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logs.txt
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----------------------------
modelo: ann-mlp
periodo: s_01_2010
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 64.14 0.0784983 3 0.542514 N/A 5.82m
1 3.64 0.160435 5 0.605034 N/A 8.77m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.580082 0.0396069 0.518627 0.755882
1 50 0.652168 0.0653966 0.497712 0.766993
Elapsed Time = 0:14:42.882302
----------------------------
modelo: logistic-elasticnet
periodo: s_01_2010
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 61.39 0.0783943 5 0.544338 N/A 8.97m
1 3.82 0.162066 5 0.57467 N/A 8.76m
2 3.87 0.276935 4 0.620461 N/A 8.97m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.586275 0 0.586275 0.586275
1 53 0.586275 0 0.586275 0.586275
Elapsed Time = 0:01:05.234168
----------------------------
modelo: ls-svm
periodo: s_01_2010
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 65.18 0.0777762 3 0.545083 N/A 7.03m
1 3.83 0.156193 5 0.572831 N/A 8.35m
2 3.78 0.266153 5 0.622671 N/A 8.76m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.660305 0.0610247 0.563072 0.744444
1 54 0.721362 0.0424701 0.563072 0.744444
Elapsed Time = 0:00:41.824716
----------------------------
modelo: ann-mlp
periodo: s_02_2010
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 63.19 0.0698042 3 0.61677 N/A 7.41m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.580476 0.0706063 0.436508 0.769841
1 54 0.676217 0.0751285 0.533333 0.826984
Elapsed Time = 0:14:44.646932
----------------------------
modelo: logistic-elasticnet
periodo: s_02_2010
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 62.92 0.0695713 3 0.639524 N/A 8.27m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.61746 2.22045e-16 0.61746 0.61746
1 42 0.61746 2.22045e-16 0.61746 0.61746
Elapsed Time = 0:01:04.863909
----------------------------
modelo: ls-svm
periodo: s_02_2010
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 63.04 0.0713783 3 0.620182 N/A 6.87m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.745529 0.0638038 0.563492 0.777778
1 50 0.775979 0.0121905 0.68254 0.777778
Elapsed Time = 0:00:24.180097
----------------------------
modelo: ann-mlp
periodo: s_01_2011
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 65.54 0.0711516 3 0.677372 N/A 6.69m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.556019 0.0612187 0.479739 0.770588
1 55 0.647914 0.0833541 0.473203 0.79281
Elapsed Time = 0:12:11.512400
----------------------------
modelo: logistic-elasticnet
periodo: s_01_2011
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 63.70 0.0722407 3 0.677372 N/A 9.84m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.835294 0 0.835294 0.835294
1 48 0.835294 0 0.835294 0.835294
Elapsed Time = 0:00:31.328503
----------------------------
modelo: ls-svm
periodo: s_01_2011
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 62.93 0.0717015 3 0.670116 N/A 7.52m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.712685 0.0926037 0.520261 0.785621
1 56 0.780697 0.0341235 0.520261 0.785621
Elapsed Time = 0:00:46.669765
----------------------------
modelo: ann-mlp
periodo: s_02_2011
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 62.37 0.0801396 3 0.54044 N/A 7.04m
1 3.96 0.163654 4 0.543457 N/A 8.67m
2 3.77 0.273942 3 0.662253 N/A 8.86m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.553587 0.0837722 0.4726 0.793096
1 51 0.68603 0.0646879 0.518339 0.795901
Elapsed Time = 0:15:44.901743
----------------------------
modelo: logistic-elasticnet
periodo: s_02_2011
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 64.08 0.0805026 3 0.54042 N/A 9.22m
1 3.77 0.163453 5 0.584538 N/A 8.42m
2 3.61 0.285441 6 0.662262 N/A 8.72m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.664725 0 0.664725 0.664725
1 48 0.664725 0 0.664725 0.664725
Elapsed Time = 0:01:06.080822
----------------------------
modelo: ls-svm
periodo: s_02_2011
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 62.86 0.0794635 3 0.527834 N/A 7.28m
1 3.73 0.163354 3 0.568448 N/A 8.59m
2 3.78 0.284051 6 0.662403 N/A 9.11m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.669885 0.0616222 0.5274 0.755556
