

In [1]:

    
import numpy as np
import pandas as pd
from os.path import join

from pylab import rcParams
import matplotlib.pyplot as plt
%matplotlib inline
rcParams['figure.figsize'] = (16, 8)

import nilmtk
from nilmtk import DataSet, TimeFrame, MeterGroup, HDFDataStore
from nilmtk.disaggregate import CombinatorialOptimisation
from nilmtk.utils import print_dict
from nilmtk.metrics import f1_score

import warnings
warnings.filterwarnings("ignore")

Demo of NILMTK v0.2 for BuildSys 2014

Downloading data

The full data set can be downloaded from the remote WikiEnergy database. The credentials are omitted here for security reasons.



In [2]:

    
# download_wikienergy(database_username, database_password, hdf_filename)

Loading data



In [4]:

    
data_dir = '/Users/nipunbatra/Dropbox/nilmtk_datasets/'
we = DataSet(join(data_dir, 'redd.h5'))
print('loaded ' + str(len(we.buildings)) + ' buildings')









    



loaded 6 buildings

Examine dataset metadata



In [5]:

    
print_dict(we.metadata)









    




meter_devices: eMonitor: max_sample_period: 50
description: Measures circuit-level power demand.  Comes with 24 CTs. This FAQ page suggests the eMonitor measures real (active) power: http://www.energycircle.com/node/14103  although the REDD readme.txt says all channels record apparent power.
manufacturer_url: http://powerhousedynamics.com
measurements: {'type': 'active', 'upper_limit': 5000, 'lower_limit': 0, 'physical_quantity': 'power'}
sample_period: 3
wireless: False
model: eMonitor
manufacturer: Powerhouse Dynamics
REDD_whole_house: max_sample_period: 30
wireless: False
measurements: {'type': 'apparent', 'upper_limit': 50000, 'lower_limit': 0, 'physical_quantity': 'power'}
description: 
sample_period: 1
creators: Kolter, Zico
Johnson, Matthew
name: REDD
description: Several weeks of power data for 6 different homes.
number_of_buildings: 6
related_documents: http://redd.csail.mit.edu
J. Zico Kolter and Matthew J. Johnson. REDD: A public data set for energy disaggregation research. In proceedings of the SustKDD workshop on Data Mining Applications in Sustainability, 2011. http://redd.csail.mit.edu/kolter-kddsust11.pdf
long_name: The Reference Energy Disaggregation Data set
contact: zkolter@cs.cmu.edu
geo_location: latitude: 42.360091
country: US
longitude: -71.09416
locality: Massachusetts
publication_date: 2011
timezone: US/Eastern
schema: https://github.com/nilmtk/nilm_metadata/tree/v0.2
institution: Massachusetts Institute of Technology (MIT)
subject: Disaggregated power demand from domestic buildings.

Examine metadata for a single house



In [7]:

    
building_number = 1
print_dict(we.buildings[building_number].metadata)









    




instance: 1
dataset: REDD
original_name: house_1

Examine sub-metered appliances



In [8]:

    
elec = we.buildings[building_number].elec
elec.appliances









    Out[8]:





[Appliance(type='fridge', instance=1),
 Appliance(type='washer dryer', instance=1),
 Appliance(type='dish washer', instance=1),
 Appliance(type='light', instance=1),
 Appliance(type='electric space heater', instance=1),
 Appliance(type='electric stove', instance=1),
 Appliance(type='electric oven', instance=1),
 Appliance(type='light', instance=3),
 Appliance(type='sockets', instance=1),
 Appliance(type='microwave', instance=1),
 Appliance(type='sockets', instance=2),
 Appliance(type='sockets', instance=3),
 Appliance(type='sockets', instance=4),
 Appliance(type='light', instance=2),
 Appliance(type='unknown', instance=2),
 Appliance(type='unknown', instance=1)]

Wiring hierarchy of meters



In [9]:

    
elec.meters[1].when_on().next().head(100)









    Out[9]:





2011-04-18 09:22:09-04:00    True
2011-04-18 09:22:10-04:00    True
2011-04-18 09:22:11-04:00    True
2011-04-18 09:22:12-04:00    True
2011-04-18 09:22:13-04:00    True
2011-04-18 09:22:14-04:00    True
2011-04-18 09:22:15-04:00    True
2011-04-18 09:22:16-04:00    True
2011-04-18 09:22:17-04:00    True
2011-04-18 09:22:18-04:00    True
2011-04-18 09:22:19-04:00    True
2011-04-18 09:22:20-04:00    True
2011-04-18 09:22:21-04:00    True
2011-04-18 09:22:22-04:00    True
2011-04-18 09:22:23-04:00    True
...
2011-04-18 09:23:34-04:00    True
2011-04-18 09:23:35-04:00    True
2011-04-18 09:23:36-04:00    True
2011-04-18 09:23:37-04:00    True
2011-04-18 09:23:38-04:00    True
2011-04-18 09:23:39-04:00    True
2011-04-18 09:23:40-04:00    True
2011-04-18 09:23:41-04:00    True
2011-04-18 09:23:42-04:00    True
2011-04-18 09:23:43-04:00    True
2011-04-18 09:23:44-04:00    True
2011-04-18 09:23:45-04:00    True
2011-04-18 09:23:46-04:00    True
2011-04-18 09:23:47-04:00    True
2011-04-18 09:23:48-04:00    True
Name: (power, apparent), Length: 100



