gym_forex/envs/forex_env_v4.py:383: RuntimeWarning: invalid value encountered in double_scalars obs_normalized = (2.0 * (self.my_data[self.tick_count, i] - self.min[i]) / (self.max[i] - self.min[i])) - 1.0

[dragon28]

Hello :)

When I ran res I got a RuntimeWarning: invalid value encountered in double_scalars obs_normalized = (2.0 * (self.my_data[self.tick_count, i] - self.min[i]) / (self.max[i] - self.min[i])) - 1.0 which derived from gym_forex/envs/forex_env_v4.py.

My enviroment details:

ubuntu 18.04.2 x64
Python 3.6.7
gym 0.12.1
Keras  2.2.4               
Keras-Applications  1.0.7               
Keras-Preprocessing 1.0.9
tensorflow 1.13.1              
tensorflow-estimator 1.13.0

Thanks

res:

#!/bin/bash
python3 agents/agent_NEAT.py ./datasets/ts_5min_1w.CSV ./datasets/vs_5min_1w.CSV config_20

Output:

action space: Discrete(3)
observation space: Box(2, 1, 19)
Mean genetic distance 3.159, standard deviation 0.708

Speciation after migration done

 ****** Running generation 0 ****** 

Score range [-8.638, 0.006]
Evaluating 0 test episodes
Population's average fitness: -2.17722 stdev: 3.05969
Best fitness: 0.00568 - size: (6, 114) - species 3 - id 11
Average adjusted fitness: 0.709
Mean genetic distance 3.094, standard deviation 1.000
Population of 20 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1    0     4     -1.0    0.880     0
     2    0     6     -2.7    0.685     0
     3    0     5     -2.5    0.716     0
     4    0     2     -5.9    0.317     0
     5    0     3     -0.4    0.948     0
Total extinctions: 0
Generation time: 4.015 sec

 ****** Running generation 1 ****** 

Score range [-5.895, 0.006]
Evaluating 0 test episodes
Population's average fitness: -0.54015 stdev: 1.24851
Best fitness: 0.00568 - size: (6, 114) - species 3 - id 11
Average adjusted fitness: 0.856
Mean genetic distance 3.020, standard deviation 0.931
Population of 21 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1    1     7     -0.3    0.956     0
     2    1     2     -0.4    0.940     0
     3    1     5     -0.0    0.996     0
     4    1     3     -3.2    0.463     0
     5    1     4     -0.4    0.928     0
Total extinctions: 0
Generation time: 4.021 sec (4.018 average)
Training Set Score= 0.005684641221375385  avg_score= 0.005684641221375385  num_closes=  4  balance= 11896.21000000003
/home/dragon/quant/python/gym-forex/gym_forex/envs/forex_env_v4.py:383: RuntimeWarning: invalid value encountered in double_scalars
  obs_normalized = (2.0 * (self.my_data[self.tick_count, i] - self.min[i]) / (self.max[i] - self.min[i])) - 1.0
Validation Set Score =  -3.1387162997918088
*********************************************************
Mean genetic distance 2.950, standard deviation 1.036

Speciation after migration done

 ****** Running generation 2 ****** 

Score range [-5.895, 0.006]
Evaluating 0 test episodes
Population's average fitness: -0.89317 stdev: 1.51391
Best fitness: 0.00568 - size: (6, 114) - species 3 - id 11
Average adjusted fitness: 0.810
Mean genetic distance 2.983, standard deviation 1.158
Population of 21 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1    2     5     -0.7    0.882     1
     2    2     3     -1.7    0.714     1
     3    2     4     -0.0    0.994     1
     4    2     4     -2.3    0.617     0
     5    2     5     -0.9    0.844     1
Total extinctions: 0
Generation time: 4.210 sec (4.082 average)

 ****** Running generation 3 ****** 

Score range [-6.107, 0.103]
Evaluating 0 test episodes
Population's average fitness: -0.88977 stdev: 1.53705
Best fitness: 0.10284 - size: (6, 112) - species 1 - id 50
Average adjusted fitness: 0.830
Mean genetic distance 3.033, standard deviation 1.090
Population of 20 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1    3     4     -1.2    0.787     2
     2    3     2     -2.3    0.620     2
     3    3     5     -0.1    0.960     2
     4    3     5     -0.4    0.915     0
     5    3     4     -0.7    0.870     2
Total extinctions: 0
Generation time: 4.145 sec (4.098 average)
Training Set Score= 0.10284070133587873  avg_score= 0.10284070133587873  num_closes=  8  balance= 12037.560000000014
Validation Set Score =  -0.6569991866759175
*********************************************************
Mean genetic distance 2.926, standard deviation 1.148

Speciation after migration done

 ****** Running generation 4 ****** 

Score range [-3.083, 0.103]
Evaluating 0 test episodes
Population's average fitness: -0.32871 stdev: 0.66124
Best fitness: 0.10284 - size: (6, 112) - species 1 - id 50
Average adjusted fitness: 0.819
Mean genetic distance 2.935, standard deviation 1.193
Population of 21 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1    4     5      0.0    0.972     0
     2    4     3     -1.7    0.440     3
     3    4     4     -0.0    0.966     0
     4    4     4     -0.4    0.833     1
     5    4     5     -0.3    0.882     0
Total extinctions: 0
Generation time: 4.063 sec (4.091 average)

 ****** Running generation 5 ****** 

Score range [-5.019, 0.103]
Evaluating 0 test episodes
Population's average fitness: -0.67709 stdev: 1.25726
Best fitness: 0.10284 - size: (6, 111) - species 1 - id 74
Average adjusted fitness: 0.841
Mean genetic distance 2.960, standard deviation 1.154
Population of 22 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1    5     4      0.0    0.985     0
     2    5     4     -1.3    0.733     4
     3    5     5     -0.7    0.850     1
     4    5     5     -0.4    0.898     0
     5    5     4     -1.2    0.738     1
Total extinctions: 0
Generation time: 4.189 sec (4.107 average)
Training Set Score= 0.10284193589521903  avg_score= 0.10284193589521903  num_closes=  7  balance= 11984.290000000101
Validation Set Score =  -0.6166385579458731
*********************************************************
Mean genetic distance 2.947, standard deviation 1.167

Speciation after migration done

 ****** Running generation 6 ****** 

Score range [-2.566, 0.103]
Evaluating 0 test episodes
Population's average fitness: -0.30740 stdev: 0.52783
Best fitness: 0.10284 - size: (6, 111) - species 1 - id 74
Average adjusted fitness: 0.843
Mean genetic distance 2.955, standard deviation 1.155
Population of 19 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1    6     5      0.0    0.967     1
     2    6     3     -0.3    0.832     0
     3    6     4     -0.0    0.953     2
     4    6     4     -0.4    0.804     0
     5    6     3     -0.8    0.660     2
Total extinctions: 0
Generation time: 4.478 sec (4.160 average)

 ****** Running generation 7 ****** 

Score range [-2.566, 0.103]
Evaluating 0 test episodes
Population's average fitness: -0.30018 stdev: 0.56905
Best fitness: 0.10284 - size: (6, 111) - species 1 - id 74
Average adjusted fitness: 0.829
Mean genetic distance 2.944, standard deviation 1.180
Population of 19 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1    7     4      0.0    0.980     0
     2    7     4     -0.4    0.825     1
     3    7     6     -0.1    0.929     3
     4    7     3     -0.4    0.805     0
     5    7     2     -0.9    0.606     3
Total extinctions: 0
Generation time: 3.710 sec (4.104 average)
Training Set Score= 0.10284193589521903  avg_score= 0.10284193589521903  num_closes=  7  balance= 11984.290000000101
Validation Set Score =  -0.6166385579458731
*********************************************************
Mean genetic distance 2.944, standard deviation 1.180

Speciation after migration done

 ****** Running generation 8 ****** 

Score range [-2.482, 0.103]
Evaluating 0 test episodes
Population's average fitness: -0.28109 stdev: 0.54819
Best fitness: 0.10284 - size: (6, 111) - species 1 - id 74
Average adjusted fitness: 0.845
Mean genetic distance 2.947, standard deviation 1.223
Population of 19 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1    8     3     -0.6    0.742     1
     2    8     3     -0.3    0.837     0
     3    8     6     -0.0    0.943     4
     4    8     4     -0.4    0.797     1
     5    8     3     -0.1    0.906     0
Total extinctions: 0
Generation time: 3.706 sec (4.060 average)

 ****** Running generation 9 ****** 

Score range [-2.486, 0.103]
Evaluating 0 test episodes
Population's average fitness: -0.33711 stdev: 0.53910
Best fitness: 0.10284 - size: (6, 111) - species 1 - id 74
Average adjusted fitness: 0.821
Mean genetic distance 2.935, standard deviation 1.178
Population of 20 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1    9     4     -0.8    0.667     2
     2    9     4     -0.3    0.844     0
     3    9     5     -0.2    0.887     5
     4    9     3     -0.4    0.794     2
     5    9     4     -0.1    0.914     0
Total extinctions: 0
Generation time: 3.868 sec (4.040 average)
Training Set Score= 0.10284193589521903  avg_score= 0.10284193589521903  num_closes=  7  balance= 11984.290000000101
Validation Set Score =  -0.6166385579458731
*********************************************************
Mean genetic distance 2.930, standard deviation 1.193

Speciation after migration done

 ****** Running generation 10 ****** 

Score range [-8.638, 0.103]
Evaluating 0 test episodes
Population's average fitness: -0.68332 stdev: 1.90720
Best fitness: 0.10284 - size: (6, 111) - species 1 - id 74
Average adjusted fitness: 0.908
Mean genetic distance 2.951, standard deviation 1.230
Population of 19 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   10     5      0.0    0.993     3
     2   10     3     -0.9    0.885     1
     3   10     4     -0.0    0.985     6
     4   10     4     -0.4    0.940     3
     5   10     3     -2.2    0.736     1
Total extinctions: 0
Generation time: 4.106 sec (4.050 average)

 ****** Running generation 11 ****** 

Score range [-0.416, 0.103]
Evaluating 0 test episodes
Population's average fitness: -0.14020 stdev: 0.17763
Best fitness: 0.10284 - size: (6, 111) - species 1 - id 74
Average adjusted fitness: 0.261
Mean genetic distance 3.019, standard deviation 1.187
Population of 20 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   11     6      0.0    0.461     4
     2   11     2     -0.3    0.134     0
     3   11     5     -0.0    0.384     7
     4   11     3     -0.4    0.019     0
     5   11     4     -0.1    0.308     0
Total extinctions: 0
Generation time: 3.867 sec (4.034 average)
Training Set Score= 0.10284193589521903  avg_score= 0.10284193589521903  num_closes=  7  balance= 11984.290000000101
Validation Set Score =  -0.6166385579458731
*********************************************************
Mean genetic distance 2.966, standard deviation 1.221

Speciation after migration done

 ****** Running generation 12 ****** 

Score range [-2.587, 0.103]
Evaluating 0 test episodes
Population's average fitness: -0.35181 stdev: 0.75899
Best fitness: 0.10284 - size: (6, 111) - species 1 - id 74
Average adjusted fitness: 0.813
Mean genetic distance 3.005, standard deviation 1.210
Population of 19 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   12     5      0.0    0.967     5
     2   12     3     -0.3    0.859     0
     3   12     4     -0.0    0.952     8
     4   12     4     -0.4    0.814     1
     5   12     3     -1.3    0.475     1
Total extinctions: 0
Generation time: 3.990 sec (4.012 average)

