### An example of Matrix Factorization used for recommendation.¶

• Data set: Modified Joke Ratings Data from Jester
• Size: 1000 Users x 100 Jokes
In [2]:
import numpy as np
import pandas as pd

In [11]:
pd.set_option('display.max_colwidth', 120)


Out[11]:
1
0 A man visits the doctor. The doctor says "I have bad news for you.You have cancer and Alzheimer's disease". The man ...
1 This couple had an excellent relationship going until one day he came home from work to find his girlfriend packing....
2 Q. What's 200 feet long and has 4 teeth? A. The front row at a Willie Nelson Concert.
3 Q. What's the difference between a man and a toilet? A. A toilet doesn't follow you around after you use it.
4 Q. What's O. J. Simpson's Internet address? A.\tSlash slash backslash slash slash escape.
5 Bill & Hillary are on a trip back to Arkansas. They're almost out of gas so Bill pulls into a service station on the...
6 How many feminists does it take to screw in a light bulb?That's not funny.
7 Q. Did you hear about the dyslexic devil worshipper? A. He sold his soul to Santa.
8 A country guy goes into a city bar that has a dress code and the maitred' demands he wear a tie. Discouraged the guy...
9 Two cannibals are eating a clown one turns to other and says: "Does this taste funny to you?
In [34]:
def get_joke_text(jokes, id):
return np.array(jokes)[id]

In [41]:
print(get_joke_text(jokes, 99))

["Q: What's the difference between greeting a Queen and greeting thePresident of the United  States?A: You only have to get on one knee to greet the queen."]


#### The rating matrix contains the ratings on 100 jokes by 1000 users (each row is a user profile). The ratings have been normalized to be between 1 and 21 (a 20-point scale), with 1 being the lowest rating. A zero indicated a missing rating¶

In [25]:
dataMat = pd.read_csv("http://facweb.cs.depaul.edu/mobasher/classes/csc478/data/modified_jester_data.csv", header=None)

dataMat.shape

Out[25]:
(1000, 100)
In [26]:
pd.set_option('display.max_colwidth', 40)


Out[26]:
0 1 2 3 4 5 6 7 8 9 ... 90 91 92 93 94 95 96 97 98 99
0 3.18 19.79 1.34 2.84 3.48 2.50 1.15 15.17 2.02 6.24 ... 13.82 0.00 0.00 0.00 0.00 0.00 5.37 0.00 0.00 0.00
1 15.08 10.71 17.36 15.37 8.62 1.34 10.27 5.66 19.88 20.22 ... 13.82 6.05 10.71 18.86 10.81 8.86 14.06 11.34 6.68 12.07
2 0.00 0.00 0.00 0.00 20.03 20.27 20.03 20.27 0.00 0.00 ... 0.00 0.00 0.00 20.08 0.00 0.00 0.00 0.00 0.00 0.00
3 0.00 19.35 0.00 0.00 12.80 19.16 8.18 17.21 0.00 12.84 ... 0.00 0.00 0.00 11.53 0.00 0.00 0.00 0.00 0.00 0.00
4 19.50 15.61 6.83 5.61 12.36 12.60 18.04 15.61 10.56 16.73 ... 16.19 16.58 15.27 16.19 16.73 12.55 14.11 17.55 12.80 12.60
5 4.83 7.46 11.44 2.50 3.91 6.68 2.31 10.13 4.35 9.20 ... 7.46 4.11 10.32 8.04 8.82 7.65 11.05 1.92 5.95 7.55
6 0.00 0.00 0.00 0.00 19.59 1.15 18.72 19.79 0.00 0.00 ... 0.00 0.00 0.00 0.00 0.00 13.33 0.00 0.00 0.00 0.00
7 17.84 14.16 20.17 4.79 2.84 9.30 20.27 12.41 5.81 6.58 ... 18.23 9.88 10.90 5.32 7.84 7.65 13.14 10.95 12.31 11.00
8 7.21 7.46 1.58 4.11 2.26 10.71 5.71 2.07 3.14 9.40 ... 15.37 10.71 15.17 10.71 10.71 10.71 10.71 10.71 7.60 6.05
9 14.01 16.15 16.15 14.01 17.41 16.15 19.93 13.52 14.01 19.16 ... 0.00 15.47 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00

10 rows × 100 columns

#### The following function uses gradient descent optimization to factorize a rating matrix R into matrices P (the user feature matrix) and Q (the item feature matrix).¶

In [65]:
def matrix_factorization(R, P, Q, K, steps=5000, alpha=0.0002, beta=0.02):

### R = The user x item rating matrix (m x n)
### P = Initial user-factor matrix (m x k)
### Q = Initial item-factor matrix (n x k)
### K = The number of latent factors (features)
### steps = The number of epochs in gradient descent
### alpha = The learning rate for gradient descent
### beta = The regularization coefficient

Q = Q.T
for step in range(steps):
for i in range(len(R)):
for j in range(len(R[i])):
if R[i][j] > 0:
eij = R[i][j] - np.dot(P[i,:],Q[:,j])
for k in range(K):
### update P and Q based on the partial derivatives
P[i][k] = P[i][k] + alpha * (2 * eij * Q[k][j] - beta * P[i][k])
Q[k][j] = Q[k][j] + alpha * (2 * eij * P[i][k] - beta * Q[k][j])
eR = np.dot(P,Q)
e = 0
for i in range(len(R)):
for j in range(len(R[i])):
if R[i][j] > 0:
e = e + pow(R[i][j] - np.dot(P[i,:],Q[:,j]), 2)
for k in range(K):
e = e + (beta/2) * ( pow(P[i][k],2) + pow(Q[k][j],2) )
if e < 0.001:
break
print("Step %d of %d; Error: %0.5f; Time: %0.2f" %(step+1, steps, e, time()))
return P, Q.T

In [52]:
M = dataMat.shape[0]
N = dataMat.shape[1]
Ratings = np.array(dataMat)
K = 5
steps = 3000

In [46]:
### Initialize P and Q to random values
P = np.random.rand(M,K)
Q = np.random.rand(N,K)


#### Now let's factorize the Ratings matrix¶

In [56]:
from time import time
t0 = time()
fP, fQ = matrix_factorization(Ratings, P, Q, K, steps=steps)
print("done in %0.3fs." % (time() - t0))

