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Commit 26426f9c authored by Muhammad Salman Shahid's avatar Muhammad Salman Shahid
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Disaggreagtion on 1 minute
15:23:52.785382
Validation dataset = 14 days, test dataset = 7 days
Making dataframes of train, val and test
Appliance: clothes_washer, Sampling: 1 minute
Decision Trees/Losses/MSE Loss - sampling - 1 minute, appliance - clothes_washer.jpg is saved.
Minimum mean square error loss for clothes_washer is 1406.899032479782
Appliance: dish_washer, Sampling: 1 minute
Decision Trees/Losses/MSE Loss - sampling - 1 minute, appliance - dish_washer.jpg is saved.
Minimum mean square error loss for dish_washer is 11246.123582946424
Appliance: heat_pump, Sampling: 1 minute
Decision Trees/Losses/MSE Loss - sampling - 1 minute, appliance - heat_pump.jpg is saved.
Minimum mean square error loss for heat_pump is 49391.88225804609
Appliance: wall_oven, Sampling: 1 minute
Decision Trees/Losses/MSE Loss - sampling - 1 minute, appliance - wall_oven.jpg is saved.
Minimum mean square error loss for wall_oven is 19090.914055912563
Appliance: clothes_dryer, Sampling: 1 minute
Decision Trees/Losses/MSE Loss - sampling - 1 minute, appliance - clothes_dryer.jpg is saved.
Minimum mean square error loss for clothes_dryer is 13120.91652212035
Appliance: fridge, Sampling: 1 minute
Decision Trees/Losses/MSE Loss - sampling - 1 minute, appliance - fridge.jpg is saved.
Minimum mean square error loss for fridge is 3940.7020450724513
Appliance: hot_water, Sampling: 1 minute
Decision Trees/Losses/MSE Loss - sampling - 1 minute, appliance - hot_water.jpg is saved.
Minimum mean square error loss for hot_water is 63.72089689791495
Appliance: tv_pvr, Sampling: 1 minute
Decision Trees/Losses/MSE Loss - sampling - 1 minute, appliance - tv_pvr.jpg is saved.
Minimum mean square error loss for tv_pvr is 2498.394471736502
Training time: 11.518625942866008
Appliance: clothes_washer::::::: mean = 6.51 , mse = 2231.26 - mae = 11.37
Appliance: dish_washer::::::: mean = 27.80 , mse = 16419.08 - mae = 39.81
Appliance: heat_pump::::::: mean = 304.19 , mse = 78092.61 - mae = 89.21
Appliance: wall_oven::::::: mean = 9.42 , mse = 21364.01 - mae = 19.51
Appliance: clothes_dryer::::::: mean = 76.68 , mse = 17291.78 - mae = 10.95
Appliance: fridge::::::: mean = 53.06 , mse = 3834.40 - mae = 51.78
Appliance: hot_water::::::: mean = 7.91 , mse = 69.05 - mae = 4.76
Appliance: tv_pvr::::::: mean = 54.47 , mse = 4332.89 - mae = 36.26
Disaggreagtion on 10 minute
15:35:23.982775
Appliance: clothes_washer, Sampling: 10 minute
Decision Trees/Losses/MSE Loss - sampling - 10 minute, appliance - clothes_washer.jpg is saved.
Minimum mean square error loss for clothes_washer is 86310.65004410231
Appliance: dish_washer, Sampling: 10 minute
Decision Trees/Losses/MSE Loss - sampling - 10 minute, appliance - dish_washer.jpg is saved.
Minimum mean square error loss for dish_washer is 1160068.4008363874
Appliance: heat_pump, Sampling: 10 minute
Decision Trees/Losses/MSE Loss - sampling - 10 minute, appliance - heat_pump.jpg is saved.
Minimum mean square error loss for heat_pump is 6465453.987421399
Appliance: wall_oven, Sampling: 10 minute
Decision Trees/Losses/MSE Loss - sampling - 10 minute, appliance - wall_oven.jpg is saved.
Minimum mean square error loss for wall_oven is 1196311.767535444
Appliance: clothes_dryer, Sampling: 10 minute
Decision Trees/Losses/MSE Loss - sampling - 10 minute, appliance - clothes_dryer.jpg is saved.
Minimum mean square error loss for clothes_dryer is 5233071.82397064
Appliance: fridge, Sampling: 10 minute
Decision Trees/Losses/MSE Loss - sampling - 10 minute, appliance - fridge.jpg is saved.
Minimum mean square error loss for fridge is 235783.3395638279
Appliance: hot_water, Sampling: 10 minute
Decision Trees/Losses/MSE Loss - sampling - 10 minute, appliance - hot_water.jpg is saved.