 ****** Running generation 13 ****** 

Score range [-0.524, 0.103]
Evaluating 0 test episodes
Population's average fitness: -0.15094 stdev: 0.18814
Best fitness: 0.10284 - size: (6, 111) - species 1 - id 74
Average adjusted fitness: 0.359
Mean genetic distance 3.054, standard deviation 1.227
Population of 20 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   13     6      0.0    0.540     6
     2   13     2     -0.4    0.165     1
     3   13     5     -0.1    0.472     9
     4   13     3     -0.4    0.141     0
     5   13     4     -0.0    0.480     0
Total extinctions: 0
Generation time: 3.759 sec (3.974 average)
Training Set Score= 0.10284193589521903  avg_score= 0.10284193589521903  num_closes=  7  balance= 11984.290000000101
Validation Set Score =  -0.6166385579458731
*********************************************************
Mean genetic distance 2.990, standard deviation 1.245

Speciation after migration done

 ****** Running generation 14 ****** 

Score range [-0.416, 0.103]
Evaluating 0 test episodes
Population's average fitness: -0.11215 stdev: 0.16905
Best fitness: 0.10284 - size: (6, 111) - species 1 - id 74
Average adjusted fitness: 0.263
Mean genetic distance 2.970, standard deviation 1.194
Population of 21 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   14     5     -0.0    0.394     7
     2   14     3     -0.3    0.139     2
     3   14     6     -0.1    0.337    10
     4   14     2     -0.4    0.039     0
     5   14     5     -0.0    0.407     0
Total extinctions: 0
Generation time: 4.004 sec (3.968 average)

 ****** Running generation 15 ****** 

Score range [-2.582, 0.103]
Evaluating 0 test episodes
Population's average fitness: -0.19308 stdev: 0.55416
Best fitness: 0.10284 - size: (6, 111) - species 1 - id 74
Average adjusted fitness: 0.877
Mean genetic distance 3.019, standard deviation 1.187
Population of 20 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   15     4      0.0    0.971     8
     2   15     4     -0.3    0.853     3
     3   15     5     -0.0    0.959    11
     4   15     3     -0.4    0.829     0
     5   15     4     -0.5    0.771     1
Total extinctions: 0
Generation time: 4.251 sec (3.974 average)
Training Set Score= 0.10284193589521903  avg_score= 0.10284193589521903  num_closes=  7  balance= 11984.290000000101
Validation Set Score =  -0.6166385579458731
*********************************************************
Mean genetic distance 3.013, standard deviation 1.201

Speciation after migration done

 ****** Running generation 16 ****** 

Score range [-0.454, 0.103]
Evaluating 0 test episodes
Population's average fitness: -0.13444 stdev: 0.19501
Best fitness: 0.10284 - size: (6, 111) - species 1 - id 74
Average adjusted fitness: 0.301
Mean genetic distance 2.955, standard deviation 1.169
Population of 21 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   16     5      0.0    0.501     9
     2   16     3     -0.4    0.103     4
     3   16     6      0.0    0.455     0
     4   16     2     -0.4    0.097     1
     5   16     5     -0.1    0.351     2
Total extinctions: 0
Generation time: 3.996 sec (3.926 average)

 ****** Running generation 17 ****** 

Score range [-2.582, 0.103]
Evaluating 0 test episodes
Population's average fitness: -0.46878 stdev: 0.86446
Best fitness: 0.10284 - size: (6, 111) - species 1 - id 74
Average adjusted fitness: 0.789
Mean genetic distance 2.974, standard deviation 1.229
Population of 20 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   17     4     -0.5    0.782    10
     2   17     4     -0.4    0.825     5
     3   17     5     -0.0    0.951     1
     4   17     3     -0.4    0.829     0
     5   17     4     -1.1    0.555     3
Total extinctions: 0
Generation time: 4.493 sec (4.004 average)
Training Set Score= 0.10284193589521903  avg_score= 0.10284193589521903  num_closes=  7  balance= 11984.290000000101
Validation Set Score =  -0.6166385579458731
*********************************************************
Mean genetic distance 2.974, standard deviation 1.229

Speciation after migration done

 ****** Running generation 18 ****** 

Score range [-2.576, 0.103]
Evaluating 0 test episodes
Population's average fitness: -0.25424 stdev: 0.56176
Best fitness: 0.10284 - size: (6, 111) - species 1 - id 74
Average adjusted fitness: 0.860
Mean genetic distance 3.087, standard deviation 1.204
Population of 19 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   18     5      0.0    0.967    11
     2   18     3     -0.3    0.856     6
     3   18     4     -0.1    0.942     2
     4   18     4     -0.4    0.811     1
     5   18     3     -0.6    0.725     4
Total extinctions: 0
Generation time: 4.384 sec (4.072 average)

 ****** Running generation 19 ****** 

Score range [-2.477, 0.120]
Evaluating 0 test episodes
Population's average fitness: -0.26849 stdev: 0.55376
Best fitness: 0.12003 - size: (6, 112) - species 1 - id 212
Average adjusted fitness: 0.856
Mean genetic distance 3.054, standard deviation 1.201
Population of 20 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   19     4     -0.4    0.789    12
     2   19     4     -0.3    0.843     7
     3   19     5     -0.1    0.934     3
     4   19     3     -0.4    0.811     2
     5   19     4     -0.1    0.901     5
Total extinctions: 0
Generation time: 4.139 sec (4.099 average)
Training Set Score= 0.12002869127342225  avg_score= 0.12002869127342225  num_closes=  9  balance= 12388.110000000008
Validation Set Score =  -0.6362928459403119
*********************************************************
Mean genetic distance 3.080, standard deviation 1.225

Speciation after migration done

 ****** Running generation 20 ****** 

Score range [-0.501, 0.120]
Evaluating 0 test episodes
Population's average fitness: -0.12286 stdev: 0.18013
Best fitness: 0.12003 - size: (6, 112) - species 1 - id 212
Average adjusted fitness: 0.361
Mean genetic distance 3.013, standard deviation 1.166
Population of 21 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   20     5      0.1    0.559     0
     2   20     3     -0.2    0.257     0
     3   20     6     -0.0    0.476     4
     4   20     2     -0.4    0.134     3
     5   20     5     -0.1    0.377     6
Total extinctions: 0
Generation time: 4.471 sec (4.135 average)

 ****** Running generation 21 ****** 

Score range [-0.368, 0.120]
Evaluating 0 test episodes
Population's average fitness: -0.07518 stdev: 0.14624
Best fitness: 0.12003 - size: (6, 112) - species 1 - id 212
Average adjusted fitness: 0.242
Mean genetic distance 3.080, standard deviation 1.197
Population of 21 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   21     6     -0.0    0.364     1
     2   21     2     -0.3    0.103     1
     3   21     5     -0.0    0.358     5
     4   21     2     -0.3    0.021     0
     5   21     6     -0.0    0.364     0
Total extinctions: 0
Generation time: 4.866 sec (4.235 average)
Training Set Score= 0.12002869127342225  avg_score= 0.12002869127342225  num_closes=  9  balance= 12388.110000000008
Validation Set Score =  -0.6362928459403119
*********************************************************
Mean genetic distance 3.080, standard deviation 1.197

Speciation after migration done

 ****** Running generation 22 ****** 

Score range [-0.484, 0.120]
Evaluating 0 test episodes
Population's average fitness: -0.09185 stdev: 0.16689
Best fitness: 0.12003 - size: (6, 112) - species 1 - id 212
Average adjusted fitness: 0.344
Mean genetic distance 3.043, standard deviation 1.210
Population of 19 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   22     5     -0.0    0.474     2
     2   22     3     -0.2    0.271     0
     3   22     4     -0.1    0.424     6
     4   22     2     -0.3    0.138     1
     5   22     5     -0.1    0.410     1
Total extinctions: 0
Generation time: 5.447 sec (4.381 average)

 ****** Running generation 23 ****** 

Score range [-5.006, 0.120]
Evaluating 0 test episodes
Population's average fitness: -0.47739 stdev: 1.21402
Best fitness: 0.12003 - size: (6, 112) - species 1 - id 212
Average adjusted fitness: 0.893
Mean genetic distance 3.030, standard deviation 1.240
Population of 20 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   23     4     -1.5    0.689     3
     2   23     4     -0.3    0.922     1
     3   23     5      0.0    0.977     0
     4   23     3     -0.3    0.909     2
     5   23     4     -0.0    0.969     2
Total extinctions: 0
Generation time: 4.757 sec (4.481 average)
Training Set Score= 0.12002869127342225  avg_score= 0.12002869127342225  num_closes=  9  balance= 12388.110000000008
Validation Set Score =  -0.6362928459403119
*********************************************************
Mean genetic distance 3.030, standard deviation 1.240

Speciation after migration done

 ****** Running generation 24 ****** 

Score range [-2.482, 0.120]
Evaluating 0 test episodes
Population's average fitness: -0.26334 stdev: 0.54005
Best fitness: 0.12003 - size: (6, 112) - species 1 - id 212
Average adjusted fitness: 0.849
Mean genetic distance 3.099, standard deviation 1.229
Population of 19 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   24     3     -0.6    0.735     4
     2   24     3     -0.3    0.837     2
     3   24     4     -0.1    0.898     1
     4   24     4     -0.3    0.820     3
     5   24     5     -0.0    0.953     0
Total extinctions: 0
Generation time: 4.328 sec (4.513 average)

 ****** Running generation 25 ****** 

Score range [-0.459, 0.120]
Evaluating 0 test episodes
Population's average fitness: -0.15375 stdev: 0.17168
Best fitness: 0.12003 - size: (6, 112) - species 1 - id 212
Average adjusted fitness: 0.302
Mean genetic distance 3.096, standard deviation 1.219
Population of 20 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   25     4     -0.0    0.424     5
     2   25     2     -0.2    0.221     3
     3   25     5     -0.1    0.360     2
     4   25     3     -0.4    0.098     4
     5   25     6     -0.1    0.406     1
Total extinctions: 0
Generation time: 4.041 sec (4.492 average)
Training Set Score= 0.12002869127342225  avg_score= 0.12002869127342225  num_closes=  9  balance= 12388.110000000008
Validation Set Score =  -0.6362928459403119
*********************************************************
Mean genetic distance 3.046, standard deviation 1.236

Speciation after migration done

 ****** Running generation 26 ****** 

Score range [-0.468, 0.120]
Evaluating 0 test episodes
Population's average fitness: -0.10163 stdev: 0.17441
Best fitness: 0.12003 - size: (6, 112) - species 1 - id 212
Average adjusted fitness: 0.339
Mean genetic distance 3.060, standard deviation 1.243
Population of 19 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   26     5      0.1    0.539     0
     2   26     3     -0.2    0.255     4
     3   26     4     -0.1    0.381     3
     4   26     2     -0.3    0.120     5
     5   26     5     -0.1    0.400     2
Total extinctions: 0
Generation time: 4.286 sec (4.521 average)