Step 1 of 3000; Error: 1509014.94007; Time: 1582530880.53
Step 2 of 3000; Error: 1387903.04661; Time: 1582530883.50
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Step 258 of 3000; Error: 1049980.83176; Time: 1582531679.89
Step 259 of 3000; Error: 1049957.39991; Time: 1582531682.95
Step 260 of 3000; Error: 1049934.17419; Time: 1582531686.09
Step 261 of 3000; Error: 1049911.15069; Time: 1582531689.06
Step 262 of 3000; Error: 1049888.32557; Time: 1582531692.17
Step 263 of 3000; Error: 1049865.69512; Time: 1582531695.19
Step 264 of 3000; Error: 1049843.25570; Time: 1582531698.64
Step 265 of 3000; Error: 1049821.00377; Time: 1582531701.91
Step 266 of 3000; Error: 1049798.93590; Time: 1582531705.05
Step 267 of 3000; Error: 1049777.04873; Time: 1582531708.46
Step 268 of 3000; Error: 1049755.33898; Time: 1582531711.42
Step 269 of 3000; Error: 1049733.80347; Time: 1582531714.37
Step 270 of 3000; Error: 1049712.43910; Time: 1582531717.53
Step 271 of 3000; Error: 1049691.24283; Time: 1582531720.47
Step 272 of 3000; Error: 1049670.21172; Time: 1582531723.46
Step 273 of 3000; Error: 1049649.34288; Time: 1582531726.55
Step 274 of 3000; Error: 1049628.63352; Time: 1582531729.55
Step 275 of 3000; Error: 1049608.08088; Time: 1582531732.54
Step 276 of 3000; Error: 1049587.68231; Time: 1582531735.75
Step 277 of 3000; Error: 1049567.43520; Time: 1582531738.78
Step 278 of 3000; Error: 1049547.33702; Time: 1582531741.88
Step 279 of 3000; Error: 1049527.38527; Time: 1582531745.05
Step 280 of 3000; Error: 1049507.57756; Time: 1582531748.35
Step 281 of 3000; Error: 1049487.91151; Time: 1582531751.32
Step 282 of 3000; Error: 1049468.38483; Time: 1582531754.47
Step 283 of 3000; Error: 1049448.99527; Time: 1582531757.42
Step 284 of 3000; Error: 1049429.74064; Time: 1582531760.51
Step 285 of 3000; Error: 1049410.61880; Time: 1582531763.58
Step 286 of 3000; Error: 1049391.62765; Time: 1582531766.65
Step 287 of 3000; Error: 1049372.76516; Time: 1582531769.68
Step 288 of 3000; Error: 1049354.02933; Time: 1582531772.80
Step 289 of 3000; Error: 1049335.41822; Time: 1582531775.76
Step 290 of 3000; Error: 1049316.92993; Time: 1582531778.88
Step 291 of 3000; Error: 1049298.56260; Time: 1582531781.90
Step 292 of 3000; Error: 1049280.31442; Time: 1582531784.88
Step 293 of 3000; Error: 1049262.18362; Time: 1582531787.88
Step 294 of 3000; Error: 1049244.16845; Time: 1582531791.09
Step 295 of 3000; Error: 1049226.26724; Time: 1582531794.03
Step 296 of 3000; Error: 1049208.47833; Time: 1582531797.07
Step 297 of 3000; Error: 1049190.80010; Time: 1582531800.10
Step 298 of 3000; Error: 1049173.23097; Time: 1582531803.18
Step 299 of 3000; Error: 1049155.76941; Time: 1582531806.12
Step 300 of 3000; Error: 1049138.41388; Time: 1582531809.07
Step 301 of 3000; Error: 1049121.16293; Time: 1582531812.16
Step 302 of 3000; Error: 1049104.01511; Time: 1582531815.12
Step 303 of 3000; Error: 1049086.96900; Time: 1582531818.26
Step 304 of 3000; Error: 1049070.02322; Time: 1582531821.30
Step 305 of 3000; Error: 1049053.17642; Time: 1582531824.47
Step 306 of 3000; Error: 1049036.42729; Time: 1582531827.86
Step 307 of 3000; Error: 1049019.77451; Time: 1582531831.00
Step 308 of 3000; Error: 1049003.21684; Time: 1582531834.21
Step 309 of 3000; Error: 1048986.75303; Time: 1582531837.19
Step 310 of 3000; Error: 1048970.38186; Time: 1582531840.14
Step 311 of 3000; Error: 1048954.10216; Time: 1582531843.21
Step 312 of 3000; Error: 1048937.91275; Time: 1582531846.21
Step 313 of 3000; Error: 1048921.81251; Time: 1582531849.17
Step 314 of 3000; Error: 1048905.80031; Time: 1582531852.23
Step 315 of 3000; Error: 1048889.87506; Time: 1582531855.19
Step 316 of 3000; Error: 1048874.03571; Time: 1582531858.31
Step 317 of 3000; Error: 1048858.28120; Time: 1582531861.49
Step 318 of 3000; Error: 1048842.61050; Time: 1582531864.45
Step 319 of 3000; Error: 1048827.02261; Time: 1582531867.44
Step 320 of 3000; Error: 1048811.51655; Time: 1582531870.42
Step 321 of 3000; Error: 1048796.09136; Time: 1582531873.36
Step 322 of 3000; Error: 1048780.74608; Time: 1582531876.44
Step 323 of 3000; Error: 1048765.47980; Time: 1582531879.49
Step 324 of 3000; Error: 1048750.29160; Time: 1582531882.71
Step 325 of 3000; Error: 1048735.18059; Time: 1582531885.73
Step 326 of 3000; Error: 1048720.14591; Time: 1582531888.99
Step 327 of 3000; Error: 1048705.18669; Time: 1582531892.06
Step 328 of 3000; Error: 1048690.30211; Time: 1582531895.47
Step 329 of 3000; Error: 1048675.49133; Time: 1582531898.59
Step 330 of 3000; Error: 1048660.75355; Time: 1582531902.27
Step 331 of 3000; Error: 1048646.08797; Time: 1582531905.42
Step 332 of 3000; Error: 1048631.49383; Time: 1582531909.04
Step 333 of 3000; Error: 1048616.97036; Time: 1582531911.99
Step 334 of 3000; Error: 1048602.51680; Time: 1582531915.16
Step 335 of 3000; Error: 1048588.13244; Time: 1582531918.41
Step 336 of 3000; Error: 1048573.81655; Time: 1582531921.75
Step 337 of 3000; Error: 1048559.56842; Time: 1582531925.41
Step 338 of 3000; Error: 1048545.38736; Time: 1582531928.49
Step 339 of 3000; Error: 1048531.27268; Time: 1582531931.60
Step 340 of 3000; Error: 1048517.22373; Time: 1582531934.58
Step 341 of 3000; Error: 1048503.23984; Time: 1582531937.55
Step 342 of 3000; Error: 1048489.32037; Time: 1582531940.69
Step 343 of 3000; Error: 1048475.46469; Time: 1582531943.81
Step 344 of 3000; Error: 1048461.67217; Time: 1582531946.90
Step 345 of 3000; Error: 1048447.94220; Time: 1582531949.93
Step 346 of 3000; Error: 1048434.27419; Time: 1582531953.03
Step 347 of 3000; Error: 1048420.66754; Time: 1582531956.20
Step 348 of 3000; Error: 1048407.12167; Time: 1582531959.28
Step 349 of 3000; Error: 1048393.63603; Time: 1582531962.30
Step 350 of 3000; Error: 1048380.21003; Time: 1582531965.38
Step 351 of 3000; Error: 1048366.84315; Time: 1582531968.47
Step 352 of 3000; Error: 1048353.53483; Time: 1582531971.54
Step 353 of 3000; Error: 1048340.28454; Time: 1582531974.76
Step 354 of 3000; Error: 1048327.09177; Time: 1582531977.84
Step 355 of 3000; Error: 1048313.95599; Time: 1582531980.84
Step 356 of 3000; Error: 1048300.87671; Time: 1582531983.92
Step 357 of 3000; Error: 1048287.85342; Time: 1582531986.89
Step 358 of 3000; Error: 1048274.88564; Time: 1582531990.06
Step 359 of 3000; Error: 1048261.97288; Time: 1582531993.46
Step 360 of 3000; Error: 1048249.11468; Time: 1582531996.53
Step 361 of 3000; Error: 1048236.31057; Time: 1582531999.79
Step 362 of 3000; Error: 1048223.56008; Time: 1582532002.79
Step 363 of 3000; Error: 1048210.86278; Time: 1582532005.89
Step 364 of 3000; Error: 1048198.21821; Time: 1582532008.97
Step 365 of 3000; Error: 1048185.62594; Time: 1582532012.06
Step 366 of 3000; Error: 1048173.08554; Time: 1582532015.07
Step 367 of 3000; Error: 1048160.59659; Time: 1582532018.08
Step 368 of 3000; Error: 1048148.15866; Time: 1582532021.25
Step 369 of 3000; Error: 1048135.77136; Time: 1582532024.28
Step 370 of 3000; Error: 1048123.43427; Time: 1582532027.33
Step 371 of 3000; Error: 1048111.14700; Time: 1582532030.51
Step 372 of 3000; Error: 1048098.90916; Time: 1582532033.71
Step 373 of 3000; Error: 1048086.72035; Time: 1582532036.70
Step 374 of 3000; Error: 1048074.58021; Time: 1582532039.73
Step 375 of 3000; Error: 1048062.48835; Time: 1582532042.76
Step 376 of 3000; Error: 1048050.44441; Time: 1582532046.09
Step 377 of 3000; Error: 1048038.44802; Time: 1582532049.29
Step 378 of 3000; Error: 1048026.49883; Time: 1582532052.49
Step 379 of 3000; Error: 1048014.59648; Time: 1582532055.58
Step 380 of 3000; Error: 1048002.74062; Time: 1582532058.63
Step 381 of 3000; Error: 1047990.93092; Time: 1582532061.63
Step 382 of 3000; Error: 1047979.16702; Time: 1582532064.62
Step 383 of 3000; Error: 1047967.44860; Time: 1582532067.83
Step 384 of 3000; Error: 1047955.77533; Time: 1582532071.09
Step 385 of 3000; Error: 1047944.14689; Time: 1582532074.07
Step 386 of 3000; Error: 1047932.56295; Time: 1582532077.03
Step 387 of 3000; Error: 1047921.02321; Time: 1582532079.99
Step 388 of 3000; Error: 1047909.52734; Time: 1582532083.06
Step 389 of 3000; Error: 1047898.07504; Time: 1582532086.22
Step 390 of 3000; Error: 1047886.66601; Time: 1582532089.20
Step 391 of 3000; Error: 1047875.29995; Time: 1582532092.31
Step 392 of 3000; Error: 1047863.97656; Time: 1582532095.45
Step 393 of 3000; Error: 1047852.69556; Time: 1582532098.57
Step 394 of 3000; Error: 1047841.45665; Time: 1582532101.57
Step 395 of 3000; Error: 1047830.25956; Time: 1582532104.62
Step 396 of 3000; Error: 1047819.10400; Time: 1582532107.63
Step 397 of 3000; Error: 1047807.98970; Time: 1582532110.67
Step 398 of 3000; Error: 1047796.91639; Time: 1582532113.79
Step 399 of 3000; Error: 1047785.88378; Time: 1582532116.75
Step 400 of 3000; Error: 1047774.89163; Time: 1582532119.80
Step 401 of 3000; Error: 1047763.93967; Time: 1582532122.97
Step 402 of 3000; Error: 1047753.02763; Time: 1582532126.16
Step 403 of 3000; Error: 1047742.15526; Time: 1582532129.16
Step 404 of 3000; Error: 1047731.32232; Time: 1582532132.28
Step 405 of 3000; Error: 1047720.52854; Time: 1582532135.26
Step 406 of 3000; Error: 1047709.77368; Time: 1582532138.27
Step 407 of 3000; Error: 1047699.05751; Time: 1582532141.40
Step 408 of 3000; Error: 1047688.37977; Time: 1582532144.59
Step 409 of 3000; Error: 1047677.74023; Time: 1582532147.74
Step 410 of 3000; Error: 1047667.13865; Time: 1582532150.77
Step 411 of 3000; Error: 1047656.57481; Time: 1582532153.76
Step 412 of 3000; Error: 1047646.04846; Time: 1582532156.92
Step 413 of 3000; Error: 1047635.55940; Time: 1582532159.94
Step 414 of 3000; Error: 1047625.10738; Time: 1582532162.97
Step 415 of 3000; Error: 1047614.69219; Time: 1582532165.93
Step 416 of 3000; Error: 1047604.31361; Time: 1582532168.87
Step 417 of 3000; Error: 1047593.97142; Time: 1582532171.85
Step 418 of 3000; Error: 1047583.66541; Time: 1582532174.91
Step 419 of 3000; Error: 1047573.39537; Time: 1582532177.91
Step 420 of 3000; Error: 1047563.16107; Time: 1582532181.01
Step 421 of 3000; Error: 1047552.96233; Time: 1582532184.02
Step 422 of 3000; Error: 1047542.79893; Time: 1582532187.11
Step 423 of 3000; Error: 1047532.67067; Time: 1582532190.20
Step 424 of 3000; Error: 1047522.57735; Time: 1582532193.20
Step 425 of 3000; Error: 1047512.51877; Time: 1582532196.23
Step 426 of 3000; Error: 1047502.49473; Time: 1582532199.26
Step 427 of 3000; Error: 1047492.50504; Time: 1582532202.54
Step 428 of 3000; Error: 1047482.54951; Time: 1582532205.60
Step 429 of 3000; Error: 1047472.62794; Time: 1582532208.74
Step 430 of 3000; Error: 1047462.74015; Time: 1582532212.01
Step 431 of 3000; Error: 1047452.88596; Time: 1582532215.53
Step 432 of 3000; Error: 1047443.06516; Time: 1582532218.57
Step 433 of 3000; Error: 1047433.27760; Time: 1582532221.67
Step 434 of 3000; Error: 1047423.52307; Time: 1582532224.66
Step 435 of 3000; Error: 1047413.80141; Time: 1582532227.74
Step 436 of 3000; Error: 1047404.11243; Time: 1582532230.83
Step 437 of 3000; Error: 1047394.45597; Time: 1582532233.79
Step 438 of 3000; Error: 1047384.83184; Time: 1582532236.75
Step 439 of 3000; Error: 1047375.23988; Time: 1582532239.90
Step 440 of 3000; Error: 1047365.67991; Time: 1582532243.21
Step 441 of 3000; Error: 1047356.15176; Time: 1582532246.34
Step 442 of 3000; Error: 1047346.65527; Time: 1582532249.52
Step 443 of 3000; Error: 1047337.19028; Time: 1582532252.63
Step 444 of 3000; Error: 1047327.75661; Time: 1582532255.91
Step 445 of 3000; Error: 1047318.35411; Time: 1582532259.21
Step 446 of 3000; Error: 1047308.98262; Time: 1582532262.31
Step 447 of 3000; Error: 1047299.64197; Time: 1582532265.66
Step 448 of 3000; Error: 1047290.33200; Time: 1582532269.05
Step 449 of 3000; Error: 1047281.05257; Time: 1582532272.12
Step 450 of 3000; Error: 1047271.80352; Time: 1582532275.37
Step 451 of 3000; Error: 1047262.58468; Time: 1582532278.48
Step 452 of 3000; Error: 1047253.39592; Time: 1582532281.53
Step 453 of 3000; Error: 1047244.23707; Time: 1582532284.75
Step 454 of 3000; Error: 1047235.10799; Time: 1582532287.84
Step 455 of 3000; Error: 1047226.00853; Time: 1582532290.94
Step 456 of 3000; Error: 1047216.93855; Time: 1582532294.09
Step 457 of 3000; Error: 1047207.89789; Time: 1582532297.30
Step 458 of 3000; Error: 1047198.88642; Time: 1582532300.39
Step 459 of 3000; Error: 1047189.90399; Time: 1582532303.60
Step 460 of 3000; Error: 1047180.95045; Time: 1582532306.73
Step 461 of 3000; Error: 1047172.02567; Time: 1582532309.90
Step 462 of 3000; Error: 1047163.12951; Time: 1582532313.16
Step 463 of 3000; Error: 1047154.26183; Time: 1582532316.17
Step 464 of 3000; Error: 1047145.42249; Time: 1582532319.33
Step 465 of 3000; Error: 1047136.61136; Time: 1582532322.35
Step 466 of 3000; Error: 1047127.82830; Time: 1582532325.37
Step 467 of 3000; Error: 1047119.07317; Time: 1582532328.49
Step 468 of 3000; Error: 1047110.34585; Time: 1582532331.61
Step 469 of 3000; Error: 1047101.64620; Time: 1582532334.67
Step 470 of 3000; Error: 1047092.97410; Time: 1582532338.01
Step 471 of 3000; Error: 1047084.32940; Time: 1582532341.03
Step 472 of 3000; Error: 1047075.71199; Time: 1582532344.20
Step 473 of 3000; Error: 1047067.12174; Time: 1582532347.17
Step 474 of 3000; Error: 1047058.55852; Time: 1582532350.46
Step 475 of 3000; Error: 1047050.02220; Time: 1582532353.46
Step 476 of 3000; Error: 1047041.51266; Time: 1582532356.57
Step 477 of 3000; Error: 1047033.02978; Time: 1582532359.61
Step 478 of 3000; Error: 1047024.57343; Time: 1582532362.79
Step 479 of 3000; Error: 1047016.14349; Time: 1582532365.96
Step 480 of 3000; Error: 1047007.73985; Time: 1582532369.33
Step 481 of 3000; Error: 1046999.36238; Time: 1582532372.35
Step 482 of 3000; Error: 1046991.01096; Time: 1582532375.60
Step 483 of 3000; Error: 1046982.68547; Time: 1582532378.70
Step 484 of 3000; Error: 1046974.38580; Time: 1582532381.88
Step 485 of 3000; Error: 1046966.11184; Time: 1582532384.85
Step 486 of 3000; Error: 1046957.86346; Time: 1582532387.94
Step 487 of 3000; Error: 1046949.64055; Time: 1582532391.01
Step 488 of 3000; Error: 1046941.44300; Time: 1582532394.15
Step 489 of 3000; Error: 1046933.27069; Time: 1582532397.27
Step 490 of 3000; Error: 1046925.12352; Time: 1582532400.37
Step 491 of 3000; Error: 1046917.00137; Time: 1582532403.43
Step 492 of 3000; Error: 1046908.90413; Time: 1582532406.59
Step 493 of 3000; Error: 1046900.83170; Time: 1582532409.77
Step 494 of 3000; Error: 1046892.78395; Time: 1582532412.95
Step 495 of 3000; Error: 1046884.76080; Time: 1582532415.93
Step 496 of 3000; Error: 1046876.76212; Time: 1582532418.95
Step 497 of 3000; Error: 1046868.78781; Time: 1582532422.09
Step 498 of 3000; Error: 1046860.83776; Time: 1582532425.19
Step 499 of 3000; Error: 1046852.91188; Time: 1582532428.32
Step 500 of 3000; Error: 1046845.01005; Time: 1582532431.48
Step 501 of 3000; Error: 1046837.13218; Time: 1582532434.50
Step 502 of 3000; Error: 1046829.27815; Time: 1582532437.51
Step 503 of 3000; Error: 1046821.44787; Time: 1582532440.64
Step 504 of 3000; Error: 1046813.64124; Time: 1582532443.90
Step 505 of 3000; Error: 1046805.85815; Time: 1582532447.13
Step 506 of 3000; Error: 1046798.09851; Time: 1582532450.23
Step 507 of 3000; Error: 1046790.36221; Time: 1582532453.28
Step 508 of 3000; Error: 1046782.64916; Time: 1582532456.37
Step 509 of 3000; Error: 1046774.95926; Time: 1582532459.48
Step 510 of 3000; Error: 1046767.29241; Time: 1582532462.75
Step 511 of 3000; Error: 1046759.64851; Time: 1582532465.69
Step 512 of 3000; Error: 1046752.02747; Time: 1582532468.70
Step 513 of 3000; Error: 1046744.42919; Time: 1582532471.74
Step 514 of 3000; Error: 1046736.85358; Time: 1582532474.80
Step 515 of 3000; Error: 1046729.30055; Time: 1582532477.74
Step 516 of 3000; Error: 1046721.76999; Time: 1582532480.73
Step 517 of 3000; Error: 1046714.26181; Time: 1582532483.77
Step 518 of 3000; Error: 1046706.77593; Time: 1582532486.78
Step 519 of 3000; Error: 1046699.31226; Time: 1582532490.10
Step 520 of 3000; Error: 1046691.87069; Time: 1582532493.05
Step 521 of 3000; Error: 1046684.45114; Time: 1582532496.07
Step 522 of 3000; Error: 1046677.05352; Time: 1582532499.16
Step 523 of 3000; Error: 1046669.67774; Time: 1582532502.33
Step 524 of 3000; Error: 1046662.32371; Time: 1582532505.35
Step 525 of 3000; Error: 1046654.99134; Time: 1582532508.36
Step 526 of 3000; Error: 1046647.68054; Time: 1582532511.53
Step 527 of 3000; Error: 1046640.39123; Time: 1582532514.60
Step 528 of 3000; Error: 1046633.12332; Time: 1582532517.63
Step 529 of 3000; Error: 1046625.87672; Time: 1582532520.63
Step 530 of 3000; Error: 1046618.65134; Time: 1582532523.88
Step 531 of 3000; Error: 1046611.44711; Time: 1582532527.09
Step 532 of 3000; Error: 1046604.26393; Time: 1582532530.14
Step 533 of 3000; Error: 1046597.10173; Time: 1582532533.19
Step 534 of 3000; Error: 1046589.96041; Time: 1582532536.23
Step 535 of 3000; Error: 1046582.83990; Time: 1582532539.36
Step 536 of 3000; Error: 1046575.74011; Time: 1582532542.47
Step 537 of 3000; Error: 1046568.66096; Time: 1582532545.50
Step 538 of 3000; Error: 1046561.60237; Time: 1582532548.47
Step 539 of 3000; Error: 1046554.56425; Time: 1582532551.50
Step 540 of 3000; Error: 1046547.54653; Time: 1582532554.56
Step 541 of 3000; Error: 1046540.54912; Time: 1582532557.68
Step 542 of 3000; Error: 1046533.57195; Time: 1582532560.70
Step 543 of 3000; Error: 1046526.61493; Time: 1582532563.67
Step 544 of 3000; Error: 1046519.67799; Time: 1582532566.64
Step 545 of 3000; Error: 1046512.76105; Time: 1582532569.77
Step 546 of 3000; Error: 1046505.86402; Time: 1582532572.91
Step 547 of 3000; Error: 1046498.98684; Time: 1582532576.06
Step 548 of 3000; Error: 1046492.12942; Time: 1582532579.16
Step 549 of 3000; Error: 1046485.29169; Time: 1582532582.28
Step 550 of 3000; Error: 1046478.47357; Time: 1582532585.53
Step 551 of 3000; Error: 1046471.67498; Time: 1582532588.59
Step 552 of 3000; Error: 1046464.89585; Time: 1582532591.63
Step 553 of 3000; Error: 1046458.13611; Time: 1582532594.61
Step 554 of 3000; Error: 1046451.39568; Time: 1582532597.83
Step 555 of 3000; Error: 1046444.67448; Time: 1582532600.86
Step 556 of 3000; Error: 1046437.97244; Time: 1582532604.02
Step 557 of 3000; Error: 1046431.28949; Time: 1582532607.17
Step 558 of 3000; Error: 1046424.62556; Time: 1582532610.37
Step 559 of 3000; Error: 1046417.98056; Time: 1582532613.42
Step 560 of 3000; Error: 1046411.35444; Time: 1582532616.38
Step 561 of 3000; Error: 1046404.74711; Time: 1582532619.50
Step 562 of 3000; Error: 1046398.15851; Time: 1582532622.46
Step 563 of 3000; Error: 1046391.58857; Time: 1582532625.43
Step 564 of 3000; Error: 1046385.03721; Time: 1582532628.45
Step 565 of 3000; Error: 1046378.50436; Time: 1582532631.71
Step 566 of 3000; Error: 1046371.98996; Time: 1582532634.71
Step 567 of 3000; Error: 1046365.49393; Time: 1582532637.82
Step 568 of 3000; Error: 1046359.01621; Time: 1582532640.92
Step 569 of 3000; Error: 1046352.55672; Time: 1582532643.90
Step 570 of 3000; Error: 1046346.11541; Time: 1582532647.13
Step 571 of 3000; Error: 1046339.69219; Time: 1582532650.56
Step 572 of 3000; Error: 1046333.28700; Time: 1582532653.56
Step 573 of 3000; Error: 1046326.89978; Time: 1582532656.82
Step 574 of 3000; Error: 1046320.53045; Time: 1582532660.06
Step 575 of 3000; Error: 1046314.17895; Time: 1582532663.39
Step 576 of 3000; Error: 1046307.84522; Time: 1582532666.52
Step 577 of 3000; Error: 1046301.52919; Time: 1582532669.60
Step 578 of 3000; Error: 1046295.23079; Time: 1582532672.84
Step 579 of 3000; Error: 1046288.94996; Time: 1582532675.80
Step 580 of 3000; Error: 1046282.68662; Time: 1582532678.95
Step 581 of 3000; Error: 1046276.44073; Time: 1582532681.95
Step 582 of 3000; Error: 1046270.21221; Time: 1582532685.09
Step 583 of 3000; Error: 1046264.00100; Time: 1582532688.48
Step 584 of 3000; Error: 1046257.80703; Time: 1582532691.49
Step 585 of 3000; Error: 1046251.63024; Time: 1582532694.73
Step 586 of 3000; Error: 1046245.47058; Time: 1582532697.76
Step 587 of 3000; Error: 1046239.32797; Time: 1582532700.82
Step 588 of 3000; Error: 1046233.20235; Time: 1582532703.96
Step 589 of 3000; Error: 1046227.09366; Time: 1582532706.84
Step 590 of 3000; Error: 1046221.00185; Time: 1582532710.03
Step 591 of 3000; Error: 1046214.92684; Time: 1582532713.13
Step 592 of 3000; Error: 1046208.86858; Time: 1582532716.19
Step 593 of 3000; Error: 1046202.82701; Time: 1582532719.21
Step 594 of 3000; Error: 1046196.80206; Time: 1582532722.16
Step 595 of 3000; Error: 1046190.79367; Time: 1582532725.07
Step 596 of 3000; Error: 1046184.80180; Time: 1582532728.19
Step 597 of 3000; Error: 1046178.82636; Time: 1582532731.19
Step 598 of 3000; Error: 1046172.86732; Time: 1582532734.13
Step 599 of 3000; Error: 1046166.92460; Time: 1582532737.12
Step 600 of 3000; Error: 1046160.99815; Time: 1582532740.20
Step 601 of 3000; Error: 1046155.08791; Time: 1582532743.42
Step 602 of 3000; Error: 1046149.19382; Time: 1582532746.45
Step 603 of 3000; Error: 1046143.31582; Time: 1582532749.42
Step 604 of 3000; Error: 1046137.45386; Time: 1582532752.42
Step 605 of 3000; Error: 1046131.60788; Time: 1582532755.44
Step 606 of 3000; Error: 1046125.77782; Time: 1582532758.51
Step 607 of 3000; Error: 1046119.96363; Time: 1582532761.47
Step 608 of 3000; Error: 1046114.16524; Time: 1582532764.57
Step 609 of 3000; Error: 1046108.38260; Time: 1582532767.54
Step 610 of 3000; Error: 1046102.61566; Time: 1582532770.75
Step 611 of 3000; Error: 1046096.86436; Time: 1582532773.74
Step 612 of 3000; Error: 1046091.12865; Time: 1582532776.78
Step 613 of 3000; Error: 1046085.40846; Time: 1582532779.87
Step 614 of 3000; Error: 1046079.70375; Time: 1582532782.91
Step 615 of 3000; Error: 1046074.01446; Time: 1582532785.97
Step 616 of 3000; Error: 1046068.34053; Time: 1582532788.96
Step 617 of 3000; Error: 1046062.68192; Time: 1582532791.97
Step 618 of 3000; Error: 1046057.03856; Time: 1582532795.03
Step 619 of 3000; Error: 1046051.41040; Time: 1582532798.07
Step 620 of 3000; Error: 1046045.79740; Time: 1582532801.13
Step 621 of 3000; Error: 1046040.19949; Time: 1582532804.25
Step 622 of 3000; Error: 1046034.61662; Time: 1582532807.29
Step 623 of 3000; Error: 1046029.04875; Time: 1582532810.42
Step 624 of 3000; Error: 1046023.49581; Time: 1582532813.73
Step 625 of 3000; Error: 1046017.95776; Time: 1582532816.87
Step 626 of 3000; Error: 1046012.43454; Time: 1582532819.93
Step 627 of 3000; Error: 1046006.92611; Time: 1582532822.95
Step 628 of 3000; Error: 1046001.43241; Time: 1582532826.13
Step 629 of 3000; Error: 1045995.95339; Time: 1582532829.11
Step 630 of 3000; Error: 1045990.48900; Time: 1582532832.14
Step 631 of 3000; Error: 1045985.03918; Time: 1582532835.15
Step 632 of 3000; Error: 1045979.60390; Time: 1582532838.13
Step 633 of 3000; Error: 1045974.18309; Time: 1582532841.09
Step 634 of 3000; Error: 1045968.77671; Time: 1582532844.25
Step 635 of 3000; Error: 1045963.38470; Time: 1582532847.26
Step 636 of 3000; Error: 1045958.00703; Time: 1582532850.54
Step 637 of 3000; Error: 1045952.64363; Time: 1582532853.92
Step 638 of 3000; Error: 1045947.29446; Time: 1582532856.93
Step 639 of 3000; Error: 1045941.95947; Time: 1582532859.92
Step 640 of 3000; Error: 1045936.63861; Time: 1582532863.01
Step 641 of 3000; Error: 1045931.33184; Time: 1582532866.03
Step 642 of 3000; Error: 1045926.03910; Time: 1582532869.26
Step 643 of 3000; Error: 1045920.76035; Time: 1582532872.28
Step 644 of 3000; Error: 1045915.49554; Time: 1582532875.27
Step 645 of 3000; Error: 1045910.24461; Time: 1582532878.39
Step 646 of 3000; Error: 1045905.00753; Time: 1582532881.54
Step 647 of 3000; Error: 1045899.78425; Time: 1582532884.54
Step 648 of 3000; Error: 1045894.57472; Time: 1582532887.47
Step 649 of 3000; Error: 1045889.37889; Time: 1582532890.63
Step 650 of 3000; Error: 1045884.19671; Time: 1582532893.76
Step 651 of 3000; Error: 1045879.02815; Time: 1582532896.84
Step 652 of 3000; Error: 1045873.87315; Time: 1582532899.93
Step 653 of 3000; Error: 1045868.73167; Time: 1582532902.98
Step 654 of 3000; Error: 1045863.60365; Time: 1582532905.94
Step 655 of 3000; Error: 1045858.48907; Time: 1582532908.88
Step 656 of 3000; Error: 1045853.38786; Time: 1582532911.95
Step 657 of 3000; Error: 1045848.29999; Time: 1582532916.01
Step 658 of 3000; Error: 1045843.22542; Time: 1582532919.89
Step 659 of 3000; Error: 1045838.16408; Time: 1582532923.48
Step 660 of 3000; Error: 1045833.11595; Time: 1582532926.87
Step 661 of 3000; Error: 1045828.08098; Time: 1582532930.24
Step 662 of 3000; Error: 1045823.05912; Time: 1582532933.76
Step 663 of 3000; Error: 1045818.05032; Time: 1582532937.21
Step 664 of 3000; Error: 1045813.05455; Time: 1582532940.65
Step 665 of 3000; Error: 1045808.07177; Time: 1582532944.11
Step 666 of 3000; Error: 1045803.10192; Time: 1582532947.59
Step 667 of 3000; Error: 1045798.14496; Time: 1582532950.97
Step 668 of 3000; Error: 1045793.20086; Time: 1582532954.48
Step 669 of 3000; Error: 1045788.26956; Time: 1582532957.64
Step 670 of 3000; Error: 1045783.35103; Time: 1582532960.85
Step 671 of 3000; Error: 1045778.44523; Time: 1582532964.02
Step 672 of 3000; Error: 1045773.55210; Time: 1582532967.24
Step 673 of 3000; Error: 1045768.67162; Time: 1582532970.37
Step 674 of 3000; Error: 1045763.80373; Time: 1582532973.59
Step 675 of 3000; Error: 1045758.94839; Time: 1582532976.74
Step 676 of 3000; Error: 1045754.10557; Time: 1582532979.88
Step 677 of 3000; Error: 1045749.27523; Time: 1582532983.12
Step 678 of 3000; Error: 1045744.45731; Time: 1582532986.24
Step 679 of 3000; Error: 1045739.65178; Time: 1582532989.44
Step 680 of 3000; Error: 1045734.85860; Time: 1582532992.59
Step 681 of 3000; Error: 1045730.07773; Time: 1582532995.84
Step 682 of 3000; Error: 1045725.30913; Time: 1582532999.00
Step 683 of 3000; Error: 1045720.55275; Time: 1582533002.42
Step 684 of 3000; Error: 1045715.80856; Time: 1582533005.66
Step 685 of 3000; Error: 1045711.07652; Time: 1582533008.81
Step 686 of 3000; Error: 1045706.35658; Time: 1582533011.99
Step 687 of 3000; Error: 1045701.64872; Time: 1582533015.08
Step 688 of 3000; Error: 1045696.95288; Time: 1582533018.18
Step 689 of 3000; Error: 1045692.26902; Time: 1582533021.48
Step 690 of 3000; Error: 1045687.59712; Time: 1582533024.72
Step 691 of 3000; Error: 1045682.93713; Time: 1582533027.83
Step 692 of 3000; Error: 1045678.28901; Time: 1582533030.99
Step 693 of 3000; Error: 1045673.65272; Time: 1582533034.11
Step 694 of 3000; Error: 1045669.02822; Time: 1582533037.40
Step 695 of 3000; Error: 1045664.41548; Time: 1582533040.56
Step 696 of 3000; Error: 1045659.81446; Time: 1582533043.79
Step 697 of 3000; Error: 1045655.22512; Time: 1582533046.87
Step 698 of 3000; Error: 1045650.64741; Time: 1582533050.07
Step 699 of 3000; Error: 1045646.08131; Time: 1582533053.33
Step 700 of 3000; Error: 1045641.52678; Time: 1582533056.70
Step 701 of 3000; Error: 1045636.98378; Time: 1582533059.81
Step 702 of 3000; Error: 1045632.45226; Time: 1582533063.02
Step 703 of 3000; Error: 1045627.93220; Time: 1582533066.40
Step 704 of 3000; Error: 1045623.42356; Time: 1582533069.99
Step 705 of 3000; Error: 1045618.92630; Time: 1582533074.07
Step 706 of 3000; Error: 1045614.44038; Time: 1582533078.29
Step 707 of 3000; Error: 1045609.96576; Time: 1582533081.70
Step 708 of 3000; Error: 1045605.50242; Time: 1582533085.26
Step 709 of 3000; Error: 1045601.05031; Time: 1582533088.34
Step 710 of 3000; Error: 1045596.60940; Time: 1582533091.54
Step 711 of 3000; Error: 1045592.17965; Time: 1582533094.70
Step 712 of 3000; Error: 1045587.76103; Time: 1582533097.91
Step 713 of 3000; Error: 1045583.35350; Time: 1582533101.12
Step 714 of 3000; Error: 1045578.95702; Time: 1582533104.37
Step 715 of 3000; Error: 1045574.57157; Time: 1582533107.61
Step 716 of 3000; Error: 1045570.19709; Time: 1582533110.85
Step 717 of 3000; Error: 1045565.83357; Time: 1582533113.93
Step 718 of 3000; Error: 1045561.48096; Time: 1582533117.14
Step 719 of 3000; Error: 1045557.13923; Time: 1582533120.23
Step 720 of 3000; Error: 1045552.80835; Time: 1582533123.56
Step 721 of 3000; Error: 1045548.48827; Time: 1582533126.62
Step 722 of 3000; Error: 1045544.17897; Time: 1582533129.68
Step 723 of 3000; Error: 1045539.88042; Time: 1582533132.84
Step 724 of 3000; Error: 1045535.59257; Time: 1582533136.09
Step 725 of 3000; Error: 1045531.31540; Time: 1582533139.27
Step 726 of 3000; Error: 1045527.04886; Time: 1582533142.41
Step 727 of 3000; Error: 1045522.79293; Time: 1582533145.53
Step 728 of 3000; Error: 1045518.54757; Time: 1582533148.68
Step 729 of 3000; Error: 1045514.31276; Time: 1582533152.02
Step 730 of 3000; Error: 1045510.08845; Time: 1582533155.22
Step 731 of 3000; Error: 1045505.87461; Time: 1582533158.32
Step 732 of 3000; Error: 1045501.67121; Time: 1582533161.38
Step 733 of 3000; Error: 1045497.47821; Time: 1582533164.81
Step 734 of 3000; Error: 1045493.29560; Time: 1582533167.90
Step 735 of 3000; Error: 1045489.12332; Time: 1582533170.95
Step 736 of 3000; Error: 1045484.96135; Time: 1582533174.18
Step 737 of 3000; Error: 1045480.80966; Time: 1582533177.39
Step 738 of 3000; Error: 1045476.66821; Time: 1582533180.96
Step 739 of 3000; Error: 1045472.53697; Time: 1582533184.13
Step 740 of 3000; Error: 1045468.41592; Time: 1582533187.38
Step 741 of 3000; Error: 1045464.30501; Time: 1582533190.57
Step 742 of 3000; Error: 1045460.20421; Time: 1582533193.60
Step 743 of 3000; Error: 1045456.11351; Time: 1582533196.76
Step 744 of 3000; Error: 1045452.03285; Time: 1582533199.98
Step 745 of 3000; Error: 1045447.96222; Time: 1582533203.14
Step 746 of 3000; Error: 1045443.90158; Time: 1582533206.35
Step 747 of 3000; Error: 1045439.85090; Time: 1582533209.46
Step 748 of 3000; Error: 1045435.81014; Time: 1582533212.63
Step 749 of 3000; Error: 1045431.77928; Time: 1582533215.76
Step 750 of 3000; Error: 1045427.75829; Time: 1582533218.94
Step 751 of 3000; Error: 1045423.74714; Time: 1582533222.11
Step 752 of 3000; Error: 1045419.74579; Time: 1582533225.57
Step 753 of 3000; Error: 1045415.75422; Time: 1582533228.68
Step 754 of 3000; Error: 1045411.77239; Time: 1582533231.87
Step 755 of 3000; Error: 1045407.80028; Time: 1582533235.04
Step 756 of 3000; Error: 1045403.83785; Time: 1582533238.10
Step 757 of 3000; Error: 1045399.88507; Time: 1582533241.40
Step 758 of 3000; Error: 1045395.94192; Time: 1582533244.60
Step 759 of 3000; Error: 1045392.00837; Time: 1582533247.85
Step 760 of 3000; Error: 1045388.08438; Time: 1582533251.01
Step 761 of 3000; Error: 1045384.16992; Time: 1582533254.08
Step 762 of 3000; Error: 1045380.26498; Time: 1582533257.26
Step 763 of 3000; Error: 1045376.36951; Time: 1582533260.45
Step 764 of 3000; Error: 1045372.48349; Time: 1582533263.71
Step 765 of 3000; Error: 1045368.60688; Time: 1582533266.83
Step 766 of 3000; Error: 1045364.73967; Time: 1582533269.97
Step 767 of 3000; Error: 1045360.88182; Time: 1582533273.20
Step 768 of 3000; Error: 1045357.03331; Time: 1582533276.48
Step 769 of 3000; Error: 1045353.19409; Time: 1582533279.62
Step 770 of 3000; Error: 1045349.36415; Time: 1582533282.75
Step 771 of 3000; Error: 1045345.54346; Time: 1582533285.79
Step 772 of 3000; Error: 1045341.73199; Time: 1582533288.98
Step 773 of 3000; Error: 1045337.92971; Time: 1582533292.26
Step 774 of 3000; Error: 1045334.13659; Time: 1582533295.46
Step 775 of 3000; Error: 1045330.35261; Time: 1582533298.59
Step 776 of 3000; Error: 1045326.57773; Time: 1582533301.64
Step 777 of 3000; Error: 1045322.81194; Time: 1582533304.63
Step 778 of 3000; Error: 1045319.05519; Time: 1582533307.67
Step 779 of 3000; Error: 1045315.30747; Time: 1582533310.76
Step 780 of 3000; Error: 1045311.56875; Time: 1582533313.94
Step 781 of 3000; Error: 1045307.83899; Time: 1582533317.12
Step 782 of 3000; Error: 1045304.11818; Time: 1582533320.17
Step 783 of 3000; Error: 1045300.40628; Time: 1582533323.28
Step 784 of 3000; Error: 1045296.70327; Time: 1582533326.55