In [10]:

    
elec.draw_wiring_graph()









    Out[10]:





(<networkx.classes.digraph.DiGraph at 0x10439da90>,
 <matplotlib.axes._axes.Axes at 0x10ac50490>)

Select all fridges



In [11]:

    
fridges = nilmtk.global_meter_group.select_using_appliances(type='fridge')

Proportion of energy per fridge

The energy consumed by each appliance can be expressed as a proportion of the household's total energy. Here we find the range of proportions for each fridge.



In [12]:

    
# Select a subset of fridges, otherwise the computation takes a long time
fridges_restricted = MeterGroup(fridges.meters[:5])

proportion_per_fridge = fridges_restricted.proportion_of_upstream_total_per_meter()









    



5/5 ElecMeter(instance=8, building=6, dataset='REDD', appliances=[Appliance(type='fridge', instance=1)]) = nan



In [13]:

    
proportion_per_fridge.plot(kind='bar');
plt.title('fridge energy as proportion of total building energy');
plt.ylabel('proportion');
plt.xlabel('Fridge (<appliance instance>, <building instance>, <dataset name>)');



In [14]:

    
# How much energy does the largest-consuming fridge consume in kWh?
fridges.select(building=61).total_energy()



In [15]:

    
fridges.select(building=61).plot();

Daily energy consumption across fridges in WikiEnergy data set



In [16]:

    
fridges_restricted = MeterGroup(fridges.meters[:20])
daily_energy = pd.DataFrame([meter.average_energy_per_period(offset_alias='D') 
                             for meter in fridges_restricted.meters])

daily_energy.plot(kind='hist');
plt.title('Histogram of daily fridge energy');
plt.xlabel('energy (kWh)');
plt.ylabel('occurences');
plt.legend().set_visible(False)

Plot sub-metered data for a single day



In [18]:

    
we.store.window = TimeFrame(start='2010-04-01 00:00:00-05:00', end='2014-04-03 00:00:00-05:00')
elec.plot();

Plot fraction of energy consumption of each appliance



In [15]:

    
fraction = elec.submeters().fraction_per_meter().dropna()









    



1/10 ElecMeter(instance=2, building=11, dataset='WikiEnergy', appliances=[Appliance(type='air conditioner', instance=1)])Using cached result.
2/10 ElecMeter(instance=3, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=1)])Using cached result.
3/10 ElecMeter(instance=4, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=2)])Using cached result.
4/10 ElecMeter(instance=5, building=11, dataset='WikiEnergy', appliances=[Appliance(type='dish washer', instance=1)])Using cached result.
5/10 ElecMeter(instance=6, building=11, dataset='WikiEnergy', appliances=[Appliance(type='spin dryer', instance=1)])Using cached result.
6/10 ElecMeter(instance=7, building=11, dataset='WikiEnergy', appliances=[Appliance(type='electric furnace', instance=1)])Using cached result.
7/10 ElecMeter(instance=8, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=3)])Using cached result.
8/10 ElecMeter(instance=9, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=4)])Using cached result.
9/10 ElecMeter(instance=10, building=11, dataset='WikiEnergy', appliances=[Appliance(type='fridge', instance=1)])Using cached result.
10/10 ElecMeter(instance=11, building=11, dataset='WikiEnergy', appliances=[Appliance(type='electric water heating appliance', instance=1)])Using cached result.



In [16]:

    
elec.clear_cache()









    



Removed building11/elec/cache/meter1/
Removed building11/elec/cache/meter2/
Removed building11/elec/cache/meter3/
Removed building11/elec/cache/meter4/
Removed building11/elec/cache/meter5/
Removed building11/elec/cache/meter6/
Removed building11/elec/cache/meter7/
Removed building11/elec/cache/meter8/
Removed building11/elec/cache/meter9/
Removed building11/elec/cache/meter10/
Removed building11/elec/cache/meter11/



In [17]:

    
elec.submeters().fraction_per_meter()









    