Minimum mean square error loss for hot_water is 2972.5206413834894
Appliance: tv_pvr, Sampling: 10 minute
Decision Trees/Losses/MSE Loss - sampling - 10 minute, appliance - tv_pvr.jpg is saved.
Minimum mean square error loss for tv_pvr is 247699.3404071342
Training time: 1.5280627687772115
Appliance: clothes_washer::::::: mean = 65.09 , mse = 149227.03 - mae = 112.34
Appliance: dish_washer::::::: mean = 278.03 , mse = 1547241.54 - mae = 423.16
Appliance: heat_pump::::::: mean = 3041.95 , mse = 10452490.12 - mae = 1318.58
Appliance: wall_oven::::::: mean = 94.15 , mse = 2061102.06 - mae = 235.77
Appliance: clothes_dryer::::::: mean = 766.79 , mse = 5814689.80 - mae = 503.51
Appliance: fridge::::::: mean = 530.57 , mse = 270957.75 - mae = 426.85
Appliance: hot_water::::::: mean = 79.15 , mse = 2993.26 - mae = 35.19
Appliance: tv_pvr::::::: mean = 544.74 , mse = 435928.67 - mae = 380.84
Disaggreagtion on 30 minute
15:36:56.125346
Appliance: clothes_washer, Sampling: 30 minute
Decision Trees/Losses/MSE Loss - sampling - 30 minute, appliance - clothes_washer.jpg is saved.
Minimum mean square error loss for clothes_washer is 555881.0709295737
Appliance: dish_washer, Sampling: 30 minute
Decision Trees/Losses/MSE Loss - sampling - 30 minute, appliance - dish_washer.jpg is saved.
Minimum mean square error loss for dish_washer is 7613581.160133904
Appliance: heat_pump, Sampling: 30 minute
Decision Trees/Losses/MSE Loss - sampling - 30 minute, appliance - heat_pump.jpg is saved.
Minimum mean square error loss for heat_pump is 62351263.26211756
Appliance: wall_oven, Sampling: 30 minute
Decision Trees/Losses/MSE Loss - sampling - 30 minute, appliance - wall_oven.jpg is saved.
Minimum mean square error loss for wall_oven is 7480262.9745359095
Appliance: clothes_dryer, Sampling: 30 minute
Decision Trees/Losses/MSE Loss - sampling - 30 minute, appliance - clothes_dryer.jpg is saved.
Minimum mean square error loss for clothes_dryer is 37176048.541518435
Appliance: fridge, Sampling: 30 minute
Decision Trees/Losses/MSE Loss - sampling - 30 minute, appliance - fridge.jpg is saved.
Minimum mean square error loss for fridge is 853597.6939458294
Appliance: hot_water, Sampling: 30 minute
Decision Trees/Losses/MSE Loss - sampling - 30 minute, appliance - hot_water.jpg is saved.
Minimum mean square error loss for hot_water is 14892.107677125754
Appliance: tv_pvr, Sampling: 30 minute
Decision Trees/Losses/MSE Loss - sampling - 30 minute, appliance - tv_pvr.jpg is saved.
Minimum mean square error loss for tv_pvr is 2225165.0399179403
Training time: 0.5999519149462382
Appliance: clothes_washer::::::: mean = 195.27 , mse = 826148.90 - mae = 326.08
Appliance: dish_washer::::::: mean = 834.09 , mse = 12041730.69 - mae = 1357.91
Appliance: heat_pump::::::: mean = 9125.85 , mse = 97945668.55 - mae = 5451.74
Appliance: wall_oven::::::: mean = 282.46 , mse = 14141186.42 - mae = 516.52
Appliance: clothes_dryer::::::: mean = 2300.36 , mse = 48569458.60 - mae = 2061.42
Appliance: fridge::::::: mean = 1591.72 , mse = 1054512.45 - mae = 732.10
Appliance: hot_water::::::: mean = 237.44 , mse = 16044.65 - mae = 86.19
Appliance: tv_pvr::::::: mean = 1634.21 , mse = 4055736.26 - mae = 1243.73
Decision Trees/Sampling comparison/clothes_washer.jpg is saved.
Decision Trees/Sampling comparison/dish_washer.jpg is saved.
Decision Trees/Sampling comparison/heat_pump.jpg is saved.
Decision Trees/Sampling comparison/wall_oven.jpg is saved.
Decision Trees/Sampling comparison/clothes_dryer.jpg is saved.
Decision Trees/Sampling comparison/fridge.jpg is saved.
Decision Trees/Sampling comparison/hot_water.jpg is saved.
Decision Trees/Sampling comparison/tv_pvr.jpg is saved.
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