Step 785 of 3000; Error: 1045293.00913; Time: 1582533329.64
Step 786 of 3000; Error: 1045289.32381; Time: 1582533332.91
Step 787 of 3000; Error: 1045285.64731; Time: 1582533336.05
Step 788 of 3000; Error: 1045281.97958; Time: 1582533339.34
Step 789 of 3000; Error: 1045278.32061; Time: 1582533342.55
Step 790 of 3000; Error: 1045274.67037; Time: 1582533345.70
Step 791 of 3000; Error: 1045271.02883; Time: 1582533349.01
Step 792 of 3000; Error: 1045267.39597; Time: 1582533352.13
Step 793 of 3000; Error: 1045263.77175; Time: 1582533355.28
Step 794 of 3000; Error: 1045260.15616; Time: 1582533358.56
Step 795 of 3000; Error: 1045256.54917; Time: 1582533361.68
Step 796 of 3000; Error: 1045252.95075; Time: 1582533364.91
Step 797 of 3000; Error: 1045249.36087; Time: 1582533368.12
Step 798 of 3000; Error: 1045245.77952; Time: 1582533371.18
Step 799 of 3000; Error: 1045242.20666; Time: 1582533374.31
Step 800 of 3000; Error: 1045238.64227; Time: 1582533377.44
Step 801 of 3000; Error: 1045235.08632; Time: 1582533380.60
Step 802 of 3000; Error: 1045231.53880; Time: 1582533383.80
Step 803 of 3000; Error: 1045227.99966; Time: 1582533387.24
Step 804 of 3000; Error: 1045224.46890; Time: 1582533390.42
Step 805 of 3000; Error: 1045220.94648; Time: 1582533393.60
Step 806 of 3000; Error: 1045217.43238; Time: 1582533396.75
Step 807 of 3000; Error: 1045213.92657; Time: 1582533399.87
Step 808 of 3000; Error: 1045210.42904; Time: 1582533403.10
Step 809 of 3000; Error: 1045206.93974; Time: 1582533406.30
Step 810 of 3000; Error: 1045203.45867; Time: 1582533409.44
Step 811 of 3000; Error: 1045199.98580; Time: 1582533412.65
Step 812 of 3000; Error: 1045196.52109; Time: 1582533415.75
Step 813 of 3000; Error: 1045193.06454; Time: 1582533418.96
Step 814 of 3000; Error: 1045189.61610; Time: 1582533422.04
Step 815 of 3000; Error: 1045186.17577; Time: 1582533425.17
Step 816 of 3000; Error: 1045182.74351; Time: 1582533428.19
Step 817 of 3000; Error: 1045179.31930; Time: 1582533431.45
Step 818 of 3000; Error: 1045175.90312; Time: 1582533434.49
Step 819 of 3000; Error: 1045172.49495; Time: 1582533437.71
Step 820 of 3000; Error: 1045169.09475; Time: 1582533440.94
Step 821 of 3000; Error: 1045165.70252; Time: 1582533444.22
Step 822 of 3000; Error: 1045162.31821; Time: 1582533447.36
Step 823 of 3000; Error: 1045158.94182; Time: 1582533450.70
Step 824 of 3000; Error: 1045155.57331; Time: 1582533453.94
Step 825 of 3000; Error: 1045152.21266; Time: 1582533457.05
Step 826 of 3000; Error: 1045148.85986; Time: 1582533460.20
Step 827 of 3000; Error: 1045145.51487; Time: 1582533463.29
Step 828 of 3000; Error: 1045142.17768; Time: 1582533466.40
Step 829 of 3000; Error: 1045138.84826; Time: 1582533469.76
Step 830 of 3000; Error: 1045135.52659; Time: 1582533472.90
Step 831 of 3000; Error: 1045132.21264; Time: 1582533476.35
Step 832 of 3000; Error: 1045128.90640; Time: 1582533479.54
Step 833 of 3000; Error: 1045125.60784; Time: 1582533482.78
Step 834 of 3000; Error: 1045122.31694; Time: 1582533485.96
Step 835 of 3000; Error: 1045119.03367; Time: 1582533489.02
Step 836 of 3000; Error: 1045115.75802; Time: 1582533492.17
Step 837 of 3000; Error: 1045112.48996; Time: 1582533495.33
Step 838 of 3000; Error: 1045109.22947; Time: 1582533498.47
Step 839 of 3000; Error: 1045105.97653; Time: 1582533501.65
Step 840 of 3000; Error: 1045102.73111; Time: 1582533504.94
Step 841 of 3000; Error: 1045099.49320; Time: 1582533508.12
Step 842 of 3000; Error: 1045096.26277; Time: 1582533511.30
Step 843 of 3000; Error: 1045093.03979; Time: 1582533514.40
Step 844 of 3000; Error: 1045089.82426; Time: 1582533517.36
Step 845 of 3000; Error: 1045086.61615; Time: 1582533520.39
Step 846 of 3000; Error: 1045083.41543; Time: 1582533523.35
Step 847 of 3000; Error: 1045080.22208; Time: 1582533526.35
Step 848 of 3000; Error: 1045077.03609; Time: 1582533529.33
Step 849 of 3000; Error: 1045073.85742; Time: 1582533532.28
Step 850 of 3000; Error: 1045070.68607; Time: 1582533535.30
Step 851 of 3000; Error: 1045067.52201; Time: 1582533538.24
Step 852 of 3000; Error: 1045064.36522; Time: 1582533541.21
Step 853 of 3000; Error: 1045061.21567; Time: 1582533544.23
Step 854 of 3000; Error: 1045058.07335; Time: 1582533547.19
Step 855 of 3000; Error: 1045054.93824; Time: 1582533550.28
Step 856 of 3000; Error: 1045051.81031; Time: 1582533553.35
Step 857 of 3000; Error: 1045048.68954; Time: 1582533556.41
Step 858 of 3000; Error: 1045045.57592; Time: 1582533559.35
Step 859 of 3000; Error: 1045042.46942; Time: 1582533562.34
Step 860 of 3000; Error: 1045039.37002; Time: 1582533565.32
Step 861 of 3000; Error: 1045036.27771; Time: 1582533568.37
Step 862 of 3000; Error: 1045033.19246; Time: 1582533571.42
Step 863 of 3000; Error: 1045030.11424; Time: 1582533574.43
Step 864 of 3000; Error: 1045027.04306; Time: 1582533577.42
Step 865 of 3000; Error: 1045023.97887; Time: 1582533580.47
Step 866 of 3000; Error: 1045020.92166; Time: 1582533583.57
Step 867 of 3000; Error: 1045017.87142; Time: 1582533586.51
Step 868 of 3000; Error: 1045014.82811; Time: 1582533589.46
Step 869 of 3000; Error: 1045011.79173; Time: 1582533592.41
Step 870 of 3000; Error: 1045008.76225; Time: 1582533595.42
Step 871 of 3000; Error: 1045005.73966; Time: 1582533598.32
Step 872 of 3000; Error: 1045002.72392; Time: 1582533601.26
Step 873 of 3000; Error: 1044999.71503; Time: 1582533604.26
Step 874 of 3000; Error: 1044996.71297; Time: 1582533607.27
Step 875 of 3000; Error: 1044993.71770; Time: 1582533610.30
Step 876 of 3000; Error: 1044990.72923; Time: 1582533613.31
Step 877 of 3000; Error: 1044987.74751; Time: 1582533616.35
Step 878 of 3000; Error: 1044984.77255; Time: 1582533619.30
Step 879 of 3000; Error: 1044981.80431; Time: 1582533622.25
Step 880 of 3000; Error: 1044978.84278; Time: 1582533625.17
Step 881 of 3000; Error: 1044975.88795; Time: 1582533628.25
Step 882 of 3000; Error: 1044972.93978; Time: 1582533631.22
Step 883 of 3000; Error: 1044969.99826; Time: 1582533634.15
Step 884 of 3000; Error: 1044967.06338; Time: 1582533637.22
Step 885 of 3000; Error: 1044964.13511; Time: 1582533640.17
Step 886 of 3000; Error: 1044961.21343; Time: 1582533643.19
Step 887 of 3000; Error: 1044958.29834; Time: 1582533646.15
Step 888 of 3000; Error: 1044955.38980; Time: 1582533649.23
Step 889 of 3000; Error: 1044952.48780; Time: 1582533652.17
Step 890 of 3000; Error: 1044949.59232; Time: 1582533655.13
Step 891 of 3000; Error: 1044946.70335; Time: 1582533658.07
Step 892 of 3000; Error: 1044943.82086; Time: 1582533661.27
Step 893 of 3000; Error: 1044940.94484; Time: 1582533664.51
Step 894 of 3000; Error: 1044938.07527; Time: 1582533667.55
Step 895 of 3000; Error: 1044935.21212; Time: 1582533670.54
Step 896 of 3000; Error: 1044932.35539; Time: 1582533673.52
Step 897 of 3000; Error: 1044929.50506; Time: 1582533676.49
Step 898 of 3000; Error: 1044926.66110; Time: 1582533679.40
Step 899 of 3000; Error: 1044923.82350; Time: 1582533682.41
Step 900 of 3000; Error: 1044920.99224; Time: 1582533685.40
Step 901 of 3000; Error: 1044918.16731; Time: 1582533688.33
Step 902 of 3000; Error: 1044915.34868; Time: 1582533691.34
Step 903 of 3000; Error: 1044912.53633; Time: 1582533694.38
Step 904 of 3000; Error: 1044909.73026; Time: 1582533697.40
Step 905 of 3000; Error: 1044906.93045; Time: 1582533701.47
Step 906 of 3000; Error: 1044904.13686; Time: 1582533704.79
Step 907 of 3000; Error: 1044901.34950; Time: 1582533707.94
Step 908 of 3000; Error: 1044898.56834; Time: 1582533711.07
Step 909 of 3000; Error: 1044895.79336; Time: 1582533714.19
Step 910 of 3000; Error: 1044893.02455; Time: 1582533717.29
Step 911 of 3000; Error: 1044890.26188; Time: 1582533720.25
Step 912 of 3000; Error: 1044887.50535; Time: 1582533723.34
Step 913 of 3000; Error: 1044884.75494; Time: 1582533726.41
Step 914 of 3000; Error: 1044882.01062; Time: 1582533729.49
Step 915 of 3000; Error: 1044879.27238; Time: 1582533732.58
Step 916 of 3000; Error: 1044876.54021; Time: 1582533735.58
Step 917 of 3000; Error: 1044873.81409; Time: 1582533738.59
Step 918 of 3000; Error: 1044871.09400; Time: 1582533741.56
Step 919 of 3000; Error: 1044868.37993; Time: 1582533744.49
Step 920 of 3000; Error: 1044865.67185; Time: 1582533747.52
Step 921 of 3000; Error: 1044862.96975; Time: 1582533750.45
Step 922 of 3000; Error: 1044860.27362; Time: 1582533753.46
Step 923 of 3000; Error: 1044857.58344; Time: 1582533756.45
Step 924 of 3000; Error: 1044854.89919; Time: 1582533759.45
Step 925 of 3000; Error: 1044852.22085; Time: 1582533762.53
Step 926 of 3000; Error: 1044849.54842; Time: 1582533765.57
Step 927 of 3000; Error: 1044846.88186; Time: 1582533768.53
Step 928 of 3000; Error: 1044844.22118; Time: 1582533771.54
Step 929 of 3000; Error: 1044841.56635; Time: 1582533774.85
Step 930 of 3000; Error: 1044838.91735; Time: 1582533777.85
Step 931 of 3000; Error: 1044836.27417; Time: 1582533780.94
Step 932 of 3000; Error: 1044833.63679; Time: 1582533783.94
Step 933 of 3000; Error: 1044831.00520; Time: 1582533786.95
Step 934 of 3000; Error: 1044828.37939; Time: 1582533790.01
Step 935 of 3000; Error: 1044825.75933; Time: 1582533793.10
Step 936 of 3000; Error: 1044823.14500; Time: 1582533796.13
Step 937 of 3000; Error: 1044820.53641; Time: 1582533799.08
Step 938 of 3000; Error: 1044817.93352; Time: 1582533802.04
Step 939 of 3000; Error: 1044815.33632; Time: 1582533805.08
Step 940 of 3000; Error: 1044812.74481; Time: 1582533808.17
Step 941 of 3000; Error: 1044810.15895; Time: 1582533811.30
Step 942 of 3000; Error: 1044807.57874; Time: 1582533814.23
Step 943 of 3000; Error: 1044805.00416; Time: 1582533817.25
Step 944 of 3000; Error: 1044802.43520; Time: 1582533820.35
Step 945 of 3000; Error: 1044799.87184; Time: 1582533823.34
Step 946 of 3000; Error: 1044797.31407; Time: 1582533826.35
Step 947 of 3000; Error: 1044794.76186; Time: 1582533829.27
Step 948 of 3000; Error: 1044792.21521; Time: 1582533832.31
Step 949 of 3000; Error: 1044789.67410; Time: 1582533835.44
Step 950 of 3000; Error: 1044787.13852; Time: 1582533838.44
Step 951 of 3000; Error: 1044784.60844; Time: 1582533841.53
Step 952 of 3000; Error: 1044782.08386; Time: 1582533844.51
Step 953 of 3000; Error: 1044779.56477; Time: 1582533847.58
Step 954 of 3000; Error: 1044777.05113; Time: 1582533850.65
Step 955 of 3000; Error: 1044774.54295; Time: 1582533853.69
Step 956 of 3000; Error: 1044772.04021; Time: 1582533856.65
Step 957 of 3000; Error: 1044769.54288; Time: 1582533859.57
Step 958 of 3000; Error: 1044767.05097; Time: 1582533862.68
Step 959 of 3000; Error: 1044764.56444; Time: 1582533865.61
Step 960 of 3000; Error: 1044762.08330; Time: 1582533868.76
Step 961 of 3000; Error: 1044759.60751; Time: 1582533871.86
Step 962 of 3000; Error: 1044757.13708; Time: 1582533874.84
Step 963 of 3000; Error: 1044754.67198; Time: 1582533877.80
Step 964 of 3000; Error: 1044752.21220; Time: 1582533880.85
Step 965 of 3000; Error: 1044749.75773; Time: 1582533883.86
Step 966 of 3000; Error: 1044747.30855; Time: 1582533886.90
Step 967 of 3000; Error: 1044744.86464; Time: 1582533890.00
Step 968 of 3000; Error: 1044742.42600; Time: 1582533892.97
Step 969 of 3000; Error: 1044739.99261; Time: 1582533896.06
Step 970 of 3000; Error: 1044737.56446; Time: 1582533898.99
Step 971 of 3000; Error: 1044735.14152; Time: 1582533901.95
Step 972 of 3000; Error: 1044732.72379; Time: 1582533905.01
Step 973 of 3000; Error: 1044730.31126; Time: 1582533908.15
Step 974 of 3000; Error: 1044727.90391; Time: 1582533911.08
Step 975 of 3000; Error: 1044725.50172; Time: 1582533914.01
Step 976 of 3000; Error: 1044723.10468; Time: 1582533916.96
Step 977 of 3000; Error: 1044720.71278; Time: 1582533920.19
Step 978 of 3000; Error: 1044718.32601; Time: 1582533923.12
Step 979 of 3000; Error: 1044715.94435; Time: 1582533926.15
Step 980 of 3000; Error: 1044713.56778; Time: 1582533929.13
Step 981 of 3000; Error: 1044711.19630; Time: 1582533932.31
Step 982 of 3000; Error: 1044708.82989; Time: 1582533935.52
Step 983 of 3000; Error: 1044706.46853; Time: 1582533938.46
Step 984 of 3000; Error: 1044704.11222; Time: 1582533941.46
Step 985 of 3000; Error: 1044701.76094; Time: 1582533944.49
Step 986 of 3000; Error: 1044699.41468; Time: 1582533947.76
Step 987 of 3000; Error: 1044697.07341; Time: 1582533950.69
Step 988 of 3000; Error: 1044694.73714; Time: 1582533953.64
Step 989 of 3000; Error: 1044692.40585; Time: 1582533956.62
Step 990 of 3000; Error: 1044690.07952; Time: 1582533959.68
Step 991 of 3000; Error: 1044687.75814; Time: 1582533962.67
Step 992 of 3000; Error: 1044685.44170; Time: 1582533965.78
Step 993 of 3000; Error: 1044683.13018; Time: 1582533968.78
Step 994 of 3000; Error: 1044680.82357; Time: 1582533971.91
Step 995 of 3000; Error: 1044678.52186; Time: 1582533974.87
Step 996 of 3000; Error: 1044676.22504; Time: 1582533977.82
Step 997 of 3000; Error: 1044673.93309; Time: 1582533980.92
Step 998 of 3000; Error: 1044671.64600; Time: 1582533983.93
Step 999 of 3000; Error: 1044669.36376; Time: 1582533986.97
Step 1000 of 3000; Error: 1044667.08636; Time: 1582533990.01
Step 1001 of 3000; Error: 1044664.81377; Time: 1582533993.03
Step 1002 of 3000; Error: 1044662.54599; Time: 1582533996.05
Step 1003 of 3000; Error: 1044660.28301; Time: 1582533999.05
Step 1004 of 3000; Error: 1044658.02482; Time: 1582534001.99
Step 1005 of 3000; Error: 1044655.77139; Time: 1582534004.91
Step 1006 of 3000; Error: 1044653.52273; Time: 1582534007.97
Step 1007 of 3000; Error: 1044651.27881; Time: 1582534010.91
Step 1008 of 3000; Error: 1044649.03962; Time: 1582534013.91
Step 1009 of 3000; Error: 1044646.80516; Time: 1582534016.86
Step 1010 of 3000; Error: 1044644.57540; Time: 1582534019.92
Step 1011 of 3000; Error: 1044642.35035; Time: 1582534023.05
Step 1012 of 3000; Error: 1044640.12997; Time: 1582534026.06
Step 1013 of 3000; Error: 1044637.91427; Time: 1582534028.99
Step 1014 of 3000; Error: 1044635.70323; Time: 1582534031.95
Step 1015 of 3000; Error: 1044633.49684; Time: 1582534034.98
Step 1016 of 3000; Error: 1044631.29509; Time: 1582534037.95
Step 1017 of 3000; Error: 1044629.09795; Time: 1582534040.93
Step 1018 of 3000; Error: 1044626.90544; Time: 1582534043.99
Step 1019 of 3000; Error: 1044624.71752; Time: 1582534046.99
Step 1020 of 3000; Error: 1044622.53418; Time: 1582534049.97
Step 1021 of 3000; Error: 1044620.35543; Time: 1582534053.01
Step 1022 of 3000; Error: 1044618.18124; Time: 1582534056.26
Step 1023 of 3000; Error: 1044616.01160; Time: 1582534059.21
Step 1024 of 3000; Error: 1044613.84650; Time: 1582534062.21
Step 1025 of 3000; Error: 1044611.68593; Time: 1582534065.24
Step 1026 of 3000; Error: 1044609.52988; Time: 1582534068.24
Step 1027 of 3000; Error: 1044607.37833; Time: 1582534071.28
Step 1028 of 3000; Error: 1044605.23128; Time: 1582534074.42
Step 1029 of 3000; Error: 1044603.08871; Time: 1582534077.45
Step 1030 of 3000; Error: 1044600.95061; Time: 1582534080.47
Step 1031 of 3000; Error: 1044598.81696; Time: 1582534083.63
Step 1032 of 3000; Error: 1044596.68777; Time: 1582534086.84
Step 1033 of 3000; Error: 1044594.56301; Time: 1582534089.80
Step 1034 of 3000; Error: 1044592.44268; Time: 1582534092.91
Step 1035 of 3000; Error: 1044590.32676; Time: 1582534095.94
Step 1036 of 3000; Error: 1044588.21524; Time: 1582534098.99
Step 1037 of 3000; Error: 1044586.10811; Time: 1582534101.94
Step 1038 of 3000; Error: 1044584.00536; Time: 1582534105.05
Step 1039 of 3000; Error: 1044581.90698; Time: 1582534108.26
Step 1040 of 3000; Error: 1044579.81296; Time: 1582534111.65
Step 1041 of 3000; Error: 1044577.72328; Time: 1582534114.79
Step 1042 of 3000; Error: 1044575.63794; Time: 1582534117.85
Step 1043 of 3000; Error: 1044573.55692; Time: 1582534121.10
Step 1044 of 3000; Error: 1044571.48021; Time: 1582534124.17
Step 1045 of 3000; Error: 1044569.40780; Time: 1582534127.22
Step 1046 of 3000; Error: 1044567.33969; Time: 1582534130.53
Step 1047 of 3000; Error: 1044565.27585; Time: 1582534133.54
Step 1048 of 3000; Error: 1044563.21628; Time: 1582534136.73
Step 1049 of 3000; Error: 1044561.16097; Time: 1582534139.81
Step 1050 of 3000; Error: 1044559.10990; Time: 1582534142.92
Step 1051 of 3000; Error: 1044557.06307; Time: 1582534145.91
Step 1052 of 3000; Error: 1044555.02047; Time: 1582534149.12
Step 1053 of 3000; Error: 1044552.98207; Time: 1582534152.24
Step 1054 of 3000; Error: 1044550.94789; Time: 1582534155.40
Step 1055 of 3000; Error: 1044548.91789; Time: 1582534158.33
Step 1056 of 3000; Error: 1044546.89208; Time: 1582534161.50
Step 1057 of 3000; Error: 1044544.87044; Time: 1582534164.53
Step 1058 of 3000; Error: 1044542.85296; Time: 1582534167.76
Step 1059 of 3000; Error: 1044540.83962; Time: 1582534170.92
Step 1060 of 3000; Error: 1044538.83043; Time: 1582534174.03
Step 1061 of 3000; Error: 1044536.82537; Time: 1582534177.00
Step 1062 of 3000; Error: 1044534.82443; Time: 1582534180.13
Step 1063 of 3000; Error: 1044532.82759; Time: 1582534183.24
Step 1064 of 3000; Error: 1044530.83485; Time: 1582534186.46
Step 1065 of 3000; Error: 1044528.84620; Time: 1582534189.49
Step 1066 of 3000; Error: 1044526.86163; Time: 1582534192.95
Step 1067 of 3000; Error: 1044524.88112; Time: 1582534195.97
Step 1068 of 3000; Error: 1044522.90467; Time: 1582534199.31
Step 1069 of 3000; Error: 1044520.93226; Time: 1582534202.27
Step 1070 of 3000; Error: 1044518.96390; Time: 1582534205.53
Step 1071 of 3000; Error: 1044516.99955; Time: 1582534208.59
Step 1072 of 3000; Error: 1044515.03923; Time: 1582534211.73
Step 1073 of 3000; Error: 1044513.08290; Time: 1582534214.83
Step 1074 of 3000; Error: 1044511.13058; Time: 1582534217.96
Step 1075 of 3000; Error: 1044509.18224; Time: 1582534221.13
Step 1076 of 3000; Error: 1044507.23787; Time: 1582534224.21
Step 1077 of 3000; Error: 1044505.29747; Time: 1582534227.35
Step 1078 of 3000; Error: 1044503.36102; Time: 1582534230.42
Step 1079 of 3000; Error: 1044501.42852; Time: 1582534233.43
Step 1080 of 3000; Error: 1044499.49996; Time: 1582534236.52
Step 1081 of 3000; Error: 1044497.57532; Time: 1582534239.90
Step 1082 of 3000; Error: 1044495.65460; Time: 1582534243.15
Step 1083 of 3000; Error: 1044493.73778; Time: 1582534246.30
Step 1084 of 3000; Error: 1044491.82486; Time: 1582534249.46
Step 1085 of 3000; Error: 1044489.91582; Time: 1582534252.75
Step 1086 of 3000; Error: 1044488.01067; Time: 1582534256.08
Step 1087 of 3000; Error: 1044486.10937; Time: 1582534259.29
Step 1088 of 3000; Error: 1044484.21194; Time: 1582534262.57
Step 1089 of 3000; Error: 1044482.31835; Time: 1582534265.79
Step 1090 of 3000; Error: 1044480.42860; Time: 1582534268.93
Step 1091 of 3000; Error: 1044478.54268; Time: 1582534272.13
Step 1092 of 3000; Error: 1044476.66058; Time: 1582534275.17
Step 1093 of 3000; Error: 1044474.78229; Time: 1582534278.47
Step 1094 of 3000; Error: 1044472.90780; Time: 1582534282.05
Step 1095 of 3000; Error: 1044471.03710; Time: 1582534285.18
Step 1096 of 3000; Error: 1044469.17017; Time: 1582534288.43
Step 1097 of 3000; Error: 1044467.30703; Time: 1582534291.65
Step 1098 of 3000; Error: 1044465.44764; Time: 1582534294.82
Step 1099 of 3000; Error: 1044463.59200; Time: 1582534298.02
Step 1100 of 3000; Error: 1044461.74011; Time: 1582534301.56
Step 1101 of 3000; Error: 1044459.89195; Time: 1582534304.92
Step 1102 of 3000; Error: 1044458.04752; Time: 1582534308.30
Step 1103 of 3000; Error: 1044456.20681; Time: 1582534311.66
Step 1104 of 3000; Error: 1044454.36980; Time: 1582534315.06
Step 1105 of 3000; Error: 1044452.53648; Time: 1582534318.48
Step 1106 of 3000; Error: 1044450.70686; Time: 1582534321.92
Step 1107 of 3000; Error: 1044448.88091; Time: 1582534325.26
Step 1108 of 3000; Error: 1044447.05864; Time: 1582534328.52
Step 1109 of 3000; Error: 1044445.24002; Time: 1582534331.69
Step 1110 of 3000; Error: 1044443.42506; Time: 1582534334.82
Step 1111 of 3000; Error: 1044441.61374; Time: 1582534338.04
Step 1112 of 3000; Error: 1044439.80605; Time: 1582534341.27
Step 1113 of 3000; Error: 1044438.00199; Time: 1582534344.52
Step 1114 of 3000; Error: 1044436.20154; Time: 1582534347.65
Step 1115 of 3000; Error: 1044434.40470; Time: 1582534350.95
Step 1116 of 3000; Error: 1044432.61146; Time: 1582534354.15
Step 1117 of 3000; Error: 1044430.82181; Time: 1582534357.33
Step 1118 of 3000; Error: 1044429.03573; Time: 1582534360.55
Step 1119 of 3000; Error: 1044427.25323; Time: 1582534363.83
Step 1120 of 3000; Error: 1044425.47430; Time: 1582534366.99
Step 1121 of 3000; Error: 1044423.69891; Time: 1582534370.25
Step 1122 of 3000; Error: 1044421.92707; Time: 1582534373.46
Step 1123 of 3000; Error: 1044420.15877; Time: 1582534376.64
Step 1124 of 3000; Error: 1044418.39400; Time: 1582534379.88
Step 1125 of 3000; Error: 1044416.63274; Time: 1582534383.07
Step 1126 of 3000; Error: 1044414.87500; Time: 1582534386.35
Step 1127 of 3000; Error: 1044413.12075; Time: 1582534389.61
Step 1128 of 3000; Error: 1044411.37001; Time: 1582534392.83
Step 1129 of 3000; Error: 1044409.62274; Time: 1582534395.92
Step 1130 of 3000; Error: 1044407.87895; Time: 1582534399.10
Step 1131 of 3000; Error: 1044406.13863; Time: 1582534402.26
Step 1132 of 3000; Error: 1044404.40177; Time: 1582534405.48
Step 1133 of 3000; Error: 1044402.66836; Time: 1582534408.70
Step 1134 of 3000; Error: 1044400.93840; Time: 1582534411.96
Step 1135 of 3000; Error: 1044399.21186; Time: 1582534415.30
Step 1136 of 3000; Error: 1044397.48876; Time: 1582534418.56
Step 1137 of 3000; Error: 1044395.76907; Time: 1582534421.77
Step 1138 of 3000; Error: 1044394.05279; Time: 1582534425.10
Step 1139 of 3000; Error: 1044392.33991; Time: 1582534428.20
Step 1140 of 3000; Error: 1044390.63042; Time: 1582534431.54
Step 1141 of 3000; Error: 1044388.92432; Time: 1582534434.71
Step 1142 of 3000; Error: 1044387.22159; Time: 1582534437.89
Step 1143 of 3000; Error: 1044385.52223; Time: 1582534441.09
Step 1144 of 3000; Error: 1044383.82623; Time: 1582534444.38
Step 1145 of 3000; Error: 1044382.13358; Time: 1582534447.56
Step 1146 of 3000; Error: 1044380.44428; Time: 1582534450.88
Step 1147 of 3000; Error: 1044378.75831; Time: 1582534454.10
Step 1148 of 3000; Error: 1044377.07567; Time: 1582534457.37
Step 1149 of 3000; Error: 1044375.39635; Time: 1582534460.46
Step 1150 of 3000; Error: 1044373.72033; Time: 1582534463.60
Step 1151 of 3000; Error: 1044372.04763; Time: 1582534466.77
Step 1152 of 3000; Error: 1044370.37821; Time: 1582534469.91
Step 1153 of 3000; Error: 1044368.71209; Time: 1582534473.12
Step 1154 of 3000; Error: 1044367.04924; Time: 1582534476.37
Step 1155 of 3000; Error: 1044365.38966; Time: 1582534479.60
Step 1156 of 3000; Error: 1044363.73335; Time: 1582534482.79
Step 1157 of 3000; Error: 1044362.08030; Time: 1582534485.98
Step 1158 of 3000; Error: 1044360.43049; Time: 1582534489.28
Step 1159 of 3000; Error: 1044358.78392; Time: 1582534492.53
Step 1160 of 3000; Error: 1044357.14058; Time: 1582534495.73
Step 1161 of 3000; Error: 1044355.50047; Time: 1582534498.86
Step 1162 of 3000; Error: 1044353.86357; Time: 1582534502.22
Step 1163 of 3000; Error: 1044352.22989; Time: 1582534505.46
Step 1164 of 3000; Error: 1044350.59940; Time: 1582534508.65
Step 1165 of 3000; Error: 1044348.97211; Time: 1582534511.78
Step 1166 of 3000; Error: 1044347.34800; Time: 1582534514.97
Step 1167 of 3000; Error: 1044345.72707; Time: 1582534518.03
Step 1168 of 3000; Error: 1044344.10932; Time: 1582534521.31
Step 1169 of 3000; Error: 1044342.49472; Time: 1582534524.46
Step 1170 of 3000; Error: 1044340.88328; Time: 1582534527.79
Step 1171 of 3000; Error: 1044339.27499; Time: 1582534531.16
Step 1172 of 3000; Error: 1044337.66984; Time: 1582534534.41
Step 1173 of 3000; Error: 1044336.06782; Time: 1582534537.64
Step 1174 of 3000; Error: 1044334.46893; Time: 1582534540.85
Step 1175 of 3000; Error: 1044332.87315; Time: 1582534544.12
Step 1176 of 3000; Error: 1044331.28049; Time: 1582534547.23
Step 1177 of 3000; Error: 1044329.69092; Time: 1582534550.47
Step 1178 of 3000; Error: 1044328.10446; Time: 1582534553.67
Step 1179 of 3000; Error: 1044326.52108; Time: 1582534556.89
Step 1180 of 3000; Error: 1044324.94078; Time: 1582534560.05
Step 1181 of 3000; Error: 1044323.36356; Time: 1582534563.31
Step 1182 of 3000; Error: 1044321.78940; Time: 1582534566.39
Step 1183 of 3000; Error: 1044320.21830; Time: 1582534569.58
Step 1184 of 3000; Error: 1044318.65025; Time: 1582534572.74
Step 1185 of 3000; Error: 1044317.08525; Time: 1582534576.05
Step 1186 of 3000; Error: 1044315.52328; Time: 1582534579.20
Step 1187 of 3000; Error: 1044313.96435; Time: 1582534582.31
Step 1188 of 3000; Error: 1044312.40843; Time: 1582534585.53
Step 1189 of 3000; Error: 1044310.85554; Time: 1582534588.89
Step 1190 of 3000; Error: 1044309.30565; Time: 1582534592.10
Step 1191 of 3000; Error: 1044307.75876; Time: 1582534595.23
Step 1192 of 3000; Error: 1044306.21486; Time: 1582534598.33
Step 1193 of 3000; Error: 1044304.67396; Time: 1582534601.62
Step 1194 of 3000; Error: 1044303.13603; Time: 1582534604.73
Step 1195 of 3000; Error: 1044301.60108; Time: 1582534608.06
Step 1196 of 3000; Error: 1044300.06909; Time: 1582534611.24
Step 1197 of 3000; Error: 1044298.54006; Time: 1582534614.48
Step 1198 of 3000; Error: 1044297.01398; Time: 1582534617.82
Step 1199 of 3000; Error: 1044295.49085; Time: 1582534621.22
Step 1200 of 3000; Error: 1044293.97066; Time: 1582534624.45
Step 1201 of 3000; Error: 1044292.45339; Time: 1582534627.79
Step 1202 of 3000; Error: 1044290.93905; Time: 1582534631.20
Step 1203 of 3000; Error: 1044289.42763; Time: 1582534634.48
Step 1204 of 3000; Error: 1044287.91912; Time: 1582534637.72
Step 1205 of 3000; Error: 1044286.41351; Time: 1582534641.00
Step 1206 of 3000; Error: 1044284.91080; Time: 1582534644.15
Step 1207 of 3000; Error: 1044283.41098; Time: 1582534647.33
Step 1208 of 3000; Error: 1044281.91405; Time: 1582534650.55
Step 1209 of 3000; Error: 1044280.41999; Time: 1582534653.82
Step 1210 of 3000; Error: 1044278.92879; Time: 1582534656.96
Step 1211 of 3000; Error: 1044277.44047; Time: 1582534660.21
Step 1212 of 3000; Error: 1044275.95499; Time: 1582534663.46
Step 1213 of 3000; Error: 1044274.47237; Time: 1582534666.81
Step 1214 of 3000; Error: 1044272.99259; Time: 1582534669.95
Step 1215 of 3000; Error: 1044271.51565; Time: 1582534673.16
Step 1216 of 3000; Error: 1044270.04153; Time: 1582534676.37
Step 1217 of 3000; Error: 1044268.57024; Time: 1582534679.71
Step 1218 of 3000; Error: 1044267.10177; Time: 1582534683.02
Step 1219 of 3000; Error: 1044265.63610; Time: 1582534686.44
Step 1220 of 3000; Error: 1044264.17324; Time: 1582534689.76
Step 1221 of 3000; Error: 1044262.71318; Time: 1582534692.99
Step 1222 of 3000; Error: 1044261.25590; Time: 1582534696.33
Step 1223 of 3000; Error: 1044259.80141; Time: 1582534699.45
Step 1224 of 3000; Error: 1044258.34969; Time: 1582534702.83
Step 1225 of 3000; Error: 1044256.90075; Time: 1582534706.03
Step 1226 of 3000; Error: 1044255.45457; Time: 1582534709.20
Step 1227 of 3000; Error: 1044254.01115; Time: 1582534712.41
Step 1228 of 3000; Error: 1044252.57048; Time: 1582534715.46
Step 1229 of 3000; Error: 1044251.13256; Time: 1582534718.61
Step 1230 of 3000; Error: 1044249.69737; Time: 1582534721.83
Step 1231 of 3000; Error: 1044248.26491; Time: 1582534725.06
Step 1232 of 3000; Error: 1044246.83519; Time: 1582534728.26
Step 1233 of 3000; Error: 1044245.40818; Time: 1582534731.49
Step 1234 of 3000; Error: 1044243.98388; Time: 1582534734.81
Step 1235 of 3000; Error: 1044242.56229; Time: 1582534738.15
Step 1236 of 3000; Error: 1044241.14341; Time: 1582534741.29
Step 1237 of 3000; Error: 1044239.72721; Time: 1582534744.44
Step 1238 of 3000; Error: 1044238.31371; Time: 1582534747.52
Step 1239 of 3000; Error: 1044236.90288; Time: 1582534750.79
Step 1240 of 3000; Error: 1044235.49474; Time: 1582534754.05
Step 1241 of 3000; Error: 1044234.08926; Time: 1582534757.17
Step 1242 of 3000; Error: 1044232.68645; Time: 1582534760.53
Step 1243 of 3000; Error: 1044231.28629; Time: 1582534763.63
Step 1244 of 3000; Error: 1044229.88878; Time: 1582534766.78
Step 1245 of 3000; Error: 1044228.49392; Time: 1582534769.99
Step 1246 of 3000; Error: 1044227.10170; Time: 1582534773.17
Step 1247 of 3000; Error: 1044225.71211; Time: 1582534776.37
Step 1248 of 3000; Error: 1044224.32515; Time: 1582534779.73
Step 1249 of 3000; Error: 1044222.94081; Time: 1582534783.07
Step 1250 of 3000; Error: 1044221.55908; Time: 1582534786.13
Step 1251 of 3000; Error: 1044220.17997; Time: 1582534789.45
Step 1252 of 3000; Error: 1044218.80345; Time: 1582534792.83
Step 1253 of 3000; Error: 1044217.42953; Time: 1582534796.07
Step 1254 of 3000; Error: 1044216.05820; Time: 1582534799.22
Step 1255 of 3000; Error: 1044214.68946; Time: 1582534802.37
Step 1256 of 3000; Error: 1044213.32330; Time: 1582534805.53
Step 1257 of 3000; Error: 1044211.95971; Time: 1582534809.05
Step 1258 of 3000; Error: 1044210.59868; Time: 1582534812.28
Step 1259 of 3000; Error: 1044209.24022; Time: 1582534815.63
Step 1260 of 3000; Error: 1044207.88432; Time: 1582534818.94
Step 1261 of 3000; Error: 1044206.53096; Time: 1582534822.12
Step 1262 of 3000; Error: 1044205.18014; Time: 1582534825.39
Step 1263 of 3000; Error: 1044203.83187; Time: 1582534828.75
Step 1264 of 3000; Error: 1044202.48612; Time: 1582534832.24
Step 1265 of 3000; Error: 1044201.14291; Time: 1582534835.48
Step 1266 of 3000; Error: 1044199.80221; Time: 1582534838.63
Step 1267 of 3000; Error: 1044198.46403; Time: 1582534841.82
Step 1268 of 3000; Error: 1044197.12835; Time: 1582534844.95
Step 1269 of 3000; Error: 1044195.79518; Time: 1582534848.01
Step 1270 of 3000; Error: 1044194.46451; Time: 1582534851.13
Step 1271 of 3000; Error: 1044193.13633; Time: 1582534854.19
Step 1272 of 3000; Error: 1044191.81064; Time: 1582534857.39
Step 1273 of 3000; Error: 1044190.48742; Time: 1582534860.55
Step 1274 of 3000; Error: 1044189.16668; Time: 1582534863.54
Step 1275 of 3000; Error: 1044187.84842; Time: 1582534866.57
Step 1276 of 3000; Error: 1044186.53261; Time: 1582534869.72
Step 1277 of 3000; Error: 1044185.21926; Time: 1582534872.86
Step 1278 of 3000; Error: 1044183.90837; Time: 1582534876.20
Step 1279 of 3000; Error: 1044182.59992; Time: 1582534879.34
Step 1280 of 3000; Error: 1044181.29391; Time: 1582534882.58
Step 1281 of 3000; Error: 1044179.99034; Time: 1582534885.68
Step 1282 of 3000; Error: 1044178.68920; Time: 1582534888.81
Step 1283 of 3000; Error: 1044177.39049; Time: 1582534891.91
Step 1284 of 3000; Error: 1044176.09419; Time: 1582534894.96
Step 1285 of 3000; Error: 1044174.80031; Time: 1582534898.13
Step 1286 of 3000; Error: 1044173.50883; Time: 1582534901.20
Step 1287 of 3000; Error: 1044172.21976; Time: 1582534904.32
Step 1288 of 3000; Error: 1044170.93309; Time: 1582534907.46
Step 1289 of 3000; Error: 1044169.64881; Time: 1582534910.52
Step 1290 of 3000; Error: 1044168.36691; Time: 1582534913.61
Step 1291 of 3000; Error: 1044167.08740; Time: 1582534916.78
Step 1292 of 3000; Error: 1044165.81026; Time: 1582534920.05
Step 1293 of 3000; Error: 1044164.53550; Time: 1582534923.09
Step 1294 of 3000; Error: 1044163.26310; Time: 1582534926.08
Step 1295 of 3000; Error: 1044161.99305; Time: 1582534929.22
Step 1296 of 3000; Error: 1044160.72537; Time: 1582534932.22
Step 1297 of 3000; Error: 1044159.46003; Time: 1582534935.27
Step 1298 of 3000; Error: 1044158.19704; Time: 1582534938.40
Step 1299 of 3000; Error: 1044156.93638; Time: 1582534941.46
Step 1300 of 3000; Error: 1044155.67806; Time: 1582534944.60
Step 1301 of 3000; Error: 1044154.42207; Time: 1582534947.82
Step 1302 of 3000; Error: 1044153.16840; Time: 1582534950.94
Step 1303 of 3000; Error: 1044151.91705; Time: 1582534954.02
Step 1304 of 3000; Error: 1044150.66801; Time: 1582534956.95
Step 1305 of 3000; Error: 1044149.42128; Time: 1582534960.09
Step 1306 of 3000; Error: 1044148.17685; Time: 1582534963.16
Step 1307 of 3000; Error: 1044146.93472; Time: 1582534966.19
Step 1308 of 3000; Error: 1044145.69488; Time: 1582534969.33
Step 1309 of 3000; Error: 1044144.45733; Time: 1582534972.53