 ****** Running generation 27 ****** 

Score range [-0.474, 0.120]
Evaluating 0 test episodes
Population's average fitness: -0.09493 stdev: 0.17259
Best fitness: 0.12003 - size: (6, 112) - species 1 - id 212
Average adjusted fitness: 0.340
Mean genetic distance 3.028, standard deviation 1.210
Population of 21 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   27     6     -0.0    0.451     1
     2   27     2     -0.3    0.174     5
     3   27     5      0.0    0.483     0
     4   27     2     -0.3    0.157     0
     5   27     6     -0.0    0.437     3
Total extinctions: 0
Generation time: 4.016 sec (4.473 average)
Training Set Score= 0.12002869127342225  avg_score= 0.12002869127342225  num_closes=  9  balance= 12388.110000000008
Validation Set Score =  -0.6362928459403119
*********************************************************
Mean genetic distance 3.070, standard deviation 1.227

Speciation after migration done

 ****** Running generation 28 ****** 

Score range [-2.519, 0.120]
Evaluating 0 test episodes
Population's average fitness: -0.15728 stdev: 0.54197
Best fitness: 0.12003 - size: (6, 112) - species 1 - id 212
Average adjusted fitness: 0.886
Mean genetic distance 3.061, standard deviation 1.197
Population of 20 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   28     5     -0.4    0.813     2
     2   28     3     -0.2    0.874     6
     3   28     4      0.0    0.958     1
     4   28     3     -0.3    0.834     1
     5   28     5     -0.0    0.952     4
Total extinctions: 0
Generation time: 4.380 sec (4.473 average)

 ****** Running generation 29 ****** 

Score range [-2.582, 0.120]
Evaluating 0 test episodes
Population's average fitness: -0.35733 stdev: 0.76183
Best fitness: 0.12003 - size: (6, 112) - species 1 - id 212
Average adjusted fitness: 0.811
Mean genetic distance 3.106, standard deviation 1.257
Population of 19 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   29     4     -0.0    0.949     3
     2   29     4     -0.3    0.847     7
     3   29     3     -1.3    0.479     2
     4   29     4     -0.4    0.819     2
     5   29     4      0.0    0.961     0
Total extinctions: 0
Generation time: 4.298 sec (4.489 average)
Training Set Score= 0.12002869127342225  avg_score= 0.12002869127342225  num_closes=  9  balance= 12388.110000000008
Validation Set Score =  -0.6362928459403119
*********************************************************
Mean genetic distance 3.106, standard deviation 1.257

Speciation after migration done

 ****** Running generation 30 ****** 

Score range [-2.582, 0.120]
Evaluating 0 test episodes
Population's average fitness: -0.27393 stdev: 0.57634
Best fitness: 0.12003 - size: (6, 112) - species 1 - id 212
Average adjusted fitness: 0.859
Mean genetic distance 3.045, standard deviation 1.244
Population of 19 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   30     6      0.0    0.971     4
     2   30     3     -0.3    0.859     8
     3   30     4      0.0    0.959     0
     4   30     3     -0.3    0.827     3
     5   30     3     -0.7    0.681     1
Total extinctions: 0
Generation time: 4.054 sec (4.447 average)

 ****** Running generation 31 ****** 

Score range [-0.425, 0.120]
Evaluating 0 test episodes
Population's average fitness: -0.11205 stdev: 0.15839
Best fitness: 0.12003 - size: (6, 112) - species 1 - id 212
Average adjusted fitness: 0.290
Mean genetic distance 3.081, standard deviation 1.233
Population of 19 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   31     5     -0.0    0.424     5
     2   31     2     -0.2    0.184     9
     3   31     5     -0.1    0.334     1
     4   31     2     -0.4    0.072     4
     5   31     5      0.0    0.436     2
Total extinctions: 0
Generation time: 4.031 sec (4.364 average)
Training Set Score= 0.12002869127342225  avg_score= 0.12002869127342225  num_closes=  9  balance= 12388.110000000008
Validation Set Score =  -0.6362928459403119
*********************************************************
Mean genetic distance 3.081, standard deviation 1.233

Speciation after migration done

 ****** Running generation 32 ****** 

Score range [-2.597, 0.120]
Evaluating 0 test episodes
Population's average fitness: -0.19713 stdev: 0.58555
Best fitness: 0.12003 - size: (6, 112) - species 1 - id 212
Average adjusted fitness: 0.877
Mean genetic distance 3.043, standard deviation 1.231
Population of 18 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   32     4      0.1    0.987     0
     2   32     3     -0.2    0.877    10
     3   32     4     -0.0    0.952     2
     4   32     3     -0.3    0.839     5
     5   32     4     -0.6    0.731     3
Total extinctions: 0
Generation time: 4.058 sec (4.225 average)

 ****** Running generation 33 ****** 

Score range [-0.434, 0.120]
Evaluating 0 test episodes
Population's average fitness: -0.11129 stdev: 0.17485
Best fitness: 0.12003 - size: (6, 112) - species 1 - id 212
Average adjusted fitness: 0.302
Mean genetic distance 3.061, standard deviation 1.250
Population of 19 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   33     5      0.1    0.494     1
     2   33     2     -0.3    0.155    11
     3   33     5     -0.0    0.404     3
     4   33     2     -0.4    0.078     6
     5   33     5     -0.1    0.380     4
Total extinctions: 0
Generation time: 3.964 sec (4.146 average)
Training Set Score= 0.12002869127342225  avg_score= 0.12002869127342225  num_closes=  9  balance= 12388.110000000008
Validation Set Score =  -0.6362928459403119
*********************************************************
Mean genetic distance 3.061, standard deviation 1.250

Speciation after migration done

 ****** Running generation 34 ****** 

Score range [-2.524, 0.120]
Evaluating 0 test episodes
Population's average fitness: -0.33289 stdev: 0.75774
Best fitness: 0.12003 - size: (6, 112) - species 1 - id 212
Average adjusted fitness: 0.835
Mean genetic distance 3.075, standard deviation 1.265
Population of 18 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   34     4     -0.5    0.767     2
     2   34     3     -0.2    0.874    12
     3   34     4      0.0    0.958     0
     4   34     3     -0.3    0.835     7
     5   34     4     -0.6    0.741     5
Total extinctions: 0
Generation time: 4.236 sec (4.136 average)

 ****** Running generation 35 ****** 

Score range [-6.096, 0.120]
Evaluating 0 test episodes
Population's average fitness: -0.43453 stdev: 1.38320
Best fitness: 0.12003 - size: (6, 112) - species 1 - id 212
Average adjusted fitness: 0.913
Mean genetic distance 3.029, standard deviation 1.245
Population of 21 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   35     5      0.0    0.988     3
     2   35     4     -0.3    0.938    13
     3   35     5      0.0    0.982     0
     4   35     4     -0.3    0.927     8
     5   35     3     -1.6    0.729     6
Total extinctions: 0
Generation time: 3.854 sec (4.118 average)
Training Set Score= 0.12002869127342225  avg_score= 0.12002869127342225  num_closes=  9  balance= 12388.110000000008
Validation Set Score =  -0.6362928459403119
*********************************************************
Mean genetic distance 3.029, standard deviation 1.245

Speciation after migration done

 ****** Running generation 36 ****** 

Score range [-0.441, 0.120]
Evaluating 0 test episodes
Population's average fitness: -0.09867 stdev: 0.17938
Best fitness: 0.12003 - size: (6, 112) - species 1 - id 212
Average adjusted fitness: 0.336
Mean genetic distance 3.008, standard deviation 1.183
Population of 20 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   36     5      0.1    0.501     4
     2   36     3     -0.3    0.191    14
     3   36     5     -0.0    0.437     1
     4   36     3     -0.4    0.081     9
     5   36     4      0.0    0.469     0
Total extinctions: 0
Generation time: 4.330 sec (4.122 average)

 ****** Running generation 37 ****** 

Score range [-0.375, 0.120]
Evaluating 0 test episodes
Population's average fitness: -0.09825 stdev: 0.15564
Best fitness: 0.12003 - size: (6, 112) - species 1 - id 212
Average adjusted fitness: 0.251
Mean genetic distance 3.022, standard deviation 1.283
Population of 21 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   37     6     -0.0    0.335     5
     2   37     2     -0.2    0.164     0
     3   37     6     -0.0    0.370     2
     4   37     2     -0.3    0.038    10
     5   37     5     -0.0    0.349     1
Total extinctions: 0
Generation time: 4.255 sec (4.146 average)
Training Set Score= 0.12002869127342225  avg_score= 0.12002869127342225  num_closes=  9  balance= 12388.110000000008
Validation Set Score =  -0.6362928459403119
*********************************************************
Mean genetic distance 3.022, standard deviation 1.283

Speciation after migration done

 ****** Running generation 38 ****** 

Score range [-0.339, 0.120]
Evaluating 0 test episodes
Population's average fitness: -0.05419 stdev: 0.13431
Best fitness: 0.12003 - size: (6, 112) - species 1 - id 212
Average adjusted fitness: 0.238
Mean genetic distance 3.033, standard deviation 1.281
Population of 21 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   38     5     -0.0    0.338     6
     2   38     3     -0.2    0.177     0
     3   38     5     -0.0    0.297     3
     4   38     2     -0.3    0.022    11
     5   38     6      0.0    0.356     2
Total extinctions: 0
Generation time: 4.540 sec (4.162 average)

 ****** Running generation 39 ****** 

Score range [-5.031, 0.120]
Evaluating 0 test episodes
Population's average fitness: -0.38565 stdev: 1.17246
Best fitness: 0.12003 - size: (6, 112) - species 1 - id 212
Average adjusted fitness: 0.908
Mean genetic distance 2.988, standard deviation 1.293
Population of 20 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   39     4     -0.9    0.797     7
     2   39     4     -0.1    0.956     0
     3   39     4      0.0    0.977     4
     4   39     3     -0.3    0.915    12
     5   39     5     -0.4    0.895     3
Total extinctions: 0
Generation time: 4.444 sec (4.177 average)
Training Set Score= 0.12002869127342225  avg_score= 0.12002869127342225  num_closes=  9  balance= 12388.110000000008
Validation Set Score =  -0.6362928459403119
*********************************************************
Mean genetic distance 3.069, standard deviation 1.324

Speciation after migration done

 ****** Running generation 40 ****** 

Score range [-0.429, 0.120]
Evaluating 0 test episodes
Population's average fitness: -0.06895 stdev: 0.15221
Best fitness: 0.12003 - size: (6, 112) - species 1 - id 212
Average adjusted fitness: 0.350
Mean genetic distance 3.075, standard deviation 1.238
Population of 19 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   40     5      0.1    0.506     8
     2   40     3     -0.1    0.330     0
     3   40     5      0.0    0.439     0
     4   40     2     -0.3    0.133     0
     5   40     4     -0.1    0.342     4
Total extinctions: 0
Generation time: 4.209 sec (4.192 average)

