_im_list.append(s_traj)
sound = check_sounds(s_traj)
sound_list.append(sound)
if sound_dict.has_key(sound):
sound_dict[sound] += [iteration]
else:
sound_dict[sound] = [iteration]
for v in vowels:
if v in sound:
if vowels_dict.has_key(v):
vowels_dict[v] += [iteration]
else:
vowels_dict[v] = [iteration]
# Error
error = np.linalg.norm(np.array(env.human_sounds_traj[hs]) - np.array([f[0] for f in s_traj[[0, 12, 24, 37, 49]]] + [f[1] for f in s_traj[[0, 12, 24, 37, 49]]]))
if error < best_error:
best_error = error
best_sound = sound
print "new best error", best_error
error_list += [best_error]
best_sound_list += [best_sound]
iteration += 1
#plt.plot(-s_traj[0][1], -s_traj[0][0], "ok", alpha=0.2)
plt.plot([-f[1] for f in s_traj], [-f[0] for f in s_traj], color="b", alpha=0.2)
print "end best error for sound", hs, best_error
# Human Sound
#plt.plot(- np.array(human_sounds_traj[hs][5:])[0], -np.array(human_sounds_traj[hs][:5][0]), "ok")
#plt.plot(- np.array(human_sounds_traj[hs][5:]), -np.array(human_sounds_traj[hs][:5]), lw=3)
#plt.xlim([-np.log2([3500.]), -np.log2([500.])])
#plt.ylim([-np.log2([1200.]), -np.log2([100.])])
results_sounds[hs] += best_sound_list
results_errors[hs] += error_list
try:
results_it[hs] = results_sounds[hs].index(hs)
except ValueError:
results_it[hs] = -1
plt.xlim([-np.log2([3500.]), -np.log2([500.])])
plt.ylim([-np.log2([1200.]), -np.log2([200.])])
for v in vowels.keys():
plt.plot(-vowels[v][1], -vowels[v][0], "o")
print
for key in sound_dict.keys():
if not (key[0] == "N" or key[1] == "N" or key[2] == "N"):
print "Sound:", key, " Iterations: ", sound_dict[key]
print
for v in vowels:
if vowels_dict.has_key(v):
print "Vowel [", v, "] played", len(vowels_dict[v]), "times"
def listen(i):
print "Playing sound: ", sound_list[i], "of iteration ", i
m = m_list[i]
env_audio.diva.update(m[21:])
def listen_triplets():
for key in sound_dict.keys():
if not (key[0] == "N" or key[1] == "N" or key[2] == "N"):
for i in sound_dict[key]:
listen(i)
time.sleep(1)
return results_sounds, results_errors, results_it, s_traj_mb_list, s_traj_gb_list, s_traj_im_list, agent
In [ ]:
# FIND MOST DIVERSE SET OF SOUNDS
import itertools
def min_dist(human_sounds):
v_o = list(np.log2([500, 900]))
v_y = list(np.log2([300, 1700]))
v_u = list(np.log2([300, 800]))
v_e = list(np.log2([400, 2200]))
v_i = list(np.log2([300, 2300]))
vowels = dict(o=v_o, y=v_y, u=v_u, e=v_e, i=v_i)
def compute_s_sound(sound):
s1 = vowels[sound[0]]
s2 = [(vowels[sound[0]][0] + vowels[sound[1]][0]) / 2., (vowels[sound[0]][1] + vowels[sound[1]][1]) / 2.]
s3 = vowels[sound[1]]
s4 = [(vowels[sound[1]][0] + vowels[sound[2]][0]) / 2., (vowels[sound[1]][1] + vowels[sound[2]][1]) / 2.]
s5 = vowels[sound[2]]
rdm = 0.0 * (2.*np.random.random((1,10))[0] - 1.)
return list(rdm + np.array([f[0] for f in [s1, s2, s3, s4, s5]] + [f[1] for f in [s1, s2, s3, s4, s5]]))
human_sounds_traj = dict()
for hs in human_sounds:
human_sounds_traj[hs] = compute_s_sound(hs)
min_d = 2.
for ihs1 in range(6):
for ihs2 in range(ihs1+1, 6):
hs1 = human_sounds[ihs1]
hs2 = human_sounds[ihs2]
d = np.linalg.norm(np.array(human_sounds_traj[hs1]) -
np.array(human_sounds_traj[hs2]))
#print hs1, hs2, d
if d < min_d:
min_d = d
return min_d
sounds = ["oie", "oei", "oey", "oye", "oiy", "oyi", "uie", "uei", "uey", "uye", "uiy", "uyi",
"ieo", "ieu", "iyo", "iyu", "iou", "iuo",
"eio", "eiu", "eyo", "eyu", "eou", "euo",
"yio", "yiu", "yeo", "yeu", "you", "yuo"]
max_min_d = 0.
best_sounds = []
it = itertools.combinations(sounds, 6)
try:
while True:
hs = list(next(it))
min_d = min_dist(hs)
if min_d > max_min_d:
max_min_d = min_d
best_sounds = hs
except:
print max_min_d
print best_sounds
#1.26428500985
#['oey', 'uye', 'iuo', 'eyu', 'eou', 'yeo']
In [3]:
_, _, _, s_traj_mb_list, s_traj_gb_list, s_traj_im_list, agent = train(n_motor_babbling=200, n_goal_babbling=0, n_imitation_each=500, explo_noise=0.05)
../cogsci2017/environment/diva/diva.py:169: RuntimeWarning: invalid value encountered in log2
formants = log2(transpose(res[self.s_used,:]))
True
[ 0.82630977 -0.35426 -0.42273543 0.8374986 -0.46976177 -0.12426788
0.36650726 -0.30912074 -0.59800311 0.29873786 -0.01917852 0.68067914
0.19589321 0.71371956 0.2783169 0.66588345 -1. 0.72086297
0.17286495 -0.18984647 0.65176322 0.91894351 0.82277523 -0.54777688
-0.37123562 -0.24837249 0.75916961 0.69845203]
[ 0.95139221 0.11242503 -0.35543681 1. -0.48927657 -0.23228902
0.17490671 -0.3164419 -0.60193925 0.4870423 0.13836123 0.51921298
0.1199571 0.80085152 0.42260383 0.70080758 -0.86523072 0.54217224
0.09461898 -0.24808078 0.65070842 0.75459085 0.72947273 -0.58592582
-0.32420403 0.03233559 0.95157487 0.43624179]
[ 0.91036362 -0.24222188 -0.58067644 0.99089333 -0.50408534 -0.12085803
0.33660045 -0.42947003 -0.46799694 0.48519681 -0.16062016 0.55860894
0.1671328 0.70016944 0.46891093 0.72289672 -0.87084331 0.59333921
0.06484515 -0.23223019 0.75897973 0.68458309 0.96551617 -0.351006
-0.45681027 0.00540032 0.81700263 0.52228912]
[ 0.84400202 -0.39265303 -0.45970146 0.85915924 -0.4581504 0.03560527
0.34835048 -0.53319873 -0.51999521 0.46116444 -0.0511685 0.56345732
0.21947916 0.80900085 0.54723709 0.62595488 -0.847602 0.58503953
0.04722547 -0.20345508 0.78141804 0.7508583 0.87777448 -0.41774066
-0.5739028 0.04201333 0.87811085 0.59381638]
[ 0.91210969 -0.3920806 -0.43255448 1. -0.24340748 -0.11943909
0.34912465 -0.33820867 -0.53626654 0.37867875 -0.10184983 0.57425528
0.20134345 0.34845413 0.32154764 0.73860002 -1. 0.66941257
0.09326886 -0.26464897 0.80364171 0.67204086 0.79404198 -0.3262695
-0.109613 0.09126171 0.9488808 0.56140468]
[ 0.89679801 -0.28460142 -0.45978318 0.90550052 -0.48916409 0.0100658
0.32603105 -0.30124062 -0.40970175 0.47961887 0.02633431 0.45022312
0.27893569 0.7386449 0.45653828 0.72891607 -1. 0.72329727
0.11263445 -0.12038544 0.45580294 0.70666866 0.83661849 -0.3960052
-0.29602862 0.06794621 0.84767671 0.56175169]
[ 0.84195912 -0.32225368 -0.62832786 0.89370975 -0.31339472 -0.08518464
0.26471048 -0.50329658 -0.31859144 0.2835342 0.02890539 0.63537349
0.22312756 0.63732139 0.08430297 0.90819712 -0.83794907 0.57974586
0.14461938 -0.25992412 0.65859169 0.77846725 1. -0.3189838
-0.40156093 0.05875664 0.91245996 0.67371171]
[ 0.69808991 -0.39216755 -0.41293412 0.98796249 -0.49203061 -0.10322688
0.26793797 -0.31199292 -0.43955941 0.54037659 -0.2045916 0.51500872
0.16412932 0.68039571 0.31980213 1. -0.82317175 0.57191856
0.06250167 -0.38660326 0.5781307 0.96002322 0.85689105 -0.3083246
-0.06981829 0.09017997 0.86783372 0.42559534]
new best error 0.833060517253
[ 0.75136757 -0.50511427 -0.47498847 1. -0.59583425 -0.19777658
0.30612674 -0.24215651 -0.28158664 0.54166026 -0.0313082 0.47899959
0.11183864 0.82708057 0.48966186 0.90367911 -0.93500389 0.53950198
0.01282805 -0.38626989 0.48152631 0.94608729 0.79079287 -0.22851226
-0.10202702 0.10660409 0.84483357 0.46174212]
[ 0.95142606 -0.56148768 -0.49639666 1. -0.58208498 0.07637295
0.17656229 -0.31232041 -0.53144923 0.4223886 -0.32682934 0.53771996
0.24067118 0.75751756 0.36659003 0.93114272 -0.89708551 0.69226931
0.13317734 -0.21978353 0.52273022 1. 0.85187911 -0.30175316
-0.08946749 -0.05208259 0.7428676 0.58750208]
[ 0.71803161 -0.39291561 -0.27435123 0.99185304 -0.64354337 -0.17734991
0.3630426 -0.39272146 -0.44615567 0.47070327 -0.20650443 0.66908827
0.36015011 0.53600542 0.26369415 1. -0.88101513 0.44011257
0.04711953 -0.2419271 0.46199013 0.89468069 0.94365762 -0.38110079
-0.08928893 0.00255197 0.98094458 0.39041437]
[ 0.71156619 -0.47117654 -0.44255664 0.96802754 -0.34619121 0.02348688
0.18659215 -0.56454133 -0.38707787 0.48416725 -0.06880509 0.4573697
0.17770095 0.66033605 0.28705654 1. -0.75624575 0.58803226
-0.02363538 -0.33951831 0.72488398 0.84171157 0.85861766 -0.22578323
0.03179039 0.17598714 1. 0.52692049]
new best error 0.687984464365
[ 0.68789582 -0.56485716 -0.67475207 1. -0.38952444 0.01985803
0.24615647 -0.53938577 -0.31151631 0.65282047 -0.13193832 0.59454052
0.2324226 0.73635581 0.46081401 1. -0.88474299 0.58062969
0.03146869 -0.56792208 0.7945305 0.84505207 0.91983123 -0.4152484
-0.15196467 0.11897152 1. 0.56837604]
new best error 0.655690779109
[ 0.66339096 -0.702334 -0.92808789 0.95662258 -0.41796835 0.0699934
0.03378548 -0.6549614 -0.32634118 0.40798096 -0.03694102 0.54164559
0.25123071 0.6809242 0.50383726 1. -0.9832746 0.63126422
0.20989026 -0.76162849 0.61868621 1. 0.93183659 -0.50570462
-0.1409643 0.12612422 1. 0.59665506]
[ 0.64077989 -0.574753 -0.86556178 0.95052836 -0.29305696 0.21901753
0.30378845 -0.59475486 -0.3954263 0.7084169 -0.20002194 0.58468133
0.24485357 0.69100351 0.41796302 0.91441269 -0.73297855 0.84146235
0.12074535 -0.67037469 0.84449073 0.80465151 0.96604583 -0.37839151
-0.19134077 0.21551829 1. 0.66858254]
new best error 0.621949875842
[ 0.72150229 -0.58830209 -0.93380342 1. -0.30989836 0.14126694
0.22599623 -0.58135066 -0.46378002 0.43997672 -0.25142782 0.48616874
0.30179166 0.59517432 0.39970191 0.82892832 -0.51155311 0.83397452
0.23153551 -0.72228262 0.85182465 0.53979308 1. -0.46078105
-0.16510042 0.0319433 0.9559813 0.66035838]
[ 0.59506986 -0.72188461 -0.89345384 0.86250143 -0.45505004 0.19727377
0.17061404 -0.70582701 -0.38395159 0.6710453 -0.31664316 0.60916714
0.18550269 0.6964054 0.57100608 0.94191119 -0.94894423 0.92161292
0.21117972 -0.4648326 1. 0.7210887 0.92423868 -0.38894933
-0.23076794 0.24730023 1. 0.70327028]
[ 0.67654566 -0.49661299 -0.7834928 0.88720865 -0.14149442 0.29245985
0.16541251 -0.56785344 -0.46218946 0.77063279 -0.19174694 0.7789513
0.3225563 0.70551425 0.35871117 0.92205706 -0.69262762 0.73990202
-0.01348285 -0.75149447 0.83560779 0.72529595 0.89750591 -0.39553641
-0.16439789 0.27475482 0.90094843 0.62367427]
[ 0.54799574 -0.56292787 -0.6954592 0.90754052 -0.27950007 0.0644913
0.23440582 -0.66765353 -0.47251222 0.83940499 -0.18896515 0.55143756
0.15394121 0.77211912 0.46642906 0.80159555 -0.79302348 0.72341603
0.18415338 -0.59394112 0.91320904 1. 1. -0.3319239
-0.20685652 0.2515277 0.90163349 0.70131926]
[ 0.54669104 -0.56652135 -0.76170689 1. -0.14685277 0.10657302
0.24823792 -0.62413255 -0.25276283 0.51921848 -0.10163001 0.69960784
0.17354549 0.78797892 0.38758517 0.92351144 -0.686008 0.80562854
-0.0164962 -0.83525333 0.69699111 0.61708151 0.92970315 -0.5649228
-0.23552165 0.3888684 1. 0.64867353]
new best error 0.489722381806
[ 0.605137 -0.67225172 -0.88552663 0.91306643 0.16288774 0.12767084
0.35377429 -0.65149552 -0.16777811 0.45622596 -0.05093412 0.61581919
0.19328245 0.85914076 0.48198717 0.76983674 -0.74165571 0.836278
0.14851372 -0.96334031 0.4387333 0.59799902 0.82754332 -0.3608303
-0.22425567 0.41436486 0.89254244 0.69017544]
new best error 0.441421183358
[ 0.53528087 -0.61137113 -0.78712081 0.9762602 0.17194888 -0.06027052
0.28626855 -0.76447073 -0.08365503 0.40550895 -0.06434014 0.78979222
0.23198426 0.96894602 0.31497004 0.66405335 -0.76645529 0.76623995
0.16235151 -1. 0.59418042 0.49213605 0.78012295 -0.40590627
-0.25719808 0.34913606 0.88941673 0.58506584]
[ 0.64873324 -0.85031337 -0.88959161 0.97683902 0.08865609 0.14849091
0.27040826 -0.63963023 -0.24202371 0.45052286 -0.00295051 0.55762227
0.22781674 0.69866962 0.47801288 0.8923808 -0.72123911 0.83531741
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***********Agent says uye
new best error 0.396323747804
[ 0.53102098 -0.61210415 -0.91778119 0.97188586 0.30841145 0.14824297
0.26826789 -0.80443001 -0.08933708 0.37551436 -0.04474349 0.65680743
0.41927057 1. 0.40890904 0.97291137 -1. 0.85795039
-0.01379634 -0.79167546 0.9187923 0.47463919 0.56479526 -0.4040803
-0.11680613 0.31703584 0.91040836 0.49183957]
[ 0.77069549 -0.38122864 -0.96589476 0.85679376 0.41758622 0.2970045
0.10740766 -0.75984523 0.09189023 0.5450026 0.07908841 0.51696064
0.20466088 0.8793167 0.6522241 0.70370481 -0.87312048 0.83525969
0.04536761 -0.92908024 0.75219259 0.50239202 0.75883162 -0.58331759
-0.04934735 0.19562587 1. 0.57077018]
[ 0.53506699 -0.77355941 -0.98838998 0.84699582 -0.01532226 0.24758478
0.24126157 -0.4848366 -0.0074311 0.62490665 -0.16186669 0.5914148
0.27896958 0.97397598 0.50094868 0.94460409 -0.96027913 0.77385096
-0.04587053 -0.86461362 0.65477888 0.55972327 0.8258281 -0.56143371
-0.10829596 0.30087193 0.96940794 0.6033005 ]
[ 0.60080103 -0.56565541 -1. 0.94312795 0.11405115 0.2297089
0.02436469 -0.44381918 0.20682199 0.48910803 0.00683668 0.5042379
0.31922647 0.94545187 0.58914508 0.79226021 -1. 0.98081947
-0.06031477 -0.88134431 0.68141649 0.57339708 0.81915099 -0.35041935
-0.12581399 0.44425698 1. 0.71959286]
[ 0.65544128 -0.46777326 -1. 1. -0.01513975 0.31107239
0.29909891 -0.60466864 -0.04679371 0.34595762 -0.02794828 0.63879233
0.25773498 0.90870204 0.68283875 0.90010247 -1. 0.63302326
-0.11192456 -0.96057144 0.57208331 0.633285 0.79766749 -0.32837352
-0.02983497 0.22952285 0.99153094 0.88324422]
[ 0.58936693 -0.57271448 -0.84769635 0.92173274 0.27797522 0.25780799
0.20354437 -0.61631467 -0.00672924 0.50109508 -0.14975338 0.4390174
0.28399407 1. 0.70126301 0.9488306 -1. 0.63892583
0.06459394 -0.75608228 0.63546703 0.48014487 0.93326336 -0.29176681
-0.18629195 0.26255401 1. 0.58960245]
[ 0.68673305 -0.47579055 -0.94818625 1. 0.52276301 0.34155035
0.16418396 -0.82796604 -0.20706715 0.51724013 -0.11163427 0.64517108
0.30224135 0.81211011 0.45218796 0.90136856 -1. 0.70606517
-0.23581723 -1. 0.72148742 0.52256221 0.90329518 -0.51145159
-0.28939317 0.3620106 1. 0.78913749]
[ 0.57578603 -0.40724198 -1. 1. 0.35219657 0.27031384
0.12909387 -0.6861172 -0.14859715 0.52395503 0.06090896 0.71537812
0.45390668 0.71623759 0.51532406 0.73953882 -0.93251221 0.68180065
0.12239063 -0.97065238 0.6625992 0.48193418 0.93883585 -0.40277076
-0.06037854 0.57440902 1. 0.53658643]
[ 0.59668882 -0.56335139 -0.99023865 0.79163876 0.27670664 0.39359109
0.21337359 -0.66580665 -0.1498343 0.48210915 -0.2677623 0.61439401
0.47752227 0.90676464 0.59841457 0.73324297 -0.97042465 0.87959412
-0.14467159 -1. 0.77964043 0.59838655 0.89285458 -0.42314134
-0.14702206 0.2866097 1. 0.64747001]
[ 0.75362716 -0.3510656 -1. 0.77821869 0.01300102 0.25544587
0.19793532 -0.66556685 0.06004461 0.21915069 0.11719759 0.48617659
0.23961899 0.98060997 0.55455029 0.64449774 -0.92668426 0.79434463
-0.10757778 -0.86271152 0.67680838 0.37976031 0.76968316 -0.363149
-0.08858607 0.40216202 0.95791111 0.86290964]
[ 0.65131808 -0.38840346 -0.83179826 1. 0.34082382 0.23928071
0.32691196 -0.63359685 -0.15985769 0.45991788 -0.00894867 0.64778477
0.31032626 0.83493037 0.59130319 1. -0.83471419 0.86228926
-0.00175629 -0.96974309 0.7108885 0.74466262 0.94002168 -0.3462441
-0.04111731 0.48152167 0.98893546 0.74698463]
[ 0.7485346 -0.53181814 -1. 1. 0.17583131 0.29270747
0.30017329 -0.62401122 -0.16451153 0.52616458 -0.03449187 0.44296815
0.22776178 0.8792687 0.72019451 0.99575359 -0.90856562 0.72207319
-0.11028389 -0.86772287 0.65039722 0.60335518 0.85129227 -0.41404075
-0.24212417 0.26871297 0.95926163 0.83418263]
[ 0.72598337 -0.64408374 -1. 0.91637167 0.15643422 0.0321331
0.45351961 -0.65940471 -0.09845755 0.36669127 0.1321425 0.7162298
0.42156748 0.72344092 0.42040437 0.77993475 -0.96742812 0.75346731
0.01122581 -0.92819111 0.65564164 0.53578073 0.49802685 -0.46092381
-0.35134946 0.28387647 0.89269749 0.66942676]
[ 0.74587804 -0.52504809 -0.9392869 1. 0.2522262 0.24813767
0.35320489 -0.54547624 -0.20304926 0.53461188 -0.05454666 0.53931113
0.2358825 0.82752557 0.48815176 0.72727435 -1. 0.97020645
0.09187166 -0.88090153 0.65836412 0.55116239 0.7740777 -0.26434845
-0.22628786 0.3644511 1. 0.69057674]
[ 0.63424116 -0.48856249 -0.77997042 1. 0.253395 0.12177953
0.16843239 -0.76510701 -0.13510468 0.4260189 -0.15468537 0.68485302
0.37417804 0.80367018 0.56884524 0.80570969 -0.85478647 1.