Step 1310 of 3000; Error: 1044143.22205; Time: 1582534975.63
Step 1311 of 3000; Error: 1044141.98906; Time: 1582534978.85
Step 1312 of 3000; Error: 1044140.75834; Time: 1582534981.87
Step 1313 of 3000; Error: 1044139.52988; Time: 1582534985.13
Step 1314 of 3000; Error: 1044138.30369; Time: 1582534988.29
Step 1315 of 3000; Error: 1044137.07975; Time: 1582534991.54
Step 1316 of 3000; Error: 1044135.85806; Time: 1582534994.73
Step 1317 of 3000; Error: 1044134.63862; Time: 1582534997.83
Step 1318 of 3000; Error: 1044133.42142; Time: 1582535001.04
Step 1319 of 3000; Error: 1044132.20646; Time: 1582535004.07
Step 1320 of 3000; Error: 1044130.99373; Time: 1582535007.30
Step 1321 of 3000; Error: 1044129.78322; Time: 1582535010.42
Step 1322 of 3000; Error: 1044128.57494; Time: 1582535013.47
Step 1323 of 3000; Error: 1044127.36887; Time: 1582535016.78
Step 1324 of 3000; Error: 1044126.16502; Time: 1582535019.87
Step 1325 of 3000; Error: 1044124.96337; Time: 1582535023.08
Step 1326 of 3000; Error: 1044123.76392; Time: 1582535026.15
Step 1327 of 3000; Error: 1044122.56667; Time: 1582535029.13
Step 1328 of 3000; Error: 1044121.37161; Time: 1582535032.22
Step 1329 of 3000; Error: 1044120.17874; Time: 1582535035.33
Step 1330 of 3000; Error: 1044118.98806; Time: 1582535038.45
Step 1331 of 3000; Error: 1044117.79954; Time: 1582535041.50
Step 1332 of 3000; Error: 1044116.61321; Time: 1582535044.51
Step 1333 of 3000; Error: 1044115.42904; Time: 1582535047.69
Step 1334 of 3000; Error: 1044114.24703; Time: 1582535050.65
Step 1335 of 3000; Error: 1044113.06718; Time: 1582535053.85
Step 1336 of 3000; Error: 1044111.88949; Time: 1582535057.03
Step 1337 of 3000; Error: 1044110.71394; Time: 1582535060.13
Step 1338 of 3000; Error: 1044109.54054; Time: 1582535063.24
Step 1339 of 3000; Error: 1044108.36928; Time: 1582535066.25
Step 1340 of 3000; Error: 1044107.20015; Time: 1582535069.40
Step 1341 of 3000; Error: 1044106.03315; Time: 1582535072.47
Step 1342 of 3000; Error: 1044104.86828; Time: 1582535075.85
Step 1343 of 3000; Error: 1044103.70552; Time: 1582535078.95
Step 1344 of 3000; Error: 1044102.54489; Time: 1582535082.19
Step 1345 of 3000; Error: 1044101.38636; Time: 1582535085.66
Step 1346 of 3000; Error: 1044100.22994; Time: 1582535088.86
Step 1347 of 3000; Error: 1044099.07563; Time: 1582535091.82
Step 1348 of 3000; Error: 1044097.92341; Time: 1582535094.76
Step 1349 of 3000; Error: 1044096.77328; Time: 1582535097.79
Step 1350 of 3000; Error: 1044095.62524; Time: 1582535100.98
Step 1351 of 3000; Error: 1044094.47929; Time: 1582535104.13
Step 1352 of 3000; Error: 1044093.33541; Time: 1582535107.19
Step 1353 of 3000; Error: 1044092.19361; Time: 1582535110.48
Step 1354 of 3000; Error: 1044091.05388; Time: 1582535113.57
Step 1355 of 3000; Error: 1044089.91621; Time: 1582535116.56
Step 1356 of 3000; Error: 1044088.78061; Time: 1582535119.77
Step 1357 of 3000; Error: 1044087.64706; Time: 1582535123.00
Step 1358 of 3000; Error: 1044086.51556; Time: 1582535126.10
Step 1359 of 3000; Error: 1044085.38611; Time: 1582535129.08
Step 1360 of 3000; Error: 1044084.25870; Time: 1582535132.20
Step 1361 of 3000; Error: 1044083.13333; Time: 1582535135.30
Step 1362 of 3000; Error: 1044082.01000; Time: 1582535138.53
Step 1363 of 3000; Error: 1044080.88869; Time: 1582535141.47
Step 1364 of 3000; Error: 1044079.76941; Time: 1582535144.44
Step 1365 of 3000; Error: 1044078.65215; Time: 1582535147.39
Step 1366 of 3000; Error: 1044077.53691; Time: 1582535150.49
Step 1367 of 3000; Error: 1044076.42368; Time: 1582535153.49
Step 1368 of 3000; Error: 1044075.31245; Time: 1582535156.60
Step 1369 of 3000; Error: 1044074.20323; Time: 1582535159.69
Step 1370 of 3000; Error: 1044073.09601; Time: 1582535162.76
Step 1371 of 3000; Error: 1044071.99078; Time: 1582535165.95
Step 1372 of 3000; Error: 1044070.88754; Time: 1582535169.32
Step 1373 of 3000; Error: 1044069.78629; Time: 1582535172.61
Step 1374 of 3000; Error: 1044068.68702; Time: 1582535175.72
Step 1375 of 3000; Error: 1044067.58973; Time: 1582535178.97
Step 1376 of 3000; Error: 1044066.49441; Time: 1582535182.02
Step 1377 of 3000; Error: 1044065.40105; Time: 1582535185.14
Step 1378 of 3000; Error: 1044064.30967; Time: 1582535188.17
Step 1379 of 3000; Error: 1044063.22024; Time: 1582535191.38
Step 1380 of 3000; Error: 1044062.13277; Time: 1582535194.42
Step 1381 of 3000; Error: 1044061.04725; Time: 1582535197.48
Step 1382 of 3000; Error: 1044059.96367; Time: 1582535200.55
Step 1383 of 3000; Error: 1044058.88205; Time: 1582535203.60
Step 1384 of 3000; Error: 1044057.80235; Time: 1582535206.88
Step 1385 of 3000; Error: 1044056.72460; Time: 1582535210.05
Step 1386 of 3000; Error: 1044055.64877; Time: 1582535213.03
Step 1387 of 3000; Error: 1044054.57487; Time: 1582535216.04
Step 1388 of 3000; Error: 1044053.50290; Time: 1582535219.17
Step 1389 of 3000; Error: 1044052.43284; Time: 1582535222.23
Step 1390 of 3000; Error: 1044051.36469; Time: 1582535225.27
Step 1391 of 3000; Error: 1044050.29846; Time: 1582535228.28
Step 1392 of 3000; Error: 1044049.23413; Time: 1582535231.51
Step 1393 of 3000; Error: 1044048.17170; Time: 1582535234.64
Step 1394 of 3000; Error: 1044047.11117; Time: 1582535237.65
Step 1395 of 3000; Error: 1044046.05254; Time: 1582535240.74
Step 1396 of 3000; Error: 1044044.99579; Time: 1582535243.80
Step 1397 of 3000; Error: 1044043.94093; Time: 1582535247.04
Step 1398 of 3000; Error: 1044042.88795; Time: 1582535250.14
Step 1399 of 3000; Error: 1044041.83684; Time: 1582535253.31
Step 1400 of 3000; Error: 1044040.78761; Time: 1582535256.31
Step 1401 of 3000; Error: 1044039.74025; Time: 1582535259.40
Step 1402 of 3000; Error: 1044038.69476; Time: 1582535262.60
Step 1403 of 3000; Error: 1044037.65112; Time: 1582535265.76
Step 1404 of 3000; Error: 1044036.60934; Time: 1582535268.88
Step 1405 of 3000; Error: 1044035.56942; Time: 1582535272.12
Step 1406 of 3000; Error: 1044034.53135; Time: 1582535275.40
Step 1407 of 3000; Error: 1044033.49512; Time: 1582535278.45
Step 1408 of 3000; Error: 1044032.46073; Time: 1582535281.45
Step 1409 of 3000; Error: 1044031.42818; Time: 1582535284.55
Step 1410 of 3000; Error: 1044030.39746; Time: 1582535287.71
Step 1411 of 3000; Error: 1044029.36857; Time: 1582535290.73
Step 1412 of 3000; Error: 1044028.34151; Time: 1582535293.99
Step 1413 of 3000; Error: 1044027.31627; Time: 1582535297.02
Step 1414 of 3000; Error: 1044026.29285; Time: 1582535300.25
Step 1415 of 3000; Error: 1044025.27124; Time: 1582535303.43
Step 1416 of 3000; Error: 1044024.25144; Time: 1582535306.65
Step 1417 of 3000; Error: 1044023.23345; Time: 1582535309.72
Step 1418 of 3000; Error: 1044022.21726; Time: 1582535312.81
Step 1419 of 3000; Error: 1044021.20287; Time: 1582535315.87
Step 1420 of 3000; Error: 1044020.19027; Time: 1582535319.05
Step 1421 of 3000; Error: 1044019.17946; Time: 1582535322.21
Step 1422 of 3000; Error: 1044018.17045; Time: 1582535325.41
Step 1423 of 3000; Error: 1044017.16321; Time: 1582535328.50
Step 1424 of 3000; Error: 1044016.15776; Time: 1582535331.62
Step 1425 of 3000; Error: 1044015.15408; Time: 1582535334.83
Step 1426 of 3000; Error: 1044014.15217; Time: 1582535337.81
Step 1427 of 3000; Error: 1044013.15203; Time: 1582535340.87
Step 1428 of 3000; Error: 1044012.15365; Time: 1582535343.92
Step 1429 of 3000; Error: 1044011.15704; Time: 1582535347.05
Step 1430 of 3000; Error: 1044010.16218; Time: 1582535350.02
Step 1431 of 3000; Error: 1044009.16908; Time: 1582535353.06
Step 1432 of 3000; Error: 1044008.17772; Time: 1582535356.25
Step 1433 of 3000; Error: 1044007.18812; Time: 1582535359.44
Step 1434 of 3000; Error: 1044006.20025; Time: 1582535362.43
Step 1435 of 3000; Error: 1044005.21412; Time: 1582535365.62
Step 1436 of 3000; Error: 1044004.22973; Time: 1582535368.98
Step 1437 of 3000; Error: 1044003.24707; Time: 1582535372.11
Step 1438 of 3000; Error: 1044002.26613; Time: 1582535375.34
Step 1439 of 3000; Error: 1044001.28692; Time: 1582535378.37
Step 1440 of 3000; Error: 1044000.30943; Time: 1582535381.36
Step 1441 of 3000; Error: 1043999.33366; Time: 1582535384.37
Step 1442 of 3000; Error: 1043998.35960; Time: 1582535387.57
Step 1443 of 3000; Error: 1043997.38725; Time: 1582535390.57
Step 1444 of 3000; Error: 1043996.41661; Time: 1582535393.73
Step 1445 of 3000; Error: 1043995.44766; Time: 1582535396.99
Step 1446 of 3000; Error: 1043994.48042; Time: 1582535400.07
Step 1447 of 3000; Error: 1043993.51487; Time: 1582535403.04
Step 1448 of 3000; Error: 1043992.55101; Time: 1582535406.11
Step 1449 of 3000; Error: 1043991.58884; Time: 1582535409.20
Step 1450 of 3000; Error: 1043990.62836; Time: 1582535412.19
Step 1451 of 3000; Error: 1043989.66955; Time: 1582535415.41
Step 1452 of 3000; Error: 1043988.71243; Time: 1582535418.42
Step 1453 of 3000; Error: 1043987.75697; Time: 1582535421.54
Step 1454 of 3000; Error: 1043986.80319; Time: 1582535424.59
Step 1455 of 3000; Error: 1043985.85107; Time: 1582535427.87
Step 1456 of 3000; Error: 1043984.90062; Time: 1582535431.06
Step 1457 of 3000; Error: 1043983.95183; Time: 1582535434.04
Step 1458 of 3000; Error: 1043983.00469; Time: 1582535437.01
Step 1459 of 3000; Error: 1043982.05921; Time: 1582535440.30
Step 1460 of 3000; Error: 1043981.11537; Time: 1582535443.28
Step 1461 of 3000; Error: 1043980.17318; Time: 1582535446.32
Step 1462 of 3000; Error: 1043979.23264; Time: 1582535449.44
Step 1463 of 3000; Error: 1043978.29373; Time: 1582535452.47
Step 1464 of 3000; Error: 1043977.35646; Time: 1582535455.49
Step 1465 of 3000; Error: 1043976.42082; Time: 1582535458.62
Step 1466 of 3000; Error: 1043975.48681; Time: 1582535461.73
Step 1467 of 3000; Error: 1043974.55443; Time: 1582535464.67
Step 1468 of 3000; Error: 1043973.62366; Time: 1582535467.76
Step 1469 of 3000; Error: 1043972.69452; Time: 1582535470.89
Step 1470 of 3000; Error: 1043971.76699; Time: 1582535473.98
Step 1471 of 3000; Error: 1043970.84108; Time: 1582535477.34
Step 1472 of 3000; Error: 1043969.91677; Time: 1582535480.59
Step 1473 of 3000; Error: 1043968.99407; Time: 1582535483.59
Step 1474 of 3000; Error: 1043968.07297; Time: 1582535486.57
Step 1475 of 3000; Error: 1043967.15346; Time: 1582535489.58
Step 1476 of 3000; Error: 1043966.23556; Time: 1582535492.63
Step 1477 of 3000; Error: 1043965.31924; Time: 1582535495.79
Step 1478 of 3000; Error: 1043964.40452; Time: 1582535498.99
Step 1479 of 3000; Error: 1043963.49138; Time: 1582535502.83
Step 1480 of 3000; Error: 1043962.57982; Time: 1582535506.03
Step 1481 of 3000; Error: 1043961.66984; Time: 1582535509.14
Step 1482 of 3000; Error: 1043960.76143; Time: 1582535512.19
Step 1483 of 3000; Error: 1043959.85460; Time: 1582535515.34
Step 1484 of 3000; Error: 1043958.94934; Time: 1582535518.61
Step 1485 of 3000; Error: 1043958.04564; Time: 1582535521.71
Step 1486 of 3000; Error: 1043957.14351; Time: 1582535524.76
Step 1487 of 3000; Error: 1043956.24293; Time: 1582535527.90
Step 1488 of 3000; Error: 1043955.34391; Time: 1582535530.96
Step 1489 of 3000; Error: 1043954.44645; Time: 1582535534.21
Step 1490 of 3000; Error: 1043953.55053; Time: 1582535537.39
Step 1491 of 3000; Error: 1043952.65616; Time: 1582535540.60
Step 1492 of 3000; Error: 1043951.76333; Time: 1582535543.67
Step 1493 of 3000; Error: 1043950.87205; Time: 1582535546.82
Step 1494 of 3000; Error: 1043949.98230; Time: 1582535550.02
Step 1495 of 3000; Error: 1043949.09408; Time: 1582535553.29
Step 1496 of 3000; Error: 1043948.20740; Time: 1582535556.52
Step 1497 of 3000; Error: 1043947.32224; Time: 1582535559.68
Step 1498 of 3000; Error: 1043946.43860; Time: 1582535562.78
Step 1499 of 3000; Error: 1043945.55649; Time: 1582535565.97
Step 1500 of 3000; Error: 1043944.67590; Time: 1582535569.04
Step 1501 of 3000; Error: 1043943.79682; Time: 1582535572.32
Step 1502 of 3000; Error: 1043942.91925; Time: 1582535575.52
Step 1503 of 3000; Error: 1043942.04319; Time: 1582535578.63
Step 1504 of 3000; Error: 1043941.16864; Time: 1582535581.71
Step 1505 of 3000; Error: 1043940.29559; Time: 1582535584.78
Step 1506 of 3000; Error: 1043939.42403; Time: 1582535587.93
Step 1507 of 3000; Error: 1043938.55398; Time: 1582535591.28
Step 1508 of 3000; Error: 1043937.68542; Time: 1582535594.56
Step 1509 of 3000; Error: 1043936.81834; Time: 1582535597.62
Step 1510 of 3000; Error: 1043935.95276; Time: 1582535600.82
Step 1511 of 3000; Error: 1043935.08866; Time: 1582535604.01
Step 1512 of 3000; Error: 1043934.22604; Time: 1582535607.11
Step 1513 of 3000; Error: 1043933.36490; Time: 1582535610.37
Step 1514 of 3000; Error: 1043932.50523; Time: 1582535613.58
Step 1515 of 3000; Error: 1043931.64704; Time: 1582535616.84
Step 1516 of 3000; Error: 1043930.79031; Time: 1582535620.05
Step 1517 of 3000; Error: 1043929.93505; Time: 1582535623.26
Step 1518 of 3000; Error: 1043929.08126; Time: 1582535626.46
Step 1519 of 3000; Error: 1043928.22892; Time: 1582535629.60
Step 1520 of 3000; Error: 1043927.37804; Time: 1582535632.74
Step 1521 of 3000; Error: 1043926.52862; Time: 1582535635.97
Step 1522 of 3000; Error: 1043925.68064; Time: 1582535639.16
Step 1523 of 3000; Error: 1043924.83412; Time: 1582535642.44
Step 1524 of 3000; Error: 1043923.98904; Time: 1582535645.60
Step 1525 of 3000; Error: 1043923.14540; Time: 1582535648.74
Step 1526 of 3000; Error: 1043922.30320; Time: 1582535651.94
Step 1527 of 3000; Error: 1043921.46244; Time: 1582535655.14
Step 1528 of 3000; Error: 1043920.62311; Time: 1582535658.43
Step 1529 of 3000; Error: 1043919.78521; Time: 1582535661.64
Step 1530 of 3000; Error: 1043918.94874; Time: 1582535664.91
Step 1531 of 3000; Error: 1043918.11369; Time: 1582535668.11
Step 1532 of 3000; Error: 1043917.28007; Time: 1582535671.21
Step 1533 of 3000; Error: 1043916.44786; Time: 1582535674.48
Step 1534 of 3000; Error: 1043915.61707; Time: 1582535677.58
Step 1535 of 3000; Error: 1043914.78770; Time: 1582535680.76
Step 1536 of 3000; Error: 1043913.95973; Time: 1582535683.84
Step 1537 of 3000; Error: 1043913.13318; Time: 1582535687.05
Step 1538 of 3000; Error: 1043912.30802; Time: 1582535690.21
Step 1539 of 3000; Error: 1043911.48427; Time: 1582535693.30
Step 1540 of 3000; Error: 1043910.66192; Time: 1582535696.55
Step 1541 of 3000; Error: 1043909.84096; Time: 1582535700.01
Step 1542 of 3000; Error: 1043909.02140; Time: 1582535703.29
Step 1543 of 3000; Error: 1043908.20323; Time: 1582535706.52
Step 1544 of 3000; Error: 1043907.38644; Time: 1582535709.94
Step 1545 of 3000; Error: 1043906.57105; Time: 1582535713.08
Step 1546 of 3000; Error: 1043905.75703; Time: 1582535716.14
Step 1547 of 3000; Error: 1043904.94439; Time: 1582535719.21
Step 1548 of 3000; Error: 1043904.13313; Time: 1582535722.52
Step 1549 of 3000; Error: 1043903.32324; Time: 1582535725.61
Step 1550 of 3000; Error: 1043902.51472; Time: 1582535728.90
Step 1551 of 3000; Error: 1043901.70758; Time: 1582535732.24
Step 1552 of 3000; Error: 1043900.90179; Time: 1582535735.53
Step 1553 of 3000; Error: 1043900.09737; Time: 1582535738.85
Step 1554 of 3000; Error: 1043899.29431; Time: 1582535741.92
Step 1555 of 3000; Error: 1043898.49261; Time: 1582535745.16
Step 1556 of 3000; Error: 1043897.69226; Time: 1582535748.35
Step 1557 of 3000; Error: 1043896.89327; Time: 1582535751.72
Step 1558 of 3000; Error: 1043896.09562; Time: 1582535754.91
Step 1559 of 3000; Error: 1043895.29932; Time: 1582535758.10
Step 1560 of 3000; Error: 1043894.50436; Time: 1582535761.31
Step 1561 of 3000; Error: 1043893.71075; Time: 1582535764.58
Step 1562 of 3000; Error: 1043892.91847; Time: 1582535767.83
Step 1563 of 3000; Error: 1043892.12753; Time: 1582535770.98
Step 1564 of 3000; Error: 1043891.33792; Time: 1582535774.37
Step 1565 of 3000; Error: 1043890.54964; Time: 1582535777.58
Step 1566 of 3000; Error: 1043889.76269; Time: 1582535780.76
Step 1567 of 3000; Error: 1043888.97706; Time: 1582535784.13
Step 1568 of 3000; Error: 1043888.19276; Time: 1582535787.30
Step 1569 of 3000; Error: 1043887.40977; Time: 1582535790.67
Step 1570 of 3000; Error: 1043886.62811; Time: 1582535793.87
Step 1571 of 3000; Error: 1043885.84775; Time: 1582535797.09
Step 1572 of 3000; Error: 1043885.06871; Time: 1582535800.53
Step 1573 of 3000; Error: 1043884.29098; Time: 1582535803.69
Step 1574 of 3000; Error: 1043883.51456; Time: 1582535806.90
Step 1575 of 3000; Error: 1043882.73944; Time: 1582535810.07
Step 1576 of 3000; Error: 1043881.96562; Time: 1582535813.35
Step 1577 of 3000; Error: 1043881.19309; Time: 1582535816.58
Step 1578 of 3000; Error: 1043880.42187; Time: 1582535819.88
Step 1579 of 3000; Error: 1043879.65194; Time: 1582535823.14
Step 1580 of 3000; Error: 1043878.88330; Time: 1582535826.58
Step 1581 of 3000; Error: 1043878.11595; Time: 1582535829.80
Step 1582 of 3000; Error: 1043877.34988; Time: 1582535832.94
Step 1583 of 3000; Error: 1043876.58510; Time: 1582535836.24
Step 1584 of 3000; Error: 1043875.82160; Time: 1582535839.49
Step 1585 of 3000; Error: 1043875.05937; Time: 1582535842.77
Step 1586 of 3000; Error: 1043874.29842; Time: 1582535846.05
Step 1587 of 3000; Error: 1043873.53875; Time: 1582535849.31
Step 1588 of 3000; Error: 1043872.78035; Time: 1582535852.48
Step 1589 of 3000; Error: 1043872.02321; Time: 1582535855.75
Step 1590 of 3000; Error: 1043871.26734; Time: 1582535858.99
Step 1591 of 3000; Error: 1043870.51273; Time: 1582535862.28
Step 1592 of 3000; Error: 1043869.75939; Time: 1582535865.41
Step 1593 of 3000; Error: 1043869.00730; Time: 1582535868.60
Step 1594 of 3000; Error: 1043868.25646; Time: 1582535871.85
Step 1595 of 3000; Error: 1043867.50688; Time: 1582535875.05
Step 1596 of 3000; Error: 1043866.75856; Time: 1582535878.32
Step 1597 of 3000; Error: 1043866.01147; Time: 1582535881.71
Step 1598 of 3000; Error: 1043865.26564; Time: 1582535884.78
Step 1599 of 3000; Error: 1043864.52105; Time: 1582535887.95
Step 1600 of 3000; Error: 1043863.77770; Time: 1582535891.12
Step 1601 of 3000; Error: 1043863.03558; Time: 1582535894.30
Step 1602 of 3000; Error: 1043862.29471; Time: 1582535897.49
Step 1603 of 3000; Error: 1043861.55506; Time: 1582535900.65
Step 1604 of 3000; Error: 1043860.81665; Time: 1582535904.09
Step 1605 of 3000; Error: 1043860.07947; Time: 1582535907.30
Step 1606 of 3000; Error: 1043859.34351; Time: 1582535910.74
Step 1607 of 3000; Error: 1043858.60877; Time: 1582535914.08
Step 1608 of 3000; Error: 1043857.87526; Time: 1582535917.48
Step 1609 of 3000; Error: 1043857.14297; Time: 1582535920.81
Step 1610 of 3000; Error: 1043856.41189; Time: 1582535924.27
Step 1611 of 3000; Error: 1043855.68203; Time: 1582535927.67
Step 1612 of 3000; Error: 1043854.95338; Time: 1582535931.10
Step 1613 of 3000; Error: 1043854.22593; Time: 1582535934.34
Step 1614 of 3000; Error: 1043853.49970; Time: 1582535937.59
Step 1615 of 3000; Error: 1043852.77467; Time: 1582535940.82
Step 1616 of 3000; Error: 1043852.05084; Time: 1582535943.91
Step 1617 of 3000; Error: 1043851.32821; Time: 1582535947.12
Step 1618 of 3000; Error: 1043850.60678; Time: 1582535950.38
Step 1619 of 3000; Error: 1043849.88655; Time: 1582535953.66
Step 1620 of 3000; Error: 1043849.16750; Time: 1582535957.04
Step 1621 of 3000; Error: 1043848.44965; Time: 1582535960.18
Step 1622 of 3000; Error: 1043847.73299; Time: 1582535963.52
Step 1623 of 3000; Error: 1043847.01751; Time: 1582535966.75
Step 1624 of 3000; Error: 1043846.30322; Time: 1582535970.02
Step 1625 of 3000; Error: 1043845.59010; Time: 1582535973.20
Step 1626 of 3000; Error: 1043844.87817; Time: 1582535976.37
Step 1627 of 3000; Error: 1043844.16741; Time: 1582535979.45
Step 1628 of 3000; Error: 1043843.45783; Time: 1582535982.80
Step 1629 of 3000; Error: 1043842.74942; Time: 1582535986.10
Step 1630 of 3000; Error: 1043842.04218; Time: 1582535989.23
Step 1631 of 3000; Error: 1043841.33610; Time: 1582535992.54
Step 1632 of 3000; Error: 1043840.63119; Time: 1582535995.76
Step 1633 of 3000; Error: 1043839.92745; Time: 1582535998.87
Step 1634 of 3000; Error: 1043839.22486; Time: 1582536001.99
Step 1635 of 3000; Error: 1043838.52344; Time: 1582536005.27
Step 1636 of 3000; Error: 1043837.82316; Time: 1582536008.65
Step 1637 of 3000; Error: 1043837.12405; Time: 1582536011.82
Step 1638 of 3000; Error: 1043836.42608; Time: 1582536015.09
Step 1639 of 3000; Error: 1043835.72927; Time: 1582536018.14
Step 1640 of 3000; Error: 1043835.03360; Time: 1582536021.33
Step 1641 of 3000; Error: 1043834.33907; Time: 1582536024.69
Step 1642 of 3000; Error: 1043833.64569; Time: 1582536027.76
Step 1643 of 3000; Error: 1043832.95345; Time: 1582536030.90
Step 1644 of 3000; Error: 1043832.26235; Time: 1582536034.08
Step 1645 of 3000; Error: 1043831.57238; Time: 1582536037.23
Step 1646 of 3000; Error: 1043830.88355; Time: 1582536040.49
Step 1647 of 3000; Error: 1043830.19585; Time: 1582536043.75
Step 1648 of 3000; Error: 1043829.50928; Time: 1582536047.02
Step 1649 of 3000; Error: 1043828.82384; Time: 1582536050.31
Step 1650 of 3000; Error: 1043828.13952; Time: 1582536053.44
Step 1651 of 3000; Error: 1043827.45632; Time: 1582536056.52
Step 1652 of 3000; Error: 1043826.77425; Time: 1582536059.70
Step 1653 of 3000; Error: 1043826.09329; Time: 1582536062.81
Step 1654 of 3000; Error: 1043825.41345; Time: 1582536066.08
Step 1655 of 3000; Error: 1043824.73472; Time: 1582536069.31
Step 1656 of 3000; Error: 1043824.05711; Time: 1582536072.37
Step 1657 of 3000; Error: 1043823.38061; Time: 1582536075.55
Step 1658 of 3000; Error: 1043822.70521; Time: 1582536078.86
Step 1659 of 3000; Error: 1043822.03092; Time: 1582536082.03
Step 1660 of 3000; Error: 1043821.35773; Time: 1582536085.38
Step 1661 of 3000; Error: 1043820.68565; Time: 1582536088.65
Step 1662 of 3000; Error: 1043820.01466; Time: 1582536091.84
Step 1663 of 3000; Error: 1043819.34477; Time: 1582536094.97
Step 1664 of 3000; Error: 1043818.67598; Time: 1582536098.00
Step 1665 of 3000; Error: 1043818.00828; Time: 1582536101.10
Step 1666 of 3000; Error: 1043817.34166; Time: 1582536104.31
Step 1667 of 3000; Error: 1043816.67614; Time: 1582536107.31
Step 1668 of 3000; Error: 1043816.01171; Time: 1582536110.59
Step 1669 of 3000; Error: 1043815.34836; Time: 1582536113.66
Step 1670 of 3000; Error: 1043814.68609; Time: 1582536116.78
Step 1671 of 3000; Error: 1043814.02490; Time: 1582536119.82
Step 1672 of 3000; Error: 1043813.36479; Time: 1582536122.86
Step 1673 of 3000; Error: 1043812.70576; Time: 1582536125.95
Step 1674 of 3000; Error: 1043812.04780; Time: 1582536129.02
Step 1675 of 3000; Error: 1043811.39091; Time: 1582536132.09
Step 1676 of 3000; Error: 1043810.73510; Time: 1582536135.35
Step 1677 of 3000; Error: 1043810.08035; Time: 1582536138.66
Step 1678 of 3000; Error: 1043809.42666; Time: 1582536141.68
Step 1679 of 3000; Error: 1043808.77404; Time: 1582536144.70
Step 1680 of 3000; Error: 1043808.12249; Time: 1582536147.86
Step 1681 of 3000; Error: 1043807.47199; Time: 1582536150.85
Step 1682 of 3000; Error: 1043806.82255; Time: 1582536153.88
Step 1683 of 3000; Error: 1043806.17417; Time: 1582536156.84
Step 1684 of 3000; Error: 1043805.52684; Time: 1582536159.90
Step 1685 of 3000; Error: 1043804.88056; Time: 1582536163.06
Step 1686 of 3000; Error: 1043804.23533; Time: 1582536166.04
Step 1687 of 3000; Error: 1043803.59115; Time: 1582536169.10
Step 1688 of 3000; Error: 1043802.94801; Time: 1582536172.08
Step 1689 of 3000; Error: 1043802.30592; Time: 1582536175.19
Step 1690 of 3000; Error: 1043801.66487; Time: 1582536178.19
Step 1691 of 3000; Error: 1043801.02486; Time: 1582536181.33
Step 1692 of 3000; Error: 1043800.38589; Time: 1582536184.41
Step 1693 of 3000; Error: 1043799.74795; Time: 1582536187.53
Step 1694 of 3000; Error: 1043799.11105; Time: 1582536190.52
Step 1695 of 3000; Error: 1043798.47518; Time: 1582536193.76
Step 1696 of 3000; Error: 1043797.84034; Time: 1582536196.76
Step 1697 of 3000; Error: 1043797.20653; Time: 1582536199.92
Step 1698 of 3000; Error: 1043796.57374; Time: 1582536203.20
Step 1699 of 3000; Error: 1043795.94198; Time: 1582536206.47
Step 1700 of 3000; Error: 1043795.31124; Time: 1582536209.69
Step 1701 of 3000; Error: 1043794.68151; Time: 1582536212.85
Step 1702 of 3000; Error: 1043794.05281; Time: 1582536216.08
Step 1703 of 3000; Error: 1043793.42513; Time: 1582536219.10
Step 1704 of 3000; Error: 1043792.79845; Time: 1582536222.10
Step 1705 of 3000; Error: 1043792.17279; Time: 1582536225.13
Step 1706 of 3000; Error: 1043791.54814; Time: 1582536228.20
Step 1707 of 3000; Error: 1043790.92450; Time: 1582536231.26
Step 1708 of 3000; Error: 1043790.30187; Time: 1582536234.24
Step 1709 of 3000; Error: 1043789.68024; Time: 1582536237.25
Step 1710 of 3000; Error: 1043789.05961; Time: 1582536240.38
Step 1711 of 3000; Error: 1043788.43999; Time: 1582536243.41
Step 1712 of 3000; Error: 1043787.82136; Time: 1582536246.43
Step 1713 of 3000; Error: 1043787.20373; Time: 1582536249.59
Step 1714 of 3000; Error: 1043786.58710; Time: 1582536252.89
Step 1715 of 3000; Error: 1043785.97146; Time: 1582536256.18
Step 1716 of 3000; Error: 1043785.35681; Time: 1582536259.17
Step 1717 of 3000; Error: 1043784.74315; Time: 1582536262.19
Step 1718 of 3000; Error: 1043784.13048; Time: 1582536265.29
Step 1719 of 3000; Error: 1043783.51879; Time: 1582536268.44
Step 1720 of 3000; Error: 1043782.90809; Time: 1582536271.75
Step 1721 of 3000; Error: 1043782.29837; Time: 1582536274.72
Step 1722 of 3000; Error: 1043781.68963; Time: 1582536278.03
Step 1723 of 3000; Error: 1043781.08187; Time: 1582536281.10
Step 1724 of 3000; Error: 1043780.47508; Time: 1582536284.17
Step 1725 of 3000; Error: 1043779.86927; Time: 1582536287.12
Step 1726 of 3000; Error: 1043779.26444; Time: 1582536290.28
Step 1727 of 3000; Error: 1043778.66057; Time: 1582536293.48
Step 1728 of 3000; Error: 1043778.05767; Time: 1582536296.57
Step 1729 of 3000; Error: 1043777.45575; Time: 1582536299.61
Step 1730 of 3000; Error: 1043776.85478; Time: 1582536302.85
Step 1731 of 3000; Error: 1043776.25478; Time: 1582536306.26
Step 1732 of 3000; Error: 1043775.65575; Time: 1582536309.30
Step 1733 of 3000; Error: 1043775.05767; Time: 1582536312.34
Step 1734 of 3000; Error: 1043774.46055; Time: 1582536315.46
Step 1735 of 3000; Error: 1043773.86439; Time: 1582536318.51
Step 1736 of 3000; Error: 1043773.26918; Time: 1582536321.62
Step 1737 of 3000; Error: 1043772.67493; Time: 1582536324.80
Step 1738 of 3000; Error: 1043772.08162; Time: 1582536328.02
Step 1739 of 3000; Error: 1043771.48927; Time: 1582536331.09
Step 1740 of 3000; Error: 1043770.89786; Time: 1582536334.07
Step 1741 of 3000; Error: 1043770.30740; Time: 1582536337.03
Step 1742 of 3000; Error: 1043769.71789; Time: 1582536340.23
Step 1743 of 3000; Error: 1043769.12931; Time: 1582536343.42
Step 1744 of 3000; Error: 1043768.54168; Time: 1582536346.69
Step 1745 of 3000; Error: 1043767.95499; Time: 1582536349.70
Step 1746 of 3000; Error: 1043767.36923; Time: 1582536353.17
Step 1747 of 3000; Error: 1043766.78441; Time: 1582536356.23
Step 1748 of 3000; Error: 1043766.20052; Time: 1582536359.35
Step 1749 of 3000; Error: 1043765.61756; Time: 1582536362.44
Step 1750 of 3000; Error: 1043765.03554; Time: 1582536365.51
Step 1751 of 3000; Error: 1043764.45444; Time: 1582536368.57
Step 1752 of 3000; Error: 1043763.87427; Time: 1582536371.72
Step 1753 of 3000; Error: 1043763.29502; Time: 1582536374.70
Step 1754 of 3000; Error: 1043762.71670; Time: 1582536377.87
Step 1755 of 3000; Error: 1043762.13930; Time: 1582536380.93
Step 1756 of 3000; Error: 1043761.56281; Time: 1582536384.12
Step 1757 of 3000; Error: 1043760.98725; Time: 1582536387.12
Step 1758 of 3000; Error: 1043760.41260; Time: 1582536390.33
Step 1759 of 3000; Error: 1043759.83887; Time: 1582536393.62
Step 1760 of 3000; Error: 1043759.26605; Time: 1582536396.76
Step 1761 of 3000; Error: 1043758.69414; Time: 1582536400.03
Step 1762 of 3000; Error: 1043758.12314; Time: 1582536403.26
Step 1763 of 3000; Error: 1043757.55305; Time: 1582536406.47
Step 1764 of 3000; Error: 1043756.98386; Time: 1582536409.63
Step 1765 of 3000; Error: 1043756.41558; Time: 1582536412.81
Step 1766 of 3000; Error: 1043755.84821; Time: 1582536416.00
Step 1767 of 3000; Error: 1043755.28173; Time: 1582536419.22
Step 1768 of 3000; Error: 1043754.71615; Time: 1582536422.30
Step 1769 of 3000; Error: 1043754.15147; Time: 1582536425.62
Step 1770 of 3000; Error: 1043753.58769; Time: 1582536428.89
Step 1771 of 3000; Error: 1043753.02480; Time: 1582536432.09
Step 1772 of 3000; Error: 1043752.46280; Time: 1582536435.30
Step 1773 of 3000; Error: 1043751.90169; Time: 1582536438.39
Step 1774 of 3000; Error: 1043751.34148; Time: 1582536441.48
Step 1775 of 3000; Error: 1043750.78215; Time: 1582536444.60
Step 1776 of 3000; Error: 1043750.22371; Time: 1582536447.74
Step 1777 of 3000; Error: 1043749.66615; Time: 1582536451.05
Step 1778 of 3000; Error: 1043749.10948; Time: 1582536454.27
Step 1779 of 3000; Error: 1043748.55368; Time: 1582536457.45
Step 1780 of 3000; Error: 1043747.99877; Time: 1582536460.80
Step 1781 of 3000; Error: 1043747.44473; Time: 1582536463.91
Step 1782 of 3000; Error: 1043746.89157; Time: 1582536467.05
Step 1783 of 3000; Error: 1043746.33929; Time: 1582536470.18
Step 1784 of 3000; Error: 1043745.78788; Time: 1582536473.46
Step 1785 of 3000; Error: 1043745.23734; Time: 1582536476.66
Step 1786 of 3000; Error: 1043744.68767; Time: 1582536479.88
Step 1787 of 3000; Error: 1043744.13887; Time: 1582536483.11
Step 1788 of 3000; Error: 1043743.59093; Time: 1582536486.33
Step 1789 of 3000; Error: 1043743.04386; Time: 1582536489.56
Step 1790 of 3000; Error: 1043742.49766; Time: 1582536492.78
Step 1791 of 3000; Error: 1043741.95231; Time: 1582536496.04
Step 1792 of 3000; Error: 1043741.40783; Time: 1582536499.32
Step 1793 of 3000; Error: 1043740.86421; Time: 1582536502.54
Step 1794 of 3000; Error: 1043740.32144; Time: 1582536505.66
Step 1795 of 3000; Error: 1043739.77953; Time: 1582536508.85
Step 1796 of 3000; Error: 1043739.23847; Time: 1582536512.08
Step 1797 of 3000; Error: 1043738.69826; Time: 1582536515.21
Step 1798 of 3000; Error: 1043738.15891; Time: 1582536518.50
Step 1799 of 3000; Error: 1043737.62040; Time: 1582536521.52
Step 1800 of 3000; Error: 1043737.08275; Time: 1582536524.75
Step 1801 of 3000; Error: 1043736.54594; Time: 1582536527.91
Step 1802 of 3000; Error: 1043736.00997; Time: 1582536531.08
Step 1803 of 3000; Error: 1043735.47485; Time: 1582536534.37
Step 1804 of 3000; Error: 1043734.94056; Time: 1582536537.80
Step 1805 of 3000; Error: 1043734.40712; Time: 1582536541.05
Step 1806 of 3000; Error: 1043733.87452; Time: 1582536544.31
Step 1807 of 3000; Error: 1043733.34275; Time: 1582536547.51
Step 1808 of 3000; Error: 1043732.81182; Time: 1582536550.74
Step 1809 of 3000; Error: 1043732.28173; Time: 1582536554.09
Step 1810 of 3000; Error: 1043731.75246; Time: 1582536557.20
Step 1811 of 3000; Error: 1043731.22403; Time: 1582536560.56
Step 1812 of 3000; Error: 1043730.69643; Time: 1582536563.96
Step 1813 of 3000; Error: 1043730.16965; Time: 1582536567.36
Step 1814 of 3000; Error: 1043729.64370; Time: 1582536570.72
Step 1815 of 3000; Error: 1043729.11858; Time: 1582536573.98
Step 1816 of 3000; Error: 1043728.59428; Time: 1582536577.24
Step 1817 of 3000; Error: 1043728.07080; Time: 1582536580.32
Step 1818 of 3000; Error: 1043727.54814; Time: 1582536583.56
Step 1819 of 3000; Error: 1043727.02630; Time: 1582536586.67
Step 1820 of 3000; Error: 1043726.50528; Time: 1582536589.78
Step 1821 of 3000; Error: 1043725.98507; Time: 1582536592.94
Step 1822 of 3000; Error: 1043725.46568; Time: 1582536596.34
Step 1823 of 3000; Error: 1043724.94710; Time: 1582536599.47
Step 1824 of 3000; Error: 1043724.42933; Time: 1582536602.68
Step 1825 of 3000; Error: 1043723.91237; Time: 1582536606.00
Step 1826 of 3000; Error: 1043723.39622; Time: 1582536609.37
Step 1827 of 3000; Error: 1043722.88088; Time: 1582536612.55
Step 1828 of 3000; Error: 1043722.36634; Time: 1582536615.96
Step 1829 of 3000; Error: 1043721.85261; Time: 1582536619.19
Step 1830 of 3000; Error: 1043721.33968; Time: 1582536622.34