 ****** Running generation 41 ****** 

Score range [-0.296, 0.129]
Evaluating 0 test episodes
Population's average fitness: -0.00533 stdev: 0.10755
Best fitness: 0.12938 - size: (6, 113) - species 1 - id 425
Average adjusted fitness: 0.258
Mean genetic distance 3.056, standard deviation 1.249
Population of 21 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   41     6      0.1    0.378     9
     2   41     4     -0.0    0.260     0
     3   41     4     -0.0    0.293     1
     4   41     2     -0.3    0.021     0
     5   41     5      0.0    0.335     0
Total extinctions: 0
Generation time: 4.053 sec (4.194 average)
Training Set Score= 0.12938439633934992  avg_score= 0.12938439633934992  num_closes=  10  balance= 12467.180000000017
Validation Set Score =  -0.6181004136016632
*********************************************************
Mean genetic distance 3.085, standard deviation 1.256

Speciation after migration done

 ****** Running generation 42 ****** 

Score range [-3.010, 0.129]
Evaluating 0 test episodes
Population's average fitness: -0.18066 stdev: 0.64387
Best fitness: 0.12938 - size: (6, 113) - species 1 - id 425
Average adjusted fitness: 0.906
Mean genetic distance 3.034, standard deviation 1.255
Population of 22 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   42     5     -0.5    0.800    10
     2   42     5     -0.0    0.956     0
     3   42     5     -0.0    0.954     2
     4   42     3     -0.3    0.871     1
     5   42     4     -0.0    0.949     1
Total extinctions: 0
Generation time: 4.423 sec (4.231 average)

 ****** Running generation 43 ****** 

Score range [-5.465, 0.129]
Evaluating 0 test episodes
Population's average fitness: -0.42939 stdev: 1.22786
Best fitness: 0.12938 - size: (6, 113) - species 1 - id 425
Average adjusted fitness: 0.895
Mean genetic distance 3.038, standard deviation 1.259
Population of 19 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   43     4      0.0    0.984    11
     2   43     4     -0.6    0.861     1
     3   43     4     -0.0    0.977     3
     4   43     4     -0.3    0.923     2
     5   43     3     -1.4    0.731     2
Total extinctions: 0
Generation time: 4.689 sec (4.303 average)
Training Set Score= 0.12938439633934992  avg_score= 0.12938439633934992  num_closes=  10  balance= 12467.180000000017
Validation Set Score =  -0.6181004136016632
*********************************************************
Mean genetic distance 3.073, standard deviation 1.277

Speciation after migration done

 ****** Running generation 44 ****** 

Score range [-0.415, 0.156]
Evaluating 0 test episodes
Population's average fitness: -0.06768 stdev: 0.18415
Best fitness: 0.15611 - size: (6, 112) - species 1 - id 459
Average adjusted fitness: 0.347
Mean genetic distance 2.989, standard deviation 1.162
Population of 20 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   44     5      0.1    0.541     0
     2   44     3     -0.1    0.334     2
     3   44     5      0.0    0.426     0
     4   44     3     -0.3    0.080     3
     5   44     4     -0.1    0.356     3
Total extinctions: 0
Generation time: 4.057 sec (4.285 average)

 ****** Running generation 45 ****** 

Score range [-3.010, 0.156]
Evaluating 0 test episodes
Population's average fitness: -0.20078 stdev: 0.65843
Best fitness: 0.15611 - size: (6, 112) - species 1 - id 459
Average adjusted fitness: 0.892
Mean genetic distance 3.118, standard deviation 1.322
Population of 21 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   45     4     -0.6    0.768     1
     2   45     4     -0.0    0.946     3
     3   45     4     -0.0    0.944     1
     4   45     4     -0.3    0.854     4
     5   45     5     -0.0    0.946     4
Total extinctions: 0
Generation time: 4.301 sec (4.330 average)
Training Set Score= 0.1561053864503848  avg_score= 0.1561053864503848  num_closes=  11  balance= 12385.060000000018
Validation Set Score =  -0.3796328687543374
*********************************************************
Mean genetic distance 3.118, standard deviation 1.322

Speciation after migration done

 ****** Running generation 46 ****** 

Score range [-2.582, 0.156]
Evaluating 0 test episodes
Population's average fitness: -0.17818 stdev: 0.56097
Best fitness: 0.15611 - size: (6, 112) - species 1 - id 459
Average adjusted fitness: 0.884
Mean genetic distance 3.064, standard deviation 1.269
Population of 22 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   46     5     -0.0    0.940     2
     2   46     5      0.0    0.945     0
     3   46     5      0.0    0.946     2
     4   46     3     -0.3    0.832     5
     5   46     4     -0.5    0.757     5
Total extinctions: 0
Generation time: 4.295 sec (4.327 average)

 ****** Running generation 47 ****** 

Score range [-0.512, 0.156]
Evaluating 0 test episodes
Population's average fitness: -0.05525 stdev: 0.15063
Best fitness: 0.15611 - size: (6, 112) - species 1 - id 459
Average adjusted fitness: 0.442
Mean genetic distance 3.085, standard deviation 1.330
Population of 19 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   47     4     -0.0    0.484     3
     2   47     4     -0.0    0.483     1
     3   47     4     -0.0    0.485     3
     4   47     2     -0.3    0.249     0
     5   47     5     -0.0    0.511     6
Total extinctions: 0
Generation time: 4.685 sec (4.370 average)
Training Set Score= 0.1561053864503848  avg_score= 0.1561053864503848  num_closes=  11  balance= 12385.060000000018
Validation Set Score =  -0.3796328687543374
*********************************************************
Mean genetic distance 3.085, standard deviation 1.330

Speciation after migration done

 ****** Running generation 48 ****** 

Score range [-2.582, 0.156]
Evaluating 0 test episodes
Population's average fitness: -0.14644 stdev: 0.58376
Best fitness: 0.15611 - size: (6, 112) - species 1 - id 459
Average adjusted fitness: 0.883
Mean genetic distance 3.077, standard deviation 1.315
Population of 20 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   48     5      0.1    0.983     4
     2   48     3     -0.6    0.709     2
     3   48     5     -0.0    0.942     4
     4   48     3     -0.3    0.850     0
     5   48     4     -0.0    0.933     7
Total extinctions: 0
Generation time: 4.066 sec (4.322 average)

 ****** Running generation 49 ****** 

Score range [-5.465, 0.156]
Evaluating 0 test episodes
Population's average fitness: -0.43220 stdev: 1.32433
Best fitness: 0.15611 - size: (6, 112) - species 1 - id 459
Average adjusted fitness: 0.899
Mean genetic distance 3.093, standard deviation 1.307
Population of 19 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   49     4     -0.6    0.868     5
     2   49     4      0.0    0.974     0
     3   49     4      0.0    0.974     5
     4   49     4     -0.2    0.943     0
     5   49     3     -1.3    0.736     8
Total extinctions: 0
Generation time: 4.259 sec (4.304 average)
Training Set Score= 0.1561053864503848  avg_score= 0.1561053864503848  num_closes=  11  balance= 12385.060000000018
Validation Set Score =  -0.3796328687543374
*********************************************************
Mean genetic distance 3.093, standard deviation 1.307

Speciation after migration done

 ****** Running generation 50 ****** 

Score range [-3.014, 0.156]
Evaluating 0 test episodes
Population's average fitness: -0.20156 stdev: 0.67466
Best fitness: 0.15611 - size: (6, 112) - species 1 - id 459
Average adjusted fitness: 0.890
Mean genetic distance 3.141, standard deviation 1.345
Population of 22 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   50     3     -0.7    0.716     6
     2   50     5     -0.0    0.940     1
     3   50     5      0.0    0.954     6
     4   50     5     -0.2    0.893     1
     5   50     4     -0.0    0.949     9
Total extinctions: 0
Generation time: 4.056 sec (4.289 average)

 ****** Running generation 51 ****** 

Score range [-5.000, 0.156]
Evaluating 0 test episodes
Population's average fitness: -0.47591 stdev: 1.26724
Best fitness: 0.15611 - size: (6, 112) - species 1 - id 459
Average adjusted fitness: 0.890
Mean genetic distance 3.122, standard deviation 1.279
Population of 21 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   51     4      0.1    0.989     7
     2   51     4     -1.0    0.770     2
     3   51     4     -0.0    0.969     7
     4   51     4     -1.1    0.750     2
     5   51     5      0.0    0.974    10
Total extinctions: 0
Generation time: 4.651 sec (4.348 average)
Training Set Score= 0.1561053864503848  avg_score= 0.1561053864503848  num_closes=  11  balance= 12385.060000000018
Validation Set Score =  -0.3796328687543374
*********************************************************
Mean genetic distance 3.122, standard deviation 1.279

Speciation after migration done

 ****** Running generation 52 ****** 

Score range [-5.017, 0.156]
Evaluating 0 test episodes
Population's average fitness: -0.27607 stdev: 1.07086
Best fitness: 0.15611 - size: (6, 112) - species 1 - id 459
Average adjusted fitness: 0.914
Mean genetic distance 3.159, standard deviation 1.293
Population of 22 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   52     5     -0.0    0.964     8
     2   52     3     -1.2    0.729     3
     3   52     5     -0.0    0.969     8
     4   52     5     -0.1    0.952     0
     5   52     4     -0.1    0.959    11
Total extinctions: 0
Generation time: 4.524 sec (4.358 average)

 ****** Running generation 53 ****** 

Score range [-8.535, 0.156]
Evaluating 0 test episodes
Population's average fitness: -0.65154 stdev: 2.01204
Best fitness: 0.15611 - size: (6, 112) - species 1 - id 459
Average adjusted fitness: 0.915
Mean genetic distance 3.161, standard deviation 1.314
Population of 21 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   53     4     -1.7    0.785     9
     2   53     4     -0.1    0.971     4
     3   53     4     -0.0    0.981     9
     4   53     4     -1.0    0.868     1
     5   53     5     -0.1    0.968    12
Total extinctions: 0
Generation time: 4.727 sec (4.362 average)
Training Set Score= 0.1561053864503848  avg_score= 0.1561053864503848  num_closes=  11  balance= 12385.060000000018
Validation Set Score =  -0.3796328687543374
*********************************************************
Mean genetic distance 3.161, standard deviation 1.314

Speciation after migration done

 ****** Running generation 54 ****** 

Score range [-5.001, 0.156]
Evaluating 0 test episodes
Population's average fitness: -0.29929 stdev: 1.06403
Best fitness: 0.15611 - size: (6, 112) - species 1 - id 459
Average adjusted fitness: 0.909
Mean genetic distance 3.097, standard deviation 1.275
Population of 22 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   54     5     -0.1    0.946    10
     2   54     5     -0.0    0.960     5
     3   54     5     -0.0    0.964    10
     4   54     3     -1.3    0.721     2
     5   54     4     -0.1    0.956    13
Total extinctions: 0
Generation time: 4.472 sec (4.404 average)

 ****** Running generation 55 ****** 

Score range [-2.582, 0.156]
Evaluating 0 test episodes
Population's average fitness: -0.09872 stdev: 0.54555
Best fitness: 0.15611 - size: (6, 112) - species 1 - id 459
Average adjusted fitness: 0.913
Mean genetic distance 3.226, standard deviation 1.395
Population of 21 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   55     4      0.1    0.964    11
     2   55     4     -0.5    0.748     6
     3   55     4      0.0    0.946    11
     4   55     4      0.1    0.962     0
     5   55     5      0.0    0.944    14
Total extinctions: 0
Generation time: 4.718 sec (4.445 average)
Training Set Score= 0.1561053864503848  avg_score= 0.1561053864503848  num_closes=  11  balance= 12385.060000000018
Validation Set Score =  -0.3796328687543374
*********************************************************
Mean genetic distance 3.164, standard deviation 1.354