1 50 0.753639 0.0147215 0.640561 0.755556
Elapsed Time = 0:00:34.532353
----------------------------
modelo: ann-mlp
periodo: s_01_2012
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 64.66 0.0755055 3 0.575565 N/A 7.12m
1 3.73 0.157057 5 0.590083 N/A 8.75m
2 3.93 0.286171 5 0.67761 N/A 8.83m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.600833 0.0677637 0.426797 0.764379
1 52 0.663366 0.0813575 0.531046 0.874183
Elapsed Time = 0:15:39.514890
----------------------------
modelo: logistic-elasticnet
periodo: s_01_2012
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 64.14 0.0750054 3 0.590769 N/A 10.08m
1 3.62 0.158095 3 0.677566 N/A 8.86m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.640523 1.11022e-16 0.640523 0.640523
1 43 0.640523 1.11022e-16 0.640523 0.640523
Elapsed Time = 0:01:19.883054
----------------------------
modelo: ls-svm
periodo: s_01_2012
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 64.80 0.0756008 3 0.575565 N/A 7.88m
1 3.82 0.153613 5 0.593977 N/A 10.07m
2 3.91 0.280096 5 0.677594 N/A 10.70m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.729608 0.0455737 0.573203 0.788889
1 52 0.767097 0.0472416 0.573203 0.788889
Elapsed Time = 0:00:41.576088
----------------------------
modelo: ann-mlp
periodo: s_02_2012
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 62.87 0.0725006 3 0.588082 N/A 7.64m
1 3.91 0.136328 3 0.588082 N/A 9.33m
2 4.14 0.260813 6 0.626017 N/A 9.73m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.555423 0.0622992 0.442857 0.771429
1 44 0.63918 0.0803183 0.473016 0.780952
Elapsed Time = 0:17:42.071999
----------------------------
modelo: logistic-elasticnet
periodo: s_02_2012
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 63.50 0.0725729 3 0.590124 N/A 10.22m
1 3.93 0.143278 3 0.590124 N/A 9.74m
2 4.04 0.287575 3 0.625786 N/A 11.00m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.601587 0 0.601587 0.601587
1 56 0.601587 0 0.601587 0.601587
Elapsed Time = 0:01:06.369116
----------------------------
modelo: ls-svm
periodo: s_02_2012
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 62.72 0.0728109 4 0.54477 N/A 8.37m
1 3.95 0.144925 5 0.560911 N/A 9.82m
2 4.19 0.287787 5 0.625949 N/A 10.37m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.715899 0.0869258 0.522222 0.78254
1 50 0.77754 0.0202794 0.673016 0.78254
Elapsed Time = 0:01:01.168091
----------------------------
modelo: ann-mlp
periodo: s_01_2013
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 63.56 0.0744051 3 0.583881 N/A 7.31m
1 3.78 0.1452 3 0.704029 N/A 8.94m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.535398 0.0631028 0.482398 0.778966
1 42 0.633942 0.072541 0.488636 0.780749
Elapsed Time = 0:15:06.000114
----------------------------
modelo: logistic-elasticnet
periodo: s_01_2013
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 63.30 0.0749753 3 0.583881 N/A 9.84m
1 3.73 0.146539 3 0.605725 N/A 8.72m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.650178 0 0.650178 0.650178
1 54 0.650178 0 0.650178 0.650178
Elapsed Time = 0:01:24.983381
----------------------------
modelo: ls-svm
periodo: s_01_2013
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 63.02 0.0730329 3 0.584077 N/A 7.59m
1 3.71 0.143255 3 0.619378 N/A 9.78m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.738933 0.0555381 0.635695 0.79033
1 48 0.788399 0.00722542 0.761364 0.79033
Elapsed Time = 0:00:43.714619
----------------------------
modelo: ann-mlp
periodo: s_02_2013
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 62.87 0.0780277 3 0.586559 N/A 7.49m
1 3.75 0.161154 5 0.647718 N/A 9.61m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.546614 0.0567942 0.477778 0.693651
1 54 0.606799 0.0716575 0.465079 0.78254
Elapsed Time = 0:18:52.446672
----------------------------
modelo: logistic-elasticnet
periodo: s_02_2013
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 63.59 0.0787645 3 0.607197 N/A 9.50m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.780952 2.22045e-16 0.780952 0.780952
1 49 0.780952 2.22045e-16 0.780952 0.780952
Elapsed Time = 0:01:20.600807
----------------------------