Step 1831 of 3000; Error: 1043720.82755; Time: 1582536625.47
Step 1832 of 3000; Error: 1043720.31622; Time: 1582536628.65
Step 1833 of 3000; Error: 1043719.80568; Time: 1582536631.95
Step 1834 of 3000; Error: 1043719.29595; Time: 1582536635.31
Step 1835 of 3000; Error: 1043718.78701; Time: 1582536638.52
Step 1836 of 3000; Error: 1043718.27887; Time: 1582536641.73
Step 1837 of 3000; Error: 1043717.77151; Time: 1582536645.03
Step 1838 of 3000; Error: 1043717.26495; Time: 1582536648.44
Step 1839 of 3000; Error: 1043716.75918; Time: 1582536651.55
Step 1840 of 3000; Error: 1043716.25419; Time: 1582536654.83
Step 1841 of 3000; Error: 1043715.75000; Time: 1582536657.97
Step 1842 of 3000; Error: 1043715.24658; Time: 1582536661.24
Step 1843 of 3000; Error: 1043714.74396; Time: 1582536664.43
Step 1844 of 3000; Error: 1043714.24211; Time: 1582536667.65
Step 1845 of 3000; Error: 1043713.74105; Time: 1582536670.82
Step 1846 of 3000; Error: 1043713.24076; Time: 1582536674.06
Step 1847 of 3000; Error: 1043712.74126; Time: 1582536677.26
Step 1848 of 3000; Error: 1043712.24253; Time: 1582536680.33
Step 1849 of 3000; Error: 1043711.74457; Time: 1582536683.52
Step 1850 of 3000; Error: 1043711.24739; Time: 1582536686.63
Step 1851 of 3000; Error: 1043710.75098; Time: 1582536689.78
Step 1852 of 3000; Error: 1043710.25535; Time: 1582536693.10
Step 1853 of 3000; Error: 1043709.76048; Time: 1582536696.30
Step 1854 of 3000; Error: 1043709.26638; Time: 1582536699.80
Step 1855 of 3000; Error: 1043708.77305; Time: 1582536702.93
Step 1856 of 3000; Error: 1043708.28049; Time: 1582536706.14
Step 1857 of 3000; Error: 1043707.78869; Time: 1582536709.41
Step 1858 of 3000; Error: 1043707.29765; Time: 1582536712.73
Step 1859 of 3000; Error: 1043706.80737; Time: 1582536715.77
Step 1860 of 3000; Error: 1043706.31786; Time: 1582536718.92
Step 1861 of 3000; Error: 1043705.82910; Time: 1582536722.04
Step 1862 of 3000; Error: 1043705.34110; Time: 1582536725.29
Step 1863 of 3000; Error: 1043704.85386; Time: 1582536728.64
Step 1864 of 3000; Error: 1043704.36737; Time: 1582536731.95
Step 1865 of 3000; Error: 1043703.88163; Time: 1582536735.19
Step 1866 of 3000; Error: 1043703.39665; Time: 1582536738.39
Step 1867 of 3000; Error: 1043702.91242; Time: 1582536741.80
Step 1868 of 3000; Error: 1043702.42893; Time: 1582536744.96
Step 1869 of 3000; Error: 1043701.94620; Time: 1582536748.40
Step 1870 of 3000; Error: 1043701.46421; Time: 1582536751.68
Step 1871 of 3000; Error: 1043700.98297; Time: 1582536754.70
Step 1872 of 3000; Error: 1043700.50247; Time: 1582536757.98
Step 1873 of 3000; Error: 1043700.02271; Time: 1582536761.30
Step 1874 of 3000; Error: 1043699.54370; Time: 1582536764.45
Step 1875 of 3000; Error: 1043699.06542; Time: 1582536767.53
Step 1876 of 3000; Error: 1043698.58789; Time: 1582536770.87
Step 1877 of 3000; Error: 1043698.11109; Time: 1582536774.10
Step 1878 of 3000; Error: 1043697.63503; Time: 1582536777.31
Step 1879 of 3000; Error: 1043697.15970; Time: 1582536780.58
Step 1880 of 3000; Error: 1043696.68511; Time: 1582536783.75
Step 1881 of 3000; Error: 1043696.21124; Time: 1582536787.03
Step 1882 of 3000; Error: 1043695.73811; Time: 1582536790.41
Step 1883 of 3000; Error: 1043695.26571; Time: 1582536793.76
Step 1884 of 3000; Error: 1043694.79404; Time: 1582536796.92
Step 1885 of 3000; Error: 1043694.32309; Time: 1582536800.07
Step 1886 of 3000; Error: 1043693.85287; Time: 1582536803.43
Step 1887 of 3000; Error: 1043693.38337; Time: 1582536806.56
Step 1888 of 3000; Error: 1043692.91460; Time: 1582536809.76
Step 1889 of 3000; Error: 1043692.44655; Time: 1582536813.11
Step 1890 of 3000; Error: 1043691.97922; Time: 1582536816.24
Step 1891 of 3000; Error: 1043691.51260; Time: 1582536819.47
Step 1892 of 3000; Error: 1043691.04671; Time: 1582536822.70
Step 1893 of 3000; Error: 1043690.58153; Time: 1582536825.87
Step 1894 of 3000; Error: 1043690.11707; Time: 1582536829.07
Step 1895 of 3000; Error: 1043689.65332; Time: 1582536832.26
Step 1896 of 3000; Error: 1043689.19029; Time: 1582536835.44
Step 1897 of 3000; Error: 1043688.72796; Time: 1582536838.73
Step 1898 of 3000; Error: 1043688.26635; Time: 1582536841.96
Step 1899 of 3000; Error: 1043687.80545; Time: 1582536845.15
Step 1900 of 3000; Error: 1043687.34525; Time: 1582536848.50
Step 1901 of 3000; Error: 1043686.88576; Time: 1582536851.66
Step 1902 of 3000; Error: 1043686.42698; Time: 1582536854.91
Step 1903 of 3000; Error: 1043685.96890; Time: 1582536858.23
Step 1904 of 3000; Error: 1043685.51152; Time: 1582536861.46
Step 1905 of 3000; Error: 1043685.05484; Time: 1582536864.74
Step 1906 of 3000; Error: 1043684.59887; Time: 1582536867.94
Step 1907 of 3000; Error: 1043684.14359; Time: 1582536871.17
Step 1908 of 3000; Error: 1043683.68901; Time: 1582536874.50
Step 1909 of 3000; Error: 1043683.23513; Time: 1582536877.67
Step 1910 of 3000; Error: 1043682.78194; Time: 1582536880.72
Step 1911 of 3000; Error: 1043682.32945; Time: 1582536883.85
Step 1912 of 3000; Error: 1043681.87765; Time: 1582536887.02
Step 1913 of 3000; Error: 1043681.42654; Time: 1582536890.36
Step 1914 of 3000; Error: 1043680.97612; Time: 1582536893.56
Step 1915 of 3000; Error: 1043680.52639; Time: 1582536896.65
Step 1916 of 3000; Error: 1043680.07735; Time: 1582536899.88
Step 1917 of 3000; Error: 1043679.62900; Time: 1582536903.09
Step 1918 of 3000; Error: 1043679.18133; Time: 1582536906.24
Step 1919 of 3000; Error: 1043678.73434; Time: 1582536909.50
Step 1920 of 3000; Error: 1043678.28804; Time: 1582536912.80
Step 1921 of 3000; Error: 1043677.84242; Time: 1582536916.04
Step 1922 of 3000; Error: 1043677.39749; Time: 1582536919.23
Step 1923 of 3000; Error: 1043676.95323; Time: 1582536922.34
Step 1924 of 3000; Error: 1043676.50965; Time: 1582536925.71
Step 1925 of 3000; Error: 1043676.06674; Time: 1582536928.98
Step 1926 of 3000; Error: 1043675.62452; Time: 1582536932.23
Step 1927 of 3000; Error: 1043675.18297; Time: 1582536935.51
Step 1928 of 3000; Error: 1043674.74209; Time: 1582536938.81
Step 1929 of 3000; Error: 1043674.30188; Time: 1582536942.00
Step 1930 of 3000; Error: 1043673.86235; Time: 1582536945.15
Step 1931 of 3000; Error: 1043673.42348; Time: 1582536948.29
Step 1932 of 3000; Error: 1043672.98529; Time: 1582536951.49
Step 1933 of 3000; Error: 1043672.54776; Time: 1582536954.65
Step 1934 of 3000; Error: 1043672.11090; Time: 1582536957.80
Step 1935 of 3000; Error: 1043671.67470; Time: 1582536961.08
Step 1936 of 3000; Error: 1043671.23917; Time: 1582536964.35
Step 1937 of 3000; Error: 1043670.80430; Time: 1582536967.64
Step 1938 of 3000; Error: 1043670.37009; Time: 1582536970.88
Step 1939 of 3000; Error: 1043669.93655; Time: 1582536974.13
Step 1940 of 3000; Error: 1043669.50366; Time: 1582536977.25
Step 1941 of 3000; Error: 1043669.07143; Time: 1582536980.33
Step 1942 of 3000; Error: 1043668.63986; Time: 1582536983.50
Step 1943 of 3000; Error: 1043668.20894; Time: 1582536986.74
Step 1944 of 3000; Error: 1043667.77868; Time: 1582536989.96
Step 1945 of 3000; Error: 1043667.34908; Time: 1582536993.01
Step 1946 of 3000; Error: 1043666.92012; Time: 1582536996.23
Step 1947 of 3000; Error: 1043666.49182; Time: 1582536999.29
Step 1948 of 3000; Error: 1043666.06417; Time: 1582537002.43
Step 1949 of 3000; Error: 1043665.63717; Time: 1582537005.63
Step 1950 of 3000; Error: 1043665.21081; Time: 1582537008.61
Step 1951 of 3000; Error: 1043664.78511; Time: 1582537011.72
Step 1952 of 3000; Error: 1043664.36005; Time: 1582537014.81
Step 1953 of 3000; Error: 1043663.93563; Time: 1582537018.00
Step 1954 of 3000; Error: 1043663.51186; Time: 1582537021.13
Step 1955 of 3000; Error: 1043663.08873; Time: 1582537024.23
Step 1956 of 3000; Error: 1043662.66624; Time: 1582537027.46
Step 1957 of 3000; Error: 1043662.24439; Time: 1582537030.64
Step 1958 of 3000; Error: 1043661.82318; Time: 1582537033.97
Step 1959 of 3000; Error: 1043661.40261; Time: 1582537037.06
Step 1960 of 3000; Error: 1043660.98267; Time: 1582537040.31
Step 1961 of 3000; Error: 1043660.56337; Time: 1582537043.41
Step 1962 of 3000; Error: 1043660.14471; Time: 1582537046.53
Step 1963 of 3000; Error: 1043659.72668; Time: 1582537049.65
Step 1964 of 3000; Error: 1043659.30928; Time: 1582537052.94
Step 1965 of 3000; Error: 1043658.89251; Time: 1582537056.11
Step 1966 of 3000; Error: 1043658.47638; Time: 1582537059.42
Step 1967 of 3000; Error: 1043658.06087; Time: 1582537062.66
Step 1968 of 3000; Error: 1043657.64599; Time: 1582537065.77
Step 1969 of 3000; Error: 1043657.23174; Time: 1582537068.92
Step 1970 of 3000; Error: 1043656.81811; Time: 1582537072.04
Step 1971 of 3000; Error: 1043656.40511; Time: 1582537075.22
Step 1972 of 3000; Error: 1043655.99273; Time: 1582537078.45
Step 1973 of 3000; Error: 1043655.58098; Time: 1582537081.78
Step 1974 of 3000; Error: 1043655.16984; Time: 1582537084.84
Step 1975 of 3000; Error: 1043654.75933; Time: 1582537088.08
Step 1976 of 3000; Error: 1043654.34944; Time: 1582537091.21
Step 1977 of 3000; Error: 1043653.94016; Time: 1582537094.31
Step 1978 of 3000; Error: 1043653.53151; Time: 1582537097.60
Step 1979 of 3000; Error: 1043653.12346; Time: 1582537100.86
Step 1980 of 3000; Error: 1043652.71604; Time: 1582537104.12
Step 1981 of 3000; Error: 1043652.30923; Time: 1582537107.17
Step 1982 of 3000; Error: 1043651.90303; Time: 1582537110.37
Step 1983 of 3000; Error: 1043651.49744; Time: 1582537113.66
Step 1984 of 3000; Error: 1043651.09247; Time: 1582537116.86
Step 1985 of 3000; Error: 1043650.68810; Time: 1582537120.10
Step 1986 of 3000; Error: 1043650.28434; Time: 1582537123.26
Step 1987 of 3000; Error: 1043649.88119; Time: 1582537126.47
Step 1988 of 3000; Error: 1043649.47865; Time: 1582537129.52
Step 1989 of 3000; Error: 1043649.07671; Time: 1582537132.66
Step 1990 of 3000; Error: 1043648.67538; Time: 1582537135.77
Step 1991 of 3000; Error: 1043648.27465; Time: 1582537139.00
Step 1992 of 3000; Error: 1043647.87453; Time: 1582537142.24
Step 1993 of 3000; Error: 1043647.47500; Time: 1582537145.52
Step 1994 of 3000; Error: 1043647.07608; Time: 1582537148.76
Step 1995 of 3000; Error: 1043646.67775; Time: 1582537151.95
Step 1996 of 3000; Error: 1043646.28003; Time: 1582537155.05
Step 1997 of 3000; Error: 1043645.88290; Time: 1582537158.34
Step 1998 of 3000; Error: 1043645.48636; Time: 1582537161.50
Step 1999 of 3000; Error: 1043645.09043; Time: 1582537164.65
Step 2000 of 3000; Error: 1043644.69508; Time: 1582537167.79
Step 2001 of 3000; Error: 1043644.30033; Time: 1582537170.91
Step 2002 of 3000; Error: 1043643.90618; Time: 1582537174.10
Step 2003 of 3000; Error: 1043643.51261; Time: 1582537177.53
Step 2004 of 3000; Error: 1043643.11963; Time: 1582537180.67
Step 2005 of 3000; Error: 1043642.72725; Time: 1582537183.91
Step 2006 of 3000; Error: 1043642.33545; Time: 1582537187.22
Step 2007 of 3000; Error: 1043641.94424; Time: 1582537190.30
Step 2008 of 3000; Error: 1043641.55361; Time: 1582537193.53
Step 2009 of 3000; Error: 1043641.16357; Time: 1582537196.67
Step 2010 of 3000; Error: 1043640.77412; Time: 1582537199.78
Step 2011 of 3000; Error: 1043640.38525; Time: 1582537203.06
Step 2012 of 3000; Error: 1043639.99696; Time: 1582537206.16
Step 2013 of 3000; Error: 1043639.60925; Time: 1582537209.21
Step 2014 of 3000; Error: 1043639.22212; Time: 1582537212.32
Step 2015 of 3000; Error: 1043638.83557; Time: 1582537215.71
Step 2016 of 3000; Error: 1043638.44960; Time: 1582537218.82
Step 2017 of 3000; Error: 1043638.06420; Time: 1582537222.16
Step 2018 of 3000; Error: 1043637.67938; Time: 1582537225.39
Step 2019 of 3000; Error: 1043637.29514; Time: 1582537228.63
Step 2020 of 3000; Error: 1043636.91147; Time: 1582537231.90
Step 2021 of 3000; Error: 1043636.52838; Time: 1582537235.00
Step 2022 of 3000; Error: 1043636.14586; Time: 1582537238.23
Step 2023 of 3000; Error: 1043635.76390; Time: 1582537241.41
Step 2024 of 3000; Error: 1043635.38252; Time: 1582537244.68
Step 2025 of 3000; Error: 1043635.00171; Time: 1582537247.83
Step 2026 of 3000; Error: 1043634.62147; Time: 1582537251.23
Step 2027 of 3000; Error: 1043634.24179; Time: 1582537254.34
Step 2028 of 3000; Error: 1043633.86268; Time: 1582537257.44
Step 2029 of 3000; Error: 1043633.48414; Time: 1582537260.82
Step 2030 of 3000; Error: 1043633.10616; Time: 1582537264.00
Step 2031 of 3000; Error: 1043632.72874; Time: 1582537267.18
Step 2032 of 3000; Error: 1043632.35189; Time: 1582537270.36
Step 2033 of 3000; Error: 1043631.97560; Time: 1582537273.53
Step 2034 of 3000; Error: 1043631.59987; Time: 1582537276.75
Step 2035 of 3000; Error: 1043631.22470; Time: 1582537279.87
Step 2036 of 3000; Error: 1043630.85009; Time: 1582537283.05
Step 2037 of 3000; Error: 1043630.47603; Time: 1582537286.26
Step 2038 of 3000; Error: 1043630.10254; Time: 1582537289.55
Step 2039 of 3000; Error: 1043629.72959; Time: 1582537292.79
Step 2040 of 3000; Error: 1043629.35721; Time: 1582537295.90
Step 2041 of 3000; Error: 1043628.98538; Time: 1582537299.11
Step 2042 of 3000; Error: 1043628.61410; Time: 1582537302.89
Step 2043 of 3000; Error: 1043628.24337; Time: 1582537306.02
Step 2044 of 3000; Error: 1043627.87319; Time: 1582537309.26
Step 2045 of 3000; Error: 1043627.50357; Time: 1582537312.48
Step 2046 of 3000; Error: 1043627.13449; Time: 1582537315.62
Step 2047 of 3000; Error: 1043626.76597; Time: 1582537319.02
Step 2048 of 3000; Error: 1043626.39799; Time: 1582537322.22
Step 2049 of 3000; Error: 1043626.03055; Time: 1582537325.50
Step 2050 of 3000; Error: 1043625.66367; Time: 1582537328.72
Step 2051 of 3000; Error: 1043625.29732; Time: 1582537331.95
Step 2052 of 3000; Error: 1043624.93152; Time: 1582537335.15
Step 2053 of 3000; Error: 1043624.56627; Time: 1582537338.28
Step 2054 of 3000; Error: 1043624.20155; Time: 1582537341.37
Step 2055 of 3000; Error: 1043623.83738; Time: 1582537344.66
Step 2056 of 3000; Error: 1043623.47375; Time: 1582537347.99
Step 2057 of 3000; Error: 1043623.11066; Time: 1582537351.14
Step 2058 of 3000; Error: 1043622.74810; Time: 1582537354.33
Step 2059 of 3000; Error: 1043622.38608; Time: 1582537357.39
Step 2060 of 3000; Error: 1043622.02460; Time: 1582537360.77
Step 2061 of 3000; Error: 1043621.66366; Time: 1582537363.86
Step 2062 of 3000; Error: 1043621.30325; Time: 1582537367.01
Step 2063 of 3000; Error: 1043620.94337; Time: 1582537370.32
Step 2064 of 3000; Error: 1043620.58402; Time: 1582537373.47
Step 2065 of 3000; Error: 1043620.22521; Time: 1582537376.75
Step 2066 of 3000; Error: 1043619.86693; Time: 1582537379.89
Step 2067 of 3000; Error: 1043619.50918; Time: 1582537383.03
Step 2068 of 3000; Error: 1043619.15196; Time: 1582537386.14
Step 2069 of 3000; Error: 1043618.79527; Time: 1582537389.33
Step 2070 of 3000; Error: 1043618.43910; Time: 1582537392.46
Step 2071 of 3000; Error: 1043618.08346; Time: 1582537395.56
Step 2072 of 3000; Error: 1043617.72835; Time: 1582537398.67
Step 2073 of 3000; Error: 1043617.37376; Time: 1582537402.18
Step 2074 of 3000; Error: 1043617.01970; Time: 1582537405.36
Step 2075 of 3000; Error: 1043616.66616; Time: 1582537408.47
Step 2076 of 3000; Error: 1043616.31314; Time: 1582537411.59
Step 2077 of 3000; Error: 1043615.96064; Time: 1582537414.71
Step 2078 of 3000; Error: 1043615.60867; Time: 1582537417.91
Step 2079 of 3000; Error: 1043615.25721; Time: 1582537420.97
Step 2080 of 3000; Error: 1043614.90627; Time: 1582537424.24
Step 2081 of 3000; Error: 1043614.55585; Time: 1582537427.51
Step 2082 of 3000; Error: 1043614.20595; Time: 1582537430.73
Step 2083 of 3000; Error: 1043613.85656; Time: 1582537433.88
Step 2084 of 3000; Error: 1043613.50769; Time: 1582537437.21
Step 2085 of 3000; Error: 1043613.15933; Time: 1582537440.36
Step 2086 of 3000; Error: 1043612.81149; Time: 1582537443.56
Step 2087 of 3000; Error: 1043612.46416; Time: 1582537446.87
Step 2088 of 3000; Error: 1043612.11734; Time: 1582537450.18
Step 2089 of 3000; Error: 1043611.77103; Time: 1582537453.28
Step 2090 of 3000; Error: 1043611.42523; Time: 1582537456.47
Step 2091 of 3000; Error: 1043611.07994; Time: 1582537459.73
Step 2092 of 3000; Error: 1043610.73516; Time: 1582537462.85
Step 2093 of 3000; Error: 1043610.39089; Time: 1582537466.04
Step 2094 of 3000; Error: 1043610.04712; Time: 1582537469.49
Step 2095 of 3000; Error: 1043609.70386; Time: 1582537472.68
Step 2096 of 3000; Error: 1043609.36110; Time: 1582537475.94
Step 2097 of 3000; Error: 1043609.01885; Time: 1582537479.14
Step 2098 of 3000; Error: 1043608.67711; Time: 1582537482.27
Step 2099 of 3000; Error: 1043608.33586; Time: 1582537485.56
Step 2100 of 3000; Error: 1043607.99512; Time: 1582537488.78
Step 2101 of 3000; Error: 1043607.65487; Time: 1582537492.11
Step 2102 of 3000; Error: 1043607.31513; Time: 1582537495.48
Step 2103 of 3000; Error: 1043606.97589; Time: 1582537498.65
Step 2104 of 3000; Error: 1043606.63714; Time: 1582537501.99
Step 2105 of 3000; Error: 1043606.29889; Time: 1582537505.12
Step 2106 of 3000; Error: 1043605.96114; Time: 1582537508.40
Step 2107 of 3000; Error: 1043605.62389; Time: 1582537511.71
Step 2108 of 3000; Error: 1043605.28713; Time: 1582537514.85
Step 2109 of 3000; Error: 1043604.95086; Time: 1582537518.10
Step 2110 of 3000; Error: 1043604.61509; Time: 1582537521.25
Step 2111 of 3000; Error: 1043604.27981; Time: 1582537524.44
Step 2112 of 3000; Error: 1043603.94502; Time: 1582537527.59
Step 2113 of 3000; Error: 1043603.61072; Time: 1582537530.73
Step 2114 of 3000; Error: 1043603.27692; Time: 1582537533.93
Step 2115 of 3000; Error: 1043602.94360; Time: 1582537537.15
Step 2116 of 3000; Error: 1043602.61077; Time: 1582537540.31
Step 2117 of 3000; Error: 1043602.27843; Time: 1582537543.41
Step 2118 of 3000; Error: 1043601.94657; Time: 1582537546.52
Step 2119 of 3000; Error: 1043601.61520; Time: 1582537549.81
Step 2120 of 3000; Error: 1043601.28432; Time: 1582537553.05
Step 2121 of 3000; Error: 1043600.95392; Time: 1582537556.30
Step 2122 of 3000; Error: 1043600.62400; Time: 1582537559.59
Step 2123 of 3000; Error: 1043600.29457; Time: 1582537562.79
Step 2124 of 3000; Error: 1043599.96562; Time: 1582537565.90
Step 2125 of 3000; Error: 1043599.63715; Time: 1582537568.98
Step 2126 of 3000; Error: 1043599.30916; Time: 1582537572.13
Step 2127 of 3000; Error: 1043598.98165; Time: 1582537575.21
Step 2128 of 3000; Error: 1043598.65462; Time: 1582537578.45
Step 2129 of 3000; Error: 1043598.32807; Time: 1582537581.61
Step 2130 of 3000; Error: 1043598.00199; Time: 1582537584.70
Step 2131 of 3000; Error: 1043597.67639; Time: 1582537587.88
Step 2132 of 3000; Error: 1043597.35127; Time: 1582537591.11
Step 2133 of 3000; Error: 1043597.02662; Time: 1582537594.24
Step 2134 of 3000; Error: 1043596.70245; Time: 1582537597.36
Step 2135 of 3000; Error: 1043596.37874; Time: 1582537600.55
Step 2136 of 3000; Error: 1043596.05552; Time: 1582537603.73
Step 2137 of 3000; Error: 1043595.73276; Time: 1582537606.93
Step 2138 of 3000; Error: 1043595.41047; Time: 1582537610.17
Step 2139 of 3000; Error: 1043595.08866; Time: 1582537613.31
Step 2140 of 3000; Error: 1043594.76731; Time: 1582537616.41
Step 2141 of 3000; Error: 1043594.44643; Time: 1582537619.53
Step 2142 of 3000; Error: 1043594.12602; Time: 1582537622.72
Step 2143 of 3000; Error: 1043593.80608; Time: 1582537625.82
Step 2144 of 3000; Error: 1043593.48661; Time: 1582537629.10
Step 2145 of 3000; Error: 1043593.16760; Time: 1582537632.35
Step 2146 of 3000; Error: 1043592.84905; Time: 1582537635.40
Step 2147 of 3000; Error: 1043592.53097; Time: 1582537638.44
Step 2148 of 3000; Error: 1043592.21335; Time: 1582537641.64
Step 2149 of 3000; Error: 1043591.89619; Time: 1582537644.87
Step 2150 of 3000; Error: 1043591.57950; Time: 1582537647.91
Step 2151 of 3000; Error: 1043591.26327; Time: 1582537650.94
Step 2152 of 3000; Error: 1043590.94749; Time: 1582537654.00
Step 2153 of 3000; Error: 1043590.63218; Time: 1582537657.14
Step 2154 of 3000; Error: 1043590.31733; Time: 1582537660.40
Step 2155 of 3000; Error: 1043590.00293; Time: 1582537663.33
Step 2156 of 3000; Error: 1043589.68899; Time: 1582537666.62
Step 2157 of 3000; Error: 1043589.37551; Time: 1582537669.61
Step 2158 of 3000; Error: 1043589.06248; Time: 1582537672.65
Step 2159 of 3000; Error: 1043588.74991; Time: 1582537675.64
Step 2160 of 3000; Error: 1043588.43779; Time: 1582537678.83
Step 2161 of 3000; Error: 1043588.12612; Time: 1582537681.91
Step 2162 of 3000; Error: 1043587.81491; Time: 1582537685.08
Step 2163 of 3000; Error: 1043587.50415; Time: 1582537688.12
Step 2164 of 3000; Error: 1043587.19384; Time: 1582537691.11
Step 2165 of 3000; Error: 1043586.88398; Time: 1582537694.53
Step 2166 of 3000; Error: 1043586.57458; Time: 1582537697.78
Step 2167 of 3000; Error: 1043586.26562; Time: 1582537700.79
Step 2168 of 3000; Error: 1043585.95710; Time: 1582537704.00
Step 2169 of 3000; Error: 1043585.64904; Time: 1582537707.05
Step 2170 of 3000; Error: 1043585.34142; Time: 1582537710.09
Step 2171 of 3000; Error: 1043585.03425; Time: 1582537713.14
Step 2172 of 3000; Error: 1043584.72753; Time: 1582537716.16
Step 2173 of 3000; Error: 1043584.42125; Time: 1582537719.26
Step 2174 of 3000; Error: 1043584.11541; Time: 1582537722.32
Step 2175 of 3000; Error: 1043583.81002; Time: 1582537725.53
Step 2176 of 3000; Error: 1043583.50507; Time: 1582537728.63
Step 2177 of 3000; Error: 1043583.20056; Time: 1582537731.62
Step 2178 of 3000; Error: 1043582.89649; Time: 1582537734.78
Step 2179 of 3000; Error: 1043582.59286; Time: 1582537737.89
Step 2180 of 3000; Error: 1043582.28967; Time: 1582537740.91
Step 2181 of 3000; Error: 1043581.98692; Time: 1582537744.15
Step 2182 of 3000; Error: 1043581.68461; Time: 1582537747.30
Step 2183 of 3000; Error: 1043581.38274; Time: 1582537750.33
Step 2184 of 3000; Error: 1043581.08130; Time: 1582537753.47
Step 2185 of 3000; Error: 1043580.78030; Time: 1582537756.46
Step 2186 of 3000; Error: 1043580.47973; Time: 1582537759.51
Step 2187 of 3000; Error: 1043580.17960; Time: 1582537762.74
Step 2188 of 3000; Error: 1043579.87990; Time: 1582537765.84
Step 2189 of 3000; Error: 1043579.58064; Time: 1582537768.98
Step 2190 of 3000; Error: 1043579.28181; Time: 1582537772.05
Step 2191 of 3000; Error: 1043578.98341; Time: 1582537775.04
Step 2192 of 3000; Error: 1043578.68544; Time: 1582537778.16
Step 2193 of 3000; Error: 1043578.38790; Time: 1582537781.30
Step 2194 of 3000; Error: 1043578.09079; Time: 1582537784.36
Step 2195 of 3000; Error: 1043577.79411; Time: 1582537787.43
Step 2196 of 3000; Error: 1043577.49786; Time: 1582537790.66
Step 2197 of 3000; Error: 1043577.20203; Time: 1582537793.84
Step 2198 of 3000; Error: 1043576.90664; Time: 1582537797.17
Step 2199 of 3000; Error: 1043576.61167; Time: 1582537800.27
Step 2200 of 3000; Error: 1043576.31712; Time: 1582537803.41
Step 2201 of 3000; Error: 1043576.02300; Time: 1582537806.52
Step 2202 of 3000; Error: 1043575.72930; Time: 1582537809.47
Step 2203 of 3000; Error: 1043575.43603; Time: 1582537812.45
Step 2204 of 3000; Error: 1043575.14318; Time: 1582537815.66
Step 2205 of 3000; Error: 1043574.85075; Time: 1582537818.75
Step 2206 of 3000; Error: 1043574.55874; Time: 1582537821.80
Step 2207 of 3000; Error: 1043574.26716; Time: 1582537825.07
Step 2208 of 3000; Error: 1043573.97599; Time: 1582537828.22
Step 2209 of 3000; Error: 1043573.68524; Time: 1582537831.55
Step 2210 of 3000; Error: 1043573.39492; Time: 1582537834.75
Step 2211 of 3000; Error: 1043573.10500; Time: 1582537837.81
Step 2212 of 3000; Error: 1043572.81551; Time: 1582537841.10
Step 2213 of 3000; Error: 1043572.52644; Time: 1582537844.06
Step 2214 of 3000; Error: 1043572.23777; Time: 1582537847.08
Step 2215 of 3000; Error: 1043571.94953; Time: 1582537850.04
Step 2216 of 3000; Error: 1043571.66170; Time: 1582537853.17
Step 2217 of 3000; Error: 1043571.37428; Time: 1582537856.29
Step 2218 of 3000; Error: 1043571.08728; Time: 1582537859.37
Step 2219 of 3000; Error: 1043570.80069; Time: 1582537862.39
Step 2220 of 3000; Error: 1043570.51451; Time: 1582537865.42
Step 2221 of 3000; Error: 1043570.22874; Time: 1582537868.45
Step 2222 of 3000; Error: 1043569.94338; Time: 1582537871.64
Step 2223 of 3000; Error: 1043569.65844; Time: 1582537874.83
Step 2224 of 3000; Error: 1043569.37390; Time: 1582537877.79
Step 2225 of 3000; Error: 1043569.08977; Time: 1582537880.77
Step 2226 of 3000; Error: 1043568.80605; Time: 1582537883.78
Step 2227 of 3000; Error: 1043568.52273; Time: 1582537886.95
Step 2228 of 3000; Error: 1043568.23983; Time: 1582537889.98
Step 2229 of 3000; Error: 1043567.95732; Time: 1582537893.25
Step 2230 of 3000; Error: 1043567.67523; Time: 1582537896.38
Step 2231 of 3000; Error: 1043567.39354; Time: 1582537899.48
Step 2232 of 3000; Error: 1043567.11225; Time: 1582537902.83
Step 2233 of 3000; Error: 1043566.83136; Time: 1582537905.96
Step 2234 of 3000; Error: 1043566.55088; Time: 1582537908.96
Step 2235 of 3000; Error: 1043566.27080; Time: 1582537911.97
Step 2236 of 3000; Error: 1043565.99113; Time: 1582537915.11
Step 2237 of 3000; Error: 1043565.71185; Time: 1582537918.20
Step 2238 of 3000; Error: 1043565.43297; Time: 1582537921.20
Step 2239 of 3000; Error: 1043565.15450; Time: 1582537924.35
Step 2240 of 3000; Error: 1043564.87642; Time: 1582537927.57
Step 2241 of 3000; Error: 1043564.59874; Time: 1582537930.60
Step 2242 of 3000; Error: 1043564.32145; Time: 1582537933.66
Step 2243 of 3000; Error: 1043564.04457; Time: 1582537936.78
Step 2244 of 3000; Error: 1043563.76808; Time: 1582537939.87
Step 2245 of 3000; Error: 1043563.49198; Time: 1582537943.03
Step 2246 of 3000; Error: 1043563.21629; Time: 1582537946.24
Step 2247 of 3000; Error: 1043562.94098; Time: 1582537949.19
Step 2248 of 3000; Error: 1043562.66607; Time: 1582537952.38
Step 2249 of 3000; Error: 1043562.39155; Time: 1582537955.44
Step 2250 of 3000; Error: 1043562.11743; Time: 1582537958.68
Step 2251 of 3000; Error: 1043561.84370; Time: 1582537961.76
Step 2252 of 3000; Error: 1043561.57035; Time: 1582537964.93
Step 2253 of 3000; Error: 1043561.29740; Time: 1582537967.96
Step 2254 of 3000; Error: 1043561.02484; Time: 1582537971.19
Step 2255 of 3000; Error: 1043560.75267; Time: 1582537974.27
Step 2256 of 3000; Error: 1043560.48089; Time: 1582537977.24
Step 2257 of 3000; Error: 1043560.20949; Time: 1582537980.30
Step 2258 of 3000; Error: 1043559.93848; Time: 1582537983.30
Step 2259 of 3000; Error: 1043559.66786; Time: 1582537986.32
Step 2260 of 3000; Error: 1043559.39763; Time: 1582537989.43
Step 2261 of 3000; Error: 1043559.12778; Time: 1582537992.49
Step 2262 of 3000; Error: 1043558.85832; Time: 1582537995.51
Step 2263 of 3000; Error: 1043558.58924; Time: 1582537998.56
Step 2264 of 3000; Error: 1043558.32054; Time: 1582538001.68
Step 2265 of 3000; Error: 1043558.05223; Time: 1582538004.68
Step 2266 of 3000; Error: 1043557.78430; Time: 1582538007.95
Step 2267 of 3000; Error: 1043557.51675; Time: 1582538011.03
Step 2268 of 3000; Error: 1043557.24959; Time: 1582538014.06
Step 2269 of 3000; Error: 1043556.98280; Time: 1582538017.04
Step 2270 of 3000; Error: 1043556.71640; Time: 1582538020.06
Step 2271 of 3000; Error: 1043556.45037; Time: 1582538022.98
Step 2272 of 3000; Error: 1043556.18472; Time: 1582538026.01
Step 2273 of 3000; Error: 1043555.91946; Time: 1582538029.28
Step 2274 of 3000; Error: 1043555.65456; Time: 1582538032.32
Step 2275 of 3000; Error: 1043555.39005; Time: 1582538035.34
Step 2276 of 3000; Error: 1043555.12591; Time: 1582538038.40
Step 2277 of 3000; Error: 1043554.86215; Time: 1582538041.52
Step 2278 of 3000; Error: 1043554.59877; Time: 1582538044.66
Step 2279 of 3000; Error: 1043554.33576; Time: 1582538047.89
Step 2280 of 3000; Error: 1043554.07312; Time: 1582538051.24
Step 2281 of 3000; Error: 1043553.81086; Time: 1582538054.37
Step 2282 of 3000; Error: 1043553.54897; Time: 1582538057.30
Step 2283 of 3000; Error: 1043553.28745; Time: 1582538060.38
Step 2284 of 3000; Error: 1043553.02630; Time: 1582538063.37
Step 2285 of 3000; Error: 1043552.76553; Time: 1582538066.58
Step 2286 of 3000; Error: 1043552.50512; Time: 1582538069.93
Step 2287 of 3000; Error: 1043552.24509; Time: 1582538073.01
Step 2288 of 3000; Error: 1043551.98542; Time: 1582538075.99
Step 2289 of 3000; Error: 1043551.72613; Time: 1582538079.26
Step 2290 of 3000; Error: 1043551.46720; Time: 1582538082.56
Step 2291 of 3000; Error: 1043551.20864; Time: 1582538085.70
Step 2292 of 3000; Error: 1043550.95044; Time: 1582538088.82
Step 2293 of 3000; Error: 1043550.69262; Time: 1582538092.12
Step 2294 of 3000; Error: 1043550.43516; Time: 1582538095.21
Step 2295 of 3000; Error: 1043550.17806; Time: 1582538098.36
Step 2296 of 3000; Error: 1043549.92133; Time: 1582538101.56
Step 2297 of 3000; Error: 1043549.66496; Time: 1582538104.79
Step 2298 of 3000; Error: 1043549.40896; Time: 1582538107.86
Step 2299 of 3000; Error: 1043549.15332; Time: 1582538110.92
Step 2300 of 3000; Error: 1043548.89804; Time: 1582538114.18
Step 2301 of 3000; Error: 1043548.64313; Time: 1582538117.14
Step 2302 of 3000; Error: 1043548.38857; Time: 1582538120.14
Step 2303 of 3000; Error: 1043548.13438; Time: 1582538123.14
Step 2304 of 3000; Error: 1043547.88055; Time: 1582538126.21
Step 2305 of 3000; Error: 1043547.62707; Time: 1582538129.18
Step 2306 of 3000; Error: 1043547.37396; Time: 1582538132.29
Step 2307 of 3000; Error: 1043547.12120; Time: 1582538135.44
Step 2308 of 3000; Error: 1043546.86880; Time: 1582538138.43
Step 2309 of 3000; Error: 1043546.61676; Time: 1582538141.63
Step 2310 of 3000; Error: 1043546.36508; Time: 1582538144.79
Step 2311 of 3000; Error: 1043546.11375; Time: 1582538148.04
Step 2312 of 3000; Error: 1043545.86278; Time: 1582538151.18
Step 2313 of 3000; Error: 1043545.61216; Time: 1582538154.23
Step 2314 of 3000; Error: 1043545.36190; Time: 1582538157.29
Step 2315 of 3000; Error: 1043545.11199; Time: 1582538160.31
Step 2316 of 3000; Error: 1043544.86243; Time: 1582538163.44
Step 2317 of 3000; Error: 1043544.61323; Time: 1582538166.51
Step 2318 of 3000; Error: 1043544.36438; Time: 1582538169.51
Step 2319 of 3000; Error: 1043544.11588; Time: 1582538172.61
Step 2320 of 3000; Error: 1043543.86773; Time: 1582538175.69
Step 2321 of 3000; Error: 1043543.61994; Time: 1582538178.76
Step 2322 of 3000; Error: 1043543.37249; Time: 1582538181.85
Step 2323 of 3000; Error: 1043543.12539; Time: 1582538184.99
Step 2324 of 3000; Error: 1043542.87865; Time: 1582538188.23
Step 2325 of 3000; Error: 1043542.63225; Time: 1582538191.24
Step 2326 of 3000; Error: 1043542.38619; Time: 1582538194.34
Step 2327 of 3000; Error: 1043542.14049; Time: 1582538197.66
Step 2328 of 3000; Error: 1043541.89513; Time: 1582538200.85
Step 2329 of 3000; Error: 1043541.65012; Time: 1582538203.99
Step 2330 of 3000; Error: 1043541.40545; Time: 1582538207.17
Step 2331 of 3000; Error: 1043541.16113; Time: 1582538210.41
Step 2332 of 3000; Error: 1043540.91716; Time: 1582538213.52
Step 2333 of 3000; Error: 1043540.67353; Time: 1582538216.83
Step 2334 of 3000; Error: 1043540.43024; Time: 1582538220.08
Step 2335 of 3000; Error: 1043540.18729; Time: 1582538223.47
Step 2336 of 3000; Error: 1043539.94469; Time: 1582538226.60
Step 2337 of 3000; Error: 1043539.70243; Time: 1582538229.88
Step 2338 of 3000; Error: 1043539.46051; Time: 1582538233.36
Step 2339 of 3000; Error: 1043539.21893; Time: 1582538236.65
Step 2340 of 3000; Error: 1043538.97769; Time: 1582538239.79
Step 2341 of 3000; Error: 1043538.73679; Time: 1582538243.07
Step 2342 of 3000; Error: 1043538.49623; Time: 1582538246.26
Step 2343 of 3000; Error: 1043538.25601; Time: 1582538249.33
Step 2344 of 3000; Error: 1043538.01613; Time: 1582538252.52
Step 2345 of 3000; Error: 1043537.77658; Time: 1582538255.82
Step 2346 of 3000; Error: 1043537.53738; Time: 1582538258.99
Step 2347 of 3000; Error: 1043537.29851; Time: 1582538262.17
Step 2348 of 3000; Error: 1043537.05997; Time: 1582538265.36
Step 2349 of 3000; Error: 1043536.82177; Time: 1582538268.40
Step 2350 of 3000; Error: 1043536.58391; Time: 1582538271.78
Step 2351 of 3000; Error: 1043536.34638; Time: 1582538274.87
