gym-fx
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Published
20 hours ago •
harveybc
harveybc
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
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