modelo: ls-svm
periodo: s_02_2013
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 64.22 0.0781927 3 0.601496 N/A 8.64m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.682275 0.0744867 0.522222 0.755556
1 49 0.740476 0.0375976 0.522222 0.755556
Elapsed Time = 0:00:26.199267
----------------------------
modelo: ann-mlp
periodo: s_01_2014
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 62.85 0.0843642 3 0.629881 N/A 8.05m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.554267 0.0756594 0.480615 0.762701
1 50 0.636341 0.0791383 0.469474 0.809715
Elapsed Time = 0:13:40.610054
----------------------------
modelo: logistic-elasticnet
periodo: s_01_2014
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 63.41 0.0844877 4 0.6362 N/A 10.12m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.74287 0 0.74287 0.74287
1 55 0.74287 0 0.74287 0.74287
Elapsed Time = 0:00:43.980758
----------------------------
modelo: ls-svm
periodo: s_01_2014
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 61.24 0.0846768 3 0.630446 N/A 7.85m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.760625 0.0671271 0.491979 0.796569
1 54 0.794846 0.00982002 0.727273 0.796569
Elapsed Time = 0:00:53.235522
----------------------------
modelo: ann-mlp
periodo: s_02_2014
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 63.22 0.0750815 3 0.581547 N/A 8.60m
1 3.67 0.137881 5 0.583469 N/A 12.19m
2 3.65 0.235154 5 0.64907 N/A 10.31m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.531472 0.073142 0.458903 0.71118
1 53 0.602981 0.049919 0.479296 0.719358
Elapsed Time = 0:17:55.215197
----------------------------
modelo: logistic-elasticnet
periodo: s_02_2014
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 63.88 0.0757928 3 0.581547 N/A 9.34m
1 3.83 0.142408 3 0.581547 N/A 8.78m
2 3.65 0.247482 6 0.649516 N/A 8.99m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.671739 2.22045e-16 0.671739 0.671739
1 53 0.671739 2.22045e-16 0.671739 0.671739
Elapsed Time = 0:01:32.244204
----------------------------
modelo: ls-svm
periodo: s_02_2014
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 65.21 0.0744559 3 0.59387 N/A 7.75m
1 3.71 0.143761 3 0.607988 N/A 9.34m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.681454 0.0752085 0.458903 0.73499
1 58 0.716054 0.0489683 0.458903 0.73499
Elapsed Time = 0:00:30.449977
----------------------------
modelo: ann-mlp
periodo: s_01_2015
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 62.20 0.0690616 3 0.631317 N/A 7.37m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.661884 0.156321 0.444121 0.830636
1 51 0.804096 0.018618 0.763323 0.841748
Elapsed Time = 0:18:35.710948
----------------------------
modelo: logistic-elasticnet
periodo: s_01_2015
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 62.88 0.0691016 3 0.67191 N/A 9.34m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
----------------------------
modelo: ann-mlp
periodo: y_2010
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 62.47 0.0542673 3 0.548123 N/A 5.23m
1 3.85 0.122967 4 0.560356 N/A 9.38m
2 3.88 0.267263 5 0.633194 N/A 9.18m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.582561 0.0116797 0.534454 0.613823
1 50 0.581711 0.0124778 0.535377 0.613823
Elapsed Time = 0:14:58.800290
----------------------------
modelo: logistic-elasticnet
periodo: y_2010
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 63.96 0.0536615 3 0.563633 N/A 9.53m
1 3.82 0.122131 3 0.563633 N/A 9.78m
2 3.89 0.261288 5 0.633183 N/A 8.78m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.597734 0.00249053 0.593929 0.599364
1 50 0.597553 0.00256198 0.593929 0.599364
Elapsed Time = 0:01:43.831640
----------------------------
modelo: ls-svm
periodo: y_2010
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 62.27 0.053932 3 0.565567 N/A 8.09m
1 3.81 0.120319 4 0.576525 N/A 10.10m
2 3.89 0.251885 3 0.633149 N/A 9.26m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.673405 0.0765436 0.58429 0.798913
1 54 0.779042 0.0550257 0.58429 0.798913
Elapsed Time = 0:01:00.328740
----------------------------
modelo: ann-mlp
periodo: y_2011
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 64.98 0.0545443 3 0.489083 N/A 7.22m