Step 2352 of 3000; Error: 1043536.10918; Time: 1582538278.05
Step 2353 of 3000; Error: 1043535.87232; Time: 1582538281.35
Step 2354 of 3000; Error: 1043535.63579; Time: 1582538284.54
Step 2355 of 3000; Error: 1043535.39959; Time: 1582538287.91
Step 2356 of 3000; Error: 1043535.16373; Time: 1582538291.15
Step 2357 of 3000; Error: 1043534.92819; Time: 1582538294.28
Step 2358 of 3000; Error: 1043534.69299; Time: 1582538297.41
Step 2359 of 3000; Error: 1043534.45812; Time: 1582538300.67
Step 2360 of 3000; Error: 1043534.22357; Time: 1582538303.84
Step 2361 of 3000; Error: 1043533.98936; Time: 1582538307.01
Step 2362 of 3000; Error: 1043533.75548; Time: 1582538310.14
Step 2363 of 3000; Error: 1043533.52192; Time: 1582538313.31
Step 2364 of 3000; Error: 1043533.28869; Time: 1582538316.53
Step 2365 of 3000; Error: 1043533.05579; Time: 1582538319.89
Step 2366 of 3000; Error: 1043532.82322; Time: 1582538322.99
Step 2367 of 3000; Error: 1043532.59097; Time: 1582538326.34
Step 2368 of 3000; Error: 1043532.35904; Time: 1582538329.43
Step 2369 of 3000; Error: 1043532.12745; Time: 1582538332.63
Step 2370 of 3000; Error: 1043531.89617; Time: 1582538335.78
Step 2371 of 3000; Error: 1043531.66523; Time: 1582538339.16
Step 2372 of 3000; Error: 1043531.43460; Time: 1582538342.29
Step 2373 of 3000; Error: 1043531.20430; Time: 1582538345.45
Step 2374 of 3000; Error: 1043530.97432; Time: 1582538348.63
Step 2375 of 3000; Error: 1043530.74467; Time: 1582538351.77
Step 2376 of 3000; Error: 1043530.51533; Time: 1582538354.94
Step 2377 of 3000; Error: 1043530.28632; Time: 1582538358.13
Step 2378 of 3000; Error: 1043530.05762; Time: 1582538361.33
Step 2379 of 3000; Error: 1043529.82925; Time: 1582538364.62
Step 2380 of 3000; Error: 1043529.60120; Time: 1582538367.81
Step 2381 of 3000; Error: 1043529.37347; Time: 1582538371.15
Step 2382 of 3000; Error: 1043529.14605; Time: 1582538374.25
Step 2383 of 3000; Error: 1043528.91895; Time: 1582538377.37
Step 2384 of 3000; Error: 1043528.69217; Time: 1582538380.54
Step 2385 of 3000; Error: 1043528.46571; Time: 1582538383.74
Step 2386 of 3000; Error: 1043528.23957; Time: 1582538386.95
Step 2387 of 3000; Error: 1043528.01374; Time: 1582538390.26
Step 2388 of 3000; Error: 1043527.78823; Time: 1582538393.40
Step 2389 of 3000; Error: 1043527.56303; Time: 1582538396.72
Step 2390 of 3000; Error: 1043527.33815; Time: 1582538400.06
Step 2391 of 3000; Error: 1043527.11358; Time: 1582538403.40
Step 2392 of 3000; Error: 1043526.88932; Time: 1582538406.60
Step 2393 of 3000; Error: 1043526.66538; Time: 1582538409.78
Step 2394 of 3000; Error: 1043526.44175; Time: 1582538413.08
Step 2395 of 3000; Error: 1043526.21844; Time: 1582538416.33
Step 2396 of 3000; Error: 1043525.99543; Time: 1582538419.48
Step 2397 of 3000; Error: 1043525.77274; Time: 1582538422.68
Step 2398 of 3000; Error: 1043525.55036; Time: 1582538425.87
Step 2399 of 3000; Error: 1043525.32829; Time: 1582538429.17
Step 2400 of 3000; Error: 1043525.10653; Time: 1582538432.36
Step 2401 of 3000; Error: 1043524.88508; Time: 1582538435.63
Step 2402 of 3000; Error: 1043524.66393; Time: 1582538438.69
Step 2403 of 3000; Error: 1043524.44310; Time: 1582538441.95
Step 2404 of 3000; Error: 1043524.22257; Time: 1582538445.13
Step 2405 of 3000; Error: 1043524.00235; Time: 1582538448.30
Step 2406 of 3000; Error: 1043523.78244; Time: 1582538451.61
Step 2407 of 3000; Error: 1043523.56284; Time: 1582538454.88
Step 2408 of 3000; Error: 1043523.34354; Time: 1582538458.07
Step 2409 of 3000; Error: 1043523.12455; Time: 1582538461.25
Step 2410 of 3000; Error: 1043522.90586; Time: 1582538464.50
Step 2411 of 3000; Error: 1043522.68747; Time: 1582538467.60
Step 2412 of 3000; Error: 1043522.46940; Time: 1582538471.01
Step 2413 of 3000; Error: 1043522.25162; Time: 1582538474.07
Step 2414 of 3000; Error: 1043522.03415; Time: 1582538477.24
Step 2415 of 3000; Error: 1043521.81698; Time: 1582538480.49
Step 2416 of 3000; Error: 1043521.60011; Time: 1582538483.89
Step 2417 of 3000; Error: 1043521.38355; Time: 1582538487.02
Step 2418 of 3000; Error: 1043521.16729; Time: 1582538490.19
Step 2419 of 3000; Error: 1043520.95132; Time: 1582538493.39
Step 2420 of 3000; Error: 1043520.73566; Time: 1582538496.52
Step 2421 of 3000; Error: 1043520.52030; Time: 1582538499.81
Step 2422 of 3000; Error: 1043520.30524; Time: 1582538503.06
Step 2423 of 3000; Error: 1043520.09048; Time: 1582538506.25
Step 2424 of 3000; Error: 1043519.87601; Time: 1582538509.41
Step 2425 of 3000; Error: 1043519.66185; Time: 1582538512.50
Step 2426 of 3000; Error: 1043519.44798; Time: 1582538515.68
Step 2427 of 3000; Error: 1043519.23441; Time: 1582538519.04
Step 2428 of 3000; Error: 1043519.02114; Time: 1582538522.19
Step 2429 of 3000; Error: 1043518.80816; Time: 1582538525.38
Step 2430 of 3000; Error: 1043518.59548; Time: 1582538528.42
Step 2431 of 3000; Error: 1043518.38309; Time: 1582538531.67
Step 2432 of 3000; Error: 1043518.17100; Time: 1582538534.85
Step 2433 of 3000; Error: 1043517.95921; Time: 1582538537.92
Step 2434 of 3000; Error: 1043517.74771; Time: 1582538541.18
Step 2435 of 3000; Error: 1043517.53650; Time: 1582538544.45
Step 2436 of 3000; Error: 1043517.32558; Time: 1582538547.52
Step 2437 of 3000; Error: 1043517.11496; Time: 1582538550.75
Step 2438 of 3000; Error: 1043516.90463; Time: 1582538553.91
Step 2439 of 3000; Error: 1043516.69459; Time: 1582538557.13
Step 2440 of 3000; Error: 1043516.48485; Time: 1582538560.16
Step 2441 of 3000; Error: 1043516.27539; Time: 1582538563.25
Step 2442 of 3000; Error: 1043516.06623; Time: 1582538566.49
Step 2443 of 3000; Error: 1043515.85735; Time: 1582538569.78
Step 2444 of 3000; Error: 1043515.64877; Time: 1582538573.07
Step 2445 of 3000; Error: 1043515.44047; Time: 1582538576.20
Step 2446 of 3000; Error: 1043515.23247; Time: 1582538579.45
Step 2447 of 3000; Error: 1043515.02475; Time: 1582538582.56
Step 2448 of 3000; Error: 1043514.81732; Time: 1582538585.81
Step 2449 of 3000; Error: 1043514.61018; Time: 1582538589.03
Step 2450 of 3000; Error: 1043514.40332; Time: 1582538592.13
Step 2451 of 3000; Error: 1043514.19675; Time: 1582538595.44
Step 2452 of 3000; Error: 1043513.99047; Time: 1582538598.65
Step 2453 of 3000; Error: 1043513.78447; Time: 1582538601.87
Step 2454 of 3000; Error: 1043513.57876; Time: 1582538604.95
Step 2455 of 3000; Error: 1043513.37333; Time: 1582538608.24
Step 2456 of 3000; Error: 1043513.16819; Time: 1582538611.40
Step 2457 of 3000; Error: 1043512.96333; Time: 1582538614.57
Step 2458 of 3000; Error: 1043512.75875; Time: 1582538617.85
Step 2459 of 3000; Error: 1043512.55446; Time: 1582538621.04
Step 2460 of 3000; Error: 1043512.35045; Time: 1582538624.31
Step 2461 of 3000; Error: 1043512.14672; Time: 1582538627.48
Step 2462 of 3000; Error: 1043511.94328; Time: 1582538630.78
Step 2463 of 3000; Error: 1043511.74011; Time: 1582538634.05
Step 2464 of 3000; Error: 1043511.53723; Time: 1582538637.32
Step 2465 of 3000; Error: 1043511.33463; Time: 1582538640.62
Step 2466 of 3000; Error: 1043511.13231; Time: 1582538643.87
Step 2467 of 3000; Error: 1043510.93026; Time: 1582538646.97
Step 2468 of 3000; Error: 1043510.72850; Time: 1582538650.02
Step 2469 of 3000; Error: 1043510.52702; Time: 1582538653.27
Step 2470 of 3000; Error: 1043510.32581; Time: 1582538656.45
Step 2471 of 3000; Error: 1043510.12488; Time: 1582538659.77
Step 2472 of 3000; Error: 1043509.92423; Time: 1582538662.98
Step 2473 of 3000; Error: 1043509.72386; Time: 1582538666.11
Step 2474 of 3000; Error: 1043509.52376; Time: 1582538669.25
Step 2475 of 3000; Error: 1043509.32394; Time: 1582538672.46
Step 2476 of 3000; Error: 1043509.12440; Time: 1582538675.62
Step 2477 of 3000; Error: 1043508.92513; Time: 1582538678.76
Step 2478 of 3000; Error: 1043508.72613; Time: 1582538682.00
Step 2479 of 3000; Error: 1043508.52741; Time: 1582538685.07
Step 2480 of 3000; Error: 1043508.32897; Time: 1582538688.29
Step 2481 of 3000; Error: 1043508.13080; Time: 1582538691.53
Step 2482 of 3000; Error: 1043507.93290; Time: 1582538694.92
Step 2483 of 3000; Error: 1043507.73527; Time: 1582538698.24
Step 2484 of 3000; Error: 1043507.53792; Time: 1582538701.50
Step 2485 of 3000; Error: 1043507.34084; Time: 1582538704.66
Step 2486 of 3000; Error: 1043507.14403; Time: 1582538707.78
Step 2487 of 3000; Error: 1043506.94750; Time: 1582538710.94
Step 2488 of 3000; Error: 1043506.75123; Time: 1582538714.03
Step 2489 of 3000; Error: 1043506.55523; Time: 1582538717.16
Step 2490 of 3000; Error: 1043506.35951; Time: 1582538720.37
Step 2491 of 3000; Error: 1043506.16405; Time: 1582538723.61
Step 2492 of 3000; Error: 1043505.96887; Time: 1582538726.76
Step 2493 of 3000; Error: 1043505.77395; Time: 1582538729.89
Step 2494 of 3000; Error: 1043505.57930; Time: 1582538733.16
Step 2495 of 3000; Error: 1043505.38492; Time: 1582538736.49
Step 2496 of 3000; Error: 1043505.19080; Time: 1582538739.60
Step 2497 of 3000; Error: 1043504.99696; Time: 1582538742.71
Step 2498 of 3000; Error: 1043504.80338; Time: 1582538745.89
Step 2499 of 3000; Error: 1043504.61006; Time: 1582538749.25
Step 2500 of 3000; Error: 1043504.41702; Time: 1582538752.42
Step 2501 of 3000; Error: 1043504.22424; Time: 1582538755.59
Step 2502 of 3000; Error: 1043504.03172; Time: 1582538758.92
Step 2503 of 3000; Error: 1043503.83947; Time: 1582538762.05
Step 2504 of 3000; Error: 1043503.64748; Time: 1582538765.33
Step 2505 of 3000; Error: 1043503.45576; Time: 1582538768.58
Step 2506 of 3000; Error: 1043503.26430; Time: 1582538771.64
Step 2507 of 3000; Error: 1043503.07310; Time: 1582538774.72
Step 2508 of 3000; Error: 1043502.88217; Time: 1582538778.12
Step 2509 of 3000; Error: 1043502.69150; Time: 1582538781.38
Step 2510 of 3000; Error: 1043502.50109; Time: 1582538784.54
Step 2511 of 3000; Error: 1043502.31094; Time: 1582538787.85
Step 2512 of 3000; Error: 1043502.12106; Time: 1582538791.21
Step 2513 of 3000; Error: 1043501.93143; Time: 1582538794.34
Step 2514 of 3000; Error: 1043501.74207; Time: 1582538797.38
Step 2515 of 3000; Error: 1043501.55296; Time: 1582538800.38
Step 2516 of 3000; Error: 1043501.36412; Time: 1582538803.36
Step 2517 of 3000; Error: 1043501.17553; Time: 1582538806.45
Step 2518 of 3000; Error: 1043500.98720; Time: 1582538809.45
Step 2519 of 3000; Error: 1043500.79914; Time: 1582538812.52
Step 2520 of 3000; Error: 1043500.61133; Time: 1582538815.48
Step 2521 of 3000; Error: 1043500.42377; Time: 1582538818.45
Step 2522 of 3000; Error: 1043500.23648; Time: 1582538821.76
Step 2523 of 3000; Error: 1043500.04944; Time: 1582538824.86
Step 2524 of 3000; Error: 1043499.86266; Time: 1582538827.91
Step 2525 of 3000; Error: 1043499.67614; Time: 1582538831.10
Step 2526 of 3000; Error: 1043499.48987; Time: 1582538834.26
Step 2527 of 3000; Error: 1043499.30385; Time: 1582538837.29
Step 2528 of 3000; Error: 1043499.11809; Time: 1582538840.43
Step 2529 of 3000; Error: 1043498.93259; Time: 1582538843.73
Step 2530 of 3000; Error: 1043498.74734; Time: 1582538846.73
Step 2531 of 3000; Error: 1043498.56234; Time: 1582538849.88
Step 2532 of 3000; Error: 1043498.37760; Time: 1582538853.03
Step 2533 of 3000; Error: 1043498.19311; Time: 1582538856.06
Step 2534 of 3000; Error: 1043498.00887; Time: 1582538859.11
Step 2535 of 3000; Error: 1043497.82489; Time: 1582538862.28
Step 2536 of 3000; Error: 1043497.64116; Time: 1582538865.53
Step 2537 of 3000; Error: 1043497.45768; Time: 1582538868.64
Step 2538 of 3000; Error: 1043497.27445; Time: 1582538871.68
Step 2539 of 3000; Error: 1043497.09147; Time: 1582538874.73
Step 2540 of 3000; Error: 1043496.90874; Time: 1582538877.73
Step 2541 of 3000; Error: 1043496.72626; Time: 1582538880.81
Step 2542 of 3000; Error: 1043496.54403; Time: 1582538883.89
Step 2543 of 3000; Error: 1043496.36205; Time: 1582538886.96
Step 2544 of 3000; Error: 1043496.18032; Time: 1582538889.98
Step 2545 of 3000; Error: 1043495.99884; Time: 1582538893.12
Step 2546 of 3000; Error: 1043495.81761; Time: 1582538896.56
Step 2547 of 3000; Error: 1043495.63662; Time: 1582538899.59
Step 2548 of 3000; Error: 1043495.45589; Time: 1582538902.61
Step 2549 of 3000; Error: 1043495.27540; Time: 1582538905.66
Step 2550 of 3000; Error: 1043495.09515; Time: 1582538908.93
Step 2551 of 3000; Error: 1043494.91516; Time: 1582538912.11
Step 2552 of 3000; Error: 1043494.73540; Time: 1582538915.18
Step 2553 of 3000; Error: 1043494.55590; Time: 1582538918.21
Step 2554 of 3000; Error: 1043494.37664; Time: 1582538921.29
Step 2555 of 3000; Error: 1043494.19762; Time: 1582538924.36
Step 2556 of 3000; Error: 1043494.01885; Time: 1582538927.62
Step 2557 of 3000; Error: 1043493.84032; Time: 1582538930.95
Step 2558 of 3000; Error: 1043493.66204; Time: 1582538934.07
Step 2559 of 3000; Error: 1043493.48400; Time: 1582538937.08
Step 2560 of 3000; Error: 1043493.30620; Time: 1582538940.24
Step 2561 of 3000; Error: 1043493.12865; Time: 1582538943.22
Step 2562 of 3000; Error: 1043492.95134; Time: 1582538946.50
Step 2563 of 3000; Error: 1043492.77427; Time: 1582538949.47
Step 2564 of 3000; Error: 1043492.59744; Time: 1582538952.62
Step 2565 of 3000; Error: 1043492.42086; Time: 1582538955.77
Step 2566 of 3000; Error: 1043492.24451; Time: 1582538959.18
Step 2567 of 3000; Error: 1043492.06841; Time: 1582538962.27
Step 2568 of 3000; Error: 1043491.89254; Time: 1582538965.29
Step 2569 of 3000; Error: 1043491.71692; Time: 1582538968.66
Step 2570 of 3000; Error: 1043491.54153; Time: 1582538971.82
Step 2571 of 3000; Error: 1043491.36639; Time: 1582538975.02
Step 2572 of 3000; Error: 1043491.19148; Time: 1582538978.16
Step 2573 of 3000; Error: 1043491.01681; Time: 1582538981.15
Step 2574 of 3000; Error: 1043490.84238; Time: 1582538984.40
Step 2575 of 3000; Error: 1043490.66818; Time: 1582538987.36
Step 2576 of 3000; Error: 1043490.49423; Time: 1582538990.74
Step 2577 of 3000; Error: 1043490.32051; Time: 1582538993.75
Step 2578 of 3000; Error: 1043490.14703; Time: 1582538996.95
Step 2579 of 3000; Error: 1043489.97378; Time: 1582538999.98
Step 2580 of 3000; Error: 1043489.80077; Time: 1582539003.06
Step 2581 of 3000; Error: 1043489.62800; Time: 1582539006.07
Step 2582 of 3000; Error: 1043489.45546; Time: 1582539009.20
Step 2583 of 3000; Error: 1043489.28316; Time: 1582539012.25
Step 2584 of 3000; Error: 1043489.11109; Time: 1582539015.29
Step 2585 of 3000; Error: 1043488.93925; Time: 1582539018.44
Step 2586 of 3000; Error: 1043488.76765; Time: 1582539021.57
Step 2587 of 3000; Error: 1043488.59628; Time: 1582539024.64
Step 2588 of 3000; Error: 1043488.42515; Time: 1582539027.67
Step 2589 of 3000; Error: 1043488.25424; Time: 1582539030.71
Step 2590 of 3000; Error: 1043488.08358; Time: 1582539033.81
Step 2591 of 3000; Error: 1043487.91314; Time: 1582539036.83
Step 2592 of 3000; Error: 1043487.74293; Time: 1582539040.16
Step 2593 of 3000; Error: 1043487.57296; Time: 1582539043.37
Step 2594 of 3000; Error: 1043487.40322; Time: 1582539046.42
Step 2595 of 3000; Error: 1043487.23370; Time: 1582539049.58
Step 2596 of 3000; Error: 1043487.06442; Time: 1582539052.66
Step 2597 of 3000; Error: 1043486.89537; Time: 1582539055.80
Step 2598 of 3000; Error: 1043486.72655; Time: 1582539059.06
Step 2599 of 3000; Error: 1043486.55796; Time: 1582539062.40
Step 2600 of 3000; Error: 1043486.38959; Time: 1582539065.48
Step 2601 of 3000; Error: 1043486.22146; Time: 1582539068.62
Step 2602 of 3000; Error: 1043486.05355; Time: 1582539071.79
Step 2603 of 3000; Error: 1043485.88587; Time: 1582539074.83
Step 2604 of 3000; Error: 1043485.71842; Time: 1582539077.86
Step 2605 of 3000; Error: 1043485.55120; Time: 1582539080.81
Step 2606 of 3000; Error: 1043485.38420; Time: 1582539083.81
Step 2607 of 3000; Error: 1043485.21743; Time: 1582539086.86
Step 2608 of 3000; Error: 1043485.05089; Time: 1582539090.04
Step 2609 of 3000; Error: 1043484.88457; Time: 1582539093.28
Step 2610 of 3000; Error: 1043484.71848; Time: 1582539096.53
Step 2611 of 3000; Error: 1043484.55262; Time: 1582539099.89
Step 2612 of 3000; Error: 1043484.38697; Time: 1582539103.73
Step 2613 of 3000; Error: 1043484.22156; Time: 1582539106.94
Step 2614 of 3000; Error: 1043484.05637; Time: 1582539110.18
Step 2615 of 3000; Error: 1043483.89140; Time: 1582539113.45
Step 2616 of 3000; Error: 1043483.72665; Time: 1582539116.73
Step 2617 of 3000; Error: 1043483.56213; Time: 1582539120.10
Step 2618 of 3000; Error: 1043483.39784; Time: 1582539123.27
Step 2619 of 3000; Error: 1043483.23376; Time: 1582539126.43
Step 2620 of 3000; Error: 1043483.06991; Time: 1582539129.62
Step 2621 of 3000; Error: 1043482.90628; Time: 1582539132.83
Step 2622 of 3000; Error: 1043482.74287; Time: 1582539136.07
Step 2623 of 3000; Error: 1043482.57968; Time: 1582539139.37
Step 2624 of 3000; Error: 1043482.41671; Time: 1582539142.81
Step 2625 of 3000; Error: 1043482.25397; Time: 1582539146.16
Step 2626 of 3000; Error: 1043482.09144; Time: 1582539149.42
Step 2627 of 3000; Error: 1043481.92914; Time: 1582539152.57
Step 2628 of 3000; Error: 1043481.76705; Time: 1582539155.74
Step 2629 of 3000; Error: 1043481.60519; Time: 1582539158.88
Step 2630 of 3000; Error: 1043481.44354; Time: 1582539161.98
Step 2631 of 3000; Error: 1043481.28211; Time: 1582539165.16
Step 2632 of 3000; Error: 1043481.12090; Time: 1582539168.34
Step 2633 of 3000; Error: 1043480.95991; Time: 1582539171.48
Step 2634 of 3000; Error: 1043480.79914; Time: 1582539174.67
Step 2635 of 3000; Error: 1043480.63858; Time: 1582539178.01
Step 2636 of 3000; Error: 1043480.47824; Time: 1582539181.22
Step 2637 of 3000; Error: 1043480.31812; Time: 1582539184.42
Step 2638 of 3000; Error: 1043480.15822; Time: 1582539187.67
Step 2639 of 3000; Error: 1043479.99853; Time: 1582539190.91
Step 2640 of 3000; Error: 1043479.83905; Time: 1582539194.07
Step 2641 of 3000; Error: 1043479.67980; Time: 1582539197.24
Step 2642 of 3000; Error: 1043479.52075; Time: 1582539200.52
Step 2643 of 3000; Error: 1043479.36193; Time: 1582539203.61
Step 2644 of 3000; Error: 1043479.20331; Time: 1582539206.73
Step 2645 of 3000; Error: 1043479.04491; Time: 1582539209.88
Step 2646 of 3000; Error: 1043478.88673; Time: 1582539213.06
Step 2647 of 3000; Error: 1043478.72876; Time: 1582539216.20
Step 2648 of 3000; Error: 1043478.57100; Time: 1582539219.30
Step 2649 of 3000; Error: 1043478.41346; Time: 1582539222.52
Step 2650 of 3000; Error: 1043478.25613; Time: 1582539225.62
Step 2651 of 3000; Error: 1043478.09901; Time: 1582539228.87
Step 2652 of 3000; Error: 1043477.94210; Time: 1582539232.04
Step 2653 of 3000; Error: 1043477.78541; Time: 1582539235.13
Step 2654 of 3000; Error: 1043477.62892; Time: 1582539238.45
Step 2655 of 3000; Error: 1043477.47265; Time: 1582539241.73
Step 2656 of 3000; Error: 1043477.31659; Time: 1582539245.02
Step 2657 of 3000; Error: 1043477.16074; Time: 1582539248.25
Step 2658 of 3000; Error: 1043477.00510; Time: 1582539251.39
Step 2659 of 3000; Error: 1043476.84967; Time: 1582539254.58
Step 2660 of 3000; Error: 1043476.69445; Time: 1582539257.78
Step 2661 of 3000; Error: 1043476.53944; Time: 1582539261.01
Step 2662 of 3000; Error: 1043476.38464; Time: 1582539264.36
Step 2663 of 3000; Error: 1043476.23004; Time: 1582539267.47
Step 2664 of 3000; Error: 1043476.07566; Time: 1582539270.60
Step 2665 of 3000; Error: 1043475.92148; Time: 1582539273.99
Step 2666 of 3000; Error: 1043475.76751; Time: 1582539277.20
Step 2667 of 3000; Error: 1043475.61375; Time: 1582539280.47
Step 2668 of 3000; Error: 1043475.46020; Time: 1582539283.58
Step 2669 of 3000; Error: 1043475.30685; Time: 1582539286.75
Step 2670 of 3000; Error: 1043475.15371; Time: 1582539290.12
Step 2671 of 3000; Error: 1043475.00078; Time: 1582539293.27
Step 2672 of 3000; Error: 1043474.84805; Time: 1582539296.44
Step 2673 of 3000; Error: 1043474.69553; Time: 1582539299.70
Step 2674 of 3000; Error: 1043474.54321; Time: 1582539302.85
Step 2675 of 3000; Error: 1043474.39110; Time: 1582539306.17
Step 2676 of 3000; Error: 1043474.23919; Time: 1582539309.26
Step 2677 of 3000; Error: 1043474.08749; Time: 1582539312.40
Step 2678 of 3000; Error: 1043473.93599; Time: 1582539315.61
Step 2679 of 3000; Error: 1043473.78470; Time: 1582539318.97
Step 2680 of 3000; Error: 1043473.63361; Time: 1582539322.14
Step 2681 of 3000; Error: 1043473.48272; Time: 1582539325.53
Step 2682 of 3000; Error: 1043473.33203; Time: 1582539328.84
Step 2683 of 3000; Error: 1043473.18155; Time: 1582539332.02
Step 2684 of 3000; Error: 1043473.03127; Time: 1582539335.11
Step 2685 of 3000; Error: 1043472.88120; Time: 1582539338.33
Step 2686 of 3000; Error: 1043472.73132; Time: 1582539341.54
Step 2687 of 3000; Error: 1043472.58165; Time: 1582539344.72
Step 2688 of 3000; Error: 1043472.43218; Time: 1582539347.94
Step 2689 of 3000; Error: 1043472.28291; Time: 1582539351.08
Step 2690 of 3000; Error: 1043472.13384; Time: 1582539354.20
Step 2691 of 3000; Error: 1043471.98497; Time: 1582539357.46
Step 2692 of 3000; Error: 1043471.83630; Time: 1582539360.56
Step 2693 of 3000; Error: 1043471.68783; Time: 1582539363.71
Step 2694 of 3000; Error: 1043471.53956; Time: 1582539367.00
Step 2695 of 3000; Error: 1043471.39148; Time: 1582539370.14
Step 2696 of 3000; Error: 1043471.24361; Time: 1582539373.41
Step 2697 of 3000; Error: 1043471.09594; Time: 1582539376.93
Step 2698 of 3000; Error: 1043470.94846; Time: 1582539380.22
Step 2699 of 3000; Error: 1043470.80119; Time: 1582539383.36
Step 2700 of 3000; Error: 1043470.65411; Time: 1582539386.62
Step 2701 of 3000; Error: 1043470.50723; Time: 1582539390.00
Step 2702 of 3000; Error: 1043470.36054; Time: 1582539393.24
Step 2703 of 3000; Error: 1043470.21405; Time: 1582539396.51
Step 2704 of 3000; Error: 1043470.06776; Time: 1582539399.78
Step 2705 of 3000; Error: 1043469.92167; Time: 1582539402.97
Step 2706 of 3000; Error: 1043469.77577; Time: 1582539406.24
Step 2707 of 3000; Error: 1043469.63007; Time: 1582539409.33
Step 2708 of 3000; Error: 1043469.48456; Time: 1582539412.40
Step 2709 of 3000; Error: 1043469.33925; Time: 1582539415.50
Step 2710 of 3000; Error: 1043469.19413; Time: 1582539418.72
Step 2711 of 3000; Error: 1043469.04921; Time: 1582539422.07
Step 2712 of 3000; Error: 1043468.90448; Time: 1582539425.32
Step 2713 of 3000; Error: 1043468.75995; Time: 1582539428.60
Step 2714 of 3000; Error: 1043468.61561; Time: 1582539431.77
Step 2715 of 3000; Error: 1043468.47146; Time: 1582539435.00
Step 2716 of 3000; Error: 1043468.32751; Time: 1582539438.24
Step 2717 of 3000; Error: 1043468.18375; Time: 1582539441.39
Step 2718 of 3000; Error: 1043468.04018; Time: 1582539444.67
Step 2719 of 3000; Error: 1043467.89680; Time: 1582539447.99
Step 2720 of 3000; Error: 1043467.75362; Time: 1582539451.24
Step 2721 of 3000; Error: 1043467.61063; Time: 1582539454.72
Step 2722 of 3000; Error: 1043467.46783; Time: 1582539457.87
Step 2723 of 3000; Error: 1043467.32522; Time: 1582539461.22
Step 2724 of 3000; Error: 1043467.18280; Time: 1582539464.53
Step 2725 of 3000; Error: 1043467.04058; Time: 1582539467.74
Step 2726 of 3000; Error: 1043466.89854; Time: 1582539471.15
Step 2727 of 3000; Error: 1043466.75669; Time: 1582539474.29
Step 2728 of 3000; Error: 1043466.61504; Time: 1582539477.57
Step 2729 of 3000; Error: 1043466.47357; Time: 1582539480.89
Step 2730 of 3000; Error: 1043466.33230; Time: 1582539484.20
Step 2731 of 3000; Error: 1043466.19121; Time: 1582539487.42
Step 2732 of 3000; Error: 1043466.05031; Time: 1582539490.54
Step 2733 of 3000; Error: 1043465.90960; Time: 1582539493.83
Step 2734 of 3000; Error: 1043465.76908; Time: 1582539497.12
Step 2735 of 3000; Error: 1043465.62874; Time: 1582539500.33
Step 2736 of 3000; Error: 1043465.48860; Time: 1582539503.60
Step 2737 of 3000; Error: 1043465.34864; Time: 1582539506.88
Step 2738 of 3000; Error: 1043465.20886; Time: 1582539510.12
Step 2739 of 3000; Error: 1043465.06928; Time: 1582539513.41
Step 2740 of 3000; Error: 1043464.92988; Time: 1582539516.68
Step 2741 of 3000; Error: 1043464.79067; Time: 1582539519.99
Step 2742 of 3000; Error: 1043464.65164; Time: 1582539523.16
Step 2743 of 3000; Error: 1043464.51280; Time: 1582539526.44
Step 2744 of 3000; Error: 1043464.37415; Time: 1582539529.84
Step 2745 of 3000; Error: 1043464.23568; Time: 1582539532.99
Step 2746 of 3000; Error: 1043464.09740; Time: 1582539536.08
Step 2747 of 3000; Error: 1043463.95930; Time: 1582539539.59
Step 2748 of 3000; Error: 1043463.82138; Time: 1582539543.00
Step 2749 of 3000; Error: 1043463.68365; Time: 1582539546.43
Step 2750 of 3000; Error: 1043463.54611; Time: 1582539550.00
Step 2751 of 3000; Error: 1043463.40875; Time: 1582539553.45
Step 2752 of 3000; Error: 1043463.27157; Time: 1582539556.73
Step 2753 of 3000; Error: 1043463.13457; Time: 1582539559.87
Step 2754 of 3000; Error: 1043462.99776; Time: 1582539563.07
Step 2755 of 3000; Error: 1043462.86113; Time: 1582539566.30
Step 2756 of 3000; Error: 1043462.72468; Time: 1582539569.55
Step 2757 of 3000; Error: 1043462.58841; Time: 1582539572.83
Step 2758 of 3000; Error: 1043462.45233; Time: 1582539575.96
Step 2759 of 3000; Error: 1043462.31643; Time: 1582539579.07
Step 2760 of 3000; Error: 1043462.18071; Time: 1582539582.29
Step 2761 of 3000; Error: 1043462.04517; Time: 1582539585.55
Step 2762 of 3000; Error: 1043461.90981; Time: 1582539588.61
Step 2763 of 3000; Error: 1043461.77463; Time: 1582539591.85
Step 2764 of 3000; Error: 1043461.63963; Time: 1582539595.16
Step 2765 of 3000; Error: 1043461.50482; Time: 1582539598.38
Step 2766 of 3000; Error: 1043461.37018; Time: 1582539601.71
Step 2767 of 3000; Error: 1043461.23572; Time: 1582539604.93
Step 2768 of 3000; Error: 1043461.10144; Time: 1582539608.25
Step 2769 of 3000; Error: 1043460.96734; Time: 1582539611.69
Step 2770 of 3000; Error: 1043460.83342; Time: 1582539614.90
Step 2771 of 3000; Error: 1043460.69967; Time: 1582539618.17
Step 2772 of 3000; Error: 1043460.56611; Time: 1582539621.42
Step 2773 of 3000; Error: 1043460.43272; Time: 1582539624.62
Step 2774 of 3000; Error: 1043460.29951; Time: 1582539628.03
Step 2775 of 3000; Error: 1043460.16648; Time: 1582539631.13
Step 2776 of 3000; Error: 1043460.03363; Time: 1582539634.29
Step 2777 of 3000; Error: 1043459.90095; Time: 1582539637.50
Step 2778 of 3000; Error: 1043459.76845; Time: 1582539640.69
Step 2779 of 3000; Error: 1043459.63613; Time: 1582539643.88
Step 2780 of 3000; Error: 1043459.50398; Time: 1582539647.06
Step 2781 of 3000; Error: 1043459.37201; Time: 1582539650.37
Step 2782 of 3000; Error: 1043459.24021; Time: 1582539653.65
Step 2783 of 3000; Error: 1043459.10859; Time: 1582539657.03
Step 2784 of 3000; Error: 1043458.97715; Time: 1582539660.22
Step 2785 of 3000; Error: 1043458.84587; Time: 1582539663.37
Step 2786 of 3000; Error: 1043458.71478; Time: 1582539666.48
Step 2787 of 3000; Error: 1043458.58386; Time: 1582539669.63
Step 2788 of 3000; Error: 1043458.45311; Time: 1582539672.72
Step 2789 of 3000; Error: 1043458.32254; Time: 1582539676.02
Step 2790 of 3000; Error: 1043458.19214; Time: 1582539679.24
Step 2791 of 3000; Error: 1043458.06191; Time: 1582539682.50
Step 2792 of 3000; Error: 1043457.93186; Time: 1582539685.64
Step 2793 of 3000; Error: 1043457.80198; Time: 1582539688.93
Step 2794 of 3000; Error: 1043457.67227; Time: 1582539692.18
Step 2795 of 3000; Error: 1043457.54274; Time: 1582539695.31
Step 2796 of 3000; Error: 1043457.41338; Time: 1582539698.36
Step 2797 of 3000; Error: 1043457.28419; Time: 1582539701.84
Step 2798 of 3000; Error: 1043457.15517; Time: 1582539704.96
Step 2799 of 3000; Error: 1043457.02632; Time: 1582539707.96
Step 2800 of 3000; Error: 1043456.89764; Time: 1582539710.90
Step 2801 of 3000; Error: 1043456.76914; Time: 1582539713.99
Step 2802 of 3000; Error: 1043456.64081; Time: 1582539717.16
Step 2803 of 3000; Error: 1043456.51264; Time: 1582539720.19
Step 2804 of 3000; Error: 1043456.38465; Time: 1582539723.55
Step 2805 of 3000; Error: 1043456.25683; Time: 1582539726.58
Step 2806 of 3000; Error: 1043456.12917; Time: 1582539729.50
Step 2807 of 3000; Error: 1043456.00169; Time: 1582539732.75
Step 2808 of 3000; Error: 1043455.87437; Time: 1582539735.75
Step 2809 of 3000; Error: 1043455.74723; Time: 1582539739.02
Step 2810 of 3000; Error: 1043455.62025; Time: 1582539742.20
Step 2811 of 3000; Error: 1043455.49344; Time: 1582539745.35
Step 2812 of 3000; Error: 1043455.36680; Time: 1582539748.45
Step 2813 of 3000; Error: 1043455.24033; Time: 1582539751.60
Step 2814 of 3000; Error: 1043455.11403; Time: 1582539754.75
Step 2815 of 3000; Error: 1043454.98789; Time: 1582539757.76
Step 2816 of 3000; Error: 1043454.86192; Time: 1582539760.70
Step 2817 of 3000; Error: 1043454.73612; Time: 1582539763.68
Step 2818 of 3000; Error: 1043454.61049; Time: 1582539766.85
Step 2819 of 3000; Error: 1043454.48502; Time: 1582539770.02
Step 2820 of 3000; Error: 1043454.35972; Time: 1582539773.11
Step 2821 of 3000; Error: 1043454.23458; Time: 1582539776.35
Step 2822 of 3000; Error: 1043454.10961; Time: 1582539779.58
Step 2823 of 3000; Error: 1043453.98481; Time: 1582539782.55
Step 2824 of 3000; Error: 1043453.86017; Time: 1582539785.56
Step 2825 of 3000; Error: 1043453.73570; Time: 1582539788.57
Step 2826 of 3000; Error: 1043453.61139; Time: 1582539791.60
Step 2827 of 3000; Error: 1043453.48725; Time: 1582539794.72
Step 2828 of 3000; Error: 1043453.36327; Time: 1582539797.90
Step 2829 of 3000; Error: 1043453.23946; Time: 1582539801.14
Step 2830 of 3000; Error: 1043453.11580; Time: 1582539804.14
Step 2831 of 3000; Error: 1043452.99232; Time: 1582539807.24
Step 2832 of 3000; Error: 1043452.86900; Time: 1582539810.25
Step 2833 of 3000; Error: 1043452.74584; Time: 1582539813.42
Step 2834 of 3000; Error: 1043452.62284; Time: 1582539816.57
Step 2835 of 3000; Error: 1043452.50001; Time: 1582539819.55
Step 2836 of 3000; Error: 1043452.37734; Time: 1582539822.63
Step 2837 of 3000; Error: 1043452.25483; Time: 1582539825.65
Step 2838 of 3000; Error: 1043452.13248; Time: 1582539828.70
Step 2839 of 3000; Error: 1043452.01030; Time: 1582539831.86
Step 2840 of 3000; Error: 1043451.88828; Time: 1582539834.81
Step 2841 of 3000; Error: 1043451.76642; Time: 1582539837.91
Step 2842 of 3000; Error: 1043451.64472; Time: 1582539840.94
Step 2843 of 3000; Error: 1043451.52318; Time: 1582539844.08
Step 2844 of 3000; Error: 1043451.40180; Time: 1582539847.09
Step 2845 of 3000; Error: 1043451.28058; Time: 1582539850.10
Step 2846 of 3000; Error: 1043451.15953; Time: 1582539853.20
Step 2847 of 3000; Error: 1043451.03863; Time: 1582539856.22
Step 2848 of 3000; Error: 1043450.91790; Time: 1582539859.35
Step 2849 of 3000; Error: 1043450.79732; Time: 1582539862.56
Step 2850 of 3000; Error: 1043450.67690; Time: 1582539865.59
Step 2851 of 3000; Error: 1043450.55664; Time: 1582539868.60
Step 2852 of 3000; Error: 1043450.43655; Time: 1582539871.80
Step 2853 of 3000; Error: 1043450.31661; Time: 1582539874.87
Step 2854 of 3000; Error: 1043450.19683; Time: 1582539878.11
Step 2855 of 3000; Error: 1043450.07720; Time: 1582539881.44
Step 2856 of 3000; Error: 1043449.95774; Time: 1582539884.55
Step 2857 of 3000; Error: 1043449.83843; Time: 1582539887.59
Step 2858 of 3000; Error: 1043449.71928; Time: 1582539890.91
Step 2859 of 3000; Error: 1043449.60029; Time: 1582539894.03
Step 2860 of 3000; Error: 1043449.48146; Time: 1582539897.12
Step 2861 of 3000; Error: 1043449.36278; Time: 1582539900.12
Step 2862 of 3000; Error: 1043449.24426; Time: 1582539903.24
Step 2863 of 3000; Error: 1043449.12589; Time: 1582539906.25
Step 2864 of 3000; Error: 1043449.00769; Time: 1582539909.34
Step 2865 of 3000; Error: 1043448.88963; Time: 1582539912.46
Step 2866 of 3000; Error: 1043448.77174; Time: 1582539915.54
Step 2867 of 3000; Error: 1043448.65400; Time: 1582539918.51
Step 2868 of 3000; Error: 1043448.53641; Time: 1582539921.57
Step 2869 of 3000; Error: 1043448.41898; Time: 1582539924.61
Step 2870 of 3000; Error: 1043448.30171; Time: 1582539927.72
Step 2871 of 3000; Error: 1043448.18459; Time: 1582539930.86
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done in 9465.043s.


