Better configuration

config.txt

@@ -1,13 +1,13 @@
 [NEAT]
 fitness_criterion     = max
-fitness_threshold     = 10000000000
-pop_size              = 50
+fitness_threshold     = 100000000
+pop_size              = 80
 reset_on_extinction   = True
 
 [DefaultGenome]
 # node activation options
 activation_default      = tanh
-activation_mutate_rate  = 0.1
+activation_mutate_rate  = 0.01
 activation_options      = tanh
 
 # node aggregation options
@@ -34,7 +34,7 @@ conn_delete_prob        = 0.5
 
 # connection enable options
 enabled_default         = True
-enabled_mutate_rate     = 0.1
+enabled_mutate_rate     = 0.01
 
 feed_forward            = True
 initial_connection      = full
@@ -62,8 +62,8 @@ weight_init_mean        = 0.0
 weight_init_stdev       = 1.0
 weight_max_value        = 30
 weight_min_value        = -30
-weight_mutate_power     = 0.8
-weight_mutate_rate      = 0.9
+weight_mutate_power     = 0.5
+weight_mutate_rate      = 0.8
 weight_replace_rate     = 0.1
 
 [DefaultSpeciesSet]
@@ -75,5 +75,5 @@ max_stagnation       = 20
 species_elitism      = 2
 
 [DefaultReproduction]
-elitism            = 2
-survival_threshold = 0.4
+elitism            = 3
+survival_threshold = 0.2