1 3.60 0.116006 4 0.52602 N/A 8.87m
2 3.67 0.233337 5 0.62546 N/A 10.14m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.511909 0.0300094 0.43154 0.595828
1 46 0.534871 0.0338743 0.469455 0.606166
Elapsed Time = 0:09:02.423288
----------------------------
modelo: logistic-elasticnet
periodo: y_2011
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 64.38 0.0541731 3 0.515402 N/A 9.63m
1 3.66 0.114402 3 0.515402 N/A 8.24m
2 3.74 0.215119 3 0.625423 N/A 8.20m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.614135 1.11022e-16 0.614135 0.614135
1 54 0.614135 1.11022e-16 0.614135 0.614135
Elapsed Time = 0:01:32.880860
----------------------------
modelo: ls-svm
periodo: y_2011
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 63.51 0.0548467 3 0.551283 N/A 7.27m
1 3.81 0.118398 3 0.551283 N/A 8.36m
2 3.87 0.242856 5 0.62543 N/A 9.55m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.598053 0.0691363 0.492188 0.736264
1 49 0.670029 0.082528 0.492188 0.736264
Elapsed Time = 0:01:13.971088
----------------------------
modelo: ann-mlp
periodo: y_2012
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 63.42 0.0545899 3 0.557459 N/A 7.94m
1 3.87 0.120414 3 0.557459 N/A 9.92m
2 3.70 0.255696 3 0.640474 N/A 10.78m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.529876 0.0225197 0.435808 0.558757
1 47 0.541306 0.0137179 0.508716 0.585213
Elapsed Time = 0:10:01.154747
----------------------------
modelo: logistic-elasticnet
periodo: y_2012
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 63.17 0.0539606 3 0.640474 N/A 9.90m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.596903 2.22045e-16 0.596903 0.596903
1 51 0.596903 2.22045e-16 0.596903 0.596903
Elapsed Time = 0:00:59.592495
----------------------------
modelo: ls-svm
periodo: y_2012
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 66.70 0.0542052 3 0.584114 N/A 8.94m
1 3.72 0.119096 3 0.584114 N/A 10.19m
2 3.99 0.262944 3 0.640474 N/A 9.34m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.672262 0.0624655 0.535377 0.75
1 51 0.71062 0.0584659 0.535377 0.75
Elapsed Time = 0:01:18.677360
----------------------------
modelo: ann-mlp
periodo: y_2013
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 64.22 0.058408 3 0.60307 N/A 7.30m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.508968 0.0436934 0.474471 0.629173
1 47 0.5548 0.0425197 0.462705 0.629173
Elapsed Time = 0:07:59.189754
----------------------------
modelo: logistic-elasticnet
periodo: y_2013
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 62.94 0.0592095 3 0.687045 N/A 9.58m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.681889 0 0.681889 0.681889
1 52 0.681889 0 0.681889 0.681889
Elapsed Time = 0:01:31.225339
----------------------------
modelo: ls-svm
periodo: y_2013
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 64.54 0.0580915 3 0.58411 N/A 8.36m
1 3.72 0.133374 3 0.58411 N/A 9.57m
2 3.83 0.274905 6 0.687928 N/A 9.59m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.697102 0.0597795 0.520812 0.763736
1 47 0.746572 0.0496268 0.520812 0.763736
Elapsed Time = 0:01:07.364022
----------------------------
modelo: ann-mlp
periodo: y_2014
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 62.20 0.0615492 3 0.577671 N/A 7.47m
1 3.69 0.135431 3 0.676242 N/A 9.45m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.53567 0.0446346 0.452317 0.622026
1 48 0.580245 0.0333905 0.514356 0.638536
Elapsed Time = 0:08:41.956402
----------------------------
modelo: logistic-elasticnet
periodo: y_2014
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 62.91 0.0611045 3 0.548777 N/A 12.42m
1 3.65 0.133471 3 0.568898 N/A 9.45m
2 3.80 0.24728 5 0.676359 N/A 9.18m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.722108 2.22045e-16 0.722108 0.722108
1 52 0.722108 2.22045e-16 0.722108 0.722108
Elapsed Time = 0:01:31.411880
----------------------------
modelo: ls-svm
periodo: y_2014
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 64.06 0.0610454 3 0.584317 N/A 8.06m
1 3.72 0.131412 4 0.590096 N/A 10.90m
2 3.99 0.268949 6 0.676463 N/A 13.92m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.74202 0.0868844 0.480619 0.800041