#### We can write the P and Q factor matrices to disc for later use.¶

In [58]:
outP = open("jokes_p.csv", "w")
outQ = open("jokes_q.csv", "w")
np.savetxt(outP, fP, delimiter=',', fmt='%1.4f')
np.savetxt(outQ, fQ, delimiter=',', fmt='%1.4f')


#### An individual prediction for a given user-item pair can now be obtained by computing the dot product of user's row in the P matrix and the item's column in the Q matrix.¶

In [66]:
### Compute the predicted rating for user 979 and joke 9
print(np.dot(fP[979],fQ[9].T))

11.672180288756982


#### We can compute all the pedictions by multiplying P and Q.T. These predictions can also be saved for later use.¶

In [59]:
Preds = np.dot(fP,fQ.T)

In [60]:
outPreds = open("jokes_predictions.csv", "w")
np.savetxt(outPreds, Preds, delimiter=',', fmt='%1.4f')


#### To evaluate the performance of the algorithm, we will measure the Mean Absolute Error (MAE) by comparing the known ratings in Ratings matrix with the predicted ratings from matrix factorization.¶

In [63]:
totCount = 0
totError = 0
for u in range(M):
err_u = 0
rateCount_u = 0
for j in range(N):
if (Ratings[u,j] > 0): ### Only use known ratings computing error
rateCount_u += 1
err_u += abs(np.dot(fP[u],fQ[j]) - Ratings[u,j])
print("Mean Absolute Error for User %d = %0.3f" %(u, err_u/rateCount_u))
totCount += rateCount_u
totError += err_u
print
print("Overall Mean Absolute Error = %0.3f" %(totError/totCount))