1/10 ElecMeter(instance=2, building=11, dataset='WikiEnergy', appliances=[Appliance(type='air conditioner', instance=1)])Calculating energy for column ('power', 'active')
2/10 ElecMeter(instance=3, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=1)])Calculating energy for column ('power', 'active')
3/10 ElecMeter(instance=4, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=2)])Calculating energy for column ('power', 'active')
4/10 ElecMeter(instance=5, building=11, dataset='WikiEnergy', appliances=[Appliance(type='dish washer', instance=1)])Calculating energy for column ('power', 'active')
5/10 ElecMeter(instance=6, building=11, dataset='WikiEnergy', appliances=[Appliance(type='spin dryer', instance=1)])Calculating energy for column ('power', 'active')
6/10 ElecMeter(instance=7, building=11, dataset='WikiEnergy', appliances=[Appliance(type='electric furnace', instance=1)])Calculating energy for column ('power', 'active')
7/10 ElecMeter(instance=8, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=3)])Calculating energy for column ('power', 'active')
8/10 ElecMeter(instance=9, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=4)])Calculating energy for column ('power', 'active')
9/10 ElecMeter(instance=10, building=11, dataset='WikiEnergy', appliances=[Appliance(type='fridge', instance=1)])Calculating energy for column ('power', 'active')
10/10 ElecMeter(instance=11, building=11, dataset='WikiEnergy', appliances=[Appliance(type='electric water heating appliance', instance=1)])Calculating energy for column ('power', 'active')






    Out[17]:





2                            NaN
3                            NaN
4                            NaN
5                            NaN
6                            NaN
7                            NaN
8                            NaN
9                            NaN
10                           NaN
11                           NaN
(2, 11, WikiEnergy)     0.541636
(3, 11, WikiEnergy)     0.046624
(4, 11, WikiEnergy)     0.011947
(5, 11, WikiEnergy)     0.053094
(6, 11, WikiEnergy)     0.007034
(7, 11, WikiEnergy)     0.127455
(8, 11, WikiEnergy)     0.024780
(9, 11, WikiEnergy)     0.058938
(10, 11, WikiEnergy)    0.121804
(11, 11, WikiEnergy)    0.006687
dtype: float64



In [18]:

    
elec.submeters().fraction_per_meter()









    



1/10 ElecMeter(instance=2, building=11, dataset='WikiEnergy', appliances=[Appliance(type='air conditioner', instance=1)])Using cached result.
2/10 ElecMeter(instance=3, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=1)])Using cached result.
3/10 ElecMeter(instance=4, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=2)])Using cached result.
4/10 ElecMeter(instance=5, building=11, dataset='WikiEnergy', appliances=[Appliance(type='dish washer', instance=1)])Using cached result.
5/10 ElecMeter(instance=6, building=11, dataset='WikiEnergy', appliances=[Appliance(type='spin dryer', instance=1)])Using cached result.
6/10 ElecMeter(instance=7, building=11, dataset='WikiEnergy', appliances=[Appliance(type='electric furnace', instance=1)])Using cached result.
7/10 ElecMeter(instance=8, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=3)])Using cached result.
8/10 ElecMeter(instance=9, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=4)])Using cached result.
9/10 ElecMeter(instance=10, building=11, dataset='WikiEnergy', appliances=[Appliance(type='fridge', instance=1)])Using cached result.
10/10 ElecMeter(instance=11, building=11, dataset='WikiEnergy', appliances=[Appliance(type='electric water heating appliance', instance=1)])Using cached result.






    Out[18]:





2                            NaN
3                            NaN
4                            NaN
5                            NaN
6                            NaN
7                            NaN
8                            NaN
9                            NaN
10                           NaN
11                           NaN
(2, 11, WikiEnergy)     0.541636
(3, 11, WikiEnergy)     0.046624
(4, 11, WikiEnergy)     0.011947
(5, 11, WikiEnergy)     0.053094
(6, 11, WikiEnergy)     0.007034
(7, 11, WikiEnergy)     0.127455
(8, 11, WikiEnergy)     0.024780
(9, 11, WikiEnergy)     0.058938
(10, 11, WikiEnergy)    0.121804
(11, 11, WikiEnergy)    0.006687
dtype: float64



In [19]:

    
# Create convenient labels
labels = elec.get_appliance_labels(fraction.index)
plt.figure(figsize=(8,8))
fraction.plot(kind='pie', labels=labels);

Select meters on the basic of appliance category



In [20]:

    
elec.select_using_appliances(category='heating')









    Out[20]:





MeterGroup(meters=
  ElecMeter(instance=7, building=11, dataset='WikiEnergy', appliances=[Appliance(type='electric furnace', instance=1)])
  ElecMeter(instance=11, building=11, dataset='WikiEnergy', appliances=[Appliance(type='electric water heating appliance', instance=1)])
)



In [21]:

    
# Find all appliances with a particular type of motor
elec.select_using_appliances(category='single-phase induction motor')









    Out[21]:





MeterGroup(meters=
  ElecMeter(instance=2, building=11, dataset='WikiEnergy', appliances=[Appliance(type='air conditioner', instance=1)])
  ElecMeter(instance=5, building=11, dataset='WikiEnergy', appliances=[Appliance(type='dish washer', instance=1)])
  ElecMeter(instance=6, building=11, dataset='WikiEnergy', appliances=[Appliance(type='spin dryer', instance=1)])
  ElecMeter(instance=7, building=11, dataset='WikiEnergy', appliances=[Appliance(type='electric furnace', instance=1)])
  ElecMeter(instance=10, building=11, dataset='WikiEnergy', appliances=[Appliance(type='fridge', instance=1)])
)

Training and disaggregation



In [19]:

    
# Train
co = CombinatorialOptimisation()
co.train(elec)









    