Speciation after migration done

 ****** Running generation 56 ****** 

Score range [-2.582, 0.156]
Evaluating 0 test episodes
Population's average fitness: -0.36615 stdev: 0.91033
Best fitness: 0.15611 - size: (6, 112) - species 1 - id 459
Average adjusted fitness: 0.813
Mean genetic distance 3.146, standard deviation 1.286
Population of 20 members in 5 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   56     5     -0.0    0.942    12
     2   56     3     -0.6    0.709     7
     3   56     5      0.0    0.943    12
     4   56     3     -0.6    0.731     1
     5   56     4     -0.6    0.739    15
Total extinctions: 0
Generation time: 4.452 sec (4.461 average)

 ****** Running generation 57 ****** 

Score range [-3.591, 0.156]
Evaluating 0 test episodes
Population's average fitness: -0.59212 stdev: 1.23727
Best fitness: 0.15611 - size: (6, 112) - species 1 - id 459

Species 5 with 4 members is stagnated: removing it
Average adjusted fitness: 0.792
Mean genetic distance 2.863, standard deviation 1.337
Population of 19 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   57     4     -0.7    0.757    13
     2   57     4     -0.9    0.714     8
     3   57     7      0.0    0.957    13
     4   57     4     -0.8    0.740     2
Total extinctions: 0
Generation time: 4.319 sec (4.424 average)
Training Set Score= 0.1561053864503848  avg_score= 0.1561053864503848  num_closes=  11  balance= 12385.060000000018
Validation Set Score =  -0.3796328687543374
*********************************************************
Mean genetic distance 2.863, standard deviation 1.337

Speciation after migration done

 ****** Running generation 58 ****** 

Score range [-2.582, 0.156]
Evaluating 0 test episodes
Population's average fitness: -0.12084 stdev: 0.58695
Best fitness: 0.15611 - size: (6, 112) - species 1 - id 459
Average adjusted fitness: 0.889
Mean genetic distance 2.926, standard deviation 1.374
Population of 19 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   58     5      0.0    0.959    14
     2   58     3     -0.6    0.710     9
     3   58     6      0.0    0.949     0
     4   58     5     -0.0    0.941     3
Total extinctions: 0
Generation time: 4.087 sec (4.426 average)

 ****** Running generation 59 ****** 

Score range [-0.521, 0.156]
Evaluating 0 test episodes
Population's average fitness: -0.06780 stdev: 0.18229
Best fitness: 0.15611 - size: (6, 112) - species 1 - id 459
Average adjusted fitness: 0.460
Mean genetic distance 2.891, standard deviation 1.404
Population of 21 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   59     5     -0.1    0.380    15
     2   59     5      0.0    0.529     0
     3   59     6     -0.0    0.471     1
     4   59     5     -0.1    0.459     4
Total extinctions: 0
Generation time: 4.107 sec (4.411 average)
Training Set Score= 0.1561053864503848  avg_score= 0.1561053864503848  num_closes=  11  balance= 12385.060000000018
Validation Set Score =  -0.3796328687543374
*********************************************************
Mean genetic distance 2.891, standard deviation 1.404

Speciation after migration done

 ****** Running generation 60 ****** 

Score range [-0.329, 0.156]
Evaluating 0 test episodes
Population's average fitness: -0.02157 stdev: 0.13162
Best fitness: 0.15611 - size: (6, 112) - species 1 - id 459
Average adjusted fitness: 0.312
Mean genetic distance 2.902, standard deviation 1.381
Population of 21 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   60     6      0.1    0.404    16
     2   60     6     -0.0    0.322     1
     3   60     5     -0.1    0.219     2
     4   60     4     -0.0    0.305     5
Total extinctions: 0
Generation time: 4.549 sec (4.460 average)

 ****** Running generation 61 ****** 

Score range [-0.489, 0.156]
Evaluating 0 test episodes
Population's average fitness: -0.04529 stdev: 0.17420
Best fitness: 0.15611 - size: (6, 112) - species 1 - id 459
Average adjusted fitness: 0.442
Mean genetic distance 2.945, standard deviation 1.391
Population of 21 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   61     5     -0.1    0.409    17
     2   61     5     -0.0    0.478     2
     3   61     6     -0.0    0.483     3
     4   61     5     -0.1    0.398     6
Total extinctions: 0
Generation time: 4.479 sec (4.443 average)
Training Set Score= 0.1561053864503848  avg_score= 0.1561053864503848  num_closes=  11  balance= 12385.060000000018
Validation Set Score =  -0.3796328687543374
*********************************************************
Mean genetic distance 2.945, standard deviation 1.391

Speciation after migration done

 ****** Running generation 62 ****** 

Score range [-5.002, 0.156]
Evaluating 0 test episodes
Population's average fitness: -0.24341 stdev: 1.06985
Best fitness: 0.15611 - size: (6, 112) - species 1 - id 459
Average adjusted fitness: 0.921
Mean genetic distance 2.874, standard deviation 1.304
Population of 21 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   62     6      0.1    0.986    18
     2   62     6     -0.0    0.969     3
     3   62     5     -0.0    0.962     4
     4   62     4     -1.1    0.766     7
Total extinctions: 0
Generation time: 4.176 sec (4.409 average)

 ****** Running generation 63 ****** 

Score range [-5.019, 0.156]
Evaluating 0 test episodes
Population's average fitness: -0.98122 stdev: 1.84167
Best fitness: 0.15611 - size: (6, 112) - species 1 - id 459
Average adjusted fitness: 0.774
Mean genetic distance 2.916, standard deviation 1.319
Population of 19 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   63     5     -0.5    0.874    19
     2   63     5     -1.7    0.648     4
     3   63     6     -0.1    0.960     5
     4   63     3     -1.8    0.614     8
Total extinctions: 0
Generation time: 4.269 sec (4.363 average)
Training Set Score= 0.1561053864503848  avg_score= 0.1561053864503848  num_closes=  11  balance= 12385.060000000018
Validation Set Score =  -0.3796328687543374
*********************************************************
Mean genetic distance 2.969, standard deviation 1.396

Speciation after migration done

 ****** Running generation 64 ****** 

Score range [-5.017, 0.156]
Evaluating 0 test episodes
Population's average fitness: -0.37466 stdev: 1.23958
Best fitness: 0.15611 - size: (6, 112) - species 1 - id 459
Average adjusted fitness: 0.886
Mean genetic distance 2.978, standard deviation 1.418
Population of 19 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   64     6      0.0    0.978    20
     2   64     4     -1.0    0.777     5
     3   64     5      0.0    0.970     6
     4   64     4     -0.8    0.818     9
Total extinctions: 0
Generation time: 3.911 sec (4.307 average)

 ****** Running generation 65 ****** 

Score range [-8.626, 0.156]
Evaluating 0 test episodes
Population's average fitness: -0.88361 stdev: 2.30530
Best fitness: 0.15611 - size: (6, 112) - species 1 - id 459
Average adjusted fitness: 0.897
Mean genetic distance 3.083, standard deviation 1.375
Population of 21 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   65     5     -2.4    0.712    21
     2   65     5     -0.6    0.911     6
     3   65     6     -0.1    0.976     7
     4   65     5      0.1    0.988     0
Total extinctions: 0
Generation time: 3.912 sec (4.226 average)
Training Set Score= 0.1561053864503848  avg_score= 0.1561053864503848  num_closes=  11  balance= 12385.060000000018
Validation Set Score =  -0.3796328687543374
*********************************************************
Mean genetic distance 3.011, standard deviation 1.354

Speciation after migration done

 ****** Running generation 66 ****** 

Score range [-6.089, 0.156]
Evaluating 0 test episodes
Population's average fitness: -0.29154 stdev: 1.30174
Best fitness: 0.15611 - size: (6, 112) - species 1 - id 459
Average adjusted fitness: 0.927
Mean genetic distance 3.039, standard deviation 1.327
Population of 21 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   66     4     -1.1    0.796    22
     2   66     6      0.0    0.976     7
     3   66     5     -0.1    0.957     8
     4   66     6      0.0    0.977     1
Total extinctions: 0
Generation time: 4.281 sec (4.209 average)

 ****** Running generation 67 ****** 

Score range [-5.006, 0.156]
Evaluating 0 test episodes
Population's average fitness: -0.82697 stdev: 1.79186
Best fitness: 0.15611 - size: (6, 112) - species 1 - id 459
Average adjusted fitness: 0.830
Mean genetic distance 2.999, standard deviation 1.277
Population of 21 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   67     5      0.1    0.980    23
     2   67     5     -1.2    0.730     8
     3   67     6     -0.0    0.962     9
     4   67     5     -1.7    0.648     2
Total extinctions: 0
Generation time: 4.371 sec (4.214 average)
Training Set Score= 0.1561053864503848  avg_score= 0.1561053864503848  num_closes=  11  balance= 12385.060000000018
Validation Set Score =  -0.3796328687543374
*********************************************************
Mean genetic distance 3.017, standard deviation 1.359

Speciation after migration done

 ****** Running generation 68 ****** 

Score range [-11.101, 0.156]
Evaluating 0 test episodes
Population's average fitness: -0.86697 stdev: 2.56663
Best fitness: 0.15611 - size: (6, 112) - species 1 - id 459
Average adjusted fitness: 0.906
Mean genetic distance 3.063, standard deviation 1.422
Population of 21 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   68     6      0.1    0.992    24
     2   68     4     -3.7    0.660     9
     3   68     5     -0.1    0.977    10
     4   68     6      0.1    0.994     0
Total extinctions: 0
Generation time: 4.207 sec (4.226 average)

 ****** Running generation 69 ****** 

Score range [-5.005, 0.156]
Evaluating 0 test episodes
Population's average fitness: -1.06632 stdev: 1.87544
Best fitness: 0.15611 - size: (6, 112) - species 1 - id 459
Average adjusted fitness: 0.769
Mean genetic distance 3.023, standard deviation 1.423
Population of 21 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   69     5     -0.9    0.797    25
     2   69     5     -1.2    0.734    10
     3   69     6      0.0    0.972    11
     4   69     5     -2.0    0.575     1
Total extinctions: 0
Generation time: 4.433 sec (4.259 average)
Training Set Score= 0.1561053864503848  avg_score= 0.1561053864503848  num_closes=  11  balance= 12385.060000000018
Validation Set Score =  -0.3796328687543374
*********************************************************
Mean genetic distance 3.023, standard deviation 1.423

Speciation after migration done

 ****** Running generation 70 ****** 

Score range [-8.626, 0.156]
Evaluating 0 test episodes
Population's average fitness: -1.01067 stdev: 2.38811
Best fitness: 0.15611 - size: (6, 112) - species 1 - id 459
Average adjusted fitness: 0.861
Mean genetic distance 3.079, standard deviation 1.432
Population of 19 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   70     4     -1.6    0.796    26
     2   70     4     -2.2    0.735    11
     3   70     5     -0.0    0.981    12
     4   70     6     -0.4    0.934     2
Total extinctions: 0
Generation time: 4.364 sec (4.240 average)

 ****** Running generation 71 ****** 

Score range [-8.555, 0.156]
Evaluating 0 test episodes
Population's average fitness: -0.86073 stdev: 2.03558
Best fitness: 0.15611 - size: (6, 112) - species 1 - id 459
Average adjusted fitness: 0.877
Mean genetic distance 3.072, standard deviation 1.428
Population of 19 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   71     5     -0.1    0.975    27
     2   71     3     -2.8    0.666    12
     3   71     6     -0.1    0.974    13
     4   71     5     -0.8    0.891     3
Total extinctions: 0
Generation time: 3.972 sec (4.190 average)
Training Set Score= 0.1561053864503848  avg_score= 0.1561053864503848  num_closes=  11  balance= 12385.060000000018
Validation Set Score =  -0.3796328687543374
*********************************************************
Mean genetic distance 3.072, standard deviation 1.428

Speciation after migration done

 ****** Running generation 72 ****** 

Score range [-5.006, 0.156]
Evaluating 0 test episodes
Population's average fitness: -0.67748 stdev: 1.59354
Best fitness: 0.15611 - size: (6, 112) - species 1 - id 459
Average adjusted fitness: 0.814
Mean genetic distance 3.014, standard deviation 1.393
Population of 19 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   72     6     -0.1    0.947    28
     2   72     4     -1.6    0.655    13
     3   72     5     -0.0    0.961    14
     4   72     4     -1.4    0.693     4
Total extinctions: 0
Generation time: 4.007 sec (4.173 average)

 ****** Running generation 73 ****** 

Score range [-5.005, 0.156]
Evaluating 0 test episodes
Population's average fitness: -0.23065 stdev: 1.12940
Best fitness: 0.15611 - size: (6, 112) - species 1 - id 459
Average adjusted fitness: 0.916
Mean genetic distance 3.031, standard deviation 1.385
Population of 21 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   73     5      0.1    0.982    29
     2   73     5      0.0    0.970    14
     3   73     6     -0.0    0.964    15
     4   73     5     -1.2    0.746     5
Total extinctions: 0
Generation time: 3.884 sec (4.134 average)
Training Set Score= 0.1561053864503848  avg_score= 0.1561053864503848  num_closes=  11  balance= 12385.060000000018
Validation Set Score =  -0.3796328687543374
*********************************************************
Mean genetic distance 3.031, standard deviation 1.385

Speciation after migration done

 ****** Running generation 74 ****** 

Score range [-5.005, 0.161]
Evaluating 0 test episodes
Population's average fitness: -0.56020 stdev: 1.54723
Best fitness: 0.16115 - size: (6, 111) - species 1 - id 805
Average adjusted fitness: 0.855
Mean genetic distance 3.037, standard deviation 1.300
Population of 19 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   74     6      0.1    0.980    30
     2   74     4     -1.5    0.683    15
     3   74     5     -0.0    0.968    16
     4   74     4     -0.9    0.789     6
Total extinctions: 0
Generation time: 4.345 sec (4.178 average)

 ****** Running generation 75 ****** 

Score range [-5.000, 0.161]
Evaluating 0 test episodes
Population's average fitness: -0.50835 stdev: 1.31903
Best fitness: 0.16115 - size: (6, 111) - species 1 - id 805
Average adjusted fitness: 0.868
Mean genetic distance 3.093, standard deviation 1.393
Population of 19 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   75     5     -0.4    0.895    31
     2   75     5     -1.2    0.733    16
     3   75     4     -0.5    0.864    17
     4   75     5      0.0    0.978     7
Total extinctions: 0
Generation time: 4.137 sec (4.200 average)
Training Set Score= 0.16115177324775226  avg_score= 0.16115177324775226  num_closes=  7  balance= 12539.870000000088
Validation Set Score =  -0.7465459538514888
*********************************************************
Mean genetic distance 3.093, standard deviation 1.393

Speciation after migration done

 ****** Running generation 76 ****** 

Score range [-5.006, 0.161]
Evaluating 0 test episodes
Population's average fitness: -0.80499 stdev: 1.67401
Best fitness: 0.16115 - size: (6, 111) - species 1 - id 805
Average adjusted fitness: 0.821
Mean genetic distance 3.030, standard deviation 1.328
Population of 21 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   76     6     -0.7    0.836    32
     2   76     6     -0.5    0.882    17
     3   76     5      0.0    0.972     0
     4   76     4     -1.9    0.594     8
Total extinctions: 0
Generation time: 4.070 sec (4.179 average)

 ****** Running generation 77 ****** 

Score range [-5.019, 0.161]
Evaluating 0 test episodes
Population's average fitness: -0.95415 stdev: 1.69257
Best fitness: 0.16115 - size: (6, 111) - species 1 - id 805
Average adjusted fitness: 0.789
Mean genetic distance 3.037, standard deviation 1.369
Population of 21 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   77     5     -0.5    0.875    33
     2   77     5     -2.1    0.563    18
     3   77     6      0.0    0.973     0
     4   77     5     -1.2    0.745     9
Total extinctions: 0
Generation time: 4.525 sec (4.195 average)
Training Set Score= 0.16115177324775226  avg_score= 0.16115177324775226  num_closes=  7  balance= 12539.870000000088
Validation Set Score =  -0.7465459538514888
*********************************************************
Mean genetic distance 3.082, standard deviation 1.376

Speciation after migration done

 ****** Running generation 78 ****** 

Score range [-5.005, 0.161]
Evaluating 0 test episodes
Population's average fitness: -0.32748 stdev: 1.18835
Best fitness: 0.16115 - size: (6, 111) - species 1 - id 805
Average adjusted fitness: 0.902
Mean genetic distance 3.096, standard deviation 1.323
Population of 21 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   78     6      0.0    0.973    34
     2   78     4     -1.5    0.682    19
     3   78     5     -0.0    0.967     1
     4   78     6      0.1    0.987     0
Total extinctions: 0
Generation time: 5.001 sec (4.274 average)

 ****** Running generation 79 ****** 

Score range [-5.805, 0.175]
Evaluating 0 test episodes
Population's average fitness: -0.69934 stdev: 1.87406
Best fitness: 0.17458 - size: (6, 110) - species 1 - id 863
Average adjusted fitness: 0.849
Mean genetic distance 3.091, standard deviation 1.324
Population of 21 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   79     5      0.1    0.986    35
     2   79     5     -1.4    0.734    20
     3   79     6      0.0    0.973     2
     4   79     5     -1.6    0.703     1
Total extinctions: 0
Generation time: 4.637 sec (4.294 average)
Training Set Score= 0.1745789815232588  avg_score= 0.1745789815232588  num_closes=  6  balance= 12499.560000000114
Validation Set Score =  -0.6557755707841781
*********************************************************
Mean genetic distance 2.995, standard deviation 1.397

Speciation after migration done

 ****** Running generation 80 ****** 

Score range [-5.006, 0.175]
Evaluating 0 test episodes
Population's average fitness: -0.20873 stdev: 1.07908
Best fitness: 0.17458 - size: (6, 110) - species 1 - id 863
Average adjusted fitness: 0.925
Mean genetic distance 3.106, standard deviation 1.381
Population of 21 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   80     6      0.1    0.982    36
     2   80     6      0.0    0.972     0
     3   80     5     -0.1    0.955     3
     4   80     4     -0.9    0.789     2
Total extinctions: 0
Generation time: 4.450 sec (4.303 average)

 ****** Running generation 81 ****** 

Score range [-8.656, 0.175]
Evaluating 0 test episodes
Population's average fitness: -0.97130 stdev: 2.31150
Best fitness: 0.17458 - size: (6, 110) - species 1 - id 863
Average adjusted fitness: 0.885
Mean genetic distance 2.982, standard deviation 1.406
Population of 21 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   81     5     -1.4    0.826    37
     2   81     5     -2.1    0.744     1
     3   81     6      0.0    0.981     4
     4   81     5      0.1    0.989     3
Total extinctions: 0
Generation time: 4.341 sec (4.340 average)
Training Set Score= 0.1745789815232588  avg_score= 0.1745789815232588  num_closes=  6  balance= 12499.560000000114
Validation Set Score =  -0.6557755707841781
*********************************************************
Mean genetic distance 2.982, standard deviation 1.406

Speciation after migration done

 ****** Running generation 82 ****** 

Score range [-5.000, 0.175]
Evaluating 0 test episodes
Population's average fitness: -0.18970 stdev: 1.07822
Best fitness: 0.17458 - size: (6, 110) - species 1 - id 863
Average adjusted fitness: 0.928
Mean genetic distance 3.006, standard deviation 1.393
Population of 21 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   82     6      0.1    0.986    38
     2   82     4     -1.0    0.776     2
     3   82     5      0.0    0.967     5
     4   82     6      0.1    0.982     4
Total extinctions: 0
Generation time: 4.600 sec (4.399 average)

 ****** Running generation 83 ****** 

Score range [-2.368, 0.241]
Evaluating 0 test episodes
Population's average fitness: -0.06156 stdev: 0.52512
Best fitness: 0.24126 - size: (6, 110) - species 1 - id 917
Average adjusted fitness: 0.869
Mean genetic distance 2.965, standard deviation 1.385
Population of 19 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   83     5      0.1    0.944    39
     2   83     3     -0.6    0.693     3
     3   83     6     -0.0    0.895     6
     4   83     5      0.1    0.942     5
Total extinctions: 0
Generation time: 4.701 sec (4.481 average)
Training Set Score= 0.2412586136363746  avg_score= 0.2412586136363746  num_closes=  10  balance= 13542.280000000168
Validation Set Score =  -0.7301322938931208
*********************************************************
Mean genetic distance 3.003, standard deviation 1.415

Speciation after migration done

 ****** Running generation 84 ****** 

Score range [-2.506, 0.241]
Evaluating 0 test episodes
Population's average fitness: -0.10479 stdev: 0.58422
Best fitness: 0.24126 - size: (6, 110) - species 1 - id 917
Average adjusted fitness: 0.879
Mean genetic distance 2.968, standard deviation 1.427
Population of 19 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   84     6      0.1    0.949    40
     2   84     4      0.0    0.928     0
     3   84     5     -0.1    0.884     7
     4   84     4     -0.4    0.754     6
Total extinctions: 0
Generation time: 3.850 sec (4.431 average)

 ****** Running generation 85 ****** 

Score range [-5.005, 0.241]
Evaluating 0 test episodes
Population's average fitness: -0.48573 stdev: 1.33087
Best fitness: 0.24126 - size: (6, 110) - species 1 - id 917
Average adjusted fitness: 0.842
Mean genetic distance 3.002, standard deviation 1.407
Population of 19 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   85     5      0.1    0.967    41
     2   85     5     -0.6    0.835     1
     3   85     6      0.0    0.957     8
     4   85     3     -1.8    0.611     7
Total extinctions: 0
Generation time: 4.534 sec (4.471 average)
Training Set Score= 0.2412586136363746  avg_score= 0.2412586136363746  num_closes=  10  balance= 13542.280000000168
Validation Set Score =  -0.7301322938931208
*********************************************************
Mean genetic distance 3.002, standard deviation 1.407

Speciation after migration done

 ****** Running generation 86 ****** 

Score range [-0.367, 0.241]
Evaluating 0 test episodes
Population's average fitness: 0.01252 stdev: 0.14706
Best fitness: 0.24126 - size: (6, 110) - species 1 - id 917
Average adjusted fitness: 0.395
Mean genetic distance 2.980, standard deviation 1.408
Population of 20 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   86     5      0.0    0.409    42
     2   86     5      0.0    0.397     2
     3   86     5     -0.1    0.284     9
     4   86     5      0.1    0.491     0
Total extinctions: 0
Generation time: 3.989 sec (4.463 average)

 ****** Running generation 87 ****** 

Score range [-8.638, 0.241]
Evaluating 0 test episodes
Population's average fitness: -0.63170 stdev: 2.14493
Best fitness: 0.24126 - size: (6, 110) - species 1 - id 917
Average adjusted fitness: 0.902
Mean genetic distance 2.993, standard deviation 1.408
Population of 19 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   87     5      0.1    0.987    43
     2   87     4     -2.7    0.668     3
     3   87     5     -0.0    0.971    10
     4   87     5      0.1    0.981     1
Total extinctions: 0
Generation time: 4.182 sec (4.428 average)
Training Set Score= 0.2412586136363746  avg_score= 0.2412586136363746  num_closes=  10  balance= 13542.280000000168
Validation Set Score =  -0.7301322938931208
*********************************************************
Mean genetic distance 2.993, standard deviation 1.408

Speciation after migration done

 ****** Running generation 88 ****** 

Score range [-4.998, 0.241]
Evaluating 0 test episodes
Population's average fitness: -0.36545 stdev: 1.23977
Best fitness: 0.24126 - size: (6, 110) - species 1 - id 917
Average adjusted fitness: 0.876
Mean genetic distance 2.971, standard deviation 1.378
Population of 19 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   88     5      0.1    0.971    44
     2   88     4     -1.2    0.722     4
     3   88     5     -0.1    0.935    11
     4   88     5     -0.4    0.877     2
Total extinctions: 0
Generation time: 3.825 sec (4.311 average)

 ****** Running generation 89 ****** 

Score range [-5.019, 0.241]
Evaluating 0 test episodes
Population's average fitness: -0.35722 stdev: 1.24347
Best fitness: 0.24126 - size: (6, 110) - species 1 - id 917
Average adjusted fitness: 0.878
Mean genetic distance 3.012, standard deviation 1.394
Population of 21 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   89     4     -0.4    0.874    45
     2   89     5     -1.2    0.722     5
     3   89     6     -0.0    0.951    12
     4   89     6      0.1    0.965     3
Total extinctions: 0
Generation time: 3.829 sec (4.230 average)
Training Set Score= 0.2412586136363746  avg_score= 0.2412586136363746  num_closes=  10  balance= 13542.280000000168
Validation Set Score =  -0.7301322938931208
*********************************************************
Mean genetic distance 3.012, standard deviation 1.394

Speciation after migration done

 ****** Running generation 90 ****** 

Score range [-5.004, 0.241]
Evaluating 0 test episodes
Population's average fitness: -0.21095 stdev: 1.07653
Best fitness: 0.24126 - size: (6, 110) - species 1 - id 917
Average adjusted fitness: 0.921
Mean genetic distance 3.008, standard deviation 1.408
Population of 21 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   90     5      0.1    0.974    46
     2   90     6      0.0    0.957     6
     3   90     5     -0.0    0.948    13
     4   90     5     -0.8    0.804     4
Total extinctions: 0
Generation time: 4.264 sec (4.212 average)

 ****** Running generation 91 ****** 

Score range [-5.006, 0.241]
Evaluating 0 test episodes
Population's average fitness: -0.91898 stdev: 1.98394
Best fitness: 0.24126 - size: (6, 110) - species 1 - id 917
Average adjusted fitness: 0.786
Mean genetic distance 3.038, standard deviation 1.416
Population of 21 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   91     6      0.0    0.956    47
     2   91     5     -1.7    0.639     7
     3   91     6      0.0    0.959     0
     4   91     4     -1.9    0.590     5
Total extinctions: 0
Generation time: 4.242 sec (4.202 average)
Training Set Score= 0.2412586136363746  avg_score= 0.2412586136363746  num_closes=  10  balance= 13542.280000000168
Validation Set Score =  -0.7301322938931208
*********************************************************
Mean genetic distance 3.038, standard deviation 1.416

Speciation after migration done

 ****** Running generation 92 ****** 

Score range [-5.006, 0.241]
Evaluating 0 test episodes
Population's average fitness: -0.34965 stdev: 1.17619
Best fitness: 0.24126 - size: (6, 110) - species 1 - id 917
Average adjusted fitness: 0.874
Mean genetic distance 3.118, standard deviation 1.412
Population of 19 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   92     5     -0.2    0.925    48
     2   92     4     -0.4    0.871     8
     3   92     5      0.0    0.963     0
     4   92     5     -1.1    0.738     6
Total extinctions: 0
Generation time: 4.524 sec (4.194 average)

 ****** Running generation 93 ****** 

Score range [-3.040, 0.241]
Evaluating 0 test episodes
Population's average fitness: -0.22240 stdev: 0.89380
Best fitness: 0.24126 - size: (6, 110) - species 1 - id 917
Average adjusted fitness: 0.853
Mean genetic distance 3.076, standard deviation 1.373
Population of 21 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   93     4     -0.5    0.772    49
     2   93     5     -0.6    0.740     9
     3   93     6      0.0    0.937     1
     4   93     6      0.1    0.963     7
Total extinctions: 0
Generation time: 3.992 sec (4.123 average)
Training Set Score= 0.2412586136363746  avg_score= 0.2412586136363746  num_closes=  10  balance= 13542.280000000168
Validation Set Score =  -0.7301322938931208
*********************************************************
Mean genetic distance 3.076, standard deviation 1.373

Speciation after migration done

 ****** Running generation 94 ****** 

Score range [-8.638, 0.241]
Evaluating 0 test episodes
Population's average fitness: -0.46520 stdev: 1.90118
Best fitness: 0.24126 - size: (6, 110) - species 1 - id 917
Average adjusted fitness: 0.918
Mean genetic distance 3.055, standard deviation 1.396
Population of 19 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   94     5      0.1    0.988     0
     2   94     4     -2.2    0.728    10
     3   94     5      0.0    0.973     2
     4   94     5      0.1    0.984     8
Total extinctions: 0
Generation time: 4.179 sec (4.156 average)

 ****** Running generation 95 ****** 

Score range [-4.995, 0.241]
Evaluating 0 test episodes
Population's average fitness: -0.34253 stdev: 1.24846
Best fitness: 0.24126 - size: (6, 110) - species 1 - id 917
Average adjusted fitness: 0.874
Mean genetic distance 3.100, standard deviation 1.378
Population of 21 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   95     6      0.1    0.970     1
     2   95     3     -1.9    0.598    11
     3   95     6      0.0    0.956     3
     4   95     6      0.1    0.972     9
Total extinctions: 0
Generation time: 3.778 sec (4.080 average)
Training Set Score= 0.2412586136363746  avg_score= 0.2412586136363746  num_closes=  10  balance= 13542.280000000168
Validation Set Score =  -0.7301322938931208
*********************************************************
Mean genetic distance 3.100, standard deviation 1.378

Speciation after migration done

 ****** Running generation 96 ****** 

Score range [-0.266, 0.241]
Evaluating 0 test episodes
Population's average fitness: 0.07136 stdev: 0.11520
Best fitness: 0.24126 - size: (6, 110) - species 1 - id 917
Average adjusted fitness: 0.334
Mean genetic distance 3.180, standard deviation 1.436
Population of 21 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   96     5      0.1    0.345     2
     2   96     4      0.0    0.309    12
     3   96     5      0.0    0.269     4
     4   96     7      0.1    0.414     0
Total extinctions: 0
Generation time: 4.226 sec (4.104 average)

 ****** Running generation 97 ****** 

Score range [-11.099, 0.241]
Evaluating 0 test episodes
Population's average fitness: -1.36827 stdev: 2.88964
Best fitness: 0.24126 - size: (6, 110) - species 1 - id 917
Average adjusted fitness: 0.862
Mean genetic distance 3.174, standard deviation 1.474
Population of 19 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   97     5     -0.6    0.928     3
     2   97     4     -2.5    0.762    13
     3   97     5      0.0    0.981     5
     4   97     5     -2.3    0.775     1
Total extinctions: 0
Generation time: 4.315 sec (4.117 average)
Training Set Score= 0.2412586136363746  avg_score= 0.2412586136363746  num_closes=  10  balance= 13542.280000000168
Validation Set Score =  -0.7301322938931208
*********************************************************
Mean genetic distance 3.174, standard deviation 1.474

Speciation after migration done

 ****** Running generation 98 ****** 

Score range [-4.995, 0.241]
Evaluating 0 test episodes
Population's average fitness: -0.21670 stdev: 1.13554
Best fitness: 0.24126 - size: (6, 110) - species 1 - id 917
Average adjusted fitness: 0.903
Mean genetic distance 3.203, standard deviation 1.494
Population of 21 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   98     6     -0.0    0.954     4
     2   98     3     -1.2    0.722    14
     3   98     6      0.0    0.958     6
     4   98     6      0.1    0.978     2
Total extinctions: 0
Generation time: 3.894 sec (4.124 average)

 ****** Running generation 99 ****** 

Score range [-5.005, 0.241]
Evaluating 0 test episodes
Population's average fitness: -0.20691 stdev: 1.08233
Best fitness: 0.24126 - size: (6, 110) - species 1 - id 917
Average adjusted fitness: 0.921
Mean genetic distance 3.157, standard deviation 1.511
Population of 19 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1   99     5     -0.0    0.952     5
     2   99     4      0.1    0.964     0
     3   99     5      0.0    0.955     7
     4   99     5     -0.7    0.812     3
Total extinctions: 0
Generation time: 4.258 sec (4.167 average)
Saving checkpoint to neat-checkpoint-99
Training Set Score= 0.2412586136363746  avg_score= 0.2412586136363746  num_closes=  10  balance= 13542.280000000168
Validation Set Score =  -0.7301322938931208
*********************************************************
Mean genetic distance 3.157, standard deviation 1.511

Speciation after migration done

 ****** Running generation 100 ****** 

Score range [-11.098, 0.241]
Evaluating 0 test episodes
Population's average fitness: -0.68763 stdev: 2.53733
Best fitness: 0.24126 - size: (6, 110) - species 1 - id 917
Average adjusted fitness: 0.909
Mean genetic distance 3.232, standard deviation 1.463
Population of 19 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1  100     5     -0.0    0.976     6
     2  100     4     -2.7    0.737     1
     3  100     5      0.1    0.984     0
     4  100     5     -0.5    0.939     4
Total extinctions: 0
Generation time: 4.386 sec (4.179 average)

 ****** Running generation 101 ****** 

Score range [-0.010, 0.241]
Evaluating 0 test episodes
Population's average fitness: 0.09473 stdev: 0.07702
Best fitness: 0.24126 - size: (6, 110) - species 1 - id 917
Average adjusted fitness: 0.101
Mean genetic distance 3.256, standard deviation 1.478
Population of 20 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1  101     6      0.1    0.151     0
     2  101     3      0.0    0.044     2
     3  101     4      0.0    0.043     1
     4  101     7      0.2    0.168     0
Total extinctions: 0
Generation time: 4.294 sec (4.185 average)
Training Set Score= 0.2412586136363746  avg_score= 0.2412586136363746  num_closes=  10  balance= 13542.280000000168
Validation Set Score =  -0.7301322938931208
*********************************************************
Mean genetic distance 3.256, standard deviation 1.478

Speciation after migration done

 ****** Running generation 102 ****** 

Score range [-3.010, 0.241]
Evaluating 0 test episodes
Population's average fitness: -0.19646 stdev: 0.85379
Best fitness: 0.24126 - size: (6, 110) - species 1 - id 917
Average adjusted fitness: 0.880
Mean genetic distance 3.279, standard deviation 1.522
Population of 20 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1  102     5     -0.4    0.812     1
     2  102     4      0.0    0.933     3
     3  102     5      0.0    0.934     2
     4  102     6     -0.3    0.843     1
Total extinctions: 0
Generation time: 4.553 sec (4.188 average)

 ****** Running generation 103 ****** 

Score range [-5.165, 0.241]
Evaluating 0 test episodes
Population's average fitness: -0.45919 stdev: 1.54778
Best fitness: 0.24126 - size: (6, 110) - species 1 - id 917
Average adjusted fitness: 0.866
Mean genetic distance 3.227, standard deviation 1.514
Population of 20 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1  103     5      0.0    0.958     2
     2  103     5     -1.3    0.723     4
     3  103     5      0.0    0.962     3
     4  103     5     -0.7    0.820     2
Total extinctions: 0
Generation time: 4.663 sec (4.255 average)
Training Set Score= 0.2412586136363746  avg_score= 0.2412586136363746  num_closes=  10  balance= 13542.280000000168
Validation Set Score =  -0.7301322938931208
*********************************************************
Mean genetic distance 3.227, standard deviation 1.514

Speciation after migration done

 ****** Running generation 104 ****** 

Score range [-5.803, 0.241]
Evaluating 0 test episodes
Population's average fitness: -0.34677 stdev: 1.36220
Best fitness: 0.24126 - size: (6, 110) - species 1 - id 917
Average adjusted fitness: 0.903
Mean genetic distance 3.241, standard deviation 1.569
Population of 19 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1  104     5      0.1    0.976     3
     2  104     4     -1.6    0.694     5
     3  104     5      0.0    0.962     4
     4  104     5      0.1    0.979     3
Total extinctions: 0
Generation time: 4.485 sec (4.285 average)

 ****** Running generation 105 ****** 

Score range [-11.101, 0.241]
Evaluating 0 test episodes
Population's average fitness: -1.08063 stdev: 2.71028
Best fitness: 0.24126 - size: (6, 110) - species 1 - id 917
Average adjusted fitness: 0.883
Mean genetic distance 3.259, standard deviation 1.460
Population of 21 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1  105     6      0.1    0.984     4
     2  105     5     -1.3    0.868     6
     3  105     6      0.0    0.981     5
     4  105     4     -3.2    0.698     4
Total extinctions: 0
Generation time: 4.365 sec (4.344 average)
Training Set Score= 0.2412586136363746  avg_score= 0.2412586136363746  num_closes=  10  balance= 13542.280000000168
Validation Set Score =  -0.7301322938931208
*********************************************************
Mean genetic distance 3.259, standard deviation 1.460

Speciation after migration done

 ****** Running generation 106 ****** 

Score range [-7.572, 0.241]
Evaluating 0 test episodes
Population's average fitness: -0.63850 stdev: 1.75296
Best fitness: 0.24126 - size: (6, 110) - species 1 - id 917
Average adjusted fitness: 0.880
Mean genetic distance 3.228, standard deviation 1.540
Population of 19 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1  106     5     -0.1    0.954     5
     2  106     4     -2.0    0.713     7
     3  106     5      0.0    0.970     6
     4  106     5     -0.7    0.881     5
Total extinctions: 0
Generation time: 4.744 sec (4.396 average)

 ****** Running generation 107 ****** 

Score range [-5.004, 0.241]
Evaluating 0 test episodes
Population's average fitness: -0.19471 stdev: 1.13826
Best fitness: 0.24126 - size: (6, 110) - species 1 - id 917
Average adjusted fitness: 0.907
Mean genetic distance 3.308, standard deviation 1.515
Population of 21 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1  107     6      0.0    0.962     6
     2  107     3     -1.2    0.722     8
     3  107     6      0.0    0.958     7
     4  107     6      0.2    0.987     0
Total extinctions: 0
Generation time: 4.465 sec (4.411 average)
Training Set Score= 0.2412586136363746  avg_score= 0.2412586136363746  num_closes=  10  balance= 13542.280000000168
Validation Set Score =  -0.7301322938931208
*********************************************************
Mean genetic distance 3.308, standard deviation 1.515

Speciation after migration done

 ****** Running generation 108 ****** 

Score range [-5.003, 0.241]
Evaluating 0 test episodes
Population's average fitness: -0.48042 stdev: 1.38262
Best fitness: 0.24126 - size: (6, 110) - species 1 - id 917
Average adjusted fitness: 0.875
Mean genetic distance 3.223, standard deviation 1.493
Population of 19 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1  108     5      0.0    0.962     7
     2  108     4      0.0    0.962     9
     3  108     5      0.0    0.960     8
     4  108     5     -1.8    0.615     1
Total extinctions: 0
Generation time: 4.995 sec (4.521 average)

 ****** Running generation 109 ****** 

Score range [-4.995, 0.241]
Evaluating 0 test episodes
Population's average fitness: -0.31849 stdev: 1.24652
Best fitness: 0.24126 - size: (6, 110) - species 1 - id 917
Average adjusted fitness: 0.885
Mean genetic distance 3.207, standard deviation 1.537
Population of 21 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1  109     6      0.1    0.977     8
     2  109     5     -1.2    0.722    10
     3  109     6      0.1    0.966     0
     4  109     4     -0.4    0.873     2
Total extinctions: 0
Generation time: 4.325 sec (4.528 average)
Training Set Score= 0.2412586136363746  avg_score= 0.2412586136363746  num_closes=  10  balance= 13542.280000000168
Validation Set Score =  -0.7301322938931208
*********************************************************
Mean genetic distance 3.207, standard deviation 1.537

Speciation after migration done

 ****** Running generation 110 ****** 

Score range [-11.098, 0.241]
Evaluating 0 test episodes
Population's average fitness: -0.85981 stdev: 2.58191
Best fitness: 0.24126 - size: (6, 110) - species 1 - id 917
Average adjusted fitness: 0.887
Mean genetic distance 3.200, standard deviation 1.526
Population of 19 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1  110     5      0.0    0.983     9
     2  110     4     -1.5    0.847    11
     3  110     5     -0.0    0.976     1
     4  110     5     -2.7    0.743     3
Total extinctions: 0
Generation time: 5.012 sec (4.590 average)

 ****** Running generation 111 ****** 

Score range [-5.748, 0.241]
Evaluating 0 test episodes
Population's average fitness: -0.64410 stdev: 1.73467
Best fitness: 0.24126 - size: (6, 110) - species 1 - id 917
Average adjusted fitness: 0.842
Mean genetic distance 3.339, standard deviation 1.579
Population of 19 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1  111     6     -0.0    0.960    10
     2  111     3     -1.9    0.649    12
     3  111     6      0.0    0.967     2
     4  111     4     -1.0    0.793     4
Total extinctions: 0
Generation time: 4.670 sec (4.628 average)
Training Set Score= 0.2412586136363746  avg_score= 0.2412586136363746  num_closes=  10  balance= 13542.280000000168
Validation Set Score =  -0.7301322938931208
*********************************************************
Mean genetic distance 3.258, standard deviation 1.570

Speciation after migration done

 ****** Running generation 112 ****** 

Score range [-5.017, 0.241]
Evaluating 0 test episodes
Population's average fitness: -0.19365 stdev: 1.14063
Best fitness: 0.24126 - size: (6, 110) - species 1 - id 917
Average adjusted fitness: 0.887
Mean genetic distance 3.238, standard deviation 1.532
Population of 19 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1  112     5      0.1    0.976    11
     2  112     4     -1.6    0.644    13
     3  112     5      0.0    0.961     3
     4  112     5      0.1    0.969     5
Total extinctions: 0
Generation time: 4.613 sec (4.634 average)

 ****** Running generation 113 ****** 

Score range [-11.098, 0.241]
Evaluating 0 test episodes
Population's average fitness: -0.57082 stdev: 2.48835
Best fitness: 0.24126 - size: (6, 110) - species 1 - id 917
Average adjusted fitness: 0.919
Mean genetic distance 3.259, standard deviation 1.561
Population of 19 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1  113     5     -0.1    0.968    12
     2  113     4     -2.7    0.737    14
     3  113     5      0.0    0.979     4
     4  113     5      0.1    0.991     6
Total extinctions: 0
Generation time: 4.383 sec (4.606 average)
Training Set Score= 0.2412586136363746  avg_score= 0.2412586136363746  num_closes=  10  balance= 13542.280000000168
Validation Set Score =  -0.7301322938931208
*********************************************************
Mean genetic distance 3.259, standard deviation 1.561

Speciation after migration done

 ****** Running generation 114 ****** 

Score range [-5.000, 0.241]
Evaluating 0 test episodes
Population's average fitness: -0.46556 stdev: 1.55014
Best fitness: 0.24126 - size: (6, 110) - species 1 - id 917
Average adjusted fitness: 0.846
Mean genetic distance 3.292, standard deviation 1.581
Population of 21 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1  114     6      0.1    0.978    13
     2  114     3     -2.5    0.486    15
     3  114     6      0.0    0.962     5
     4  114     6      0.0    0.959     7
Total extinctions: 0
Generation time: 4.320 sec (4.589 average)

 ****** Running generation 115 ****** 

Score range [-2.565, 0.241]
Evaluating 0 test episodes
Population's average fitness: -0.05464 stdev: 0.57105
Best fitness: 0.24126 - size: (6, 110) - species 1 - id 917
Average adjusted fitness: 0.861
Mean genetic distance 3.232, standard deviation 1.580
Population of 19 members in 4 species:
   ID   age  size  fitness  adj fit  stag
  ====  ===  ====  =======  =======  ====
     1  115     5      0.1    0.939    14
     2  115     4     -0.8    0.624    16
     3  115     5     -0.0    0.913     6
     4  115     5      0.1    0.966     8
Total extinctions: 0
Generation time: 4.795 sec (4.632 average)
Training Set Score= 0.2412586136363746  avg_score= 0.2412586136363746  num_closes=  10  balance= 13542.280000000168
Validation Set Score =  -0.7301322938931208
*********************************************************
Mean genetic distance 3.232, standard deviation 1.580

Speciation after migration done