Mean Absolute Error for User 0 = 3.725
Mean Absolute Error for User 1 = 3.146
Mean Absolute Error for User 2 = 1.996
Mean Absolute Error for User 3 = 3.171
Mean Absolute Error for User 4 = 2.826
Mean Absolute Error for User 5 = 2.322
Mean Absolute Error for User 6 = 2.833
Mean Absolute Error for User 7 = 3.700
Mean Absolute Error for User 8 = 2.340
Mean Absolute Error for User 9 = 1.665
Mean Absolute Error for User 10 = 2.202
Mean Absolute Error for User 11 = 2.087
Mean Absolute Error for User 12 = 1.569
Mean Absolute Error for User 13 = 3.489
Mean Absolute Error for User 14 = 4.860
Mean Absolute Error for User 15 = 2.716
Mean Absolute Error for User 16 = 3.771
Mean Absolute Error for User 17 = 2.168
Mean Absolute Error for User 18 = 1.846
Mean Absolute Error for User 19 = 3.894
Mean Absolute Error for User 20 = 1.665
Mean Absolute Error for User 21 = 2.765
Mean Absolute Error for User 22 = 3.072
Mean Absolute Error for User 23 = 2.920
Mean Absolute Error for User 24 = 2.948
Mean Absolute Error for User 25 = 2.317
Mean Absolute Error for User 26 = 3.255
Mean Absolute Error for User 27 = 3.162
Mean Absolute Error for User 28 = 3.574
Mean Absolute Error for User 29 = 1.672
Mean Absolute Error for User 30 = 3.274
Mean Absolute Error for User 31 = 2.457
Mean Absolute Error for User 32 = 2.269
Mean Absolute Error for User 33 = 2.328
Mean Absolute Error for User 34 = 2.004
Mean Absolute Error for User 35 = 4.317
Mean Absolute Error for User 36 = 2.699
Mean Absolute Error for User 37 = 1.557
Mean Absolute Error for User 38 = 0.867
Mean Absolute Error for User 39 = 3.410
Mean Absolute Error for User 40 = 2.364
Mean Absolute Error for User 41 = 3.334
Mean Absolute Error for User 42 = 2.446
Mean Absolute Error for User 43 = 2.875
Mean Absolute Error for User 44 = 1.616
Mean Absolute Error for User 45 = 4.015
Mean Absolute Error for User 46 = 2.538
Mean Absolute Error for User 47 = 3.183
Mean Absolute Error for User 48 = 2.576
Mean Absolute Error for User 49 = 4.555
Mean Absolute Error for User 50 = 3.091
Mean Absolute Error for User 51 = 2.031
Mean Absolute Error for User 52 = 3.248
Mean Absolute Error for User 53 = 4.319
Mean Absolute Error for User 54 = 3.759
Mean Absolute Error for User 55 = 3.023
Mean Absolute Error for User 56 = 3.405
Mean Absolute Error for User 57 = 2.643
Mean Absolute Error for User 58 = 4.564
Mean Absolute Error for User 59 = 3.251
Mean Absolute Error for User 60 = 2.095
Mean Absolute Error for User 61 = 2.581
Mean Absolute Error for User 62 = 2.627
Mean Absolute Error for User 63 = 2.027
Mean Absolute Error for User 64 = 2.171
Mean Absolute Error for User 65 = 4.262
Mean Absolute Error for User 66 = 1.308
Mean Absolute Error for User 67 = 2.193
Mean Absolute Error for User 68 = 5.024
Mean Absolute Error for User 69 = 1.397
Mean Absolute Error for User 70 = 2.676
Mean Absolute Error for User 71 = 2.377
Mean Absolute Error for User 72 = 1.991
Mean Absolute Error for User 73 = 2.679
Mean Absolute Error for User 74 = 2.875
Mean Absolute Error for User 75 = 4.641
Mean Absolute Error for User 76 = 5.402
Mean Absolute Error for User 77 = 2.606
Mean Absolute Error for User 78 = 3.520
Mean Absolute Error for User 79 = 2.392
Mean Absolute Error for User 80 = 2.628
Mean Absolute Error for User 81 = 3.826
Mean Absolute Error for User 82 = 5.360
Mean Absolute Error for User 83 = 3.824
Mean Absolute Error for User 84 = 2.268
Mean Absolute Error for User 85 = 2.844
Mean Absolute Error for User 86 = 2.809
Mean Absolute Error for User 87 = 2.626
Mean Absolute Error for User 88 = 3.956
Mean Absolute Error for User 89 = 3.794
Mean Absolute Error for User 90 = 2.659
Mean Absolute Error for User 91 = 3.513
Mean Absolute Error for User 92 = 4.310
Mean Absolute Error for User 93 = 2.261
Mean Absolute Error for User 94 = 2.640
Mean Absolute Error for User 95 = 3.725
Mean Absolute Error for User 96 = 4.148
Mean Absolute Error for User 97 = 4.828
Mean Absolute Error for User 98 = 2.193
Mean Absolute Error for User 99 = 1.480
Mean Absolute Error for User 100 = 2.725
Mean Absolute Error for User 101 = 2.749
Mean Absolute Error for User 102 = 2.582
Mean Absolute Error for User 103 = 2.001
Mean Absolute Error for User 104 = 3.781
Mean Absolute Error for User 105 = 3.868
Mean Absolute Error for User 106 = 3.295
Mean Absolute Error for User 107 = 1.084
Mean Absolute Error for User 108 = 2.350
Mean Absolute Error for User 109 = 2.024
Mean Absolute Error for User 110 = 1.784
Mean Absolute Error for User 111 = 1.855
Mean Absolute Error for User 112 = 4.142
Mean Absolute Error for User 113 = 3.407
Mean Absolute Error for User 114 = 2.539
Mean Absolute Error for User 115 = 4.130
Mean Absolute Error for User 116 = 2.572
Mean Absolute Error for User 117 = 2.199
Mean Absolute Error for User 118 = 4.335
Mean Absolute Error for User 119 = 4.412
Mean Absolute Error for User 120 = 2.743
Mean Absolute Error for User 121 = 1.288
Mean Absolute Error for User 122 = 4.245
Mean Absolute Error for User 123 = 4.872
Mean Absolute Error for User 124 = 3.303
Mean Absolute Error for User 125 = 3.281
Mean Absolute Error for User 126 = 1.874
Mean Absolute Error for User 127 = 3.017
Mean Absolute Error for User 128 = 2.209
Mean Absolute Error for User 129 = 3.081
Mean Absolute Error for User 130 = 4.643
Mean Absolute Error for User 131 = 1.976
Mean Absolute Error for User 132 = 5.112
Mean Absolute Error for User 133 = 3.675
Mean Absolute Error for User 134 = 4.332
Mean Absolute Error for User 135 = 6.705
Mean Absolute Error for User 136 = 3.693
Mean Absolute Error for User 137 = 3.696
Mean Absolute Error for User 138 = 2.391
Mean Absolute Error for User 139 = 3.924
Mean Absolute Error for User 140 = 2.770
Mean Absolute Error for User 141 = 3.941
Mean Absolute Error for User 142 = 3.571
Mean Absolute Error for User 143 = 2.256
Mean Absolute Error for User 144 = 1.959
Mean Absolute Error for User 145 = 3.055
Mean Absolute Error for User 146 = 2.643
Mean Absolute Error for User 147 = 1.682
Mean Absolute Error for User 148 = 2.732
Mean Absolute Error for User 149 = 3.481
Mean Absolute Error for User 150 = 3.787
Mean Absolute Error for User 151 = 5.590
Mean Absolute Error for User 152 = 2.399
Mean Absolute Error for User 153 = 3.991
Mean Absolute Error for User 154 = 2.949
Mean Absolute Error for User 155 = 3.187
Mean Absolute Error for User 156 = 2.575
Mean Absolute Error for User 157 = 2.542
Mean Absolute Error for User 158 = 3.346
Mean Absolute Error for User 159 = 2.813
Mean Absolute Error for User 160 = 3.216
Mean Absolute Error for User 161 = 3.989
Mean Absolute Error for User 162 = 4.129
Mean Absolute Error for User 163 = 2.666
Mean Absolute Error for User 164 = 4.502
Mean Absolute Error for User 165 = 2.635
Mean Absolute Error for User 166 = 3.321
Mean Absolute Error for User 167 = 2.153
Mean Absolute Error for User 168 = 3.845
Mean Absolute Error for User 169 = 4.329
Mean Absolute Error for User 170 = 5.146
Mean Absolute Error for User 171 = 2.614
Mean Absolute Error for User 172 = 2.320
Mean Absolute Error for User 173 = 1.528
Mean Absolute Error for User 174 = 2.815
Mean Absolute Error for User 175 = 5.287
Mean Absolute Error for User 176 = 2.688
Mean Absolute Error for User 177 = 3.321
Mean Absolute Error for User 178 = 1.849
Mean Absolute Error for User 179 = 3.529
Mean Absolute Error for User 180 = 1.986
Mean Absolute Error for User 181 = 3.758
Mean Absolute Error for User 182 = 2.014
Mean Absolute Error for User 183 = 2.543
Mean Absolute Error for User 184 = 3.830
Mean Absolute Error for User 185 = 2.990
Mean Absolute Error for User 186 = 2.018
Mean Absolute Error for User 187 = 3.174
Mean Absolute Error for User 188 = 3.426
Mean Absolute Error for User 189 = 2.394
Mean Absolute Error for User 190 = 2.660
Mean Absolute Error for User 191 = 2.642
Mean Absolute Error for User 192 = 2.622
Mean Absolute Error for User 193 = 4.133
Mean Absolute Error for User 194 = 3.216
Mean Absolute Error for User 195 = 1.880
Mean Absolute Error for User 196 = 2.289
Mean Absolute Error for User 197 = 2.014
Mean Absolute Error for User 198 = 2.688
Mean Absolute Error for User 199 = 3.783
Mean Absolute Error for User 200 = 3.898
Mean Absolute Error for User 201 = 3.795
Mean Absolute Error for User 202 = 3.136
Mean Absolute Error for User 203 = 2.400
Mean Absolute Error for User 204 = 3.887
Mean Absolute Error for User 205 = 3.373
Mean Absolute Error for User 206 = 4.871
Mean Absolute Error for User 207 = 2.074
Mean Absolute Error for User 208 = 3.149
Mean Absolute Error for User 209 = 2.492
Mean Absolute Error for User 210 = 4.238
Mean Absolute Error for User 211 = 4.440
Mean Absolute Error for User 212 = 3.379
Mean Absolute Error for User 213 = 2.616
Mean Absolute Error for User 214 = 3.160
Mean Absolute Error for User 215 = 1.781
Mean Absolute Error for User 216 = 2.515
Mean Absolute Error for User 217 = 4.119
Mean Absolute Error for User 218 = 2.967
Mean Absolute Error for User 219 = 2.552
Mean Absolute Error for User 220 = 2.617
Mean Absolute Error for User 221 = 1.829
Mean Absolute Error for User 222 = 3.107
Mean Absolute Error for User 223 = 1.196
Mean Absolute Error for User 224 = 1.308
Mean Absolute Error for User 225 = 4.103
Mean Absolute Error for User 226 = 2.565
Mean Absolute Error for User 227 = 2.621
Mean Absolute Error for User 228 = 2.266
Mean Absolute Error for User 229 = 3.854
Mean Absolute Error for User 230 = 4.127
Mean Absolute Error for User 231 = 2.444
Mean Absolute Error for User 232 = 2.494
Mean Absolute Error for User 233 = 2.906
Mean Absolute Error for User 234 = 4.975
Mean Absolute Error for User 235 = 3.164
Mean Absolute Error for User 236 = 4.610
Mean Absolute Error for User 237 = 3.133
Mean Absolute Error for User 238 = 2.593
Mean Absolute Error for User 239 = 5.240
Mean Absolute Error for User 240 = 2.261
Mean Absolute Error for User 241 = 1.275
Mean Absolute Error for User 242 = 1.849
Mean Absolute Error for User 243 = 2.388
Mean Absolute Error for User 244 = 1.782
Mean Absolute Error for User 245 = 2.578
Mean Absolute Error for User 246 = 5.603
Mean Absolute Error for User 247 = 3.223
Mean Absolute Error for User 248 = 2.401
Mean Absolute Error for User 249 = 2.123
Mean Absolute Error for User 250 = 3.045
Mean Absolute Error for User 251 = 2.472
Mean Absolute Error for User 252 = 2.801
Mean Absolute Error for User 253 = 2.432
Mean Absolute Error for User 254 = 3.138
Mean Absolute Error for User 255 = 2.375
Mean Absolute Error for User 256 = 3.043
Mean Absolute Error for User 257 = 2.962
Mean Absolute Error for User 258 = 1.659
Mean Absolute Error for User 259 = 4.595
Mean Absolute Error for User 260 = 4.058
Mean Absolute Error for User 261 = 3.693
Mean Absolute Error for User 262 = 2.317
Mean Absolute Error for User 263 = 4.419
Mean Absolute Error for User 264 = 3.604
Mean Absolute Error for User 265 = 2.863
Mean Absolute Error for User 266 = 1.434
Mean Absolute Error for User 267 = 2.806
Mean Absolute Error for User 268 = 2.800
Mean Absolute Error for User 269 = 3.342
Mean Absolute Error for User 270 = 3.426
Mean Absolute Error for User 271 = 3.956
Mean Absolute Error for User 272 = 2.754
Mean Absolute Error for User 273 = 1.415
Mean Absolute Error for User 274 = 2.710
Mean Absolute Error for User 275 = 4.259
Mean Absolute Error for User 276 = 2.561
Mean Absolute Error for User 277 = 2.700
Mean Absolute Error for User 278 = 2.110
Mean Absolute Error for User 279 = 2.547
Mean Absolute Error for User 280 = 4.132
Mean Absolute Error for User 281 = 2.999
Mean Absolute Error for User 282 = 1.364
Mean Absolute Error for User 283 = 3.037
Mean Absolute Error for User 284 = 1.334
Mean Absolute Error for User 285 = 3.344
Mean Absolute Error for User 286 = 2.100
Mean Absolute Error for User 287 = 2.457
Mean Absolute Error for User 288 = 3.418
Mean Absolute Error for User 289 = 3.422
Mean Absolute Error for User 290 = 3.738
Mean Absolute Error for User 291 = 1.433
Mean Absolute Error for User 292 = 3.355
Mean Absolute Error for User 293 = 1.497
Mean Absolute Error for User 294 = 6.003
Mean Absolute Error for User 295 = 1.583
Mean Absolute Error for User 296 = 4.271
Mean Absolute Error for User 297 = 3.882
Mean Absolute Error for User 298 = 2.900
Mean Absolute Error for User 299 = 2.341
Mean Absolute Error for User 300 = 1.971
Mean Absolute Error for User 301 = 1.911
Mean Absolute Error for User 302 = 2.839
Mean Absolute Error for User 303 = 4.491
Mean Absolute Error for User 304 = 3.000
Mean Absolute Error for User 305 = 2.746
Mean Absolute Error for User 306 = 3.047
Mean Absolute Error for User 307 = 2.701
Mean Absolute Error for User 308 = 2.034
Mean Absolute Error for User 309 = 2.407
Mean Absolute Error for User 310 = 2.729
Mean Absolute Error for User 311 = 3.055
Mean Absolute Error for User 312 = 1.718
Mean Absolute Error for User 313 = 2.399
Mean Absolute Error for User 314 = 3.526
Mean Absolute Error for User 315 = 4.383
Mean Absolute Error for User 316 = 3.199
Mean Absolute Error for User 317 = 1.141
Mean Absolute Error for User 318 = 4.681
Mean Absolute Error for User 319 = 4.534
Mean Absolute Error for User 320 = 3.934
Mean Absolute Error for User 321 = 1.789
Mean Absolute Error for User 322 = 3.162
Mean Absolute Error for User 323 = 3.441
Mean Absolute Error for User 324 = 4.507
Mean Absolute Error for User 325 = 4.129
Mean Absolute Error for User 326 = 2.822
Mean Absolute Error for User 327 = 3.906
Mean Absolute Error for User 328 = 3.194
Mean Absolute Error for User 329 = 3.173
Mean Absolute Error for User 330 = 1.918
Mean Absolute Error for User 331 = 2.111
Mean Absolute Error for User 332 = 1.866
Mean Absolute Error for User 333 = 3.443
Mean Absolute Error for User 334 = 3.551
Mean Absolute Error for User 335 = 2.917
Mean Absolute Error for User 336 = 1.873
Mean Absolute Error for User 337 = 3.791
Mean Absolute Error for User 338 = 2.519
Mean Absolute Error for User 339 = 3.271
Mean Absolute Error for User 340 = 3.334
Mean Absolute Error for User 341 = 1.064
Mean Absolute Error for User 342 = 2.933
Mean Absolute Error for User 343 = 2.807
Mean Absolute Error for User 344 = 3.684
Mean Absolute Error for User 345 = 3.545
Mean Absolute Error for User 346 = 3.240
Mean Absolute Error for User 347 = 1.631
Mean Absolute Error for User 348 = 2.804
Mean Absolute Error for User 349 = 5.840
Mean Absolute Error for User 350 = 2.241
Mean Absolute Error for User 351 = 1.698
Mean Absolute Error for User 352 = 3.727
Mean Absolute Error for User 353 = 2.490
Mean Absolute Error for User 354 = 2.810
Mean Absolute Error for User 355 = 3.141
Mean Absolute Error for User 356 = 4.542
Mean Absolute Error for User 357 = 1.499
Mean Absolute Error for User 358 = 2.526
Mean Absolute Error for User 359 = 1.802
Mean Absolute Error for User 360 = 2.680
Mean Absolute Error for User 361 = 1.937
Mean Absolute Error for User 362 = 2.558
Mean Absolute Error for User 363 = 4.058
Mean Absolute Error for User 364 = 3.871
Mean Absolute Error for User 365 = 2.985
Mean Absolute Error for User 366 = 3.178
Mean Absolute Error for User 367 = 3.599
Mean Absolute Error for User 368 = 2.539
Mean Absolute Error for User 369 = 4.392
Mean Absolute Error for User 370 = 3.147
Mean Absolute Error for User 371 = 3.184
Mean Absolute Error for User 372 = 3.556
Mean Absolute Error for User 373 = 3.230
Mean Absolute Error for User 374 = 4.728
Mean Absolute Error for User 375 = 3.117
Mean Absolute Error for User 376 = 2.711
Mean Absolute Error for User 377 = 2.468
Mean Absolute Error for User 378 = 3.908
Mean Absolute Error for User 379 = 1.547
Mean Absolute Error for User 380 = 2.980
Mean Absolute Error for User 381 = 5.397
Mean Absolute Error for User 382 = 3.635
Mean Absolute Error for User 383 = 2.879
Mean Absolute Error for User 384 = 2.935
Mean Absolute Error for User 385 = 1.260
Mean Absolute Error for User 386 = 3.521
Mean Absolute Error for User 387 = 3.205
Mean Absolute Error for User 388 = 2.912
Mean Absolute Error for User 389 = 3.852
Mean Absolute Error for User 390 = 3.448
Mean Absolute Error for User 391 = 2.766
Mean Absolute Error for User 392 = 4.738
Mean Absolute Error for User 393 = 2.910
Mean Absolute Error for User 394 = 3.219
Mean Absolute Error for User 395 = 3.495
Mean Absolute Error for User 396 = 2.430
Mean Absolute Error for User 397 = 2.354
Mean Absolute Error for User 398 = 2.131
Mean Absolute Error for User 399 = 2.417
Mean Absolute Error for User 400 = 1.642
Mean Absolute Error for User 401 = 2.406
Mean Absolute Error for User 402 = 2.969
Mean Absolute Error for User 403 = 2.071
Mean Absolute Error for User 404 = 1.098
Mean Absolute Error for User 405 = 4.234
Mean Absolute Error for User 406 = 4.821
Mean Absolute Error for User 407 = 2.826
Mean Absolute Error for User 408 = 2.052
Mean Absolute Error for User 409 = 3.101
Mean Absolute Error for User 410 = 2.708
Mean Absolute Error for User 411 = 2.324
Mean Absolute Error for User 412 = 1.317
Mean Absolute Error for User 413 = 3.789
Mean Absolute Error for User 414 = 1.737
Mean Absolute Error for User 415 = 3.268
Mean Absolute Error for User 416 = 3.869
Mean Absolute Error for User 417 = 2.717
Mean Absolute Error for User 418 = 2.692
Mean Absolute Error for User 419 = 3.616
Mean Absolute Error for User 420 = 2.783
Mean Absolute Error for User 421 = 1.561
Mean Absolute Error for User 422 = 1.829
Mean Absolute Error for User 423 = 4.341
Mean Absolute Error for User 424 = 2.321
Mean Absolute Error for User 425 = 3.422
Mean Absolute Error for User 426 = 2.740
Mean Absolute Error for User 427 = 4.318
Mean Absolute Error for User 428 = 0.997
Mean Absolute Error for User 429 = 2.902
Mean Absolute Error for User 430 = 2.813
Mean Absolute Error for User 431 = 2.717
Mean Absolute Error for User 432 = 3.652
Mean Absolute Error for User 433 = 2.578
Mean Absolute Error for User 434 = 3.355
Mean Absolute Error for User 435 = 1.300
Mean Absolute Error for User 436 = 2.384
Mean Absolute Error for User 437 = 2.805
Mean Absolute Error for User 438 = 4.278
Mean Absolute Error for User 439 = 4.265
Mean Absolute Error for User 440 = 2.616
Mean Absolute Error for User 441 = 2.548
Mean Absolute Error for User 442 = 1.801
Mean Absolute Error for User 443 = 3.134
Mean Absolute Error for User 444 = 1.638
Mean Absolute Error for User 445 = 2.783
Mean Absolute Error for User 446 = 4.976
Mean Absolute Error for User 447 = 4.079
Mean Absolute Error for User 448 = 2.596
Mean Absolute Error for User 449 = 1.589
Mean Absolute Error for User 450 = 3.047
Mean Absolute Error for User 451 = 2.925
Mean Absolute Error for User 452 = 3.003
Mean Absolute Error for User 453 = 4.115
Mean Absolute Error for User 454 = 1.401
Mean Absolute Error for User 455 = 4.439
Mean Absolute Error for User 456 = 3.089
Mean Absolute Error for User 457 = 3.253
Mean Absolute Error for User 458 = 2.216
Mean Absolute Error for User 459 = 3.684
Mean Absolute Error for User 460 = 3.031
Mean Absolute Error for User 461 = 1.564
Mean Absolute Error for User 462 = 4.492
Mean Absolute Error for User 463 = 3.919
Mean Absolute Error for User 464 = 1.611
Mean Absolute Error for User 465 = 3.664
Mean Absolute Error for User 466 = 2.121
Mean Absolute Error for User 467 = 1.332
Mean Absolute Error for User 468 = 1.742
Mean Absolute Error for User 469 = 2.736
Mean Absolute Error for User 470 = 3.567
Mean Absolute Error for User 471 = 2.018
Mean Absolute Error for User 472 = 2.703
Mean Absolute Error for User 473 = 2.667
Mean Absolute Error for User 474 = 4.135
Mean Absolute Error for User 475 = 0.841
Mean Absolute Error for User 476 = 2.984
Mean Absolute Error for User 477 = 1.742
Mean Absolute Error for User 478 = 3.099
Mean Absolute Error for User 479 = 3.011
Mean Absolute Error for User 480 = 3.340
Mean Absolute Error for User 481 = 1.306
Mean Absolute Error for User 482 = 3.219
Mean Absolute Error for User 483 = 1.050
Mean Absolute Error for User 484 = 2.199
Mean Absolute Error for User 485 = 1.329
Mean Absolute Error for User 486 = 3.512
Mean Absolute Error for User 487 = 4.117
Mean Absolute Error for User 488 = 5.061
Mean Absolute Error for User 489 = 2.461
Mean Absolute Error for User 490 = 2.344
Mean Absolute Error for User 491 = 2.807
Mean Absolute Error for User 492 = 3.431
Mean Absolute Error for User 493 = 2.372
Mean Absolute Error for User 494 = 3.428
Mean Absolute Error for User 495 = 2.257
Mean Absolute Error for User 496 = 3.040
Mean Absolute Error for User 497 = 3.664
Mean Absolute Error for User 498 = 2.534
Mean Absolute Error for User 499 = 2.333
Mean Absolute Error for User 500 = 5.180
Mean Absolute Error for User 501 = 2.416
Mean Absolute Error for User 502 = 3.482
Mean Absolute Error for User 503 = 4.958
Mean Absolute Error for User 504 = 5.118
Mean Absolute Error for User 505 = 2.315
Mean Absolute Error for User 506 = 4.072
Mean Absolute Error for User 507 = 2.991
Mean Absolute Error for User 508 = 4.405
Mean Absolute Error for User 509 = 1.031
Mean Absolute Error for User 510 = 3.842
Mean Absolute Error for User 511 = 2.108
Mean Absolute Error for User 512 = 1.734
Mean Absolute Error for User 513 = 4.895
Mean Absolute Error for User 514 = 2.815
Mean Absolute Error for User 515 = 3.786
Mean Absolute Error for User 516 = 2.917
Mean Absolute Error for User 517 = 4.924
Mean Absolute Error for User 518 = 1.362
Mean Absolute Error for User 519 = 3.669
Mean Absolute Error for User 520 = 2.664
Mean Absolute Error for User 521 = 4.258
Mean Absolute Error for User 522 = 3.223
Mean Absolute Error for User 523 = 2.117
Mean Absolute Error for User 524 = 2.571
Mean Absolute Error for User 525 = 1.339
Mean Absolute Error for User 526 = 3.022
Mean Absolute Error for User 527 = 2.241
Mean Absolute Error for User 528 = 2.247
Mean Absolute Error for User 529 = 3.276
Mean Absolute Error for User 530 = 2.667
Mean Absolute Error for User 531 = 4.567
Mean Absolute Error for User 532 = 3.139
Mean Absolute Error for User 533 = 2.684
Mean Absolute Error for User 534 = 3.008
Mean Absolute Error for User 535 = 4.587
Mean Absolute Error for User 536 = 1.358
Mean Absolute Error for User 537 = 1.966
Mean Absolute Error for User 538 = 1.844
Mean Absolute Error for User 539 = 3.245
Mean Absolute Error for User 540 = 2.898
Mean Absolute Error for User 541 = 4.670
Mean Absolute Error for User 542 = 4.226
Mean Absolute Error for User 543 = 2.374
Mean Absolute Error for User 544 = 2.623
Mean Absolute Error for User 545 = 1.979
Mean Absolute Error for User 546 = 5.712
Mean Absolute Error for User 547 = 1.847
Mean Absolute Error for User 548 = 3.430
Mean Absolute Error for User 549 = 1.713
Mean Absolute Error for User 550 = 2.646
Mean Absolute Error for User 551 = 3.124
Mean Absolute Error for User 552 = 1.660
Mean Absolute Error for User 553 = 3.330
Mean Absolute Error for User 554 = 3.829
Mean Absolute Error for User 555 = 3.088
Mean Absolute Error for User 556 = 2.196
Mean Absolute Error for User 557 = 1.112
Mean Absolute Error for User 558 = 2.022
Mean Absolute Error for User 559 = 2.796
Mean Absolute Error for User 560 = 2.740
Mean Absolute Error for User 561 = 3.057
Mean Absolute Error for User 562 = 2.821
Mean Absolute Error for User 563 = 1.986
Mean Absolute Error for User 564 = 3.371
Mean Absolute Error for User 565 = 1.876
Mean Absolute Error for User 566 = 1.663
Mean Absolute Error for User 567 = 3.582
Mean Absolute Error for User 568 = 0.792
Mean Absolute Error for User 569 = 2.523
Mean Absolute Error for User 570 = 1.942
Mean Absolute Error for User 571 = 2.649
Mean Absolute Error for User 572 = 3.371
Mean Absolute Error for User 573 = 2.434
Mean Absolute Error for User 574 = 4.637
Mean Absolute Error for User 575 = 3.240
Mean Absolute Error for User 576 = 4.371
Mean Absolute Error for User 577 = 4.137
Mean Absolute Error for User 578 = 3.182
Mean Absolute Error for User 579 = 1.875
Mean Absolute Error for User 580 = 3.259
Mean Absolute Error for User 581 = 1.749
Mean Absolute Error for User 582 = 3.282
Mean Absolute Error for User 583 = 3.434
Mean Absolute Error for User 584 = 3.361
Mean Absolute Error for User 585 = 1.760
Mean Absolute Error for User 586 = 3.325
Mean Absolute Error for User 587 = 3.318
Mean Absolute Error for User 588 = 2.462
Mean Absolute Error for User 589 = 1.045
Mean Absolute Error for User 590 = 2.945
Mean Absolute Error for User 591 = 2.005
Mean Absolute Error for User 592 = 5.089
Mean Absolute Error for User 593 = 3.826
Mean Absolute Error for User 594 = 0.989
Mean Absolute Error for User 595 = 1.797
Mean Absolute Error for User 596 = 2.181
Mean Absolute Error for User 597 = 4.452
Mean Absolute Error for User 598 = 2.828
Mean Absolute Error for User 599 = 3.843
Mean Absolute Error for User 600 = 6.347
Mean Absolute Error for User 601 = 2.843
Mean Absolute Error for User 602 = 3.094
Mean Absolute Error for User 603 = 2.960
Mean Absolute Error for User 604 = 3.609
Mean Absolute Error for User 605 = 2.325
Mean Absolute Error for User 606 = 1.321
Mean Absolute Error for User 607 = 3.107
Mean Absolute Error for User 608 = 1.406
Mean Absolute Error for User 609 = 1.292
Mean Absolute Error for User 610 = 1.504
Mean Absolute Error for User 611 = 1.092
Mean Absolute Error for User 612 = 2.788
Mean Absolute Error for User 613 = 4.204
Mean Absolute Error for User 614 = 1.476
Mean Absolute Error for User 615 = 2.306
Mean Absolute Error for User 616 = 2.514
Mean Absolute Error for User 617 = 2.662
Mean Absolute Error for User 618 = 2.210
Mean Absolute Error for User 619 = 2.314
Mean Absolute Error for User 620 = 1.494
Mean Absolute Error for User 621 = 2.540
Mean Absolute Error for User 622 = 2.824
Mean Absolute Error for User 623 = 3.213
Mean Absolute Error for User 624 = 2.362
Mean Absolute Error for User 625 = 3.667
Mean Absolute Error for User 626 = 2.980
Mean Absolute Error for User 627 = 1.723
Mean Absolute Error for User 628 = 3.067
Mean Absolute Error for User 629 = 3.690
Mean Absolute Error for User 630 = 2.615
Mean Absolute Error for User 631 = 4.034
Mean Absolute Error for User 632 = 3.541
Mean Absolute Error for User 633 = 3.083
Mean Absolute Error for User 634 = 3.376
Mean Absolute Error for User 635 = 3.311
Mean Absolute Error for User 636 = 3.049
Mean Absolute Error for User 637 = 5.397
Mean Absolute Error for User 638 = 2.556
Mean Absolute Error for User 639 = 1.369
Mean Absolute Error for User 640 = 2.857
Mean Absolute Error for User 641 = 2.466
Mean Absolute Error for User 642 = 2.048
Mean Absolute Error for User 643 = 2.181
Mean Absolute Error for User 644 = 2.287
Mean Absolute Error for User 645 = 2.692
Mean Absolute Error for User 646 = 1.973
Mean Absolute Error for User 647 = 3.717
Mean Absolute Error for User 648 = 2.415
Mean Absolute Error for User 649 = 1.538
Mean Absolute Error for User 650 = 3.675
Mean Absolute Error for User 651 = 2.285
Mean Absolute Error for User 652 = 2.911
Mean Absolute Error for User 653 = 2.950
Mean Absolute Error for User 654 = 2.100
Mean Absolute Error for User 655 = 2.550
Mean Absolute Error for User 656 = 4.133
Mean Absolute Error for User 657 = 2.259
Mean Absolute Error for User 658 = 4.576
Mean Absolute Error for User 659 = 2.005
Mean Absolute Error for User 660 = 1.735
Mean Absolute Error for User 661 = 2.300
Mean Absolute Error for User 662 = 3.640
Mean Absolute Error for User 663 = 1.947
Mean Absolute Error for User 664 = 3.638
Mean Absolute Error for User 665 = 3.770
Mean Absolute Error for User 666 = 2.952
Mean Absolute Error for User 667 = 1.533
Mean Absolute Error for User 668 = 1.984
Mean Absolute Error for User 669 = 3.525
Mean Absolute Error for User 670 = 2.178
Mean Absolute Error for User 671 = 1.772
Mean Absolute Error for User 672 = 1.871
Mean Absolute Error for User 673 = 2.513
Mean Absolute Error for User 674 = 3.366
Mean Absolute Error for User 675 = 3.117
Mean Absolute Error for User 676 = 1.458
Mean Absolute Error for User 677 = 2.638
Mean Absolute Error for User 678 = 2.856
Mean Absolute Error for User 679 = 4.220
Mean Absolute Error for User 680 = 1.732
Mean Absolute Error for User 681 = 4.337
Mean Absolute Error for User 682 = 4.716
Mean Absolute Error for User 683 = 1.394
Mean Absolute Error for User 684 = 2.272
Mean Absolute Error for User 685 = 4.739
Mean Absolute Error for User 686 = 2.123
Mean Absolute Error for User 687 = 2.245
Mean Absolute Error for User 688 = 2.060
Mean Absolute Error for User 689 = 1.799
Mean Absolute Error for User 690 = 2.608
Mean Absolute Error for User 691 = 4.586
Mean Absolute Error for User 692 = 1.801
Mean Absolute Error for User 693 = 1.209
Mean Absolute Error for User 694 = 3.913
Mean Absolute Error for User 695 = 3.389
Mean Absolute Error for User 696 = 3.945
Mean Absolute Error for User 697 = 2.703
Mean Absolute Error for User 698 = 2.981
Mean Absolute Error for User 699 = 2.145
Mean Absolute Error for User 700 = 4.778
Mean Absolute Error for User 701 = 2.717
Mean Absolute Error for User 702 = 2.303
Mean Absolute Error for User 703 = 2.950
Mean Absolute Error for User 704 = 2.242
Mean Absolute Error for User 705 = 2.910
Mean Absolute Error for User 706 = 4.004
Mean Absolute Error for User 707 = 4.323
Mean Absolute Error for User 708 = 4.699
Mean Absolute Error for User 709 = 2.257
Mean Absolute Error for User 710 = 3.209
Mean Absolute Error for User 711 = 3.410
Mean Absolute Error for User 712 = 3.731
Mean Absolute Error for User 713 = 2.404
Mean Absolute Error for User 714 = 2.492
Mean Absolute Error for User 715 = 3.057
Mean Absolute Error for User 716 = 4.312
Mean Absolute Error for User 717 = 2.397
Mean Absolute Error for User 718 = 2.115
Mean Absolute Error for User 719 = 3.229
Mean Absolute Error for User 720 = 3.553
Mean Absolute Error for User 721 = 2.757
Mean Absolute Error for User 722 = 2.704
Mean Absolute Error for User 723 = 1.394
Mean Absolute Error for User 724 = 4.713
Mean Absolute Error for User 725 = 2.929
Mean Absolute Error for User 726 = 2.379
Mean Absolute Error for User 727 = 1.877
Mean Absolute Error for User 728 = 4.377
Mean Absolute Error for User 729 = 2.866
Mean Absolute Error for User 730 = 3.385
Mean Absolute Error for User 731 = 2.212
Mean Absolute Error for User 732 = 1.693
Mean Absolute Error for User 733 = 0.943
Mean Absolute Error for User 734 = 2.798
Mean Absolute Error for User 735 = 3.287
Mean Absolute Error for User 736 = 2.409
Mean Absolute Error for User 737 = 2.733
Mean Absolute Error for User 738 = 4.289
Mean Absolute Error for User 739 = 1.845
Mean Absolute Error for User 740 = 2.009
Mean Absolute Error for User 741 = 1.407
Mean Absolute Error for User 742 = 3.693
Mean Absolute Error for User 743 = 1.637
Mean Absolute Error for User 744 = 3.756
Mean Absolute Error for User 745 = 3.719
Mean Absolute Error for User 746 = 3.305
Mean Absolute Error for User 747 = 4.214
Mean Absolute Error for User 748 = 3.382
Mean Absolute Error for User 749 = 4.591
Mean Absolute Error for User 750 = 2.758
Mean Absolute Error for User 751 = 3.234
Mean Absolute Error for User 752 = 3.231
Mean Absolute Error for User 753 = 2.152
Mean Absolute Error for User 754 = 1.708
Mean Absolute Error for User 755 = 2.302
Mean Absolute Error for User 756 = 2.671
Mean Absolute Error for User 757 = 3.098
Mean Absolute Error for User 758 = 1.757
Mean Absolute Error for User 759 = 3.156
Mean Absolute Error for User 760 = 2.421
Mean Absolute Error for User 761 = 2.810
Mean Absolute Error for User 762 = 2.684
Mean Absolute Error for User 763 = 3.183
Mean Absolute Error for User 764 = 1.234
Mean Absolute Error for User 765 = 4.523
Mean Absolute Error for User 766 = 1.610
Mean Absolute Error for User 767 = 1.753
Mean Absolute Error for User 768 = 2.535
Mean Absolute Error for User 769 = 4.079
Mean Absolute Error for User 770 = 2.434
Mean Absolute Error for User 771 = 4.283
Mean Absolute Error for User 772 = 1.809
Mean Absolute Error for User 773 = 2.407
Mean Absolute Error for User 774 = 2.551
Mean Absolute Error for User 775 = 2.188
Mean Absolute Error for User 776 = 2.264
Mean Absolute Error for User 777 = 2.939
Mean Absolute Error for User 778 = 2.962
Mean Absolute Error for User 779 = 3.031
Mean Absolute Error for User 780 = 1.932
Mean Absolute Error for User 781 = 3.002
Mean Absolute Error for User 782 = 2.035
Mean Absolute Error for User 783 = 3.355
Mean Absolute Error for User 784 = 1.400
Mean Absolute Error for User 785 = 2.343
Mean Absolute Error for User 786 = 3.527
Mean Absolute Error for User 787 = 2.372
Mean Absolute Error for User 788 = 2.982
Mean Absolute Error for User 789 = 3.462
Mean Absolute Error for User 790 = 2.820
Mean Absolute Error for User 791 = 1.854
Mean Absolute Error for User 792 = 3.727
Mean Absolute Error for User 793 = 2.812
Mean Absolute Error for User 794 = 3.853
Mean Absolute Error for User 795 = 3.564
Mean Absolute Error for User 796 = 2.845
Mean Absolute Error for User 797 = 3.503
Mean Absolute Error for User 798 = 4.335
Mean Absolute Error for User 799 = 2.174
Mean Absolute Error for User 800 = 1.572
Mean Absolute Error for User 801 = 3.544
Mean Absolute Error for User 802 = 2.299
Mean Absolute Error for User 803 = 3.808
Mean Absolute Error for User 804 = 0.872
Mean Absolute Error for User 805 = 2.951
Mean Absolute Error for User 806 = 4.362
Mean Absolute Error for User 807 = 2.208
Mean Absolute Error for User 808 = 3.161
Mean Absolute Error for User 809 = 2.261
Mean Absolute Error for User 810 = 3.656
Mean Absolute Error for User 811 = 3.302
Mean Absolute Error for User 812 = 4.551
Mean Absolute Error for User 813 = 2.417
Mean Absolute Error for User 814 = 1.540
Mean Absolute Error for User 815 = 2.470
Mean Absolute Error for User 816 = 3.551
Mean Absolute Error for User 817 = 2.341
Mean Absolute Error for User 818 = 2.731
Mean Absolute Error for User 819 = 5.813
Mean Absolute Error for User 820 = 1.619
Mean Absolute Error for User 821 = 2.785
Mean Absolute Error for User 822 = 2.886
Mean Absolute Error for User 823 = 1.475
Mean Absolute Error for User 824 = 3.444
Mean Absolute Error for User 825 = 3.894
Mean Absolute Error for User 826 = 3.346
Mean Absolute Error for User 827 = 3.570
Mean Absolute Error for User 828 = 2.039
Mean Absolute Error for User 829 = 3.017
Mean Absolute Error for User 830 = 2.630
Mean Absolute Error for User 831 = 2.980
Mean Absolute Error for User 832 = 3.935
Mean Absolute Error for User 833 = 3.149
Mean Absolute Error for User 834 = 1.676
Mean Absolute Error for User 835 = 3.072
Mean Absolute Error for User 836 = 4.013
Mean Absolute Error for User 837 = 2.294
Mean Absolute Error for User 838 = 4.226
Mean Absolute Error for User 839 = 2.786
Mean Absolute Error for User 840 = 3.274
Mean Absolute Error for User 841 = 3.238
Mean Absolute Error for User 842 = 3.336
Mean Absolute Error for User 843 = 1.846
Mean Absolute Error for User 844 = 3.104
Mean Absolute Error for User 845 = 1.539
Mean Absolute Error for User 846 = 3.054
Mean Absolute Error for User 847 = 2.748
Mean Absolute Error for User 848 = 2.355
Mean Absolute Error for User 849 = 2.252
Mean Absolute Error for User 850 = 2.679
Mean Absolute Error for User 851 = 1.986
Mean Absolute Error for User 852 = 6.097
Mean Absolute Error for User 853 = 2.901
Mean Absolute Error for User 854 = 3.594
Mean Absolute Error for User 855 = 2.155
Mean Absolute Error for User 856 = 2.066
Mean Absolute Error for User 857 = 3.263
Mean Absolute Error for User 858 = 4.083
Mean Absolute Error for User 859 = 2.841
Mean Absolute Error for User 860 = 1.855
Mean Absolute Error for User 861 = 2.216
Mean Absolute Error for User 862 = 1.641
Mean Absolute Error for User 863 = 1.875
Mean Absolute Error for User 864 = 1.983
Mean Absolute Error for User 865 = 3.789
Mean Absolute Error for User 866 = 3.096
Mean Absolute Error for User 867 = 1.572
Mean Absolute Error for User 868 = 1.619
Mean Absolute Error for User 869 = 4.875
Mean Absolute Error for User 870 = 2.694
Mean Absolute Error for User 871 = 2.826
Mean Absolute Error for User 872 = 2.866
Mean Absolute Error for User 873 = 2.814
Mean Absolute Error for User 874 = 3.032
Mean Absolute Error for User 875 = 1.408
Mean Absolute Error for User 876 = 3.771
Mean Absolute Error for User 877 = 3.178
Mean Absolute Error for User 878 = 2.069
Mean Absolute Error for User 879 = 3.116
Mean Absolute Error for User 880 = 4.415
Mean Absolute Error for User 881 = 2.193
Mean Absolute Error for User 882 = 1.655
Mean Absolute Error for User 883 = 2.483
Mean Absolute Error for User 884 = 3.316
Mean Absolute Error for User 885 = 2.175
Mean Absolute Error for User 886 = 3.892
Mean Absolute Error for User 887 = 2.393
Mean Absolute Error for User 888 = 3.138
Mean Absolute Error for User 889 = 1.840
Mean Absolute Error for User 890 = 3.308
Mean Absolute Error for User 891 = 2.279
Mean Absolute Error for User 892 = 3.873
Mean Absolute Error for User 893 = 3.410
Mean Absolute Error for User 894 = 3.128
Mean Absolute Error for User 895 = 2.511
Mean Absolute Error for User 896 = 2.417
Mean Absolute Error for User 897 = 3.624
Mean Absolute Error for User 898 = 1.488
Mean Absolute Error for User 899 = 3.361
Mean Absolute Error for User 900 = 3.255
Mean Absolute Error for User 901 = 3.880
Mean Absolute Error for User 902 = 2.905
Mean Absolute Error for User 903 = 2.322
Mean Absolute Error for User 904 = 2.980
Mean Absolute Error for User 905 = 2.719
Mean Absolute Error for User 906 = 1.507
Mean Absolute Error for User 907 = 2.363
Mean Absolute Error for User 908 = 1.953
Mean Absolute Error for User 909 = 2.713
Mean Absolute Error for User 910 = 1.700
Mean Absolute Error for User 911 = 2.889
Mean Absolute Error for User 912 = 1.756
Mean Absolute Error for User 913 = 2.820
Mean Absolute Error for User 914 = 4.851
Mean Absolute Error for User 915 = 3.967
Mean Absolute Error for User 916 = 3.238
Mean Absolute Error for User 917 = 2.841
Mean Absolute Error for User 918 = 1.653
Mean Absolute Error for User 919 = 2.535
Mean Absolute Error for User 920 = 3.396
Mean Absolute Error for User 921 = 3.617
Mean Absolute Error for User 922 = 6.593
Mean Absolute Error for User 923 = 2.369
Mean Absolute Error for User 924 = 2.812
Mean Absolute Error for User 925 = 3.670
Mean Absolute Error for User 926 = 2.587
Mean Absolute Error for User 927 = 1.270
Mean Absolute Error for User 928 = 2.017
Mean Absolute Error for User 929 = 3.841
Mean Absolute Error for User 930 = 2.970
Mean Absolute Error for User 931 = 2.078
Mean Absolute Error for User 932 = 4.204
Mean Absolute Error for User 933 = 2.262
Mean Absolute Error for User 934 = 2.049
Mean Absolute Error for User 935 = 1.391
Mean Absolute Error for User 936 = 2.622
Mean Absolute Error for User 937 = 2.463
Mean Absolute Error for User 938 = 2.075
Mean Absolute Error for User 939 = 1.689
Mean Absolute Error for User 940 = 2.247
Mean Absolute Error for User 941 = 4.975
Mean Absolute Error for User 942 = 2.861
Mean Absolute Error for User 943 = 1.365
Mean Absolute Error for User 944 = 1.849
Mean Absolute Error for User 945 = 2.922
Mean Absolute Error for User 946 = 3.400
Mean Absolute Error for User 947 = 1.838
Mean Absolute Error for User 948 = 2.571
Mean Absolute Error for User 949 = 3.443
Mean Absolute Error for User 950 = 3.558
Mean Absolute Error for User 951 = 3.463
Mean Absolute Error for User 952 = 3.287
Mean Absolute Error for User 953 = 3.203
Mean Absolute Error for User 954 = 1.608
Mean Absolute Error for User 955 = 1.559
Mean Absolute Error for User 956 = 0.719
Mean Absolute Error for User 957 = 3.883
Mean Absolute Error for User 958 = 3.022
Mean Absolute Error for User 959 = 5.155
Mean Absolute Error for User 960 = 2.300
Mean Absolute Error for User 961 = 4.114
Mean Absolute Error for User 962 = 3.075
Mean Absolute Error for User 963 = 1.684
Mean Absolute Error for User 964 = 2.686
Mean Absolute Error for User 965 = 1.585
Mean Absolute Error for User 966 = 2.297
Mean Absolute Error for User 967 = 0.836
Mean Absolute Error for User 968 = 2.832
Mean Absolute Error for User 969 = 1.835
Mean Absolute Error for User 970 = 2.673
Mean Absolute Error for User 971 = 0.826
Mean Absolute Error for User 972 = 2.433
Mean Absolute Error for User 973 = 2.390
Mean Absolute Error for User 974 = 3.666
Mean Absolute Error for User 975 = 3.856
Mean Absolute Error for User 976 = 2.465
Mean Absolute Error for User 977 = 1.812
Mean Absolute Error for User 978 = 2.033
Mean Absolute Error for User 979 = 2.857
Mean Absolute Error for User 980 = 1.178
Mean Absolute Error for User 981 = 1.149
Mean Absolute Error for User 982 = 2.429
Mean Absolute Error for User 983 = 3.525
Mean Absolute Error for User 984 = 2.200
Mean Absolute Error for User 985 = 4.058
Mean Absolute Error for User 986 = 1.101
Mean Absolute Error for User 987 = 2.257
Mean Absolute Error for User 988 = 1.393
Mean Absolute Error for User 989 = 4.392
Mean Absolute Error for User 990 = 2.374
Mean Absolute Error for User 991 = 4.319
Mean Absolute Error for User 992 = 2.143
Mean Absolute Error for User 993 = 1.832
Mean Absolute Error for User 994 = 2.314
Mean Absolute Error for User 995 = 2.177
Mean Absolute Error for User 996 = 3.094
Mean Absolute Error for User 997 = 1.996
Mean Absolute Error for User 998 = 1.516
Mean Absolute Error for User 999 = 1.643
Overall Mean Absolute Error = 2.930

In [ ]: