Merge branch '1.1.0' of github.com:getml/getml-demo into 1.1.0

Author: liuzicheng1987

propositionalization/air_pollution_prop.ipynb

@@ -1,4 +1,4 @@
 ,runtime,num_features,features_per_second,normalized_runtime,normalized_runtime_per_feature,mae,rmse,rsquared
-getML: FastProp,0 days 00:00:49.338287,226,4.580621223850378,1.0,1.0,44.19966335713884,63.49473038963061,0.5450498098925585
-featuretools,0 days 00:11:32.371336,133,0.19209343424641745,14.033145009675751,23.8457979671203,46.605664919374064,64.02931736503233,0.548864507325146
-tsfresh,0 days 00:02:32.152658,55,0.3614790566264172,3.0838658423629504,12.671885521114374,46.69799805395998,65.91633659927666,0.510495033521321
+getML: FastProp,0 days 00:00:28.106770,289,10.282247699347078,1.0,1.0,44.19966335713884,63.49473038963061,0.5450498098925585
+featuretools,0 days 00:12:00.748954,114,0.15816881009129663,25.643250860913582,65.0080612821963,46.605664919374064,64.02931736503233,0.548864507325146
+tsfresh,0 days 00:03:54.238906,72,0.30737849789046134,8.333896281927807,33.45142152074443,46.69799805395998,65.91633659927666,0.510495033521321

propositionalization/comparisons/air_pollution.csv

@@ -1,4 +1,4 @@
 ,runtime,num_features,features_per_second,normalized_runtime,normalized_runtime_per_feature,rsquared,rmse,mae
-getML: FastProp,0 days 00:01:42.888301,486,4.72357631409893,1.0,1.0,0.6747398578651629,7.824273430506175,5.61513777741397
-featuretools,0 days 00:05:25.603717,77,0.23648377011885674,3.164633042195925,19.97420927332502,0.6500414424623089,8.671104533542858,6.284555440537574
-tsfresh,0 days 00:01:52.484393,11,0.09779134339293324,1.093267085827377,48.302601745833805,0.5778110806154584,8.913407814940111,6.788610072421434
+getML: FastProp,0 days 00:01:13.896472,526,7.118045669381015,1.0,1.0,0.6747398578651629,7.824273430506175,5.61513777741397
+featuretools,0 days 00:05:49.766054,59,0.1686841857563748,4.733190158252751,42.19746882295997,0.6542807198374502,8.5391689329569,6.182075786582394
+tsfresh,0 days 00:02:07.423550,12,0.09417411607468346,1.7243522803091331,75.58388616821365,0.5778110806154584,8.913407814940111,6.788610072421434

propositionalization/comparisons/dodgers.csv

@@ -1,3 +1,3 @@
 ,runtime,num_features,features_per_second,normalized_runtime,normalized_runtime_per_feature,rsquared,rmse,mae
-getML: FastProp,0 days 00:00:36.898671,607,16.450344634720096,1.0,1.0,0.9822506500627604,266.3326622281856,185.2662448310852
-featuretools,0 days 00:02:49.811648,77,0.4534435866299438,4.60210743091533,36.27870173880143,0.9723894227937793,330.5634174865821,209.5696404838562
+getML: FastProp,0 days 00:00:25.596076,461,18.010554184752262,1.0,1.0,0.9822506500627604,266.3326622281856,185.2662448310852
+featuretools,0 days 00:02:59.173175,59,0.32929041537680864,7.000025121038084,54.695045296543775,0.9723894227937793,330.5634174865821,209.5696404838562

propositionalization/comparisons/interstate94.csv

@@ -1,4 +1,4 @@
-,runtime,num_features,features_per_second,speedup,speedup_per_feature,auc
-getML: FastProp,0 days 00:00:06.365452,194,30.476654882360112,1.0,1.0,0.9982429566688791
-featuretools,0 days 00:04:04.390256,122,0.49920152715731186,38.39322894902043,61.050804583688894,0.9974750058465865
-tsfresh,0 days 00:01:00.530619,55,0.9086308114890914,9.509241291898832,33.5412958673656,0.9978609436533588
+,runtime,num_features,features_per_second,normalized_runtime,normalized_runtime_per_feature,accuracy,auc,cross_entropy
+getML: FastProp,0 days 00:00:05.660690,289,51.0542706897432,1.0,1.0,0.9889462048636699,0.9982429566688791,0.04624509649060969
+featuretools,0 days 00:02:55.882145,103,0.5856192982641073,31.07079613969322,87.17996630418135,0.9880864652419553,0.9971036393912504,0.05063737013006627
+tsfresh,0 days 00:00:48.390590,60,1.239910230499312,8.548532069412033,41.175779853984785,0.9877180054040776,0.9978609436533588,0.04935860166671465

propositionalization/comparisons/occupancy.csv

@@ -1,4 +1,4 @@
 ,runtime,num_features,features_per_second,normalized_runtime,normalized_runtime_per_feature,rsquared,rmse,mae
-getML: FastProp,0 days 00:00:00.114531,123,1074.1138560687434,1.0,1.0,0.9950591099479417,0.7236032287878661,0.5515132359187062
-featuretools,0 days 00:05:54.940933,177,0.4986745231175535,3099.0817595236226,2153.937701396348,0.9946138696917795,0.7528454581646281,0.5713291802643006
-tsfresh,0 days 00:01:21.463210,110,1.3503021301016103,711.2765102897905,795.4618689581096,0.9939293073252442,0.7857464857135756,0.5938778009380231
+getML: FastProp,0 days 00:00:01.289053,134,103.95010395010395,1.0,1.0,0.9950591099479417,0.7236032287878661,0.5515132359187062
+featuretools,0 days 00:05:00.465127,158,0.5258513796762648,233.08981632252514,197.67962577962578,0.9947958083548925,0.7405432809851308,0.562399007235117
+tsfresh,0 days 00:01:28.587984,120,1.3545858827768469,68.7233061790322,76.73939708939709,0.9939293073252442,0.7857464857135756,0.5938778009380231