1 50 0.793521 0.0417596 0.480619 0.800041
Elapsed Time = 0:02:23.299898
----------------------------
modelo: ann-mlp
periodo: y_2015
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 64.85 0.0497376 3 0.600617 N/A 9.38m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.491776 0.0433854 0.452006 0.622729
1 48 0.53812 0.0398375 0.459048 0.622729
Elapsed Time = 0:14:48.389590
----------------------------
modelo: logistic-elasticnet
periodo: y_2015
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 64.33 0.0499122 3 0.592017 N/A 13.95m
1 3.86 0.109856 3 0.592017 N/A 14.36m
2 4.25 0.26309 3 0.696771 N/A 12.04m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.59507 3.33067e-16 0.59507 0.59507
1 48 0.59507 3.33067e-16 0.59507 0.59507
Elapsed Time = 0:03:09.229778
----------------------------
modelo: ls-svm
periodo: y_2015
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 62.43 0.049689 3 0.581822 N/A 9.35m
1 3.87 0.103512 3 0.609704 N/A 11.05m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.68556 0.064654 0.537125 0.771969
1 48 0.747354 0.0433812 0.537125 0.771969
Elapsed Time = 0:01:10.201461
----------------------------
modelo: ann-mlp
periodo: y_2016
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 60.96 0.0481169 3 0.454119 N/A 9.23m
1 3.70 0.0898181 12 0.579301 N/A 11.31m
2 4.01 0.191991 4 0.603932 N/A 12.73m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.495849 0.0387212 0.442282 0.556215
1 42 0.532855 0.0300514 0.452493 0.556215
Elapsed Time = 0:25:20.520395
----------------------------
modelo: logistic-elasticnet
periodo: y_2016
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 62.80 0.0477182 3 0.479895 N/A 8.48m
1 3.78 0.0874947 3 0.511806 N/A 7.98m
2 3.94 0.173933 4 0.603932 N/A 8.20m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.569588 2.22045e-16 0.569588 0.569588
1 46 0.569588 2.22045e-16 0.569588 0.569588
Elapsed Time = 0:01:32.834330
----------------------------
modelo: ls-svm
periodo: y_2016
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 65.45 0.047452 3 0.435006 N/A 7.47m
1 3.66 0.0878563 5 0.500657 N/A 8.53m
2 3.74 0.176213 4 0.603932 N/A 8.39m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.628564 0.075741 0.547507 0.785714
1 47 0.746029 0.0755481 0.594702 0.785714
Elapsed Time = 0:01:01.278801
----------------------------
modelo: ann-mlp
periodo: y_2017
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 62.02 0.0633555 3 0.659437 N/A 6.80m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.535206 0.047313 0.452112 0.643326
1 47 0.598405 0.0521025 0.412687 0.674678
Elapsed Time = 0:08:56.414905
----------------------------
modelo: logistic-elasticnet
periodo: y_2017
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 65.23 0.0622836 4 0.630165 N/A 8.92m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.679626 1.11022e-16 0.679626 0.679626
1 48 0.679626 1.11022e-16 0.679626 0.679626
Elapsed Time = 0:02:02.086734
----------------------------
modelo: ls-svm
periodo: y_2017
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 62.72 0.0631334 3 0.630102 N/A 7.20m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.685187 0.0804237 0.504791 0.8104
1 51 0.780424 0.0559973 0.504791 0.8104
Elapsed Time = 0:00:50.680949
----------------------------
modelo: ann-mlp
periodo: y_2018
----------------------------
----------------------- Ingenieria de Variables por Periodo ------------------------
----------------------- ----------------------------------- ------------------------
| Population Average | Best Individual |
---- ------------------------- ------------------------------------------ ----------
Gen Length Fitness Length Fitness OOB Fitness Time Left
0 63.24 0.0531881 3 0.595823 N/A 7.10m
1 3.87 0.115123 3 0.596039 N/A 8.58m
2 3.97 0.257295 5 0.684631 N/A 8.58m
--------------------- Optimizacion de hiperparametros por Periodo ------------------
--------------------- ------------------------------------------- ------------------
gen nevals avg std min max
0 60 0.562465 0.0264412 0.492039 0.640641
1 43 0.581697 0.0353162 0.499439 0.640641
Elapsed Time = 0:10:11.211924
----------------------------