-0.04435246 -0.84033093 0.67419565 0.801399 0.7389827 -0.43001168
-0.21481236 0.17758804 1. 0.59093124]
[ 0.56575396 -0.68693861 -1. 1. 0.28991808 0.25011743
0.20459425 -0.56205924 0.03164174 0.49949352 0.13416737 0.575173
0.1010951 0.9218298 0.58548025 0.76570842 -1. 0.68737859
-0.06973774 -0.86760167 0.59089489 0.62143359 0.82435846 -0.25233878
-0.23079635 0.30094325 1. 0.61604573]
[ 0.56078617 -0.63649933 -1. 0.94400424 0.22856649 0.47765673
0.12785246 -0.68813924 -0.11201033 0.59811012 0.07331632 0.48958972
0.12678624 0.89315254 0.61927182 0.89248945 -0.90502064 0.8007126
-0.03828164 -0.80394805 0.71411077 0.60040244 0.89131153 -0.46703135
-0.3497448 0.26930995 1. 0.91148728]
***********Agent says uye
new best error 0.384268815083
[ 0.68967457 -0.60136267 -0.96345011 0.98599901 0.14103055 0.35562376
0.06822919 -0.50808093 -0.21502285 0.51277405 0.21659714 0.57172979
0.15187511 0.85100159 0.79779081 1. -0.8316511 1.
0.04485515 -0.81856385 0.6962844 0.59990932 0.8751617 -0.41183285
-0.24702741 0.29588896 0.97205458 1. ]
[ 0.61998672 -0.59664056 -1. 1. 0.36412514 0.41287418
0.11828759 -0.63003872 -0.17366937 0.71294452 -0.00272709 0.54303482
0.22126829 0.90745216 0.62683491 0.80180455 -0.86224565 0.97654354
-0.06335106 -0.7213661 0.67853568 0.50408191 0.95877716 -0.51758523
-0.28260686 0.38501762 0.92825718 0.94977053]
[ 0.46098684 -0.62585423 -0.91009452 0.92502988 0.26121167 0.55348275
0.06057576 -0.7155373 -0.00626234 0.53917111 0.15039255 0.33170466
0.06642647 0.93893428 0.48090655 0.90663315 -0.93604827 0.80249223
-0.10023108 -1. 0.48029953 0.60887549 0.94075856 -0.58306536
-0.36942539 0.33376528 0.90747113 0.99221647]
[ 0.41328334 -0.63804057 -0.89050276 0.99272481 0.2256809 0.47688211
0.04289433 -0.63258987 -0.10487198 0.77946754 -0.00421245 0.55460897
0.0644913 0.82658095 0.69112346 0.82857343 -0.89570187 0.67547096
-0.08543683 -0.94924902 0.66280452 0.64037663 0.90139444 -0.4511459
-0.23280165 0.24161367 1. 0.75567842]
[ 0.67790679 -0.64656407 -0.97632558 0.98087984 0.2425825 0.4539886
0.20012269 -0.6399655 -0.01117775 0.53111707 0.24785547 0.47900529
0.35319982 0.85427862 0.66535856 0.98735451 -0.84539821 0.90866435
0.07100403 -0.89317111 0.79861413 0.61273057 0.817422 -0.51675934
-0.29592108 0.11510815 0.97725968 0.99813324]
[ 0.61808486 -0.51816854 -1. 0.98624187 0.44022044 0.44557518
0.15594869 -0.65179422 -0.18390723 0.53886465 0.19789491 0.5398127
0.09236466 0.76952346 0.70193342 1. -0.95887453 0.76823725
0.00180732 -0.74171426 0.7671708 0.57648314 0.85881512 -0.30691393
-0.48105756 0.26669395 1. 0.95289487]
[ 0.63640084 -0.62263297 -1. 1. 0.20775589 0.37275815
0.28618762 -0.92860238 0.04244329 0.53701428 0.19743466 0.58443999
0.152924 0.96343034 0.83924156 0.86641881 -0.84177131 0.73909606
-0.15750448 -0.96899774 0.76204109 0.77185029 0.83079385 -0.46799935
-0.17855221 0.40255599 1. 0.87760322]
[ 0.38028659 -0.7258179 -1. 0.89957614 0.12210458 0.5093501
0.01215943 -0.61833654 -0.06813014 0.60023394 0.24256755 0.64217426
0.09003638 0.9401907 0.69706524 1. -1. 0.76446144
-0.08726324 -0.71054832 0.78843219 0.69458394 0.851346 -0.27434654
-0.35778869 0.21550917 1. 1. ]
[ 0.74601201 -0.54681468 -0.85433348 0.87759405 0.15079303 0.43257484
-0.00457209 -0.67336763 -0.13736931 0.61447681 -0.031353 0.35829162
0.23026118 1. 0.3559311 0.74116767 -0.79804794 0.97629827
-0.03139526 -0.97531219 0.66149476 0.73567454 0.79089715 -0.38824964
-0.19022086 0.37688192 0.9502623 1. ]
[ 0.59426372 -0.59686642 -0.99606317 0.90037912 0.28259464 0.60740589
0.09776748 -0.83407422 -0.01512554 0.62400012 0.10615981 0.69367325
0.24521944 1. 0.68241026 0.7563209 -0.92182585 0.70008114
-0.07451433 -0.86981867 0.63542613 0.65941456 0.91411537 -0.55383093
-0.28399078 0.30510729 0.96359419 0.97884805]
[ 0.55812298 -0.55309187 -1. 0.81277688 0.20539134 0.50340278
-0.04297403 -0.50645199 -0.11091991 0.63566749 -0.2301164 0.59170725
-0.05839839 1. 0.74081792 0.97108915 -0.91910292 0.91435329
-0.21377563 -0.57374394 0.75056511 0.60810337 0.81330382 -0.37391424
-0.40131881 0.22902073 0.9766036 1. ]
[ 0.65126034 -0.78003925 -0.9067287 1. 0.21533313 0.27995842
0.06736651 -0.61302767 -0.07332215 0.48451697 0.00428422 0.54945104
0.02125066 0.83330041 0.53851469 0.804979 -0.92156747 0.79849736
0.02308711 -0.84466619 0.62291605 0.62992044 0.95467782 -0.50127332
-0.35680642 0.2223021 1. 0.93442618]
[ 0.53271292 -0.59950749 -0.8895358 1. 0.1400729 0.44418346
0.30973912 -0.71576269 -0.07574757 0.41872425 0.03798837 0.37874699
0.30134175 0.93759019 0.52129997 0.71780619 -0.82029899 0.81723042
-0.06992212 -0.78191193 0.87143449 0.52341483 0.91364311 -0.51729337
-0.43307215 0.24575878 1. 0.99125204]
***********Agent says uye
new best error 0.370632391837
[ 0.53693202 -0.73704301 -0.81588476 0.97361668 0.12002241 0.3283038
0.2811049 -0.78832696 -0.01138603 0.52185338 0.21725825 0.55331258
0.20886575 0.71913664 0.4056639 0.69587744 -0.96150812 0.63407538
0.06859831 -0.85492969 1. 0.50377552 0.94434373 -0.44214826
-0.41921313 0.25222948 0.89269283 0.85464615]
[ 0.40922529 -0.72170693 -1. 1. 0.1847984 0.31721601
0.37769862 -0.65515257 -0.24867382 0.29548432 -0.00579153 0.39905222
0.33836517 1. 0.76932645 0.86844884 -0.7687866 0.77924064
-0.05021606 -0.86841754 0.78503954 0.60929898 0.99589328 -0.45976715
-0.51009279 0.34313345 1. 0.94955348]
[ 0.58142177 -0.51918027 -0.9197936 0.7918061 0.22825318 0.53031157
0.26704235 -0.97096657 -0.02393888 0.19840891 -0.02124845 0.71817938
0.45070738 0.93433387 0.58689582 0.92061897 -0.68358989 0.79125723
-0.02020589 -0.81757297 0.83208002 0.54554035 0.8741613 -0.57051289
-0.46929104 0.14051502 1. 0.95646895]
[ 0.45315007 -0.57498442 -0.70459214 1. 0.35448708 0.28794588
0.4263518 -0.71638365 0.01486153 0.58813719 0.17046944 0.30744017
0.25486576 1. 0.67691042 0.66889417 -0.75611437 0.78770319
-0.12600305 -0.73273409 1. 0.50196958 0.8102973 -0.67259197
-0.67279007 0.36333883 0.92801894 1. ]
[ 0.50926328 -0.446788 -0.95156807 0.91023192 0.29999694 0.55398173
0.36268689 -0.72464425 -0.0879457 0.34403647 0.03426807 0.3633857
0.31069957 1. 0.4916091 0.64686396 -0.89232977 0.6370322
-0.22566759 -0.61096919 0.85363807 0.45947256 0.85733135 -0.5548406
-0.42731357 0.07606218 0.94604145 0.99567513]
[ 0.48363799 -0.55765431 -0.87970273 1. -0.03303199 0.73541834
0.45256453 -0.76823648 0.00386636 0.25260684 0.15895379 0.38705172
0.23602411 0.90864939 0.59330283 0.63988445 -0.94045458 0.78113682
-0.08014512 -0.98923691 0.87477425 0.45885832 0.84556552 -0.46918637
-0.32629038 0.1758376 1. 0.97123386]
[ 0.61929316 -0.63539575 -0.6846531 1. 0.17956105 0.35434709
0.09524087 -0.8030755 -0.12923721 0.51928843 -0.12499414 0.36920972
0.26591928 0.84067883 0.4530368 0.81447383 -0.65851616 0.88764919
-0.06754563 -0.56925866 1. 0.40930473 0.63800485 -0.41000672
-0.35422534 0.27067819 1. 0.92588507]
[ 0.5756146 -0.55698204 -0.89179656 0.81550764 -0.01602039 0.40756
0.33712923 -0.62613403 -0.09002064 0.54968906 0.13537582 0.42030778
0.34827582 0.80515763 0.67418339 0.57035498 -0.7879882 0.74010726
0.21384268 -0.83021008 0.9899621 0.62050343 0.94604729 -0.52666178
-0.48985646 0.08770797 0.92150831 1. ]
[ 0.43330959 -0.56617952 -0.72655176 0.84660729 -0.02189487 0.46678191
0.3242958 -0.65740826 -0.13162046 0.21974066 0.05655876 0.4588156
0.35439352 0.89097918 0.40149768 0.73143678 -0.72043169 0.74740793
0.03080346 -0.84826023 0.76761316 0.60892401 0.94173293 -0.52288245
-0.46477382 0.33241058 1. 0.91087174]
[ 0.58304607 -0.70151511 -1. 0.8884201 0.15367094 0.36919682
0.35394296 -0.71703697 -0.00260575 0.41024084 0.04432018 0.52393238
0.17582588 0.95145691 0.68978248 0.67726246 -0.78851968 0.64286174
-0.13313886 -0.68673906 0.89132007 0.4255806 1. -0.3830706
-0.43076991 0.24354906 1. 0.88818323]
[ 0.68447308 -0.64203214 -0.93842667 1. 0.22159061 0.60871061
0.27964064 -0.66536119 -0.08438385 0.53565737 -0.10269738 0.42009045
0.39460148 1. 0.50953233 0.71402161 -0.81847601 0.93122808
-0.05670261 -0.80255485 0.80622334 0.73559817 0.82749243 -0.6797626
-0.22074061 0.14362441 1. 1. ]
[ 0.55090087 -0.54732105 -0.84681353 0.88303738 0.27795154 0.21281927
0.41978013 -0.79308022 0.00941663 0.60546902 0.02492498 0.20649497
0.32189585 1. 0.40292024 0.66880564 -0.8706924 0.79599322
0.00266721 -0.63801775 0.85919566 0.49446219 0.98225371 -0.51778354
-0.58200646 0.313105 1. 0.88607836]
[ 0.48421553 -0.34933787 -1. 0.91038175 0.25578987 0.47732195
0.27306321 -0.65984209 -0.07741552 0.43634463 -0.07946948 0.43878289
0.19962415 0.94412807 0.47655373 0.79062905 -0.84970197 0.89332635
-0.01568398 -0.90477185 0.96429454 0.40103221 0.8719663 -0.49386926
-0.31578616 0.29486243 0.98642942 1. ]
[ 0.56132166 -0.61640373 -0.85740579 1. 0.1490806 0.53721308
0.3858612 -0.89724802 -0.02070148 0.17522316 -0.04579099 0.41942717
0.37717209 0.83359807 0.53566167 0.71092847 -0.90035424 0.72223285
-0.06722511 -0.74771576 0.90542027 0.40925579 0.98403234 -0.35187873
-0.48580671 0.39875034 1. 1. ]
[ 0.59270538 -0.50772036 -0.91215812 0.92258435 0.19514552 0.34663576
0.28590877 -0.68660516 -0.24271756 0.41395151 -0.04029478 0.49650251
0.30613377 1. 0.57700966 0.6738071 -0.70471715 0.75511658
0.06179346 -0.85766646 0.96056977 0.59280821 1. -0.53751688
-0.38890564 0.34162292 1. 1. ]
[ 0.58661154 -0.56485043 -0.99208383 0.81139138 0.12303504 0.43659733
0.20448612 -0.56556923 -0.07949016 0.32895424 0.12929795 0.396143
0.11373996 0.95395017 0.55857283 0.65283051 -0.76831426 0.84762693
-0.21042493 -0.63724391 1. 0.45558976 0.94408193 -0.63874262
-0.35448592 0.16130104 1. 0.95060365]
***********Agent says uye
new best error 0.363503029092
[ 0.3978603 -0.28783504 -1. 0.76523873 0.01519546 0.471764
0.31299249 -0.49074301 -0.11872399 0.36527474 0.04047222 0.4468371
0.07310056 0.90136028 0.35136173 0.58559364 -0.82332739 0.72241869
-0.11148293 -0.83647228 1. 0.45395584 0.94110126 -0.70522199
-0.21350152 0.22257158 0.9770208 0.98097054]
***********Agent says uye
[ 0.54529667 -0.6481759 -1. 0.80400156 0.17208622 0.35466474
0.24698809 -0.54167073 0.08047985 0.33994872 0.10210014 0.37849386
0.23452282 0.8696819 0.61465097 0.71956761 -0.82661094 0.93683479
-0.18855881 -0.71351387 0.7376865 0.48912536 0.96172802 -0.40137353
-0.43729965 0.22086335 1. 0.89398682]
[ 0.66187128 -0.69770853 -0.83739521 0.79852782 -0.03685269 0.29526127
0.27072078 -0.35264336 -0.14558214 0.31612413 0.20267972 0.43328752
0.19929468 0.89677728 0.67062351 0.69570055 -0.62372637 0.90349541
-0.08256304 -0.59336334 0.84184518 0.48658159 1. -0.68974936
-0.31990724 0.07520108 0.93835197 0.61190677]
[ 0.53186217 -0.62174677 -1. 0.72851837 0.17129126 0.33064501
0.1894235 -0.5680308 -0.11066172 0.31485528 0.24757318 0.3673812
0.17563845 0.81179862 0.60020386 0.67484111 -0.71833552 0.69095132
-0.0994626 -0.61144503 0.99335342 0.45140766 1. -0.62503843
-0.38370943 0.12616216 0.99438601 0.93716826]
***********Agent says uye
[ 0.70905413 -0.56772201 -0.96327773 0.80859745 0.12364955 0.44646411
0.22631444 -0.62442745 -0.03039972 0.33282038 -0.0474168 0.47386784
0.20382732 1. 0.70720249 0.55936364 -0.58615117 0.94959124
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-0.13963185 0.18834595 1. 1. ]
[ 0.46353194 -0.61448635 -0.93645641 0.78867461 0.21349061 0.26654162
0.24119688 -0.6874359 0.02645043 0.26553854 0.03735731 0.26840891
0.01910869 0.96620464 0.62596563 0.7849973 -0.64337586 1.
-0.30479312 -0.5735562 0.99105237 0.32689226 0.87825281 -0.61883489
-0.27693924 0.11944584 0.8517953 0.84029698]
[ 0.62922518 -0.7064899 -0.84135209 0.76698976 0.03734506 0.43236214
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-0.28033636 -0.68535698 1. 0.63655903 0.93373398 -0.5286401
-0.47310907 0.42282305 0.86621355 0.8288393 ]
[ 0.7860481 -0.66293064 -0.90213446 0.80867447 0.02969379 0.31079917
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-0.36145208 -0.01313635 0.89637511 0.92141435]
[ 0.60717263 -0.52600918 -1. 0.75069283 0.21637607 0.40267202
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-0.27174603 -0.75244068 1. 0.35268233 0.83774241 -0.6142267
-0.54617542 0.06031599 1. 1. ]
[ 0.65940702 -0.51229602 -0.84095665 0.78776866 0.27119597 0.50574966
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-0.25347138 -0.72639366 1. 0.45289058 1. -0.54796968
-0.24937621 0.28528747 0.87645428 0.92059724]
[ 0.66878163 -0.43405041 -1. 0.72812916 0.06514231 0.62581123
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0.20922543 1. 0.94318239]
[ 0.67759212 -0.69449127 -0.83859007 0.56371647 0.05103947 0.44163751
0.15285229 -0.54735186 -0.28461866 0.1942447 0.26457128 0.30822315
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-0.08179787 -0.72366281 1. 0.50032549 0.90009856 -0.58187319
-0.26307696 0.2689133 1. 0.93644116]
[ 0.52166166 -0.41779983 -0.85230595 0.71177735 0.19237985 0.60948169
0.18754606 -0.45061651 -0.05890277 0.1830085 0.14282526 0.45705779
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-0.29346135 0.17375774 1. 0.79471937]
[ 0.60927931 -0.70000131 -0.92878364 0.82467424 0.02703949 0.44770583
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[ 0.60525835 -0.5526594 -0.9970213 0.65140181 -0.01132576 0.32617151
0.42313089 -0.68251872 -0.14130197 0.49380354 -0.0677009 0.33370262
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-0.40550036 0.0354597 1. 1. ]
[ 0.57622538 -0.73726938 -1. 0.74563156 0.04306933 0.4227289
0.09282806 -0.55684438 -0.14892968 0.31287669 0.13311534 0.74176349
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-0.40410727 -0.72590261 1. 0.4935961 0.73914023 -0.77477201
-0.31496359 0.19661042 0.89152081 0.86340907]
[ 0.45443025 -0.67348892 -1. 0.6931196 0.23473039 0.47188439
0.33609116 -0.4915131 -0.00763553 0.28486594 0.17347607 0.30068093
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-0.12459959 -0.66709658 0.8864947 0.4500201 0.90338898 -0.55092614
-0.2900419 0.09171184 0.78519126 1. ]
***********Agent says uye
[ 0.78468135 -0.41731703 -0.83532934 0.9650677 0.22602636 0.46219725
0.19794816 -0.61300423 -0.21798379 0.3248377 0.08633276 0.11998684
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-0.13682617 -0.57069936 0.93303921 0.30789079 1. -0.61243492
-0.36540379 0.1345495 1. 0.90888406]
[ 0.63599716 -0.69761271 -1. 0.84557627 0.18749574 0.2850207
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-0.25486046 -0.4105511 1. 0.41263121 0.9385508 -0.57902062
-0.34073563 0.12400869 0.87929827 0.77071155]
[ 0.50523084 -0.64849421 -0.84450747 0.65304143 0.15688892 0.43123735
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[ 0.55316411 -0.5337375 -1. 0.74609415 0.19548152 0.5737664
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-0.25058247 -0.60473188 1. 0.38711519 1. -0.54904728
-0.22789418 0.28618149 0.98053468 0.93219191]
[ 0.49568822 -0.41175895 -0.83418649 0.70107145 0.23019188 0.63045118
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[ 0.71473021 -0.45571672 -1. 0.80923675 0.04830165 0.33303393
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[ 0.5979209 -0.54205999 -1. 0.82080777 -0.12142244 0.33771679
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[ 0.58975984 -0.5962363 -1. 0.77501582 0.05912339 0.36002086
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[ 0.67377246 -0.64870929 -0.90138556 0.73124268 0.24917371 0.47472483
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[ 0.62033519 -0.48148223 -1. 0.9805225 0.25836374 0.27911582
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-0.25674766 0.14731241 0.92089976 1. ]
[ 0.5560472 -0.63241114 -0.8739632 0.7742777 0.23917746 0.40423718
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[ 0.6282668 -0.61752464 -0.94410467 0.68437844 0.10026092 0.38060572
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[ 0.72307664 -0.42730904 -1. 0.63832947 0.18748958 0.59794314
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-0.55252666 0.18495274 0.85710572 0.83989352]
[ 0.6038905 -0.55213498 -0.99057139 0.92652199 0.07144738 0.56560968
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[ 0.53949979 -0.49967529 -0.81269864 0.69002567 0.12149309 0.5647529
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[ 0.65126295 -0.5123122 -0.95000247 0.91085557 0.04026875 0.26793264
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[ 0.76869199 -0.53512143 -1. 0.8506379 -0.14590764 0.4512041
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-0.08870698 -0.53767978 1. 0.38082826 0.85824134 -0.5003189
-0.3966036 0.04188773 0.98876059 0.88103511]
[ 0.6873312 -0.62764707 -0.90124757 0.93568938 0.07908042 0.31177587
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-0.31712971 0.18541849 0.79110847 0.95646374]
[ 0.78314561 -0.50265079 -1. 0.74887958 0.18493228 0.38437312
0.15705486 -0.58193132 -0.13004933 0.31486273 0.07748958 0.38831853
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-0.09800934 0.11157141 0.92815229 1. ]
[ 0.55032306 -0.58940815 -0.9174409 0.72799831 0.0840098 0.36270666
0.18992212 -0.44766007 -0.14535066 0.36612634 0.01433177 0.59133907
0.06696302 0.79842381 0.46506362 0.55018978 -0.84105329 0.84776304
-0.08021442 -0.69108255 1. 0.43636446 0.90366681 -0.55931913
-0.49355161 0.26405891 1. 0.93057396]
[ 0.6066931 -0.71939649 -0.95969233 0.7811217 0.13782945 0.42939621
0.3656278 -0.70492197 -0.18125264 0.30581114 0.09478026 0.33900902
0.06607161 0.88348103 0.66176057 0.85836302 -0.83634035 0.928556
-0.16934777 -0.5196436 1. 0.45181537 1. -0.62117443
-0.24773487 0.10083779 0.91134451 0.94467398]
[ 0.55043347 -0.44033602 -1. 0.73706501 0.07751866 0.48708216
0.21362724 -0.62386026 0.10749284 0.3330119 0.14619854 0.32469277
0.07098029 0.94550176 0.49925269 0.57417771 -0.66599056 0.58038309
-0.117471 -0.57858599 0.91799619 0.36310954 0.99071474 -0.68631514
-0.41477726 0.14421097 1. 0.70120533]
[ 0.5996768 -0.67884083 -0.90337234 0.86679905 0.14312795 0.30018836
0.18166637 -0.43947373 -0.24056804 0.13550421 0.12766689 0.34090975
0.04956158 0.89220379 0.54389494 0.72881275 -0.76095046 0.83582816
-0.31434915 -0.59802809 0.94538977 0.33843201 1. -0.69585171
-0.38118917 0.28224967 1. 1. ]
[ 0.5129801 -0.51392645 -0.87246593 0.83394941 0.20456386 0.3251935
0.04931369 -0.58111035 0.02249669 0.28669218 0.21324289 0.37170761
-0.04829167 0.87025959 0.65551712 0.62082905 -0.63583139 0.68241037
-0.035744 -0.6867267 1. 0.483296 0.86092055 -0.74665842
-0.36911983 0.23587791 0.94707961 0.90001399]
[ 0.59934524 -0.61983324 -1. 0.93474953 0.17449571 0.5194523
0.23175286 -0.55406634 0.03044191 0.18139711 0.24998439 0.56370059
0.12500492 0.94833167 0.49438449 0.70064651 -0.69817605 0.50793214
-0.24747994 -0.47435185 0.79223862 0.44600859 0.99616999 -0.63805259
-0.32699223 0.2718692 1. 0.99590807]
***********Agent says uye
[ 0.61045343 -0.7562703 -1. 0.76211807 -0.08985877 0.34730976
0.3364876 -0.52327971 -0.03306616 0.37933551 0.10696528 0.35778695
0.21922739 0.81077153 0.57506784 0.73530084 -0.81197839 0.92178295
-0.10439101 -0.57480698 1. 0.46280293 0.95388403 -0.55607101
-0.43089914 0.06288965 1. 0.9538516 ]
[ 0.58729858 -0.4937183 -1. 0.66069066 0.31688841 0.43108056
0.26474805 -0.51116072 -0.02220381 0.48288252 0.27280696 0.35759781
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-0.17018325 -0.50405362 1. 0.47229496 1. -0.67964668
-0.50686666 0.36394634 1. 1. ]
[ 0.58373107 -0.7631607 -1. 0.8440311 0.1558543 0.43649773
0.05073575 -0.54870853 0.01831044 0.25156906 0.11144672 0.24804141
0.17829701 0.92445726 0.65391929 0.84511459 -0.68522475 0.69557068
-0.20367496 -0.68189326 1. 0.52088373 0.9192474 -0.48933774
-0.29227609 0.24998057 1. 1. ]
***********Agent says uye
[ 0.73859723 -0.62493834 -0.89744584 0.82801715 0.07123904 0.49459714
-0.03652532 -0.58628852 -0.0400827 0.30627497 0.21196697 0.29640769
0.27983542 1. 0.55883018 0.55677302 -0.62931904 0.78155864
-0.29738667 -0.68057348 0.75380005 0.49544876 0.88249534 -0.5059911
-0.19648997 0.29724893 1. 1. ]
[ 0.61895986 -0.49909581 -0.82719383 0.68489442 0.08700427 0.4248861
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0.20279539 0.94890335 0.42603457 0.6298588 -0.84693291 0.88349168
-0.43360554 -0.66704358 1. 0.49809753 0.85854841 -0.75413182
-0.42901072 0.11892769 0.94621187 0.83651659]
[ 0.62187735 -0.66341562 -0.89282895 0.63957067 0.15697402 0.37812075
0.13318135 -0.61275513 -0.15825661 0.42883584 0.03820559 0.43990735
0.05218423 1. 0.47145366 0.7771709 -0.76752564 0.81439652
-0.30348443 -0.67026139 0.98147541 0.45038359 0.85700106 -0.45019175
-0.3196061 0.1223437 0.9427609 1. ]
[ 0.71307189 -0.42461839 -1. 0.83206201 0.10847165 0.39874183
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-0.28498895 0.29304725 0.97531752 0.75707217]
[ 0.7544376 -0.60098188 -0.93554725 0.77114489 0.08560075 0.53382305
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0.21401335 0.84359135 0.48094639 0.63778786 -0.59301602 0.78561917
-0.30326508 -0.72074708 0.8721981 0.5123625 1. -0.70630092
-0.43486418 0.22356748 1. 0.9694918 ]
[ 0.5103703 -0.68659371 -0.92222521 0.64988117 0.33145018 0.46610353
0.24243964 -0.43102005 0.10581666 0.37923548 0.35994868 0.40594797
0.17160921 0.9280835 0.72729416 0.84052442 -0.6689626 0.5483002
-0.21714305 -0.49326067 1. 0.41961258 0.84306689 -0.61750511
-0.4198626 0.101756 1. 1. ]
[ 0.61332394 -0.55650826 -0.79429172 0.76296471 0.06997797 0.47865749
0.12539499 -0.65886447 -0.12494954 0.3232794 0.09435372 0.49512693
0.01000176 1. 0.54387233 0.71383722 -0.82402708 0.94462616
-0.12490749 -0.57860347 0.93627953 0.43158398 0.9764087 -0.46781959
-0.44767185 0.15801077 0.97431489 0.91345268]
[ 0.54564312 -0.45107127 -0.98778595 0.66962728 0.05772458 0.42010541
0.21516538 -0.6817967 -0.09245047 0.2935865 0.10111984 0.53286423
0.28646581 0.99288191 0.59405675 0.76373402 -0.77379238 0.87082635
-0.14217038 -0.63441223 0.89599406 0.43241398 1. -0.83698234
-0.45376375 0.07465727 1. 1. ]
[ 0.63623151 -0.39749993 -0.98260585 0.9055486 0.10404774 0.41799976
0.19723924 -0.55124506 -0.16941772 0.37061444 -0.06995253 0.29277959
0.14017257 0.85739046 0.34287286 0.78975128 -0.7270247 0.98821386
-0.09473363 -0.72500321 1. 0.54124937 0.81524653 -0.48781938
-0.41361743 0.20613962 0.8658625 0.91215925]
[ 0.60961764 -0.72682625 -1. 0.74541942 0.18235348 0.18976655
0.14054273 -0.44284457 -0.12347708 0.28951728 0.23298347 0.52119049
0.01459395 0.97049128 0.62345753 0.76577626 -0.7916649 0.73295237
-0.29937301 -0.71677362 1. 0.33805704 0.91812403 -0.5631831
-0.35488658 0.2041497 0.95199474 0.79040098]
[ 0.57002991 -0.57327699 -1. 0.81474201 0.17789398 0.52456413
0.33913334 -0.45712155 -0.03425475 0.07148305 0.18150151 0.41673564
0.20667617 1. 0.68939931 0.71626795 -0.74098947 0.94456933
-0.3394043 -0.77761105 0.9377856 0.40311204 0.79582237 -0.67895569
-0.37024185 0.37719225 1. 0.95935175]
***********Agent says uye
new best error 0.359785688953
[ 0.59292779 -0.60872929 -1. 0.87821069 0.29005687 0.63209751
0.37784901 -0.42138616 -0.08947251 0.00532669 0.27576602 0.57597134
0.07749275 1. 0.84411148 0.66656827 -0.90507169 0.88537393
-0.36966944 -0.93326678 0.91954988 0.4726024 0.79121881 -0.64232278
-0.52129616 0.51664686 1. 0.98781749]
[ 0.53078752 -0.67298623 -0.91780148 0.79906096 0.08273646 0.44110617
0.37397723 -0.45528347 0.10683687 0.16116174 0.29198342 0.47750395
0.04302159 1. 0.7227336 0.68183488 -0.77597955 0.94162416
-0.13559029 -0.72877328 1. 0.2783827 0.84306798 -0.5972586
-0.2376331 0.37927031 0.9143792 0.96821872]
***********Agent says uye
[ 0.56071688 -0.74958837 -1. 0.88592376 0.36105204 0.32611536
0.18156304 -0.47598654 -0.12113724 0.14642993 0.29544716 0.62614261
0.16425408 1. 0.75026867 0.57707009 -0.70363274 0.96294206
-0.26798482 -0.78005583 0.83652279 0.58158645 0.57969692 -0.85412169
-0.60776705 0.58335965 1. 0.97130955]
[ 0.42488349 -0.66201833 -1. 0.80518343 0.06109604 0.34911213
0.44714128 -0.44135426 -0.10892918 0.05654199 0.1644227 0.41423307
0.14439248 0.98979719 0.64949588 0.87698994 -0.83308279 0.96276993
-0.39162635 -0.80683764 0.92875015 0.39127263 0.94848704 -0.68332686
-0.44368097 0.35563558 0.93746649 1. ]
***********Agent says uye
[ 0.50546272 -0.53975204 -1. 0.81136001 0.26774478 0.41610847
0.30246009 -0.37686633 -0.01358773 0.07144688 0.18423793 0.39781098
0.06785439 1. 0.60569428 0.57010388 -0.69870074 0.90085915
-0.46953976 -0.86132208 0.93740736 0.53749548 0.8517067 -0.73164514
-0.37621114 0.43077833 1. 0.78912317]
[ 0.40860189 -0.59984805 -0.95589522 0.78707672 0.14774077 0.61412924
0.44596742 -0.46472856 -0.22130991 0.02747857 0.08401405 0.46563892
0.23561465 1. 0.59088937 0.68508168 -0.77184436 0.94010289
-0.39054121 -0.66115069 1. 0.40184042 0.72033397 -0.69441839
-0.37640949 0.54466077 1. 0.96677808]
[ 0.41753648 -0.49169029 -1. 0.92832157 0.26712067 0.39458863
0.41299241 -0.36875641 -0.00680609 0.08185825 0.3107852 0.50031841
0.25371013 1. 0.71956869 0.70494242 -0.71177366 0.83349415
-0.34076855 -0.6016528 1. 0.16451766 1. -0.70019993
-0.46743703 0.48053467 0.9946022 0.80758025]
[ 0.41338098 -0.47698214 -1. 0.78097943 0.08111675 0.64538283
0.25749379 -0.51241302 -0.10812632 0.19949414 0.05566905 0.48859833
0.42026617 1. 0.81647189 0.90545513 -0.71769632 0.89231187
-0.48752314 -0.74880977 0.96971876 0.45178897 0.94149968 -0.62546444
-0.30865814 0.47370455 1. 0.97717606]
[ 0.52548342 -0.70189909 -1. 0.759687 0.20881828 0.7402488
0.40966212 -0.52139752 -0.02966326 0.12683181 0.24936676 0.53868962
0.04478852 0.94281686 0.67908795 0.59406291 -0.92424269 0.96780733
-0.36505756 -0.76911777 0.97524404 0.38616801 0.85636716 -0.76531496
-0.22970828 0.35919031 1. 0.93552982]
[ 0.4058892 -0.63346388 -1. 0.82975936 0.32132609 0.55724987
0.60519131 -0.50068611 -0.07613099 0.02274478 0.31602654 0.54640668
0.24402096 1. 0.67496619 0.82362429 -0.68008604 0.96480909
-0.25304517 -0.72418044 0.85212847 0.44118858 0.83403282 -0.83164556
-0.36350003 0.32809534 1. 0.94361916]
[ 0.48229103 -0.77411467 -0.95780043 0.82634287 0.1258155 0.3932263
0.34390618 -0.49545555 -0.16344127 -0.09963768 0.10242161 0.50389389
0.09249092 1. 0.69758321 0.6949373 -0.645343 0.90215786
-0.40633492 -0.70549748 0.82091535 0.45770423 0.72604561 -0.66129755
-0.25524186 0.46781263 0.93323881 0.69627448]
[ 0.38295146 -0.45885265 -0.95588841 0.79219975 0.23167393 0.54116585
0.35075155 -0.39658663 -0.00710915 0.09075574 0.21166845 0.44902696
0.18707851 0.87835303 0.7476569 0.76126967 -0.95017927 0.92597065
-0.20794808 -0.71465696 0.84423448 0.4073914 0.64416005 -0.60395484
-0.42110339 0.26883971 0.95051914 0.91726095]
[ 0.54729259 -0.66019317 -1. 0.81574946 0.16427444 0.34743681
0.31427473 -0.44261901 -0.0221493 0.12153729 0.33737539 0.28984766
0.07726944 1. 0.67870673 0.57516685 -0.85906127 0.90260556
-0.36800601 -0.72935051 1. 0.37450139 0.8654886 -0.67198239
-0.41384297 0.36411915 0.93215155 0.81531594]
***********Agent says uye
[ 0.4554737 -0.55078486 -1. 0.76865746 0.11946111 0.58052309
0.45921528 -0.40367825 -0.11707551 0.16567226 0.12714505 0.37487748
0.14688521 1. 0.72480195 0.66340957 -0.77261847 0.81925121
-0.23798954 -0.83986364 1. 0.44240956 0.79601574 -0.70978863
-0.42423865 0.3311218 1. 0.93904768]
[ 0.52219865 -0.61914334 -1. 0.70175624 0.22706472 0.55671233
0.24556519 -0.40856714 -0.03390505 0.11484392 -0.03327936 0.51851925
0.28315276 1. 0.51821906 0.83078227 -0.75730654 0.89388924
-0.38229873 -0.60637604 1. 0.43435535 0.63505027 -0.50324576
-0.35637752 0.23774026 0.94137338 1. ]
[ 0.80861044 -0.40483398 -0.8778752 0.83235297 0.28584255 0.49202399
0.37714322 -0.64731063 -0.11545752 0.1497631 0.01915476 0.36754766
0.3265471 0.83763844 0.77515699 0.6931135 -0.62256619 0.8699323
-0.36741348 -0.82513776 1. 0.26176872 0.75504326 -0.68410346
-0.17969943 0.39221309 0.98830499 0.95653522]
[ 0.56507928 -0.70339218 -0.87770997 0.83527221 0.19767763 0.37922278
0.35935394 -0.43774751 -0.09820186 0.1539352 0.36591448 0.46882479
0.18772691 1. 0.57215054 0.782437 -0.85042329 0.97949861
-0.12834562 -0.81519414 0.84285641 0.43294775 0.75646051 -0.63526438
-0.42598534 0.48866276 1. 0.93266863]
***********Agent says uye
[ 0.41513291 -0.61860937 -1. 0.86411069 0.12433492 0.56330235
0.32943481 -0.62946406 -0.16686268 0.05849193 0.30417266 0.42517679
0.24716568 0.98820288 0.67089528 0.80517025 -0.97607613 1.
-0.32539012 -0.760676 0.9588869 0.37793254 0.84898271 -0.70945858
-0.33559783 0.20474252 1. 0.94427493]
[ 0.44641353 -0.52413757 -0.89314318 0.71282624 0.22230621 0.44993895
0.27410416 -0.39882267 -0.1772014 0.0719303 0.14385366 0.46028406
0.20093384 0.84733261 0.85784579 0.69848852 -0.87321166 0.96244365
-0.49790186 -0.63016208 0.8089854 0.31003316 0.83907239 -0.68513018
-0.25643423 0.3198417 0.98288463 0.9197067 ]
[ 0.63282259 -0.69027584 -1. 0.67209752 0.23349744 0.57453275
0.42674382 -0.56820203 -0.07233734 0.08666154 0.25216174 0.34988828
0.06314425 1. 0.81775851 0.57604697 -0.65989735 0.90381534
-0.3593376 -0.89553459 1. 0.43256773 0.81623292 -0.71603342
-0.31624517 0.62296949 0.95019051 0.93037489]
[ 0.53114857 -0.53762594 -1. 0.92497998 0.30577572 0.38472909
0.2421949 -0.34245285 -0.09200871 0.14848831 0.19394509 0.58032236
0.17301557 0.97603755 0.62236736 0.58197313 -0.57017195 0.91697505
-0.09164398 -0.70581504 0.85689111 0.63099378 0.70293717 -0.43135384
-0.42848165 0.26524106 0.95957822 0.86781792]
[ 0.559097 -0.57942721 -0.96103375 0.75027868 0.09214422 0.53263074
0.49605966 -0.35573442 -0.03123427 -0.10910481 0.3283151 0.47819604
0.03867406 1. 0.78455684 0.77577373 -0.69793389 0.80978087
-0.55091721 -0.85836178 0.84877438 0.65247417 0.87735563 -0.77115058
-0.28836215 0.46994773 0.89756305 1. ]
[ 0.68525295 -0.440954 -1. 0.72990474 0.20850246 0.5623852
0.24030853 -0.43245291 0.01905808 0.02032386 0.16125683 0.33496481
0.25012033 1. 0.71776139 0.87764126 -0.7477991 0.86893407
-0.35939075 -0.83324468 0.92032004 0.43732374 0.89300614 -0.55029765
-0.47468545 0.35344118 1. 0.75913151]
[ 0.58572187 -0.58783886 -1. 0.75249503 0.07946862 0.36085005
0.29631918 -0.49570935 -0.08342218 0.0537145 0.2539863 0.42924224
0.22480445 0.86379688 0.69793015 0.75009089 -0.82789088 0.97425734
-0.16347241 -0.66425749 0.95715484 0.41329511 1. -0.7857945
-0.40546102 0.29085902 1. 1. ]
[ 0.6404777 -0.58506679 -0.97835007 0.81715261 0.08895041 0.65952156
0.29505267 -0.37775502 0.07195207 0.03486095 0.04162168 0.57396623
0.20851414 1. 0.81730289 0.67430975 -0.61057451 0.80656942
-0.32445083 -0.82090368 0.92858355 0.25368576 0.78446737 -0.60992847
-0.15670796 0.28087154 0.95886195 0.97787742]
[ 0.74839245 -0.66120378 -0.98465376 0.84950992 0.38660875 0.55987457
0.29189611 -0.48163473 -0.02497797 -0.1355579 0.12922062 0.54975855
0.22499913 0.91362041 0.75947281 0.60778876 -0.77946441 0.92891734
-0.45259285 -0.89341408 0.93226628 0.28692811 0.67980958 -0.72102824
-0.41163116 0.46291406 0.98262316 1. ]
[ 0.39032965 -0.64783268 -1. 0.93551176 0.12959548 0.43968275
0.33233604 -0.56433917 -0.17297603 0.27525196 0.00482402 0.36677379
0.38779992 1. 0.65748845 0.60491211 -0.83516601 1.
-0.15391114 -0.85774093 1. 0.47735481 0.82909289 -0.76266412
-0.36186405 0.44156543 1. 0.91459917]
[ 0.68807862 -0.61846544 -0.86163514 0.80925639 0.35119998 0.46308269
0.24498206 -0.55024179 -0.05037765 -0.03657996 0.1695025 0.44142731
0.2012488 1. 0.59695065 0.69234358 -0.85304442 1.
-0.34505449 -0.74893834 0.83557279 0.39115327 0.81170703 -0.64959572
-0.2804137 0.25172603 0.9880211 0.96919873]
[ 0.7499554 -0.47519397 -1. 0.78494768 0.28006222 0.47656019
0.33840383 -0.42491305 -0.05422833 0.05750554 0.30185318 0.16252767
0.27109384 0.96849455 0.6503906 0.81593945 -0.7052034 0.89717198
-0.38731949 -0.95395086 0.85986658 0.38129662 0.92811943 -0.7930552
-0.45271267 0.43755219 0.97990997 1. ]
[ 0.61891068 -0.65187812 -0.92187468 0.61606158 0.19467517 0.46371072
0.27277048 -0.43526902 -0.02645872 0.17292664 0.35436259 0.59987393
0.18999367 0.88418179 0.71846777 0.71325893 -0.84284353 1.
-0.24301381 -0.75232117 0.92221412 0.43626007 0.63367209 -0.58470421
-0.24142134 0.4307932 0.84952922 1. ]
***********Agent says uye
[ 0.5136017 -0.62627987 -0.93034472 0.80715665 0.13575072 0.40067359
0.21121107 -0.53054507 -0.05750013 0.15489116 0.1326299 0.3802741
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-0.15365633 -0.65052943 0.98510312 0.32548451 0.78240345 -0.68718505
-0.44170941 0.43076039 0.85189804 0.98926088]
[ 0.59987749 -0.45680392 -1. 0.76153903 0.18574797 0.62447622
0.30292975 -0.36221766 -0.07541922 0.12992485 0.23662067 0.43813501
0.04175101 1. 0.54996412 0.43236586 -0.82222896 1.
-0.23546074 -0.95731025 1. 0.37878769 0.81202623 -0.66996334
-0.27696139 0.40310803 0.98350356 1. ]
[ 0.67976116 -0.55824219 -1. 0.69956535 0.14943214 0.62935905
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0.236391 1. 0.65688555 0.76104156 -0.58411375 0.9426992
-0.32049144 -0.65982251 0.97591664 0.53214979 0.85546219 -0.85371487
-0.34698971 0.51243683 0.94135443 1. ]
[ 0.54963192 -0.41747699 -0.93096303 0.83377951 0.11836621 0.44230201
0.23938768 -0.38001737 -0.04204618 -0.06360563 0.28881716 0.30345984
0.24974739 1. 0.82625292 0.62107574 -0.83019477 1.
-0.28934362 -0.67777693 0.97428406 0.35682648 0.89608633 -0.61869838
-0.42956278 0.51197525 0.94270225 0.93833262]
[ 0.61902534 -0.69481374 -0.92032926 0.67878261 -0.06869345 0.56651488
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-0.34147866 -0.90180807 0.9186118 0.65203603 0.73271086 -0.61675628
-0.25927905 0.44033318 0.97805746 0.9887394 ]
[ 0.75571637 -0.53333503 -0.95629864 0.83342838 0.09689149 0.53559387
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-0.33173773 0.21184348 1. 0.86560142]
[ 0.4890132 -0.47442274 -0.9225301 0.8109787 0.10046522 0.56888478
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0.15203222 0.96591717 0.62182226 0.82959356 -0.62288725 1.
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[ 0.81550248 -0.53624367 -0.74704001 0.81143979 0.05174668 0.43487724
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-0.41856051 -0.7194915 0.92352884 0.62004533 0.79464916 -0.68026746
-0.39977859 0.33566166 0.93753991 1. ]
[ 0.52678329 -0.55123114 -1. 0.58934509 0.16804132 0.36521278
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-0.1599389 0.3376066 0.86789723 0.97376783]
[ 5.64305519e-01 -6.35910108e-01 -1.00000000e+00 6.98030341e-01
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9.65890429e-01 4.27108751e-01 8.47845217e-01 -7.56523301e-01
-3.31038971e-01 2.65908705e-01 1.00000000e+00 1.00000000e+00]
[ 0.58675697 -0.53954345 -0.82692239 0.8202206 0.22151388 0.37763575
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[ 0.56379454 -0.6384149 -0.84884911 0.84082912 0.22256513 0.50504235
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-0.32720782 -0.80600643 1. 0.34513576 0.78424611 -0.71796748
-0.16932657 0.2427721 0.85200834 1. ]
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[ 0.52724902 -0.59941182 -1. 0.69783266 0.31553651 0.60983239
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[ 3.80901765e-01 -7.02602991e-01 -9.37432429e-01 7.57894036e-01
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[ 0.68793382 -0.67552242 -0.96228098 0.85073405 0.10245301 0.5112655
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-0.40934168 0.35411101 0.82295961 0.96104739]
[ 0.49515136 -0.43677958 -1. 0.84314665 0.3247855 0.45629675
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[ 0.56601385 -0.4507493 -0.95573209 0.84162618 0.25931259 0.5808717
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[ 0.41102361 -0.67091993 -0.90902582 0.79128507 0.21577526 0.50214174
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[ 0.62819722 -0.62164501 -1. 0.68966583 0.26896929 0.48065393
0.41904802 -0.39044002 0.09605894 0.07210997 0.22015843 0.47070972
0.27530349 0.88161824 0.71962826 0.70438617 -0.65509558 1.
-0.41732485 -0.83767559 1. 0.63010423 0.67202103 -0.65692939
-0.26658011 0.43820439 0.85723252 1. ]
[ 0.45965127 -0.49281041 -0.82511375 0.76755707 0.0745488 0.47754682
0.34523855 -0.45534106 -0.01331085 0.05892304 -0.01672891 0.58144814
0.14353025 1. 0.47839061 0.75932615 -0.8260806 0.97646807
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-0.23482308 0.53463361 0.90625668 0.93476366]
***********Agent says uye
[ 0.70133268 -0.51485573 -0.92715928 0.90181785 0.18439377 0.4542188
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-0.45686265 0.23832079 0.84081267 0.8223256 ]
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[ 0.61290747 -0.67436653 -0.99453486 0.77624654 0.1663973 0.4028444
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[ 0.58762796 -0.63940126 -0.93578446 0.80060921 0.1982898 0.61494934
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[ 0.55574006 -0.68431317 -1. 0.8723606 0.21378758 0.45120981
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-0.31344738 0.43409943 0.97775727 0.9273852 ]
[ 0.61057366 -0.81066953 -1. 0.8072626 0.28829948 0.4539198
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-0.26314546 0.39083845 1. 1. ]
[ 0.47730866 -0.55522018 -1. 0.64739057 0.30559332 0.60870651
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-0.3765935 0.36303479 0.98099312 0.92903323]
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[ 5.26600302e-01 -5.35354099e-01 -1.00000000e+00 8.17549651e-01
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-5.31724025e-01 2.94919096e-01 9.78006728e-01 8.51153088e-01]
[ 6.30956823e-01 -5.38698197e-01 -1.00000000e+00 9.49570931e-01
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9.07443565e-01 5.68816259e-01 7.81138501e-01 -6.37753676e-01
-4.83555390e-01 3.38142568e-01 1.00000000e+00 9.77224729e-01]
[ 0.5157494 -0.34652467 -1. 0.6224175 0.2909777 0.40308556
0.37783707 -0.39665758 -0.13820999 0.02893049 0.27457282 0.37446923
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-0.56991339 0.37699048 0.94507133 0.97955539]
[ 0.69832297 -0.51999357 -1. 0.72952972 0.23219361 0.44011982
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-0.57034099 0.33996724 0.93325776 0.9390998 ]
[ 0.54213373 -0.47712701 -1. 0.73214928 0.14856567 0.39738127
0.33564642 -0.69507996 0.06953699 0.01978265 0.31109766 0.44054813
0.20155199 0.9418852 1. 0.72393149 -0.56906562 0.93620706
-0.30613666 -0.79245283 0.9996551 0.41248017 0.82331364 -0.61862944
-0.4575233 0.39165033 1. 0.96091887]
[ 0.55784364 -0.65867518 -1. 0.60229454 0.07635742 0.31752679
0.38826249 -0.52065814 -0.13264299 0.11843627 0.29241726 0.56847287
0.31708197 1. 0.72605136 0.69636725 -0.80143197 0.95587509
-0.40184764 -0.96491266 1. 0.24569151 0.77753723 -0.5931441
-0.25211227 0.24103247 1. 0.94868267]
[ 0.33242934 -0.60650762 -1. 0.84020059 0.098478 0.4949658
0.22270378 -0.3271584 -0.16520278 0.0470591 0.250381 0.47185108
0.30602645 0.97938581 0.80096834 0.72509262 -0.82844303 0.98804745
-0.30054379 -0.61561558 0.77786207 0.23692675 0.73520724 -0.63012813
-0.34904285 0.42915802 0.80434597 1. ]
[ 0.42528446 -0.59400986 -0.93474895 0.89382124 0.12975316 0.51969071
0.47126953 -0.39331105 0.06077813 0.17708417 0.16556568 0.24945013
0.12485019 1. 0.55150712 0.70127792 -0.79809049 1. -0.3022351
-0.76989004 0.9105864 0.28646827 0.92517004 -0.76508367 -0.36004973
0.35005657 1. 0.89440904]
***********Agent says uye
[ 0.52077681 -0.41015511 -1. 0.82772645 0.18095702 0.48484516
0.18638309 -0.54150922 -0.20093685 0.15022446 0.3310032 0.31441206
0.23058613 1. 0.67445737 0.63554801 -0.79295372 0.76789602
-0.02804839 -0.72639756 1. 0.3317148 0.58794701 -0.50327247
-0.54990027 0.39170792 0.86778267 1. ]
[ 0.60582192 -0.51423531 -0.86043782 0.94573385 0.09398748 0.47647819
0.415348 -0.58987351 -0.11534864 -0.04469913 0.33329515 0.49339691
0.35561 0.94006796 0.63846928 0.75135804 -0.70421422 0.98906495
-0.38027755 -0.947884 0.96456867 0.31416579 0.68368477 -0.83572595
-0.33081717 0.37598622 1. 0.94676874]
[ 0.80660483 -0.61535178 -1. 0.69886728 -0.05682808 0.57955785
0.37105218 -0.36952066 0.06924425 0.19568791 0.17902566 0.54948051
0.08411457 0.80685257 0.72200507 0.71607987 -0.65629189 1.
-0.17744708 -0.59742227 0.96057675 0.52973435 0.87051805 -0.56262742
-0.28755364 0.24255249 0.85204238 0.90562234]
[ 0.48170421 -0.62951906 -0.92327079 1. 0.2517785 0.43534048
0.31738304 -0.33800248 -0.0327821 0.1439103 0.13551095 0.3199181
0.11135464 1. 0.76875977 0.79374846 -0.66019034 0.97302489
-0.37679356 -0.75481448 0.8908742 0.47962059 0.67737478 -0.7360551
-0.20137386 0.40820315 1. 0.87269527]
[ 0.59057209 -0.47748723 -0.88412864 0.87399837 0.23731913 0.65038147
0.41862046 -0.59833879 -0.05554556 -0.0267513 0.25380333 0.26397416
0.06810622 1. 0.67849425 0.64478703 -0.49677915 0.90040976
-0.48291824 -0.80678309 0.8246386 0.35049858 0.84499613 -0.74179034
-0.32534642 0.39405091 0.96902149 0.92445677]
[ 0.56473811 -0.46641415 -0.87248339 0.7246409 0.08178782 0.49275999
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-0.1781191 -0.70478005 0.90846866 0.2761287 0.69980819 -0.646564
-0.43894208 0.33802217 0.84764271 1. ]
[ 0.45035206 -0.60242355 -1. 0.90769635 0.16309674 0.44877776
0.28228269 -0.4530696 -0.31568321 0.05295791 0.11364925 0.38237925
0.18188118 1. 0.6524312 0.55453629 -0.82921313 0.82322534
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-0.37114989 0.29630948 1. 0.88416976]
[ 0.71647848 -0.57492575 -1. 0.77761541 0.00477717 0.54629428
0.3857809 -0.49631482 -0.03348504 0.17389117 0.28476181 0.31389594
0.17883488 0.97987389 0.55954327 0.64716254 -0.56297182 1.
-0.50300394 -0.88462584 0.87527057 0.49424109 0.80236072 -0.61733873
-0.29112253 0.44240252 0.99241289 1. ]
[ 0.53877292 -0.38524438 -1. 0.83170325 0.31352005 0.30876013
0.33460938 -0.31348322 0.13745861 0.03124369 0.18552454 0.3896834
0.266321 0.88742579 0.57175296 0.70261166 -0.67366581 0.94360832
-0.19445769 -0.64204793 0.85750724 0.41794912 0.69839562 -0.8145325
-0.31438232 0.32448905 0.98496743 0.9499174 ]
[ 0.53219888 -0.41044612 -1. 0.85874489 0.07236225 0.16368086
0.37593852 -0.35198244 0.03363474 0.29363719 0.12418956 0.30227779
0.30303878 1. 0.75843712 0.68344234 -0.76860386 1. -0.5350611
-0.65751906 0.93571462 0.1768941 0.81148371 -0.73143301 -0.41499706
0.35335476 1. 1. ]
[ 0.49933731 -0.56604966 -0.84675868 0.79838172 0.20688359 0.7443188
0.35193169 -0.57865654 0.07095521 0.16140489 0.04436487 0.50988652
0.05233483 0.84039994 0.80949347 0.6618958 -0.69252574 1.
-0.40298313 -0.82423037 0.89901751 0.33294586 0.86729383 -0.61755663
-0.44406436 0.23556871 0.97491263 0.87680154]
[ 0.60313659 -0.60703161 -0.98179073 0.9112197 0.0977546 0.54095042
0.34668801 -0.38340468 -0.04355383 -0.01935441 0.18303918 0.45134005
0.33572744 0.85466691 0.95216371 0.6439149 -0.90385453 0.90628923
-0.28509178 -0.78440792 1. 0.45094901 0.70404884 -0.68286834
-0.33539775 0.58742954 0.99721994 0.95528433]
***********Agent says uye
[ 0.67407619 -0.57069174 -1. 0.85075174 0.18635681 0.55766342
0.28085032 -0.52117967 -0.20417835 0.27338861 0.20196338 0.41395306
0.15198279 1. 0.74674549 0.77690381 -0.7376577 0.92392132
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-0.38011532 0.49891759 0.88434812 0.92515302]
[ 0.42686477 -0.59606771 -0.98684961 1. 0.17446836 0.57030641
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-0.3604377 -0.82742901 1. 0.35575815 0.62379389 -0.64855115
-0.52030838 0.48196368 1. 1. ]
[ 0.41092637 -0.58028565 -1. 0.66065831 0.39879537 0.67890216
0.28662836 -0.43708548 -0.17427816 0.10402002 0.26223902 0.37893986
0.24908041 1. 0.78827723 0.85030179 -0.6784548 0.96219611
-0.33862604 -0.63342229 1. 0.39183454 0.84121374 -0.65173189
-0.27895844 0.38237187 1. 0.91002424]
[ 0.76781611 -0.56867858 -1. 0.9115135 0.2980782 0.66055424
0.34050656 -0.43177387 0.05345792 0.05702266 0.00393183 0.49292396
0.4217895 1. 0.66353801 0.57600091 -0.62374862 0.91609463
-0.37545618 -0.80784618 0.93852886 0.46707076 0.90938172 -0.86554608
-0.37277797 0.52095151 0.86254759 1. ]
[ 0.66442483 -0.65913645 -0.90377631 0.91778644 0.04912446 0.54286538
0.27401522 -0.46292195 0.05114662 0.20686606 0.28775819 0.44288134
0.21633164 0.97889199 0.72240954 0.88762157 -0.96925015 0.92046251
-0.2446912 -0.82415237 1. 0.42429605 0.72413662 -0.62791511
-0.50135525 0.37898577 0.90357575 0.84531443]
[ 0.51409057 -0.39766694 -1. 0.78605174 0.23851612 0.52498298
0.34958347 -0.52816239 -0.00570232 -0.03719549 0.22073568 0.47004769
0.41048689 1. 0.68320737 0.73618698 -0.77322216 0.91805549
-0.26215274 -0.66953592 1. 0.31973047 0.93112371 -0.60726835
-0.40399638 0.54640833 0.93037267 0.95546578]
[ 0.77903735 -0.7301602 -0.8460028 0.74889504 0.03780182 0.46951102
0.32301557 -0.39839482 -0.11171987 -0.02834572 0.31395175 0.39301211
0.2317476 1. 0.81350388 0.72631753 -0.76371229 0.78538701
-0.41271656 -0.75499371 0.92856093 0.24988606 0.63132699 -0.75596814
-0.32215205 0.39309691 0.99526325 1. ]
[ 0.51960064 -0.47406918 -1. 0.6617606 0.13538105 0.43366409
0.3593696 -0.52262379 0.11119857 -0.05945018 0.0471553 0.35086712
0.0875533 0.81800425 0.81739741 0.84071988 -0.63290946 1.
-0.34044931 -0.75565565 0.92783901 0.32865954 0.87412656 -0.55528886
-0.29747477 0.29720292 0.99233071 0.86873731]
[ 0.69406485 -0.53917316 -1. 0.89285148 0.04902822 0.63888603
0.26659704 -0.46048098 -0.18360646 0.04093384 0.00178299 0.52724751
0.11679776 1. 0.59611774 0.80706253 -0.81848502 0.92126311
-0.3327644 -0.71907723 0.88253765 0.27136364 0.86731504 -0.52631645
-0.36145337 0.52271006 0.8623429 1. ]
[ 0.62863099 -0.53189725 -0.93137594 0.75879711 0.10803776 0.68642093
0.27068982 -0.55138459 0.07428107 0.13775882 0.23219175 0.38463092
0.21662915 0.96756186 0.51893613 0.75039919 -0.6414693 0.79655708
-0.42413254 -0.69228398 1. 0.49225162 0.87486354 -0.85771735
-0.18081338 0.32698357 1. 1. ]
[ 0.47727011 -0.70539052 -0.96982685 0.70145355 0.04176736 0.43172999
0.1978551 -0.49051342 0.07205834 0.08141081 0.24872254 0.41595202
0.19989681 0.84526354 0.54795578 0.65579267 -0.69729127 0.86128301
-0.32954981 -0.92659869 0.8298992 0.21266793 0.64450224 -0.69733131
-0.3114912 0.31857419 0.8328454 0.98995421]
[ 0.65022178 -0.57396393 -1. 0.88038194 0.23936811 0.48311517
0.33833861 -0.34204531 0.03407359 0.1062467 0.3409724 0.41973765
0.33645758 1. 0.64061833 0.8154021 -0.73028037 1.
-0.35886985 -0.86479974 0.89720984 0.32380827 0.87014954 -0.74864855
-0.37648258 0.32582703 1. 0.9498772 ]
[ 0.50489796 -0.46700596 -1. 0.69166797 0.16870192 0.56696183
0.47369381 -0.43510272 -0.15315955 0.07465578 0.23661812 0.28720172
0.25760331 1. 0.84492965 0.52578322 -0.85175944 0.95267248
-0.25715364 -0.76650286 1. 0.38433642 0.7719826 -0.58761076
-0.40212042 0.2495475 0.97495362 1. ]
[ 0.5068503 -0.39850568 -0.8884129 0.86558186 0.34600582 0.66626795
0.5274232 -0.34963929 0.05799784 -0.01027555 0.17664013 0.39383363
0.2540181 1. 0.83410493 0.65423162 -0.66865548 0.93986309
-0.38525115 -0.6604192 1. 0.27649505 0.74728618 -0.6526003
-0.46252229 0.43454378 1. 0.83457721]
[ 0.37373395 -0.73768487 -0.95404718 0.88069991 0.36761593 0.48754307
0.44320727 -0.33716503 -0.00318244 0.04198208 0.20276876 0.50662511
0.15600943 1. 0.56783624 0.73249169 -0.81844264 0.80701933
-0.36826768 -0.64344127 1. 0.49461005 0.98903615 -0.62224498
-0.41651599 0.49808542 0.93090361 1. ]
[ 0.64092539 -0.54913177 -1. 0.86031376 0.14531363 0.5766276
0.38267539 -0.46830552 -0.04572675 0.11097248 0.12031651 0.23484936
0.19876676 1. 0.77448407 0.69736144 -0.65485996 1. -0.3825816
-0.81053808 0.87191226 0.49636283 0.83900377 -0.65454534 -0.40447029
0.30259176 0.85104137 0.95140912]
[ 0.46063597 -0.47860272 -1. 0.85848192 0.10445031 0.40624326
0.34618381 -0.60254086 -0.02379707 -0.00978577 0.16746419 0.47049921
0.13336528 1. 0.78483066 0.64969441 -0.64004189 1.
-0.21632827 -0.81843697 1. 0.52343661 0.74058489 -0.69209376
-0.51183274 0.55256096 0.94975768 0.92086154]
***********Agent says uye
new best error 0.34550009609
[ 0.5187515 -0.52017001 -0.9769685 0.83885809 0.32517631 0.3345174
0.40190023 -0.6562556 -0.01137823 -0.01460817 0.35328861 0.27610516
0.33220716 0.96001678 0.88097356 0.68675924 -0.57456194 0.94349259
-0.36978007 -0.93555941 0.88355551 0.4750059 0.6164469 -0.78128696
-0.42220468 0.67279619 1. 0.92245945]
[ 0.53730309 -0.65628855 -0.84129103 1. 0.23715752 0.34698158
0.4709323 -0.76079033 -0.03849675 0.13983027 0.04165301 0.38958425
0.03538314 0.9982249 0.67633124 0.50105984 -0.72611555 1.
-0.29748465 -0.88778559 0.93773924 0.42309403 0.70794708 -0.80477463
-0.52172296 0.47584609 1. 0.97277283]
[ 0.43321636 -0.56907945 -1. 0.6450669 0.14635191 0.50804091
0.44094976 -0.71746316 -0.01202411 -0.17235712 0.12683308 0.51055803
0.21143479 1. 0.42031654 0.6757682 -0.59869694 0.97045422
-0.27781051 -0.78442858 0.88604332 0.54493696 0.66332004 -0.63045967
-0.37512767 0.66234151 0.98661216 1. ]
***********Agent says uye
[ 0.52766108 -0.42498904 -1. 0.81291377 0.16835209 0.28616329
0.41735314 -0.51389526 0.07298491 -0.14981651 0.16881812 0.39695551
0.08915441 1. 0.75180324 0.58868961 -0.64223184 0.94209552
-0.11592116 -0.75399954 1. 0.36428575 0.76489337 -0.69449302
-0.44289727 0.62520293 1. 0.97963803]
[ 0.53922313 -0.48636881 -1. 0.86701784 0.19762096 0.54127925
0.54686501 -0.51824356 -0.01654876 0.06454007 0.23159747 0.5445262
0.06466545 0.90303857 0.71550239 0.57893215 -0.71711374 0.86252522
-0.18492066 -0.94139453 0.94953576 0.48082896 0.65712847 -0.66145566
-0.50965126 0.16420611 1. 0.96505947]
[ 0.43555134 -0.51888884 -0.95671738 0.92758772 0.08908179 0.4377895
0.27794022 -0.59435871 0.06610688 0.07455749 0.25655781 0.51364411
0.09665032 0.92132248 0.54072919 0.63113642 -0.66588067 1.
-0.42673674 -0.7199105 1. 0.37055717 0.6720634 -0.57676838
-0.57148118 0.44492091 0.95545279 0.9921562 ]
***********Agent says uye
new best error 0.326923957131
[ 0.59142794 -0.58278528 -0.86305202 1. 0.10057798 0.44977784
0.18477694 -0.66137563 0.17928117 -0.17400298 0.38857228 0.55891796
-0.01661479 0.96134517 0.69014391 0.48948502 -0.6151148 0.9327745
-0.34907004 -0.59824842 0.946262 0.52285788 0.5644322 -0.53375448
-0.46789407 0.55259443 0.9245576 0.97275959]
***********Agent says uye
[ 0.60343482 -0.66495785 -0.9948018 0.98295513 0.39732033 0.50401651
0.31458371 -0.55216227 -0.18986333 0.18955369 0.14060618 0.6022154
-0.02323368 0.8893505 0.52537741 0.66878141 -0.66475143 0.99749831
-0.22100522 -0.74015947 0.935091 0.42432075 0.69979687 -0.53325108
-0.41335474 0.39764852 1. 1. ]
[ 0.43266907 -0.51308319 -1. 0.85855352 0.18198407 0.28692745
0.22147281 -0.63537135 0.07929711 0.08943428 0.28465218 0.58006909
0.12138121 0.91696714 0.61710683 0.70320577 -0.77208698 1.
-0.34956367 -0.69270344 1. 0.50806144 0.66962952 -0.54491384
-0.59939522 0.51478517 0.89957953 0.88660156]
[ 0.40414422 -0.54980964 -1. 0.98441756 -0.10217677 0.44165574
0.39279319 -0.63666174 0.12640599 0.02711898 0.1916685 0.50853037
-0.09961581 1. 0.39219845 0.74761462 -0.58993535 0.98966711
-0.40288193 -0.66198666 0.69033043 0.4123879 0.72877016 -0.44967888
-0.68210779 0.44318635 0.85046218 1. ]
[ 0.36944141 -0.47498272 -1. 0.78870546 0.017267 0.3725129
0.19038993 -0.4670163 0.15197979 0.1072843 0.11682284 0.67266022
0.01267747 0.91976879 0.5818332 0.66523531 -0.70859198 0.83606541
-0.5166375 -0.81901116 0.93822184 0.22707725 0.7000857 -0.53441747
-0.36418813 0.41636357 0.95460002 1. ]
[ 0.36816289 -0.48747236 -1. 1. 0.1355906 0.43897102
0.10948747 -0.59650998 0.0621888 0.20036343 0.35355529 0.35199538
0.11439001 0.59909425 0.46994742 0.59766414 -0.76393769 0.83149245
-0.17861741 -0.73870828 1. 0.37141158 0.7443187 -0.48079292
-0.60486117 0.61072447 0.99839962 0.91179747]
[ 0.23268665 -0.36902777 -0.85813312 0.91247404 0.20881049 0.50074413
0.20931786 -0.5047761 -0.0123025 -0.05833947 0.22229271 0.52618771
0.06759123 0.84785445 0.50291171 0.64838241 -0.59340964 0.78954608
-0.43846652 -0.76567383 1. 0.35076718 0.8552175 -0.52273663
-0.45076801 0.36661205 0.84202141 1. ]
[ 0.35026219 -0.372878 -1. 1. 0.09328548 0.43274844
0.07988898 -0.71438367 -0.01264173 0.07529958 0.13570951 0.45596104
0.21855223 0.88640595 0.47366103 0.7491902 -0.56023848 0.95358275
-0.22963019 -0.67272604 0.81701212 0.42646447 0.7160349 -0.68230208
-0.58799884 0.38119778 1. 0.91682825]
[ 0.26361265 -0.55601088 -1. 0.93373949 0.04056272 0.40656991
0.19520836 -0.53371428 0.00674946 0.15928566 0.18626882 0.63775839
0.06676745 0.93382044 0.53907838 0.75053314 -0.61888834 1.
-0.46586211 -0.7392643 1. 0.35356948 0.64270878 -0.49643026
-0.58475798 0.31424039 1. 1. ]
***********Agent says uye
[ 0.3988236 -0.56148943 -0.82124855 0.95914199 -0.0598221 0.5330049
0.15884708 -0.75981821 0.20002158 0.11087542 0.25766036 0.57415096
0.05716686 0.86516421 0.38039076 0.47338631 -0.80118949 0.987542
-0.36393887 -0.70561043 0.93956757 0.40944339 0.45245341 -0.39997537
-0.64691968 0.44841468 0.92839243 0.73541134]
[ 0.52981764 -0.53464123 -0.76152413 1. -0.01212892 0.29620894
0.29815665 -0.74305286 0.18367513 0.15617782 0.2647799 0.5121678
0.16106744 0.95465 0.66202102 0.72856615 -0.58771876 1.
-0.41239603 -1. 1. 0.2426873 0.68332944 -0.58127794
-0.67983459 0.33467571 0.74783332 0.97588854]
[ 0.32149171 -0.39197177 -0.91753107 0.95498862 0.12910703 0.456862
0.31742827 -0.52919832 0.26780172 -0.10177125 0.39385475 0.58760526
0.06391113 0.87653352 0.49846947 0.46055457 -0.93716083 1.
-0.40379751 -0.92017473 1. 0.4611241 0.56888671 -0.43835087
-0.53421599 0.33128215 0.9868889 0.86455428]
[ 0.40975775 -0.58931644 -0.96811147 0.93802242 0.04364629 0.50719397
0.2719727 -0.56831046 0.12490093 0.13101275 0.20698014 0.39737618
-0.08575059 0.98700308 0.56837372 0.73781625 -0.84042976 1.
-0.44314334 -0.58651308 1. 0.33285562 0.70198888 -0.63972371
-0.45119125 0.40438124 0.88880922 0.98204098]
[ 0.49709755 -0.52383117 -0.90940287 1. 0.16738872 0.34691984
0.35100114 -0.62925867 0.03210303 0.1112084 0.22413935 0.5126729
0.01535019 0.97418176 0.41788473 0.70354513 -0.65442207 1.
-0.39857715 -0.61235985 0.85206489 0.36488298 0.65133647 -0.66214757
-0.48486894 0.35761443 0.85054369 0.9129071 ]
[ 0.55257879 -0.66200231 -1. 0.93354074 0.03054433 0.47903046
0.19857233 -0.78854559 0.03604214 0.06857083 0.19167017 0.6932959
0.12711016 0.95050547 0.56575893 0.60327115 -0.58279061 1.
-0.32730304 -0.58222583 0.91020058 0.29681435 0.83780859 -0.57158569
-0.62566744 0.31948879 0.95125775 1. ]
[ 0.31752398 -0.50971588 -0.88943184 1. 0.14242507 0.34092461
0.3533512 -0.62410874 0.1329874 -0.04717408 0.32545953 0.39086974
0.04309553 0.91430802 0.30479338 0.48749588 -0.70112346 1. -0.5611854
-0.61795394 1. 0.4580215 0.52361646 -0.6306166 -0.61396089
0.51805194 1. 0.96981798]
[ 0.31010878 -0.51380207 -0.93941199 0.99164771 0.086684 0.49865688
0.22085247 -0.58371133 -0.01862695 0.07516379 0.38602504 0.62514135
0.10135217 0.82954774 0.61160856 0.46846926 -0.71317685 1.
-0.34205504 -0.66319792 1. 0.11128269 0.5747777 -0.67258604
-0.56442996 0.61593455 0.97166093 0.78018285]
[ 0.34569779 -0.53869906 -0.88293654 0.98120792 0.06027934 0.51451856
0.33897642 -0.66672388 0.15037416 0.25170909 0.22280604 0.59902566
0.14472138 1. 0.34930244 0.67300495 -0.66964315 0.81036166
-0.38060911 -0.79881135 1. 0.26943395 0.68758923 -0.60732079
-0.54159116 0.444341 0.83085905 0.89058704]
[ 0.43915862 -0.37901563 -0.92360989 1. 0.0717707 0.30804276
0.25456665 -0.52143211 -0.07444901 0.03185367 0.16500559 0.60888168
0.28364472 1. 0.57910159 0.66446579 -0.75166547 0.98815018
-0.53802416 -0.58148489 0.86033729 0.43526489 0.74704165 -0.70340874
-0.47023996 0.53536039 1. 1. ]
***********Agent says uye
[ 0.57713829 -0.58063785 -0.85314344 1. 0.07724166 0.48025448
0.35127502 -0.6340555 0.24919308 0.10656089 0.10889881 0.58099436
0.18541445 0.86278011 0.63701127 0.51477446 -0.4741307 0.94111415
-0.28327287 -0.75251643 1. 0.42872488 0.71178174 -0.42423893
-0.73232548 0.40247307 1. 1. ]
[ 0.31518428 -0.66983755 -0.90260511 0.97320883 -0.02590617 0.41395045
0.0878722 -0.72750758 -0.02845488 0.06772043 0.17579934 0.53168671
0.27659741 0.97095791 0.4600576 0.64207767 -0.60946344 0.98666562
-0.55894112 -0.73368134 1. 0.4541271 0.8879289 -0.56942262
-0.5109489 0.43944701 0.86522199 1. ]
[ 0.34264423 -0.51958905 -1. 0.9003848 0.08765368 0.2732987
0.29383901 -0.66833889 -0.01105505 0.15718953 0.15901114 0.52096233
0.11308018 0.74451053 0.66431477 0.58133921 -0.80876982 1.
-0.57610768 -0.65821367 1. 0.4464586 0.6658735 -0.62023419
-0.52772204 0.37944325 0.8925458 1. ]
***********Agent says uye
[ 0.32065698 -0.57132038 -1. 0.90022017 0.07481862 0.55070291
0.31111675 -0.56575021 0.20752381 0.11214627 0.43661645 0.52668695
0.19700275 0.74811339 0.65977028 0.67838397 -0.5702498 0.92067043
-0.25783302 -0.74011536 1. 0.40853565 0.54083265 -0.43839787
-0.68118282 0.45882998 0.99578246 0.95195956]
[ 0.56504034 -0.4018317 -0.94809622 0.99869829 0.11609628 0.31249828
0.32516165 -0.73937539 0.28081615 0.08323863 0.44315944 0.67056542
0.1056208 1. 0.45289307 0.76238018 -0.78238163 0.78463728
-0.47131957 -0.68187915 1. 0.28227721 0.70934321 -0.54008409
-0.64237976 0.41802673 0.87503199 1. ]
[ 0.5563528 -0.49235068 -0.76849949 0.88351936 0.1740478 0.6329662
0.35678908 -0.39575208 0.08642313 -0.03638882 0.29616525 0.74534706
0.14000344 0.716173 0.53021858 0.5814908 -0.79972477 0.85527069
-0.4545273 -0.78625899 1. 0.38795157 0.90100553 -0.40141363
-0.43768928 0.3790029 0.81040584 0.94587191]
[ 0.55951973 -0.39755639 -1. 1. 0.24805366 0.57014538
0.32654119 -0.60259608 0.23676408 -0.11176571 -0.00750724 0.36930127
-0.01830781 0.90113066 0.49394101 0.50666493 -0.83302166 1.
-0.51926188 -0.60481928 1. 0.39438588 0.58164669 -0.5917146
-0.63001736 0.55776774 0.89196759 0.86467162]
[ 0.31605366 -0.58772836 -0.76138377 1. 0.03691962 0.53003623
0.45392905 -0.52023119 0.07208886 0.13734561 -0.005558 0.44215674
0.04848945 0.85772519 0.61759212 0.43434887 -0.80626949 0.97479797
-0.5176433 -0.77633639 1. 0.36341178 0.69821379 -0.61791416
-0.41822807 0.35371363 1. 1. ]
[ 0.61494465 -0.65927311 -0.90066201 0.77598599 0.08471206 0.35424219
0.42403338 -0.64489129 -0.21317346 0.04434261 0.36198536 0.553945
0.05480333 1. 0.46235768 0.5897765 -0.62665365 0.93129234
-0.22685403 -0.56299403 1. 0.3902253 0.91563372 -0.64851111
-0.59383776 0.50407142 0.98087744 0.88255306]
[ 0.61702437 -0.56170368 -0.81206288 0.8044315 -0.02667243 0.28269795
0.29609966 -0.45863168 0.12420548 0.19785907 0.46356449 0.57850142
0.03743534 0.98553763 0.58085628 0.77554127 -0.51452438 1.
-0.43781698 -0.74330288 1. 0.30633883 0.52967557 -0.62008444
-0.40175863 0.43412625 0.92426032 1. ]
[ 0.40429619 -0.58227793 -1. 0.96052856 0.15536087 0.41246975
0.30621959 -0.64087617 0.1622045 0.12421775 0.38640891 0.39423957
0.1698785 0.82689377 0.76732533 0.78680149 -0.57225737 0.92446552
-0.59961973 -0.70525418 0.93432554 0.22336432 0.71470898 -0.52303016
-0.5775418 0.3506468 0.91673482 0.95919366]
[ 0.44991527 -0.59994508 -0.8606756 0.85173229 0.16988983 0.31738592
0.44468286 -0.44239224 0.13654111 0.04879799 0.29168312 0.55494177
0.21242466 0.96904793 0.41507665 0.70532785 -0.60540129 0.95018847
-0.2142086 -0.70610073 0.99843805 0.36776714 0.91197673 -0.67876878
-0.52834205 0.26590651 0.96589528 1. ]
[ 0.44606207 -0.6081084 -0.80679705 0.93835411 0.0637704 0.53627611
0.370556 -0.72589916 0.13100788 0.08450388 0.06053163 0.49454751
-0.06219301 0.91558156 0.46208418 0.73042986 -0.64775944 0.87873246
-0.42797332 -0.7151013 0.94798413 0.37757063 0.80123118 -0.73380941
-0.57493353 0.52644949 0.95172329 1. ]
[ 0.34571804 -0.52715302 -0.65404559 0.8005273 -0.056073 0.52712447
0.28775458 -0.58318388 0.09077523 0.26676867 0.23743095 0.47812743
0.12335782 1. 0.36770396 0.8006123 -0.60995528 0.86414329
-0.46137988 -0.73108179 0.95893263 0.3954101 0.73528978 -0.55393193
-0.76494909 0.53532153 1. 1. ]
[ 0.38761523 -0.48703012 -0.97431792 1. 0.03505576 0.35371538
0.20882208 -0.48427516 0.15948213 0.01634139 0.11229959 0.39342914
-0.03232186 0.96838647 0.2979625 0.62188746 -0.53673762 0.96379625
-0.58225625 -0.80605704 1. 0.37147359 0.6839206 -0.3948216
-0.62940622 0.43233986 1. 1. ]
[ 0.59657266 -0.5213307 -0.94491402 0.86487563 -0.0418037 0.59087433
0.23680662 -0.72795027 -0.00893101 0.05385489 0.02611781 0.68014179
-0.0252806 0.88520406 0.63450808 0.693043 -0.6938832 1.
-0.62210877 -0.68054502 0.99798997 0.39560804 0.73643943 -0.52435712
-0.54209235 0.18173929 0.89478248 1. ]
[ 0.51880711 -0.56797153 -0.85944931 0.83887726 0.07504525 0.47019986
0.15791316 -0.64928287 0.03677214 0.01521668 0.34797586 0.57983933
0.05663762 1. 0.6178709 0.62235445 -0.6529717 1.
-0.35664445 -0.86227405 1. 0.37262775 0.71662724 -0.57070236
-0.60348936 0.28986482 0.86013056 0.99821656]
***********Agent says uye
[ 0.57157271 -0.54619924 -1. 0.94844166 0.08001614 0.46976022
0.27759733 -0.50864816 0.0056495 0.04251541 0.19311149 0.32024039
-0.00828926 0.91555755 0.46445384 0.56739007 -0.65108859 0.92754232
-0.59832968 -0.61998672 1. 0.32196193 0.6813365 -0.50469148
-0.55487951 0.49613033 0.73844111 1. ]
[ 0.40468063 -0.54637711 -0.87390194 0.83596278 0.09636671 0.28256272
0.29055733 -0.64317981 -0.01245433 0.11676712 0.17122078 0.64061748
0.20033748 1. 0.64707685 0.60658824 -0.63400057 1.
-0.43947373 -0.67260338 0.99466609 0.41761881 0.7071277 -0.6548585
-0.49520261 0.30579201 1. 0.93986311]
***********Agent says uye
[ 0.49349318 -0.41735173 -1. 0.96583437 0.21269871 0.404644
0.38567404 -0.49273446 0.01350043 0.08321069 0.30808 0.54704963
0.0808697 0.94391208 0.58879319 0.66310455 -0.81875467 1.
-0.45856734 -0.84577134 0.96903981 0.36372859 0.52487625 -0.40904423
-0.38595912 0.31629741 1. 1. ]
***********Agent says uye
[ 0.46107044 -0.60205607 -1. 1. 0.05896314 0.58787901
0.27311138 -0.55733353 0.16277837 0.14195725 0.19210424 0.72408417
0.0775284 0.89193445 0.56691859 0.8883899 -0.73208025 0.85676715
-0.54204628 -0.74705677 1. 0.35356833 0.62719868 -0.59871637
-0.60630342 0.41388257 0.95458932 0.99117177]
[ 0.45886371 -0.43246353 -1. 1. 0.15099261 0.48433518
0.39846298 -0.65475478 0.18627604 0.00318024 0.10006233 0.57940552
0.06304036 1. 0.42759592 0.56151713 -0.63526165 1.
-0.56990344 -0.63946068 0.83946091 0.48874497 0.71251645 -0.57537061
-0.33209214 0.29908037 1. 0.92085713]
[ 0.31381984 -0.50063014 -0.92427429 0.92445758 -0.01130404 0.3635703
0.1491619 -0.47786747 0.17087268 0.17165044 0.31216826 0.52177956
-0.08851155 0.85251987 0.64948591 0.73926609 -0.73947076 1.
-0.45821109 -0.7291002 0.96320762 0.51722095 0.78263755 -0.69543404
-0.51742056 0.41450014 0.75398333 0.99409342]
[ 0.51940678 -0.47964459 -1. 0.95212319 0.03700266 0.51146878
0.41844608 -0.68008718 0.16817662 0.09986205 0.20917219 0.57573445
0.06811114 1. 0.54154104 0.65131727 -0.52584648 0.99730508
-0.4719201 -0.83555529 0.88317301 0.33480582 0.82229534 -0.55347778
-0.57780019 0.32400513 0.92507839 0.95369299]
[ 0.38755033 -0.75151558 -0.88612847 0.87919123 0.24565976 0.27338638
0.13730469 -0.37622244 0.2285775 0.11952952 0.31789572 0.69411102
0.1035576 0.95246898 0.57877812 0.43614825 -0.892562 1.
-0.20662809 -0.75722198 1. 0.41301502 0.49515637 -0.58760121
-0.48910073 0.55570282 0.98434747 0.75502408]
[ 0.41515717 -0.34097113 -1. 0.91199096 0.08979391 0.52855769
0.28900624 -0.7114208 0.0704645 0.05395865 0.21133307 0.31805195
0.23893327 0.87247425 0.50227505 0.50163865 -0.328061 1.
-0.29485592 -0.671677 1. 0.32018191 0.76723383 -0.64758511
-0.54527351 0.35001949 1. 1. ]
[ 0.39941277 -0.60510865 -1. 1. 0.03757195 0.36512303
0.27835066 -0.6002049 0.00576425 0.05303565 0.28070862 0.58874471
-0.03992831 0.96744487 0.54858862 0.7576805 -0.60992646 0.94050657
-0.50412495 -0.73357285 1. 0.2577493 0.78556657 -0.50396784
-0.63454524 0.62284189 1. 0.96735356]
[ 0.24838437 -0.42971351 -0.93860692 1. -0.08836803 0.61316111
0.17874349 -0.4807673 0.03346946 -0.11881625 0.22988239 0.63788412
0.13826354 1. 0.61460008 0.63808989 -0.68296208 0.99962596
-0.38487615 -0.80403349 0.97688524 0.27498013 0.71411324 -0.49333448
-0.40433375 0.52830348 1. 1. ]
[ 0.47719855 -0.43605465 -0.95518194 1. 0.10675093 0.4348158
0.39912479 -0.58816291 0.03256118 0.08664852 0.11522648 0.4851738
0.04587682 0.95395567 0.65795718 0.65388084 -0.60737177 0.88785825
-0.23073487 -0.62364571 1. 0.39653915 0.67572465 -0.6425183
-0.57280806 0.27998357 1. 0.91946132]
[ 0.44478378 -0.56779698 -1. 0.81795429 0.06773283 0.60121952
0.34207717 -0.39027205 0.2704373 0.19048692 0.17402527 0.63581783
0.10483695 0.85734588 0.68401403 0.82996564 -0.61217674 1. -0.3221887
-0.73103169 1. 0.219616 0.68127198 -0.48073716 -0.46968076
0.25969174 0.90454033 0.73600019]
***********Agent says uye
new best error 0.282165153877
[ 0.49972769 -0.56110792 -0.96182356 0.93415046 0.05301926 0.55544193
0.26486547 -0.58212565 0.2172073 0.361798 0.23929838 0.7058553
0.12051255 1. 0.73589283 0.95711767 -0.55393526 1.
-0.28897462 -0.66981807 0.90951634 0.14451226 0.72476531 -0.74249605
-0.30272457 0.25506239 1. 0.64937182]
[ 0.51348719 -0.47725762 -1. 0.70581919 0.12606163 0.52853095
0.3192854 -0.40108575 0.06715417 0.18271042 0.42589027 0.71597507
0.14309622 1. 0.67369494 0.81801165 -0.79144658 0.99876542
-0.28419245 -0.75515547 0.9700682 0.24398453 0.67696703 -0.71525283
-0.50062222 0.11800257 1. 0.84046096]
***********Agent says uye
[ 0.443889 -0.47439483 -0.9668417 0.85810748 -0.01773507 0.52235264
0.24962163 -0.48233931 0.2911796 0.19263431 0.00777446 0.5684545
0.17613677 0.91369591 0.59452759 0.74043888 -0.49116588 1.
-0.23232019 -0.87897139 1. 0.14900713 0.72535784 -0.42545509
-0.62293288 0.34367437 0.70977736 0.65070263]
***********Agent says uye
[ 0.70410949 -0.63563726 -0.98009503 0.77329086 0.2422663 0.72721478
0.24801969 -0.40139713 0.33086768 0.18414762 0.33410294 0.55040647
0.09347447 0.73735989 0.57174388 0.93163034 -0.60545785 0.95661124
-0.22105373 -0.59748683 1. 0.19277766 0.70942465 -0.31967618
-0.45879754 0.23524383 1. 0.70468875]
[ 3.75187357e-01 -5.96217259e-01 -1.00000000e+00 8.42885802e-01
-3.21997365e-02 6.95764651e-01 3.38213468e-01 -1.41970656e-01
2.61967512e-01 8.54559549e-04 1.29472476e-01 5.93972550e-01
1.98460651e-01 7.40107763e-01 8.83708081e-01 7.97829177e-01
-5.75247796e-01 1.00000000e+00 -2.20818861e-01 -7.95787663e-01
9.55209446e-01 1.59651544e-01 5.81676133e-01 -3.81282548e-01
-4.11184545e-01 2.64635724e-01 7.47301129e-01 6.18158939e-01]
***********Agent says uye
[ 0.43378157 -0.47978151 -0.86823798 0.96902151 -0.02512785 0.62580018
0.28248168 -0.49986064 0.39820198 0.11492483 0.09460598 0.80807738
0.15228166 0.97992209 0.79648284 0.86066055 -0.62438534 0.90429966
-0.29327646 -0.78411102 1. 0.37898629 0.84421849 -0.52063752
-0.53313241 0.26784661 0.88056781 0.88177769]
[ 0.32997277 -0.71544251 -1. 0.73419886 0.00130556 0.64642588
0.30451538 -0.36333395 0.32469622 0.14734125 0.19904902 0.61130298
0.16272478 0.86538004 0.65943046 0.85445835 -0.51721167 1.
-0.23623994 -0.70983294 1. 0.19090325 0.88026265 -0.41566565
-0.46607669 0.230734 1. 0.79378963]
***********Agent says uye
[ 0.56400347 -0.44253059 -1. 0.85167141 -0.00863579 0.54628906
0.38166504 -0.41420879 0.1926479 0.28971847 0.27878413 0.58644052
0.0735809 0.95303679 0.60328427 0.90945608 -0.67521232 1.
-0.41267902 -0.6708585 0.87284119 0.31917466 0.83228984 -0.51454348
-0.52788928 0.16451599 0.70094579 0.77044812]
[ 0.46212861 -0.49758317 -1. 0.65114097 -0.05823799 0.61275355
0.44654972 -0.50429872 0.35705804 0.23791635 0.24180405 0.57128013
0.06782844 0.9565315 0.65622939 0.71359422 -0.55629163 1.
-0.27599247 -0.65188547 0.82307489 0.37098722 0.60109675 -0.41767187
-0.32756225 0.30100133 0.85420523 0.81834101]
***********Agent says uye
[ 0.46702416 -0.73431346 -0.98121283 0.70359284 0.02613208 0.49688468
0.32800784 -0.48636388 0.26115769 0.12928225 0.16512127 0.54648206
0.251899 0.80822325 0.61661622 1. -0.69212584 0.9634111
-0.2923189 -0.75998782 0.89697197 0.40334707 0.75624111 -0.40101159
-0.7766476 0.2511984 0.80699517 0.77299635]
[ 0.6444403 -0.77961706 -0.94535114 0.82064728 0.21254486 0.47877544
0.36824704 -0.34034062 0.34332644 0.15303827 0.01471949 0.56322565
0.06707406 0.84152683 0.50517692 0.9200413 -0.4230739 1.
-0.33976919 -0.78272182 1. 0.01351386 0.63694144 -0.24273893
-0.42729573 0.12134871 0.79433602 0.80059022]
[ 0.54469036 -0.5526556 -0.86743207 0.77394721 0.12333296 0.69159652
0.5606074 -0.59816711 0.32900363 0.24413905 0.42871385 0.55534135
0.12441707 0.89741124 0.7058283 0.82315752 -0.59510671 0.8508658
-0.29852057 -0.75476738 0.82774035 0.29704178 0.75830276 -0.49056697
-0.47934911 0.26211159 0.93604531 0.60830225]
[ 0.39912849 -0.63898046 -1. 0.76459668 0.01132723 0.52322575
0.28509057 -0.51901028 0.13823806 0.16670946 0.19408139 0.67698304
0.0449198 0.92993807 0.8895537 0.69778359 -0.72737146 1.
-0.31435329 -0.61490112 1. 0.32260033 0.63664384 -0.4186085
-0.60879307 0.30712088 0.64674297 0.6946889 ]
***********Agent says uye
[ 0.32389799 -0.59698496 -0.8297077 0.85314415 -0.04188259 0.63860528
0.37849768 -0.4010365 0.42054011 0.24628763 0.12312431 0.61820504
0.06946068 0.69998794 0.68133378 0.8413991 -0.57639597 0.90308064
-0.11038498 -0.76344401 1. 0.03304985 0.78501061 -0.23955323
-0.48436742 0.28048448 0.98642939 0.71510234]
***********Agent says uye
[ 0.43831345 -0.54191008 -0.75025823 0.70669216 0.08239304 0.4326463
0.5976953 -0.32227418 0.38718936 0.16742851 0.17399769 0.6948657
0.23899011 0.9006668 0.77296882 0.83252992 -0.63706844 1.
-0.18425905 -0.76378023 0.92360722 0.13753037 0.68118888 -0.32537591
-0.54198701 0.19162811 0.98496414 0.85437389]
[ 0.30371885 -0.60108189 -0.90234928 0.91174035 0.08771493 0.78714607
0.44042412 -0.36611347 0.16120027 0.07311524 0.13997741 0.7797853
-0.14996203 0.85522648 0.70134825 0.66996304 -0.47142223 0.77790399
-0.26965343 -0.72323303 0.84447882 0.21888289 0.7495826 -0.33949403
-0.50298628 0.35893443 0.90923997 0.80937203]
***********Agent says uye
[ 0.56684241 -0.46624565 -0.99752666 0.79194649 0.09888489 0.77166639
0.4449256 -0.38409574 0.40245247 0.06809828 0.08476372 0.70103147
0.31651453 0.94974616 0.61670989 0.84226744 -0.68408679 1.
-0.32866449 -0.74982681 0.81179814 0.19490854 0.59298514 -0.59053057
-0.53930255 0.14829551 0.80409627 0.67097026]
***********Agent says uye
[ 0.39983351 -0.45686155 -1. 1. 0.0894089 0.56399007
0.50650858 -0.40462958 0.32788624 0.08142489 0.1479305 0.72981331
0.13571687 0.81042094 0.80686539 0.62491399 -0.77663312 0.90720466
-0.3042503 -0.9712069 1. 0.23502236 0.6236993 -0.50266344
-0.55079577 0.3426171 1. 0.58802463]
***********Agent says uye
[ 0.57634301 -0.57749458 -1. 0.71818027 0.05808982 0.69051181
0.31742162 -0.39951005 0.46796268 0.22116892 0.26609436 0.65332271
0.12112167 0.9203185 0.55131644 0.72548409 -0.42881225 0.93882313
-0.28155315 -0.71399212 1. 0.2100599 0.64216997 -0.42312817
-0.44918947 0.30890874 0.92348824 0.78331524]
[ 0.67655948 -0.85960451 -0.94002454 0.7195278 -0.02424817 0.59331126
0.43497028 -0.53878389 0.00427962 0.08598076 0.30499998 0.70842256
0.14682051 0.77013423 0.45810401 0.73833646 -0.73636115 1.
-0.31528005 -0.62149978 1. 0.27767003 0.62144353 -0.42857189
-0.47716411 0.35797717 0.91565139 0.79158005]
[ 0.43452797 -0.46424533 -0.89786007 0.96741865 0.14553657 0.60724218
0.34141506 -0.46491645 0.24683688 0.21486357 0.22603507 0.81143702
-0.0015235 0.74297789 0.64050662 0.70820051 -0.61849382 1.
-0.32238444 -0.76548463 0.97668014 0.27498366 0.82551239 -0.41627626
-0.63764886 0.27593924 0.87790326 0.83376231]
[ 0.47979568 -0.55723204 -0.98491698 0.85473958 0.12898412 0.44355449
0.34068493 -0.45562276 0.14260247 0.16211594 0.21655654 0.60941441
0.17451837 0.68870733 0.80468609 0.5077842 -0.58443703 1.
-0.22947327 -0.79147236 1. 0.28311605 0.5602535 -0.48870387
-0.58183867 0.17235682 0.98577501 0.54206027]
***********Agent says uye
[ 0.43027133 -0.60683113 -0.85426114 0.72951789 0.10158366 0.54144982
0.29808242 -0.43048748 0.30456987 -0.04138299 0.35870897 0.54942764
0.21500085 0.82790244 0.68494122 0.77795554 -0.64997848 1.
-0.32400151 -0.57109992 1. 0.2595085 0.51841119 -0.35404835
-0.47252328 0.22096367 0.67981023 0.80964127]
[ 0.50473197 -0.66839488 -0.98299604 0.93506298 0.02465693 0.61692651
0.5323923 -0.52193485 0.26396126 0.23619281 0.10240701 0.48626633
0.13451956 0.81860666 0.80730789 0.66886329 -0.67461252 1.
-0.38512825 -0.717993 1. 0.03323778 0.76680868 -0.50911422
-0.50982289 0.26864143 0.942547 0.66405837]
[ 0.30613789 -0.59826768 -0.91424 0.79630089 0.11436394 0.40550629
0.41953633 -0.34872332 0.34110279 0.23152811 0.19886307 0.78946739
0.09419006 0.95779381 0.69865941 0.68213556 -0.55072561 1.
-0.35755641 -0.78887201 0.91508231 0.11933908 0.71193168 -0.44555359
-0.41880687 0.27514366 1. 0.74692364]
***********Agent says uye
[ 0.55521342 -0.59063927 -1. 0.79140512 0.07959266 0.67502917
0.18935286 -0.24532961 0.17241631 0.2460254 0.34835769 0.52590203
0.03487815 0.98013333 0.83699143 0.70779742 -0.6973191 1.
-0.31656334 -0.90345049 0.90516978 0.12890105 0.54304772 -0.30961149
-0.58431786 0.20925858 0.95448327 0.81835417]
***********Agent says uye
[ 0.51751303 -0.52585796 -1. 0.81533635 0.10257087 0.58277112
0.34474917 -0.33615678 0.14951019 0.25032519 0.31453939 0.72007752
-0.03259573 0.83934224 0.81918195 0.80532013 -0.54204974 0.85756232
-0.31643167 -0.6634861 0.96648907 0.24185239 0.64866463 -0.42704471
-0.56732694 0.24255433 0.93744112 0.71101031]
***********Agent says uye
[ 0.43253274 -0.44635643 -0.9571124 0.98459378 0.09615876 0.6107848
0.23138663 -0.31718406 0.2399761 0.14446393 0.20279331 0.62477238
0.33658466 0.86430967 0.6134688 0.90040521 -0.70082803 1.
-0.35407078 -0.61771366 1. 0.00362104 0.62829455 -0.57139622
-0.52689857 0.1767969 0.94908077 0.73197145]
[ 0.37643098 -0.69394097 -0.89591466 0.76798803 -0.09996904 0.56474877
0.29147471 -0.41731936 0.21593036 0.2478757 0.26642216 0.63621939
0.10353595 1. 0.65282982 0.751305 -0.57935006 1.
-0.32553006 -0.95032002 0.9539793 0.18850296 0.68989604 -0.62847602
-0.4772691 0.52096735 0.93064472 0.67480991]
***********Agent says uye
new best error 0.281685402774
[ 0.45172482 -0.91700738 -0.89247377 0.71684675 -0.07014974 0.65657316
0.19688183 -0.52719273 0.18861095 0.20288011 0.1911559 0.46874595
0.06828572 0.91848119 0.56768007 0.7290041 -0.45061133 1.
-0.39555323 -0.961733 1. 0.05753583 0.54345919 -0.61970222
-0.61830298 0.30523582 0.69235995 0.70833123]
[ 0.34352553 -0.77297353 -0.73649577 0.82748315 -0.00551011 0.55346685
0.40947342 -0.39705373 0.10616092 0.27118661 0.179995 0.70754218
0.14031974 0.79630669 0.5041975 0.79111895 -0.61833559 0.97979683
-0.50094399 -1. 0.74307543 0.23842895 0.78346093 -0.61586519
-0.4176487 0.7359373 1. 0.67185099]
***********Agent says uye
[ 0.44687476 -0.77689978 -0.97077914 0.61775683 -0.02123435 0.64492239
0.3480216 -0.3766542 0.19299804 0.29910284 0.3207747 0.64890123
0.00265298 1. 0.67552967 0.75035895 -0.6559263 1.
-0.35267377 -0.93476764 0.91266836 0.16029332 0.93660944 -0.62892719
-0.55787921 0.4759148 1. 0.55964506]
***********Agent says uye
[ 0.42211104 -0.75937727 -0.93535686 0.80111757 -0.00201982 0.64161608
0.31106361 -0.4077329 0.12606136 0.20164048 0.42328735 0.62957076
-0.04320072 1. 0.81294969 0.74573061 -0.53466739 1.
-0.18322393 -0.85442862 1. 0.11272806 0.73069905 -0.55614732
-0.62521451 0.35946193 0.94275539 0.69562845]
[ 0.24650262 -0.68653698 -0.94666276 0.8748407 0.02658541 0.55744749
0.37196916 -0.41061934 0.18532908 0.16253858 0.13021761 0.69339863
0.27371445 1. 0.78124571 0.66368055 -0.5148176 0.87095641
-0.21893677 -0.95735109 0.84074294 0.24181831 0.69501594 -0.70880702
-0.35506857 0.56632309 0.8654547 0.61198917]
***********Agent says uye
[ 0.36351109 -0.62124171 -0.77811753 0.60432662 0.02139677 0.6331362
0.41487205 -0.45161144 0.22710587 0.20145985 0.17277549 0.59591623
0.218736 1. 0.72910856 0.6957255 -0.39215878 1.
-0.35699448 -1. 1. 0.08058756 0.7342519 -0.65395082
-0.5302425 0.507268 1. 0.62215029]
[ 0.26977146 -0.91792922 -0.86578618 0.77444539 0.02324551 0.6608729
0.25091936 -0.43546558 0.24500116 0.27855422 0.18542631 0.62535646
0.18862166 0.98086816 0.65835736 0.80192544 -0.54240944 0.97068071
-0.50679678 -0.89931448 0.89235679 -0.05305358 0.41503864 -0.58597985
-0.5452386 0.51111402 0.87446173 0.61403906]
[ 0.40467682 -0.65900649 -0.70864474 0.81293758 -0.14303433 0.63123224
0.25314598 -0.45824926 0.3148026 0.02108147 0.19164275 0.64421786
0.23662353 0.76526713 0.60248425 0.74810517 -0.51188185 0.91585467
-0.48604971 -1. 1. 0.16507235 0.74837948 -0.49161441
-0.68659344 0.51573912 1. 0.72237544]
[ 0.53298168 -0.71592229 -0.97164725 0.74897156 -0.08808241 0.76059851
0.41432976 -0.24325204 0.1407914 0.26561645 0.4674274 0.51355162
0.05628899 1. 0.53820532 0.74563776 -0.68089283 1.
-0.40762615 -0.95891021 1. 0.01248376 0.69084428 -0.60140236
-0.40662356 0.57440217 0.93667194 0.71370905]
[ 0.50841376 -0.62390159 -0.8321304 0.82887927 -0.09638177 0.42345431
0.29644434 -0.52005473 0.19695681 0.17423188 0.24185133 0.69795482
0.07381344 1. 0.63277332 0.632425 -0.57125096 0.95673587
-0.26037849 -0.83870287 0.9844171 0.09583878 0.72276298 -0.76997756
-0.46765342 0.42971568 0.83425829 0.79859524]
[ 0.27514918 -0.77410052 -0.84648495 0.67016791 0.08876118 0.37924271
0.24110249 -0.27025752 0.20661403 0.29255284 0.17334401 0.56036479
0.0267324 0.87326994 0.75198293 0.76304454 -0.59469414 0.96430099
-0.28825037 -1. 0.9570499 0.212709 0.76574749 -0.68939496
-0.40037873 0.55016142 0.79559035 0.47752609]
[ 0.67116871 -0.78960945 -0.88149181 0.73338586 -0.0982311 0.59310869
0.29683325 -0.4044874 0.25732668 0.25336389 0.17392684 0.6594717
0.14177742 1. 0.82996755 0.76643561 -0.55001567 0.9544321
-0.17717858 -1. 0.91138455 0.10731383 0.82140538 -0.71113807
-0.56106916 0.48451924 0.77590387 0.6304182 ]
[ 0.43923557 -0.49745289 -0.78747465 0.77258288 0.01533617 0.49710416
0.23017917 -0.37844449 0.03670618 0.15952209 0.26175766 0.77172709
0.15706557 0.85942124 0.60503854 0.75970985 -0.6795822 1.
-0.34129625 -0.98394585 1. 0.13641251 0.65849754 -0.60528623
-0.48781971 0.57383768 0.83576242 0.54973702]
[ 0.15415706 -0.74432907 -0.82105497 0.69588093 0.03110374 0.53516242
0.05025022 -0.44754429 0.12539312 0.24075024 0.16468148 0.60357176
0.17719315 0.98888243 0.49741067 0.93633522 -0.50445237 0.9852993
-0.24469038 -1. 1. 0.15027986 0.61257933 -0.65800001
-0.4216292 0.55390959 0.96692001 0.63033772]
[ 0.32646707 -0.63386865 -0.83488645 0.80368318 -0.10269727 0.54269756
0.13868313 -0.51262126 0.33337132 0.19471828 0.28934017 0.65975548
0.15273546 1. 0.53965178 0.83159364 -0.52361702 0.86438503
-0.47838602 -1. 0.96107902 0.23008026 0.50697892 -0.81262443
-0.47558679 0.49289949 0.90434067 0.68749243]
***********Agent says uye
[ 0.40296004 -0.63840118 -0.84683273 0.98110784 0.03640737 0.41782157
0.2519033 -0.56621782 0.34726742 0.35025689 0.22186502 0.63996996
0.1421375 0.97352689 0.75135276 0.80604468 -0.88140243 1.
-0.35191601 -0.86855406 0.9187117 0.24762561 0.73741934 -0.78296261
-0.59436956 0.53955515 0.8207904 0.65134685]
[ 0.32993428 -0.65056306 -0.86027613 0.79801229 -0.10477814 0.47350674
0.3287042 -0.30435798 0.33033591 0.16033942 0.40717952 0.62798291
0.21470742 0.94257404 0.64835538 1. -0.43908819 0.80843971
-0.28018064 -0.82223865 1. 0.21722161 0.55132094 -0.89019727
-0.64893297 0.61328894 1. 0.53851314]
[ 0.36899615 -0.74045714 -0.85062931 0.5057671 -0.06876437 0.45158747
0.38388261 -0.361016 0.26101032 0.36589368 0.27237963 0.77655774
0.0552058 0.95135394 0.68133966 0.6558874 -0.37910621 1.
-0.26179309 -0.90146872 1. 0.17687022 0.82115462 -0.60375856
-0.45148333 0.45859087 0.95012656 0.75352452]
***********Agent says uye
[ 0.26387727 -0.81432941 -0.94167078 0.86784832 -0.07303568 0.56249189
0.21403853 -0.35571338 0.02119893 0.30210124 0.36766092 0.73636046
0.17321119 1. 0.54449423 0.87787098 -0.58949979 0.95334412
-0.30284303 -0.90105098 1. 0.2659922 0.66587306 -0.55620956
-0.40366592 0.5228267 0.95924718 0.71584508]
***********Agent says uye
[ 0.43596457 -0.50087159 -0.85593616 0.69193508 -0.01345789 0.61559615
0.302254 -0.45009129 0.18032178 0.01551331 0.36304027 0.58993532
0.12278713 0.90499485 0.64129155 0.82390515 -0.71241145 0.97159589
-0.41735453 -0.9538037 0.94628848 0.36293111 0.73967978 -0.66904126
-0.35378332 0.5210504 0.8221732 0.71113435]
[ 0.45376387 -0.89095776 -0.8976259 0.72844344 -0.36309053 0.48466542
0.3219628 -0.64400711 0.19304848 0.19159094 0.27648393 0.88058857
0.04750727 0.92436179 0.64288011 0.60467828 -0.75782046 0.98866792
-0.41712598 -0.83597395 1. 0.25446217 0.66152937 -0.80632817
-0.4991901 0.60680059 1. 0.87179747]
[ 0.23460368 -0.61588713 -0.83707837 0.68376485 -0.0731298 0.45379224
0.24551394 -0.28892896 0.24280436 0.30154249 0.33540643 0.70604197
0.19424135 0.93098705 0.53713638 0.61670461 -0.57053482 1.
-0.25538973 -1. 1. 0.10147654 0.72209696 -0.68214734
-0.61178725 0.56165646 1. 0.78109248]
[ 0.37760351 -0.64108396 -0.82339118 0.76276289 -0.02631499 0.56375691
0.29897041 -0.48627246 0.25653845 0.02167103 0.24685166 0.78049216
0.08973832 1. 0.57434788 0.63221445 -0.44878303 1.
-0.42219466 -0.89735553 1. 0.18985508 0.76399371 -0.57003635
-0.63773268 0.49022247 0.9998353 0.62375339]
[ 0.38682915 -0.64226566 -1. 0.62009392 -0.07001865 0.55757288
0.36831062 -0.47978272 0.24901564 -0.00550177 0.27887322 0.48742209
0.02081617 1. 0.54917073 0.6761556 -0.62981362 1.
-0.31796286 -0.87066263 1. 0.15786084 0.59798569 -0.80408082
-0.27279226 0.54508101 1. 0.63508351]
[ 0.40823195 -0.69567014 -0.87687928 0.6703646 -0.09220397 0.65839694
0.07104995 -0.31176809 0.27262859 0.17867318 0.42261515 0.43965404
0.16205566 0.98659678 0.57459511 0.78889178 -0.69376057 0.94951471
-0.17454346 -0.96409638 0.91387587 0.26299317 0.7272594 -0.45401772
-0.49047481 0.6284022 0.82798864 0.5672583 ]
[ 0.4188565 -0.79580269 -0.77657165 0.77676406 -0.09951069 0.50124671
0.21525593 -0.28468032 0.26217477 -0.04967588 0.20017428 0.49026091
0.16078944 0.9937867 0.68443331 0.58575415 -0.72219396 0.99017144
-0.39810667 -0.91966097 0.83822191 0.17408734 0.78685999 -0.60617728
-0.5300325 0.67975961 0.96854076 0.76340682]
***********Agent says uye
new best error 0.27952091156
[ 0.34741059 -0.74747038 -0.67572091 0.69831926 -0.11231927 0.46829928
0.20325027 -0.26724491 0.14677744 0.09500809 0.16837972 0.42941429
0.21376316 0.98767039 0.76772542 0.53557048 -0.7672209 1.
-0.44713099 -0.67519314 0.89200477 -0.06586439 0.73345561 -0.67395729
-0.4857577 0.52105259 0.8955349 0.64857781]
[ 0.44991504 -0.6949082 -0.8805774 0.60051724 -0.19962326 0.6009385
0.04596366 -0.29072169 0.19545285 0.07151785 0.16963065 0.54048722
0.13478726 0.81020565 0.79204993 0.75355399 -0.58234932 0.92602739
-0.48422455 -0.98636354 0.80850151 0.11212387 0.73086072 -0.54447464
-0.47923818 0.71840508 0.87880944 0.67153302]
***********Agent says uye
[ 0.50231174 -0.89648741 -0.87921082 0.74699723 -0.1781187 0.48672947
0.19902188 -0.29418519 0.22778226 -0.02725711 0.17681397 0.46466288
0.1660317 0.89582668 0.63878797 0.61848533 -0.6702535 0.85127664
-0.42386148 -0.8678431 0.90029454 0.25724893 0.62236185 -0.73279508
-0.47625592 0.80753179 1. 0.90088262]
***********Agent says uye
[ 0.24325802 -0.84828957 -0.79452366 0.8979065 -0.13070302 0.64231939
0.26722487 -0.2347634 0.20263391 -0.09907857 0.03727988 0.4722032
0.03448611 1. 0.65923907 0.75548528 -0.62448629 1.
-0.42091946 -0.93008486 0.75532702 0.23528701 0.93938893 -0.5837063
-0.55676665 0.8194199 0.93763268 0.74526428]
[ 0.65673987 -0.73893976 -0.81729366 0.81434148 -0.01169782 0.42485191
0.06440092 -0.44843996 0.15459145 -0.05834266 0.25932692 0.6327156
0.115826 0.91232643 0.55384794 0.40325139 -0.86282703 1.
-0.40366265 -0.88923355 0.90561446 0.33985954 0.85049592 -0.46637635
-0.40642526 0.51904928 0.84390576 0.74559344]
[ 5.11040947e-01 -7.71267128e-01 -7.94715475e-01 9.16680107e-01
-1.72109531e-01 5.50515146e-01 2.40863717e-01 -2.82492799e-01
2.76434259e-01 -1.28736171e-01 -8.71497902e-04 7.24311439e-01
1.32053791e-01 9.03286237e-01 6.60582901e-01 7.06803715e-01
-6.30801164e-01 9.92733682e-01 -4.88799122e-01 -9.16987001e-01
8.11151829e-01 2.11067552e-01 8.70008756e-01 -6.27506804e-01
-5.49614946e-01 8.78169273e-01 7.93897001e-01 9.00719341e-01]
***********Agent says uye
[ 0.65468254 -0.71760131 -0.7694986 0.70726905 -0.00402894 0.34662105
0.21659726 -0.27708652 0.25952546 -0.05137923 0.20482394 0.60202009
0.20482527 0.93803621 0.71133456 0.6293005 -0.90769539 1.
-0.48583051 -0.99946145 0.97213935 0.12005136 0.58263519 -0.71581284
-0.55986665 0.7461983 0.89245953 0.62970038]
[ 0.46700107 -0.72496137 -0.87992432 0.70637315 -0.08643888 0.4322135
0.13085988 -0.21601027 0.26968755 -0.24786639 0.20648939 0.56253701
0.0913537 1. 0.75878511 0.58214481 -0.60919405 1.
-0.39365038 -0.99944521 0.93813759 0.16819202 0.78952396 -0.59891676
-0.39112096 0.83822307 0.96200329 0.8030034 ]
***********Agent says uye
[ 0.289657 -0.89883116 -0.82202331 0.77174381 -0.14686433 0.6148893
0.17528709 -0.37293421 0.18539654 0.00696192 0.28309467 0.4832753
0.12689516 0.97642275 0.74051847 0.62308915 -0.62076806 0.84670767
-0.34765201 -1. 0.87816637 0.08451014 0.74270833 -0.59890108
-0.31133194 0.68377323 1. 0.5912077 ]
[ 0.37280016 -0.91475098 -0.72254161 0.6500602 -0.07672309 0.43904316
0.15088831 -0.3364552 0.3263757 -0.09516929 0.39720328 0.61842964
0.18944898 0.98869463 0.67057495 0.61251044 -0.68448181 1.
-0.51400669 -0.92063329 0.8280314 0.23325096 0.87057309 -0.62725156
-0.42218427 0.67459907 0.78274442 0.84052202]
[ 0.22065296 -0.85115918 -0.68519836 0.66315464 -0.17997784 0.4526109
0.27861458 -0.22058139 0.17685503 0.06564281 0.15114119 0.44553544
0.27964266 0.88699325 0.80913518 0.55894256 -0.70198699 0.99114129
-0.14162639 -0.88795693 0.98673504 0.21970269 0.8969757 -0.4473843
-0.4408286 0.61515825 0.89575332 0.79790763]
[ 0.53318946 -0.99196221 -0.93624324 0.71348622 -0.13492413 0.61461602
0.54928415 -0.22519688 0.37230659 0.18739983 0.25479239 0.71701772
0.21064438 0.99846316 0.74150695 0.41729976 -0.87486332 1.
-0.36436878 -0.85168967 0.7519739 -0.02020031 0.84433383 -0.56252944
-0.34527582 0.79768176 1. 0.79050439]
[ 0.46019397 -0.54709437 -0.79210066 0.59585697 -0.08978689 0.43499205
0.20122304 -0.29621323 0.09545297 -0.17661067 0.14399718 0.46643184
0.11515145 0.76838335 0.71301917 0.66067147 -0.72385348 1.
-0.33332139 -0.88919407 0.87802643 0.29653048 0.95197121 -0.83589158
-0.37555188 0.77493118 0.97409921 0.80664402]
***********Agent says uye
[ 0.29324911 -0.70355936 -0.65206007 0.60749543 -0.17039133 0.49977827
0.26897296 -0.22447462 0.27612839 -0.09588948 0.17583587 0.6507519
0.16543851 0.88629272 0.50135373 0.63601833 -0.75280196 0.8429936
-0.59329672 -0.91352604 0.81960476 0.06558452 0.77500085 -0.63966628
-0.60169496 0.72165925 0.85584365 0.74559513]
[ 0.34185356 -0.91198838 -0.83787359 0.7242198 -0.06995484 0.39814209
0.48346802 -0.35322948 0.2529682 -0.01593751 0.22326831 0.39649226
0.15484922 0.9442579 0.73995347 0.65278493 -0.74702583 0.97614912
-0.38967613 -0.74688127 0.76916821 0.31875816 0.94360294 -0.61718582
-0.55657971 0.71234602 1. 0.85945418]
[ 0.43878728 -0.66169918 -0.82255939 0.7742236 -0.09415025 0.45339416
0.17818086 -0.34338185 0.24680603 0.05792161 0.27393775 0.48321991
0.09952614 0.97398364 0.79327662 0.59957046 -0.83951606 0.98551561
-0.41128343 -0.9547331 0.70071766 0.08707358 0.97836773 -0.56359749
-0.65118723 0.77397169 1. 0.70109461]
***********Agent says uye
[ 0.29690127 -0.81243071 -0.66851637 0.79795022 -0.28041155 0.60208987
0.29782897 -0.17813916 0.1811697 -0.11645635 0.25560589 0.59837956
0.14295592 0.96470496 0.60054055 0.55642603 -0.7767876 0.93263394
-0.50867352 -0.76398452 0.78402248 0.20271035 0.81782087 -0.7066603
-0.44948795 0.67391447 0.97017458 0.72535538]
***********Agent says uye
[ 0.31937052 -0.82486295 -0.76496473 0.73812711 -0.15432054 0.39793067
0.21020501 -0.37799321 0.10887936 0.0297715 0.23362541 0.63169494
0.28963577 0.97357706 0.73117744 0.64894933 -0.69942174 1.
-0.33739817 -1. 0.75057926 0.12764413 0.92010642 -0.51630811
-0.35828756 0.62518943 0.98345234 0.8051891 ]
[ 0.39398353 -0.81643126 -0.75841173 0.83190338 -0.01092946 0.6615827
0.27674291 -0.3805455 0.52854187 -0.05776633 0.27390099 0.61757492
0.12412381 0.91364566 0.74499874 0.49179186 -0.84611684 1.
-0.50173836 -0.93278153 0.93414152 0.166197 0.64848015 -0.63975998
-0.58873625 0.73097532 0.98036224 0.71249853]
***********Agent says uye
[ 0.34613067 -0.67362924 -0.77994062 0.91162517 0.02090483 0.52563755
0.21748485 -0.52271761 0.37501502 -0.03436306 0.2603471 0.41132891
0.13550129 1. 0.7533634 0.60560002 -0.85178386 1.
-0.48699416 -1. 0.91483009 0.03947339 0.7424513 -0.81143344
-0.73669007 0.58744507 1. 0.75045956]
[ 0.40372453 -0.87018292 -0.72519438 0.80104938 -0.2146585 0.59368582
0.42261487 -0.27526499 0.32438127 -0.11979129 0.35364109 0.55500736
0.20230891 0.98715636 0.64813767 0.58363961 -0.53502629 0.97634311
-0.3652542 -0.95570106 0.93276326 0.24036676 0.83267604 -0.5364456
-0.61720945 0.70535817 1. 0.81041451]
[ 0.4718147 -0.72319175 -0.63808621 0.78893037 -0.04463289 0.43676655
0.29082772 -0.32083453 0.2164058 0.15478 0.2434302 0.59308834
0.17843763 0.98278896 0.71420853 0.55479673 -0.60974283 0.95937819
-0.20825705 -0.89487119 0.9261797 0.1243955 0.91637725 -0.52974406
-0.53450073 0.52880655 0.93547901 0.69988749]
[ 0.31982866 -0.79955162 -0.81621545 0.95916537 -0.20836128 0.30192607
0.28286441 -0.16758512 0.25685087 -0.00664302 0.38577752 0.41550504
0.14328039 0.78023918 0.61910446 0.67285544 -0.8180963 1.
-0.42076951 -1. 0.72249483 0.14321653 0.73171067 -0.55920023
-0.74494731 0.75975945 0.90646635 0.60251652]
[ 0.32290815 -0.77806753 -0.77936157 0.72217338 -0.0930495 0.37015806
0.30416149 -0.31849611 0.16802528 -0.1864474 0.08793014 0.38363624
0.3031959 1. 0.66780612 0.56275796 -0.84540339 1.
-0.40242598 -0.91931173 0.83614798 0.23134612 0.90643997 -0.69453965
-0.51402884 0.58171413 0.86834047 0.9014712 ]
***********Agent says uye
[ 0.37667893 -0.79460113 -0.64724847 0.66058595 -0.23055652 0.48052561
0.08970158 -0.24798813 0.31108401 0.01734801 0.24717271 0.45939125
0.11575308 1. 0.59676014 0.56333471 -0.82274074 1.
-0.30113951 -0.94001712 0.94391505 0.05682727 0.80203431 -0.58934971
-0.49475887 0.87928866 0.99783314 0.63008824]
***********Agent says uye
[ 0.45151497 -0.65213894 -0.73538778 0.74537997 -0.07575826 0.63809061
0.3506111 -0.40260318 0.3296509 0.01449982 0.23398066 0.43667358
0.1890457 0.97360273 0.74221684 0.67515239 -0.87630233 0.95595296
-0.2723662 -0.98294843 0.72141439 0.10439437 0.78339035 -0.58413248
-0.61187756 0.69605002 0.92736082 0.65869995]
***********Agent says uye
[ 0.31316069 -0.75930709 -0.83155758 0.82484076 -0.27036637 0.66854191
0.15692095 -0.27739365 0.13947549 -0.10567263 0.34633913 0.28346194
0.05868325 0.97362568 0.52090384 0.47785499 -0.82359693 0.83318391
-0.486007 -0.89469747 0.64176421 -0.00865046 0.86241997 -0.57828395
-0.57124073 0.59064271 0.92314338 0.58976423]
[ 0.29040278 -0.81022552 -0.83235733 0.69497915 -0.13966825 0.28458715
0.34506682 -0.48251821 0.22708842 -0.04269133 0.36483521 0.45120412
0.20564066 0.91888244 0.56663039 0.54185336 -0.88283634 1.
-0.53336072 -0.84967852 0.91510412 0.09890767 0.96516034 -0.56654892
-0.5233619 0.65258121 0.94602757 0.60292689]
[ 0.29298238 -0.81517074 -0.76128815 0.88488332 -0.21709773 0.44786397
0.17724962 -0.38800949 0.33408576 -0.07064504 0.03008304 0.71468232
0.05937435 1. 0.70346531 0.49846425 -0.58324356 0.85006564
-0.31657085 -0.91744582 0.78059842 -0.02385484 0.74130173 -0.61492036
-0.65834425 0.67535962 0.91282273 0.83350718]
[ 0.47598285 -0.8479991 -0.73552268 0.97467739 -0.0668081 0.53213132
0.20783733 -0.11868611 0.15500479 -0.2080751 0.34516145 0.61361564
0.19189579 0.94213333 0.62827276 0.44653348 -0.73891444 1.
-0.52355413 -1. 0.94341598 0.25748571 0.67581259 -0.58183737
-0.57005804 0.57678816 1. 0.70125794]
[ 0.37292127 -0.88900144 -0.62219094 0.89568887 -0.04181219 0.50181224
0.13293707 -0.32581611 0.26106516 0.19772851 0.24439432 0.34089818
0.07397499 1. 0.70855303 0.54624217 -0.84480257 0.89772477
-0.52406695 -0.91158729 0.72505929 0.21224644 0.71419906 -0.68859361
-0.57830309 0.77053885 1. 0.90327747]
***********Agent says uye
[ 0.38911718 -0.89396716 -0.871058 0.85506429 -0.19030717 0.61530661
0.16433598 -0.33644934 0.19882478 0.05104079 0.18469683 0.35822231
0.12418477 1. 0.70279964 0.60267949 -0.47399071 1.
-0.36541365 -0.77038808 0.85162314 0.20935652 0.77008166 -0.60622864
-0.45224502 0.81376343 0.81571256 0.78811451]
***********Agent says uye
[ 0.46682489 -0.80592175 -0.66996868 0.74992562 -0.11344209 0.65002306
0.3728753 -0.40452298 0.2268909 0.13973803 0.24821167 0.47727749
0.23313875 1. 0.74288741 0.64738584 -0.71485299 0.96479785
-0.51834884 -1. 0.88356453 0.28578581 0.84469949 -0.74482772
-0.60023484 0.64208127 0.98030796 0.81715414]
[ 0.70255874 -0.82267267 -0.88337945 0.92072629 -0.03516016 0.49907357
0.12596157 -0.32273525 0.1365577 -0.03315259 0.345956 0.33415967
0.2062654 1. 0.590014 0.74471491 -0.77071174 1.
-0.43370539 -0.94602844 0.92283887 0.21357469 0.68804225 -0.67906227
-0.43135158 0.70625751 0.95101978 0.91972209]
[ 0.32586509 -0.92338621 -0.81609379 0.71955484 -0.03110982 0.60503498
0.07904815 -0.24571544 0.11889065 0.01847719 0.3113413 0.54892831
0.49686873 1. 0.77966764 0.73659879 -0.8300351 1.
-0.37610215 -0.91811352 0.88588621 0.13932337 0.81423689 -0.70058014
-0.40649491 0.63240728 1. 0.51660528]
[ 0.54496521 -0.9227642 -0.86630918 0.75013263 -0.10627951 0.52728191
-0.02226069 -0.14621848 0.21046824 -0.03214613 0.18206979 0.42401906
0.01819605 1. 0.91223062 0.46910093 -0.85642366 1.
-0.36210907 -1. 1. 0.16183533 0.69796443 -0.67958086
-0.4323042 0.6147343 0.98541324 0.8153672 ]
[ 0.53502165 -0.87023225 -0.75313104 0.64468317 0.05508058 0.43538144
0.24359829 -0.29153947 0.25906297 -0.11694439 0.29801325 0.36809071
0.22206953 0.90020916 0.91616197 0.60185212 -0.72938903 0.96532954
-0.36376643 -0.98710283 0.73216007 0.03065246 0.88569579 -0.54058055
-0.43071121 0.78460866 0.93800566 0.79243229]
[ 0.42034451 -0.90941295 -0.64411457 0.74698431 -0.27879472 0.53761265
0.32576015 -0.34858151 0.2141454 -0.08107261 0.19489215 0.47271476
0.16328514 1. 0.53849937 0.70996298 -0.96426475 0.92427876
-0.4016583 -0.91940033 0.76630883 0.19044265 0.65496336 -0.74461372
-0.60338547 0.5825856 0.96090594 0.71854347]
[ 0.48225043 -0.78657038 -0.78374176 0.72684091 -0.20729623 0.28346051
0.18799032 -0.1149382 0.2381099 0.14955786 0.28732872 0.35529461
-0.01403664 1. 0.69223263 0.48761937 -0.72492598 1.
-0.33519781 -1. 0.96361182 0.26309251 0.5603123 -0.53937395
-0.58942733 0.69587578 1. 0.694624 ]
[ 0.51547686 -0.83109648 -0.80913121 0.85802533 -0.04292482 0.4141287
0.29814964 -0.36272971 0.30124201 0.01176371 0.24701284 0.29268201
0.26027965 1. 0.57622676 0.45327 -0.66726607 0.85555263
-0.4602885 -0.76901345 0.77835668 0.09885919 0.72543972 -0.53300281
-0.75916031 0.67846124 0.99283003 0.89505058]
[ 0.58135628 -0.78788231 -0.74907554 0.92453441 -0.06336309 0.54616542
0.1113559 -0.25809559 0.15540761 -0.10670312 0.15305142 0.39290463
0.16964896 0.97292538 0.63637706 0.49596677 -0.86914496 0.93713666
-0.34246211 -1. 0.91665621 0.10436827 0.82095797 -0.49997405
-0.59293895 0.63187034 1. 0.67959829]
***********Agent says uye
[ 0.39273825 -0.69973236 -0.70287504 0.76328585 -0.14193775 0.51974444
0.21366028 -0.41956423 0.10596726 -0.23475646 0.43279179 0.57616131
0.19505665 1. 0.66736971 0.34947723 -0.51472307 0.94809296
-0.41859455 -0.95727942 0.63689732 0.17131619 0.71069019 -0.5407952
-0.49808687 0.56554704 1. 0.5713395 ]
[ 0.41102232 -0.94218569 -0.74837841 0.7389178 0.14743237 0.476803
0.24371429 -0.37853044 0.35893397 0.02623449 0.22238842 0.47131229
0.02565852 0.89057866 0.7198763 0.80180662 -0.77088535 0.9407701
-0.4037522 -0.88721085 0.69457474 0.22776038 0.84976354 -0.58754778
-0.37999546 0.60181656 1. 0.7819174 ]
***********Agent says uye
[ 0.17236317 -0.87051737 -0.74050724 0.58901459 -0.1031849 0.54056863
0.2541595 -0.36358463 0.30666761 0.04553375 0.0329787 0.45569358
0.02728748 0.87397046 0.78404046 0.65718524 -0.72321969 1.
-0.62493965 -0.93705784 0.82507258 0.1957688 0.91170111 -0.6592617
-0.52557521 0.70207465 1. 0.70864215]
[ 0.29248012 -0.87831163 -0.71161993 0.87249046 -0.19761213 0.48056609
0.33160718 -0.35643681 0.40634304 -0.04248029 0.30675761 0.50327177
0.14018871 1. 0.77956633 0.69005999 -0.57427166 0.81040823
-0.30574582 -1. 0.58259137 0.26614911 0.7409655 -0.63436812
-0.36879391 0.64507955 0.99666331 0.55089418]
[ 0.18118605 -0.87451686 -0.84316175 0.95307046 -0.20045155 0.52559837
0.34078398 -0.31945951 0.28355124 -0.19879759 0.20083405 0.65289163
0.14356296 1. 0.65875943 0.65895258 -0.67642357 1.
-0.41056615 -1. 0.80570845 0.08080974 0.62386206 -0.75713018
-0.60072856 0.5255539 1. 0.72697105]
[ 0.43021641 -0.85051449 -0.74402128 0.90868834 -0.16361744 0.55221779
0.29355003 -0.44826129 0.30486551 -0.12428128 0.03628679 0.37455276
0.13357079 1. 0.47942669 0.6209082 -0.92957113 1.
-0.51328688 -0.94511753 0.99884017 0.14487214 0.85541825 -0.77441286
-0.54127253 0.5597836 1. 0.70473085]
[ 0.42964053 -0.88419024 -0.83628245 0.84846326 -0.20439123 0.5811162
0.19045435 -0.27379526 0.15455588 0.19202228 0.21480259 0.42566313
0.27514434 0.99178313 0.7032643 0.47352161 -0.64298686 0.92642517
-0.46270916 -1. 0.93313522 -0.02488594 0.70385215 -0.45969504
-0.25725734 0.79586634 1. 1. ]
[ 0.55346029 -0.78267077 -0.60623302 0.79935739 -0.0677126 0.35490745
0.16855434 -0.45619581 0.11070608 -0.00105578 0.08839991 0.49348153
0.13242661 0.90945385 0.75376147 0.67575409 -0.75181513 0.91513972
-0.39616913 -0.91902576 0.79591045 0.08742958 0.91592192 -0.45481417
-0.5891828 0.59639254 1. 0.71660065]
[ 0.3627548 -0.83708882 -0.56604505 0.64569686 -0.10511689 0.45652011
0.19307592 -0.3611882 0.11364724 -0.05005025 0.24827761 0.54077423
0.26028305 0.90274832 0.73418013 0.38009373 -0.77445087 0.96326337
-0.34574435 -0.85304311 0.80858232 0.17217254 0.73593273 -0.64521907
-0.62475888 0.63843892 0.88933269 0.77359687]
***********Agent says uye
[ 0.54467187 -0.77590315 -0.94215846 0.87416058 -0.05795185 0.30643243
0.14974885 -0.27167964 0.3159624 0.0376024 0.10374056 0.43649914
0.11591589 0.95508607 0.55347929 0.63429804 -0.89755108 0.87873515
-0.5353948 -0.96532286 0.82608856 0.2160369 0.71369493 -0.79480309
-0.38464188 0.54614477 1. 0.71952753]
[ 0.42035886 -0.99643015 -0.82790204 0.76927732 -0.28291395 0.3285736
0.09444436 -0.23948279 0.4804457 0.12700774 0.23103645 0.73667731
0.1476145 0.95142147 0.70773552 0.49242014 -0.60653597 1.
-0.33264461 -0.85205054 0.91063992 0.10295344 0.85147125 -0.50879864
-0.43219835 0.63878069 0.90435035 0.6236124 ]
***********Agent says uye
[ 0.47707003 -0.70427155 -0.73780921 0.64659748 -0.14468638 0.49124123
0.13928415 -0.37491689 0.30936889 -0.19991886 0.24009288 0.47980429
0.12118731 1. 0.8142696 0.6226472 -0.92454189 1.
-0.46427823 -0.76855475 0.71434505 0.13684119 0.70202166 -0.66637621
-0.48980346 0.54837776 1. 0.80651241]
[ 0.45645858 -0.71682749 -0.70116244 0.92743547 -0.20607096 0.42591377
0.1396994 -0.23093474 0.16675665 -0.18541036 0.12715243 0.58563955
0.08926245 0.97590005 0.67695719 0.49521691 -0.76145556 1.
-0.42658532 -1. 0.75837343 0.0999693 0.65167589 -0.54949308
-0.50128283 0.77824059 0.80150013 0.73576022]
[ 0.52133754 -0.89856144 -0.77446467 0.70385432 -0.15523067 0.39595544
0.09733401 -0.16911134 0.18764041 -0.03270298 0.22971353 0.35438405
0.29899132 0.82324827 0.62556486 0.54266877 -0.82738217 1.
-0.26287269 -1. 1. 0.14862054 0.75140542 -0.62373041
-0.57441149 0.77087848 0.92605692 0.82735188]
[ 0.49659311 -0.76901091 -0.84460584 0.64881012 -0.00598142 0.62537319
0.09275349 -0.31905625 0.19576606 -0.12993532 0.36969604 0.43696565
0.31085541 0.97066244 0.53717683 0.59994629 -0.71306117 1.
-0.37001677 -1. 0.78142663 -0.05899014 0.79182048 -0.53160566
-0.62392653 0.84130538 1. 0.8159789 ]
[ 0.38946953 -0.84933479 -0.9494915 0.79714383 -0.09702325 0.51113498
0.28343814 -0.17602438 0.3386274 -0.15530466 0.24262964 0.40921762
0.21731286 0.95130763 0.81714833 0.72144675 -0.58191597 0.86921944
-0.46053227 -0.84589056 0.86430718 0.24063965 0.72188996 -0.5848914
-0.38765582 0.5235363 1. 0.76249239]
***********Agent says uye
[ 0.44819109 -0.9530592 -0.84811538 0.82740053 -0.15037346 0.33249708
0.3193112 -0.4028794 0.13084793 -0.04305625 0.20705444 0.50814102
0.23311162 1. 0.75852343 0.42882562 -0.7069228 1.
-0.50053795 -0.87863914 0.64218525 0.0359061 0.69372279 -0.77168222
-0.42324808 0.68103995 0.95196367 0.64287844]
[ 0.43630195 -0.85615125 -0.86180398 0.77291944 -0.21043421 0.44561199
0.23430515 -0.28375564 0.31500413 -0.03298043 0.19194809 0.24195623
0.00630575 0.94327852 0.84374549 0.76310831 -0.84213374 0.9362188
-0.22453938 -1. 0.73575299 0.21492948 0.80943465 -0.51921901
-0.48878252 0.80397828 1. 0.96098897]
***********Agent says uye
[ 0.4231652 -0.74109683 -0.59426469 0.59820798 -0.23785429 0.41890415
0.2869765 -0.24968906 0.30794252 -0.0572267 0.22845013 0.60759897
0.27449206 1. 0.76609764 0.52495361 -0.86656143 0.99578222
-0.24727804 -1. 0.88146585 0.29466445 0.75502487 -0.63507303
-0.47998872 0.72003751 1. 0.63403521]
[ 0.40167142 -0.75910614 -0.67272329 0.75066597 -0.0661171 0.470221
0.18863919 -0.40504121 0.41239391 -0.05591767 0.09590734 0.47530461
0.03755779 0.94857112 0.64644324 0.55743123 -0.75975965 1.
-0.32089068 -0.83747482 0.89529556 0.21592015 0.84148209 -0.72943825
-0.58581649 0.78448895 0.88131931 0.74790756]
[ 0.38739539 -0.75402938 -0.75967249 0.61315406 -0.25981545 0.57017057
0.09251358 -0.38892872 0.22711811 -0.03088926 0.07451634 0.49371793
0.1750625 1. 0.52426607 0.58882155 -0.78385896 1.
-0.41441782 -0.91885381 0.84299742 0.18342017 0.93965731 -0.64670115
-0.65356419 0.66510713 1. 0.68711714]
[ 0.35459643 -0.78884134 -0.80976095 0.66111312 -0.20298614 0.55207824
0.21735174 -0.25360014 0.21983817 -0.0341595 0.15950706 0.60297692
0.21378452 1. 0.607222 0.6845847 -0.7479008 0.96921188
-0.5196366 -0.92901289 0.77590961 0.13729469 0.82329644 -0.59615378
-0.7150665 0.5319503 0.94225807 0.79921192]
***********Agent says uye
[ 0.47221522 -0.90595228 -0.74001116 0.83005177 -0.37139202 0.33118309
0.30338144 -0.03728716 0.32947983 -0.07937089 0.06207333 0.3897612
0.2586265 1. 0.83648255 0.43145628 -0.48569017 1.
-0.37194997 -0.9208101 0.87492823 0.12243185 0.82225358 -0.49497446
-0.40526211 0.64473673 1. 0.64682031]
***********Agent says uye
[ 0.36627575 -0.88465814 -0.612231 0.81702588 0.03500827 0.41917531
0.1871964 -0.17456014 0.16541184 -0.1972082 0.13018877 0.54859386
0.14938059 1. 0.70912835 0.62404174 -0.58493079 1.
-0.37448554 -0.8457046 0.77641165 0.16939871 0.890574 -0.70578898
-0.58262864 0.6072481 0.91037468 0.53633559]
end best error for sound uye 0.27952091156
Sound: yee Iterations: [23]
Sound: yiy Iterations: [20]
Sound: uyy Iterations: [358, 378, 384, 397, 401, 411, 413, 415, 416, 420, 436, 439, 444, 455, 461, 478, 485, 488, 489, 507, 512, 523, 529, 619, 637, 647, 649, 651, 654, 665, 667, 673, 678, 689, 691, 693, 699]
Sound: uye Iterations: [219, 220, 222, 223, 226, 233, 234, 235, 238, 242, 279, 304, 305, 307, 311, 317, 322, 329, 335, 347, 349, 353, 357, 361, 363, 364, 367, 368, 374, 380, 385, 386, 390, 398, 402, 404, 408, 412, 414, 418, 419, 421, 422, 424, 426, 430, 431, 435, 437, 446, 447, 449, 452, 453, 454, 456, 469, 470, 475, 480, 481, 487, 492, 495, 496, 501, 505, 506, 508, 509, 515, 517, 520, 524, 527, 530, 531, 535, 538, 539, 541, 545, 549, 551, 552, 558, 559, 560, 566, 567, 568, 570, 576, 577, 579, 581, 582, 584, 588, 592, 593, 595, 596, 597, 601, 603, 604, 605, 606, 607, 608, 610, 611, 612, 613, 617, 621, 623, 624, 626, 627, 628, 634, 636, 640, 642, 645, 646, 650, 652, 656, 658, 659, 660, 662, 663, 666, 669, 671, 675, 677, 683, 684, 686, 687, 688, 690, 697, 698]
Sound: uyi Iterations: [214, 217, 218, 245, 252, 262, 265, 290, 294, 297, 303, 310, 312, 316, 320, 356, 403, 638, 664, 679]
Sound: eey Iterations: [52]
Vowel [ i ] played 99 times
Vowel [ e ] played 319 times
Vowel [ u ] played 320 times
Vowel [ y ] played 453 times
Vowel [ o ] played 11 times
In [30]:
%matplotlib inline
import seaborn as sns
import numpy as np
plt.rc('text', usetex=True)
plt.rc('font', family='serif')
for s_traj in s_traj_mb_list[:200]:
if np.all(s_traj):
plt.loglog([2.**f[1] for f in s_traj], [2.**f[0] for f in s_traj], color="r", alpha=0.1)
plt.loglog([2.**f[1] for f in s_traj_mb_list[0]], [2.**f[0] for f in s_traj_mb_list[0]], color="r", alpha=0., label="Motor babbling")
hs = "uye"
for s_traj in s_traj_im_list[-200:]:
error = np.linalg.norm(np.array(env.human_sounds_traj[hs]) - np.array([f[0] for f in s_traj[[0, 12, 24, 37, 49]]] + [f[1] for f in s_traj[[0, 12, 24, 37, 49]]]))
if np.all(s_traj):
if error < 0.28:
print error
plt.loglog([2.**f[1] for f in s_traj], [2.**f[0] for f in s_traj], lw=3,color="b", alpha=1.)
else:
plt.loglog([2.**f[1] for f in s_traj], [2.**f[0] for f in s_traj], color="b", alpha=0.05)
plt.loglog([2.**f[1] for f in s_traj_im_list[0]], [2.**f[0] for f in s_traj_im_list[0]], color="b", alpha=0., label="Imitation of~ /uye/")
plt.xlim([3000., 500])
plt.ylim([800., 200.])
for v in ["u", "i", "y", "o", "e"]:
p = plt.plot(2.**vowels[v][1], 2.**vowels[v][0], "o", label="/" + v + "/", markersize=12)
#color = p[0].get_color()
#plt.plot(vowels[v][1], vowels[v][0], "o", color=color, markeredgecolor=color, markersize=30, markeredgewidth=1, markerfacecolor='None')
plt.gcf().set_size_inches(8., 6., forward=True)
legend = plt.legend(frameon=True, fontsize=14, ncol=4, loc="lower center")
plt.xlabel("F2 (Hz)", fontsize=16)
plt.ylabel("F1 (Hz)", fontsize=16)
plt.xticks([3000., 2000., 1000., 500.],
["$3000$", "$2000$", "$1000$", "$500$"], fontsize = 14)
plt.yticks([800., 600., 400., 200.],
["$800$", "$600$", "$400$", "$200$"], fontsize = 14)
frame = legend.get_frame()
frame.set_facecolor('1.')
frame.set_edgecolor('0.')
for l in legend.get_lines():
l.set_alpha(1)
plt.gca().set_aspect('equal')
plt.savefig('../figs/fig_vocal_traj.pdf', format='pdf', bbox_inches='tight')
0.27952091156
In [7]:
env.human_sounds
Out[7]:
['uye', 'iuo', 'eou', 'oey', 'yeo', 'eyu']
In [ ]:
Content source: sebastien-forestier/CogSci2017
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