Training model for submeter 'ElecMeter(instance=5, building=1, dataset='REDD', appliances=[Appliance(type='fridge', instance=1)])'
Training model for submeter 'ElecMeter(instance=6, building=1, dataset='REDD', appliances=[Appliance(type='dish washer', instance=1)])'
Training model for submeter 'ElecMeter(instance=7, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=1)])'
Training model for submeter 'ElecMeter(instance=8, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=2)])'
Training model for submeter 'ElecMeter(instance=9, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=1)])'
Training model for submeter 'ElecMeter(instance=11, building=1, dataset='REDD', appliances=[Appliance(type='microwave', instance=1)])'
Training model for submeter 'ElecMeter(instance=12, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=1)])'
Training model for submeter 'ElecMeter(instance=13, building=1, dataset='REDD', appliances=[Appliance(type='electric space heater', instance=1)])'
Training model for submeter 'ElecMeter(instance=14, building=1, dataset='REDD', appliances=[Appliance(type='electric stove', instance=1)])'
Training model for submeter 'ElecMeter(instance=15, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=3)])'
Training model for submeter 'ElecMeter(instance=16, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=4)])'
Training model for submeter 'ElecMeter(instance=17, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=2)])'
Training model for submeter 'ElecMeter(instance=18, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=3)])'
Training model for submeter 'ElecMeter(instance=19, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=2)])'
Training model for submeter 'MeterGroup(meters=
  ElecMeter(instance=3, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
  ElecMeter(instance=4, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
)'
Loading data for meter ElecMeterID(instance=4, building=1, dataset='REDD')     
Done loading data all meters for this chunk.
Training model for submeter 'MeterGroup(meters=
  ElecMeter(instance=10, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
  ElecMeter(instance=20, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
)'
Loading data for meter ElecMeterID(instance=20, building=1, dataset='REDD')     
Done loading data all meters for this chunk.
Done training!



In [20]:

    
for model in co.model:
    print_dict(model)









    




states: [  0 202]
training_metadata: ElecMeter(instance=5, building=1, dataset='REDD', appliances=[Appliance(type='fridge', instance=1)])






    




states: [  0 618]
training_metadata: ElecMeter(instance=6, building=1, dataset='REDD', appliances=[Appliance(type='dish washer', instance=1)])






    




states: [ 0 21]
training_metadata: ElecMeter(instance=7, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=1)])






    




states: [ 0 28]
training_metadata: ElecMeter(instance=8, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=2)])






    




states: [ 0 73]
training_metadata: ElecMeter(instance=9, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=1)])






    




states: [   0 1196]
training_metadata: ElecMeter(instance=11, building=1, dataset='REDD', appliances=[Appliance(type='microwave', instance=1)])






    




states: [  0 386]
training_metadata: ElecMeter(instance=12, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=1)])






    




states: [ 0 12]
training_metadata: ElecMeter(instance=13, building=1, dataset='REDD', appliances=[Appliance(type='electric space heater', instance=1)])






    




states: [  0 916]
training_metadata: ElecMeter(instance=14, building=1, dataset='REDD', appliances=[Appliance(type='electric stove', instance=1)])






    




states: [   0 1059]
training_metadata: ElecMeter(instance=15, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=3)])






    




states: [   0 1518]
training_metadata: ElecMeter(instance=16, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=4)])






    




states: [ 0 65]
training_metadata: ElecMeter(instance=17, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=2)])






    




states: [ 0 54]
training_metadata: ElecMeter(instance=18, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=3)])






    




states: [0]
training_metadata: ElecMeter(instance=19, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=2)])






    




states: [   0 1150]
training_metadata: MeterGroup(meters=
  ElecMeter(instance=3, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
  ElecMeter(instance=4, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
)






    




states: [   0 2008]
training_metadata: MeterGroup(meters=
  ElecMeter(instance=10, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
  ElecMeter(instance=20, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
)



In [21]:

    
# Disaggregate
disag_filename = join(data_dir, 'redd-disag.h5')
output = HDFDataStore(disag_filename, 'w')
co.disaggregate(elec.mains(), output)
output.close()









    



Loading data for meter ElecMeterID(instance=2, building=1, dataset='REDD')     
Done loading data all meters for this chunk.
vampire_power = 90.8099975586 watts
Loading data for meter ElecMeterID(instance=2, building=1, dataset='REDD')     
Done loading data all meters for this chunk.
Estimating power demand for 'ElecMeter(instance=5, building=1, dataset='REDD', appliances=[Appliance(type='fridge', instance=1)])'
Estimating power demand for 'ElecMeter(instance=6, building=1, dataset='REDD', appliances=[Appliance(type='dish washer', instance=1)])'
Estimating power demand for 'ElecMeter(instance=7, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=1)])'
Estimating power demand for 'ElecMeter(instance=8, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=2)])'
Estimating power demand for 'ElecMeter(instance=9, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=1)])'
Estimating power demand for 'ElecMeter(instance=11, building=1, dataset='REDD', appliances=[Appliance(type='microwave', instance=1)])'
Estimating power demand for 'ElecMeter(instance=12, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=1)])'
Estimating power demand for 'ElecMeter(instance=13, building=1, dataset='REDD', appliances=[Appliance(type='electric space heater', instance=1)])'
Estimating power demand for 'ElecMeter(instance=14, building=1, dataset='REDD', appliances=[Appliance(type='electric stove', instance=1)])'
Estimating power demand for 'ElecMeter(instance=15, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=3)])'
Estimating power demand for 'ElecMeter(instance=16, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=4)])'
Estimating power demand for 'ElecMeter(instance=17, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=2)])'
Estimating power demand for 'ElecMeter(instance=18, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=3)])'
Estimating power demand for 'ElecMeter(instance=19, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=2)])'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=3, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
  ElecMeter(instance=4, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
)'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=10, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
  ElecMeter(instance=20, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
)'
Loading data for meter ElecMeterID(instance=2, building=1, dataset='REDD')     
Done loading data all meters for this chunk.
Estimating power demand for 'ElecMeter(instance=5, building=1, dataset='REDD', appliances=[Appliance(type='fridge', instance=1)])'
Estimating power demand for 'ElecMeter(instance=6, building=1, dataset='REDD', appliances=[Appliance(type='dish washer', instance=1)])'
Estimating power demand for 'ElecMeter(instance=7, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=1)])'
Estimating power demand for 'ElecMeter(instance=8, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=2)])'
Estimating power demand for 'ElecMeter(instance=9, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=1)])'
Estimating power demand for 'ElecMeter(instance=11, building=1, dataset='REDD', appliances=[Appliance(type='microwave', instance=1)])'
Estimating power demand for 'ElecMeter(instance=12, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=1)])'
Estimating power demand for 'ElecMeter(instance=13, building=1, dataset='REDD', appliances=[Appliance(type='electric space heater', instance=1)])'
Estimating power demand for 'ElecMeter(instance=14, building=1, dataset='REDD', appliances=[Appliance(type='electric stove', instance=1)])'
Estimating power demand for 'ElecMeter(instance=15, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=3)])'
Estimating power demand for 'ElecMeter(instance=16, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=4)])'
Estimating power demand for 'ElecMeter(instance=17, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=2)])'
Estimating power demand for 'ElecMeter(instance=18, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=3)])'
Estimating power demand for 'ElecMeter(instance=19, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=2)])'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=3, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
  ElecMeter(instance=4, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
)'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=10, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
  ElecMeter(instance=20, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
)'
Loading data for meter ElecMeterID(instance=2, building=1, dataset='REDD')     
Done loading data all meters for this chunk.
Estimating power demand for 'ElecMeter(instance=5, building=1, dataset='REDD', appliances=[Appliance(type='fridge', instance=1)])'
Estimating power demand for 'ElecMeter(instance=6, building=1, dataset='REDD', appliances=[Appliance(type='dish washer', instance=1)])'
Estimating power demand for 'ElecMeter(instance=7, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=1)])'
Estimating power demand for 'ElecMeter(instance=8, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=2)])'
Estimating power demand for 'ElecMeter(instance=9, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=1)])'
Estimating power demand for 'ElecMeter(instance=11, building=1, dataset='REDD', appliances=[Appliance(type='microwave', instance=1)])'
Estimating power demand for 'ElecMeter(instance=12, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=1)])'
Estimating power demand for 'ElecMeter(instance=13, building=1, dataset='REDD', appliances=[Appliance(type='electric space heater', instance=1)])'
Estimating power demand for 'ElecMeter(instance=14, building=1, dataset='REDD', appliances=[Appliance(type='electric stove', instance=1)])'
Estimating power demand for 'ElecMeter(instance=15, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=3)])'
Estimating power demand for 'ElecMeter(instance=16, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=4)])'
Estimating power demand for 'ElecMeter(instance=17, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=2)])'
Estimating power demand for 'ElecMeter(instance=18, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=3)])'
Estimating power demand for 'ElecMeter(instance=19, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=2)])'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=3, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
  ElecMeter(instance=4, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
)'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=10, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
  ElecMeter(instance=20, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
)'
Loading data for meter ElecMeterID(instance=2, building=1, dataset='REDD')     
Done loading data all meters for this chunk.
Estimating power demand for 'ElecMeter(instance=5, building=1, dataset='REDD', appliances=[Appliance(type='fridge', instance=1)])'
Estimating power demand for 'ElecMeter(instance=6, building=1, dataset='REDD', appliances=[Appliance(type='dish washer', instance=1)])'
Estimating power demand for 'ElecMeter(instance=7, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=1)])'
Estimating power demand for 'ElecMeter(instance=8, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=2)])'
Estimating power demand for 'ElecMeter(instance=9, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=1)])'
Estimating power demand for 'ElecMeter(instance=11, building=1, dataset='REDD', appliances=[Appliance(type='microwave', instance=1)])'
Estimating power demand for 'ElecMeter(instance=12, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=1)])'
Estimating power demand for 'ElecMeter(instance=13, building=1, dataset='REDD', appliances=[Appliance(type='electric space heater', instance=1)])'
Estimating power demand for 'ElecMeter(instance=14, building=1, dataset='REDD', appliances=[Appliance(type='electric stove', instance=1)])'
Estimating power demand for 'ElecMeter(instance=15, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=3)])'
Estimating power demand for 'ElecMeter(instance=16, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=4)])'
Estimating power demand for 'ElecMeter(instance=17, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=2)])'
Estimating power demand for 'ElecMeter(instance=18, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=3)])'
Estimating power demand for 'ElecMeter(instance=19, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=2)])'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=3, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
  ElecMeter(instance=4, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
)'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=10, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
  ElecMeter(instance=20, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
)'
Loading data for meter ElecMeterID(instance=2, building=1, dataset='REDD')     
Done loading data all meters for this chunk.
Loading data for meter ElecMeterID(instance=2, building=1, dataset='REDD')     
Done loading data all meters for this chunk.
Estimating power demand for 'ElecMeter(instance=5, building=1, dataset='REDD', appliances=[Appliance(type='fridge', instance=1)])'
Estimating power demand for 'ElecMeter(instance=6, building=1, dataset='REDD', appliances=[Appliance(type='dish washer', instance=1)])'
Estimating power demand for 'ElecMeter(instance=7, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=1)])'
Estimating power demand for 'ElecMeter(instance=8, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=2)])'
Estimating power demand for 'ElecMeter(instance=9, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=1)])'
Estimating power demand for 'ElecMeter(instance=11, building=1, dataset='REDD', appliances=[Appliance(type='microwave', instance=1)])'
Estimating power demand for 'ElecMeter(instance=12, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=1)])'
Estimating power demand for 'ElecMeter(instance=13, building=1, dataset='REDD', appliances=[Appliance(type='electric space heater', instance=1)])'
Estimating power demand for 'ElecMeter(instance=14, building=1, dataset='REDD', appliances=[Appliance(type='electric stove', instance=1)])'
Estimating power demand for 'ElecMeter(instance=15, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=3)])'
Estimating power demand for 'ElecMeter(instance=16, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=4)])'
Estimating power demand for 'ElecMeter(instance=17, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=2)])'
Estimating power demand for 'ElecMeter(instance=18, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=3)])'
Estimating power demand for 'ElecMeter(instance=19, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=2)])'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=3, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
  ElecMeter(instance=4, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
)'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=10, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
  ElecMeter(instance=20, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
)'
Loading data for meter ElecMeterID(instance=2, building=1, dataset='REDD')     
Done loading data all meters for this chunk.
Estimating power demand for 'ElecMeter(instance=5, building=1, dataset='REDD', appliances=[Appliance(type='fridge', instance=1)])'
Estimating power demand for 'ElecMeter(instance=6, building=1, dataset='REDD', appliances=[Appliance(type='dish washer', instance=1)])'
Estimating power demand for 'ElecMeter(instance=7, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=1)])'
Estimating power demand for 'ElecMeter(instance=8, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=2)])'
Estimating power demand for 'ElecMeter(instance=9, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=1)])'
Estimating power demand for 'ElecMeter(instance=11, building=1, dataset='REDD', appliances=[Appliance(type='microwave', instance=1)])'
Estimating power demand for 'ElecMeter(instance=12, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=1)])'
Estimating power demand for 'ElecMeter(instance=13, building=1, dataset='REDD', appliances=[Appliance(type='electric space heater', instance=1)])'
Estimating power demand for 'ElecMeter(instance=14, building=1, dataset='REDD', appliances=[Appliance(type='electric stove', instance=1)])'
Estimating power demand for 'ElecMeter(instance=15, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=3)])'
Estimating power demand for 'ElecMeter(instance=16, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=4)])'
Estimating power demand for 'ElecMeter(instance=17, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=2)])'
Estimating power demand for 'ElecMeter(instance=18, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=3)])'
Estimating power demand for 'ElecMeter(instance=19, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=2)])'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=3, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
  ElecMeter(instance=4, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
)'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=10, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
  ElecMeter(instance=20, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
)'
Loading data for meter ElecMeterID(instance=2, building=1, dataset='REDD')     
Done loading data all meters for this chunk.
Estimating power demand for 'ElecMeter(instance=5, building=1, dataset='REDD', appliances=[Appliance(type='fridge', instance=1)])'
Estimating power demand for 'ElecMeter(instance=6, building=1, dataset='REDD', appliances=[Appliance(type='dish washer', instance=1)])'
Estimating power demand for 'ElecMeter(instance=7, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=1)])'
Estimating power demand for 'ElecMeter(instance=8, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=2)])'
Estimating power demand for 'ElecMeter(instance=9, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=1)])'
Estimating power demand for 'ElecMeter(instance=11, building=1, dataset='REDD', appliances=[Appliance(type='microwave', instance=1)])'
Estimating power demand for 'ElecMeter(instance=12, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=1)])'
Estimating power demand for 'ElecMeter(instance=13, building=1, dataset='REDD', appliances=[Appliance(type='electric space heater', instance=1)])'
Estimating power demand for 'ElecMeter(instance=14, building=1, dataset='REDD', appliances=[Appliance(type='electric stove', instance=1)])'
Estimating power demand for 'ElecMeter(instance=15, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=3)])'
Estimating power demand for 'ElecMeter(instance=16, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=4)])'
Estimating power demand for 'ElecMeter(instance=17, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=2)])'
Estimating power demand for 'ElecMeter(instance=18, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=3)])'
Estimating power demand for 'ElecMeter(instance=19, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=2)])'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=3, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
  ElecMeter(instance=4, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
)'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=10, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
  ElecMeter(instance=20, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
)'
Loading data for meter ElecMeterID(instance=2, building=1, dataset='REDD')     
Done loading data all meters for this chunk.
Estimating power demand for 'ElecMeter(instance=5, building=1, dataset='REDD', appliances=[Appliance(type='fridge', instance=1)])'
Estimating power demand for 'ElecMeter(instance=6, building=1, dataset='REDD', appliances=[Appliance(type='dish washer', instance=1)])'
Estimating power demand for 'ElecMeter(instance=7, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=1)])'
Estimating power demand for 'ElecMeter(instance=8, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=2)])'
Estimating power demand for 'ElecMeter(instance=9, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=1)])'
Estimating power demand for 'ElecMeter(instance=11, building=1, dataset='REDD', appliances=[Appliance(type='microwave', instance=1)])'
Estimating power demand for 'ElecMeter(instance=12, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=1)])'
Estimating power demand for 'ElecMeter(instance=13, building=1, dataset='REDD', appliances=[Appliance(type='electric space heater', instance=1)])'
Estimating power demand for 'ElecMeter(instance=14, building=1, dataset='REDD', appliances=[Appliance(type='electric stove', instance=1)])'
Estimating power demand for 'ElecMeter(instance=15, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=3)])'
Estimating power demand for 'ElecMeter(instance=16, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=4)])'
Estimating power demand for 'ElecMeter(instance=17, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=2)])'
Estimating power demand for 'ElecMeter(instance=18, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=3)])'
Estimating power demand for 'ElecMeter(instance=19, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=2)])'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=3, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
  ElecMeter(instance=4, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
)'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=10, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
  ElecMeter(instance=20, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
)'
Loading data for meter ElecMeterID(instance=2, building=1, dataset='REDD')     
Done loading data all meters for this chunk.
Estimating power demand for 'ElecMeter(instance=5, building=1, dataset='REDD', appliances=[Appliance(type='fridge', instance=1)])'
Estimating power demand for 'ElecMeter(instance=6, building=1, dataset='REDD', appliances=[Appliance(type='dish washer', instance=1)])'
Estimating power demand for 'ElecMeter(instance=7, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=1)])'
Estimating power demand for 'ElecMeter(instance=8, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=2)])'
Estimating power demand for 'ElecMeter(instance=9, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=1)])'
Estimating power demand for 'ElecMeter(instance=11, building=1, dataset='REDD', appliances=[Appliance(type='microwave', instance=1)])'
Estimating power demand for 'ElecMeter(instance=12, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=1)])'
Estimating power demand for 'ElecMeter(instance=13, building=1, dataset='REDD', appliances=[Appliance(type='electric space heater', instance=1)])'
Estimating power demand for 'ElecMeter(instance=14, building=1, dataset='REDD', appliances=[Appliance(type='electric stove', instance=1)])'
Estimating power demand for 'ElecMeter(instance=15, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=3)])'
Estimating power demand for 'ElecMeter(instance=16, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=4)])'
Estimating power demand for 'ElecMeter(instance=17, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=2)])'
Estimating power demand for 'ElecMeter(instance=18, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=3)])'
Estimating power demand for 'ElecMeter(instance=19, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=2)])'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=3, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
  ElecMeter(instance=4, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
)'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=10, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
  ElecMeter(instance=20, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
)'
Loading data for meter ElecMeterID(instance=2, building=1, dataset='REDD')     
Done loading data all meters for this chunk.
Estimating power demand for 'ElecMeter(instance=5, building=1, dataset='REDD', appliances=[Appliance(type='fridge', instance=1)])'
Estimating power demand for 'ElecMeter(instance=6, building=1, dataset='REDD', appliances=[Appliance(type='dish washer', instance=1)])'
Estimating power demand for 'ElecMeter(instance=7, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=1)])'
Estimating power demand for 'ElecMeter(instance=8, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=2)])'
Estimating power demand for 'ElecMeter(instance=9, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=1)])'
Estimating power demand for 'ElecMeter(instance=11, building=1, dataset='REDD', appliances=[Appliance(type='microwave', instance=1)])'
Estimating power demand for 'ElecMeter(instance=12, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=1)])'
Estimating power demand for 'ElecMeter(instance=13, building=1, dataset='REDD', appliances=[Appliance(type='electric space heater', instance=1)])'
Estimating power demand for 'ElecMeter(instance=14, building=1, dataset='REDD', appliances=[Appliance(type='electric stove', instance=1)])'
Estimating power demand for 'ElecMeter(instance=15, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=3)])'
Estimating power demand for 'ElecMeter(instance=16, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=4)])'
Estimating power demand for 'ElecMeter(instance=17, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=2)])'
Estimating power demand for 'ElecMeter(instance=18, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=3)])'
Estimating power demand for 'ElecMeter(instance=19, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=2)])'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=3, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
  ElecMeter(instance=4, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
)'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=10, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
  ElecMeter(instance=20, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
)'
Loading data for meter ElecMeterID(instance=2, building=1, dataset='REDD')     
Done loading data all meters for this chunk.
Loading data for meter ElecMeterID(instance=2, building=1, dataset='REDD')     
Done loading data all meters for this chunk.
Estimating power demand for 'ElecMeter(instance=5, building=1, dataset='REDD', appliances=[Appliance(type='fridge', instance=1)])'
Estimating power demand for 'ElecMeter(instance=6, building=1, dataset='REDD', appliances=[Appliance(type='dish washer', instance=1)])'
Estimating power demand for 'ElecMeter(instance=7, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=1)])'
Estimating power demand for 'ElecMeter(instance=8, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=2)])'
Estimating power demand for 'ElecMeter(instance=9, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=1)])'
Estimating power demand for 'ElecMeter(instance=11, building=1, dataset='REDD', appliances=[Appliance(type='microwave', instance=1)])'
Estimating power demand for 'ElecMeter(instance=12, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=1)])'
Estimating power demand for 'ElecMeter(instance=13, building=1, dataset='REDD', appliances=[Appliance(type='electric space heater', instance=1)])'
Estimating power demand for 'ElecMeter(instance=14, building=1, dataset='REDD', appliances=[Appliance(type='electric stove', instance=1)])'
Estimating power demand for 'ElecMeter(instance=15, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=3)])'
Estimating power demand for 'ElecMeter(instance=16, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=4)])'
Estimating power demand for 'ElecMeter(instance=17, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=2)])'
Estimating power demand for 'ElecMeter(instance=18, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=3)])'
Estimating power demand for 'ElecMeter(instance=19, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=2)])'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=3, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
  ElecMeter(instance=4, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
)'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=10, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
  ElecMeter(instance=20, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
)'
Loading data for meter ElecMeterID(instance=2, building=1, dataset='REDD')     
Done loading data all meters for this chunk.
Estimating power demand for 'ElecMeter(instance=5, building=1, dataset='REDD', appliances=[Appliance(type='fridge', instance=1)])'
Estimating power demand for 'ElecMeter(instance=6, building=1, dataset='REDD', appliances=[Appliance(type='dish washer', instance=1)])'
Estimating power demand for 'ElecMeter(instance=7, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=1)])'
Estimating power demand for 'ElecMeter(instance=8, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=2)])'
Estimating power demand for 'ElecMeter(instance=9, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=1)])'
Estimating power demand for 'ElecMeter(instance=11, building=1, dataset='REDD', appliances=[Appliance(type='microwave', instance=1)])'
Estimating power demand for 'ElecMeter(instance=12, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=1)])'
Estimating power demand for 'ElecMeter(instance=13, building=1, dataset='REDD', appliances=[Appliance(type='electric space heater', instance=1)])'
Estimating power demand for 'ElecMeter(instance=14, building=1, dataset='REDD', appliances=[Appliance(type='electric stove', instance=1)])'
Estimating power demand for 'ElecMeter(instance=15, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=3)])'
Estimating power demand for 'ElecMeter(instance=16, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=4)])'
Estimating power demand for 'ElecMeter(instance=17, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=2)])'
Estimating power demand for 'ElecMeter(instance=18, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=3)])'
Estimating power demand for 'ElecMeter(instance=19, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=2)])'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=3, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
  ElecMeter(instance=4, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
)'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=10, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
  ElecMeter(instance=20, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
)'
Loading data for meter ElecMeterID(instance=2, building=1, dataset='REDD')     
Done loading data all meters for this chunk.
Estimating power demand for 'ElecMeter(instance=5, building=1, dataset='REDD', appliances=[Appliance(type='fridge', instance=1)])'
Estimating power demand for 'ElecMeter(instance=6, building=1, dataset='REDD', appliances=[Appliance(type='dish washer', instance=1)])'
Estimating power demand for 'ElecMeter(instance=7, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=1)])'
Estimating power demand for 'ElecMeter(instance=8, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=2)])'
Estimating power demand for 'ElecMeter(instance=9, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=1)])'
Estimating power demand for 'ElecMeter(instance=11, building=1, dataset='REDD', appliances=[Appliance(type='microwave', instance=1)])'
Estimating power demand for 'ElecMeter(instance=12, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=1)])'
Estimating power demand for 'ElecMeter(instance=13, building=1, dataset='REDD', appliances=[Appliance(type='electric space heater', instance=1)])'
Estimating power demand for 'ElecMeter(instance=14, building=1, dataset='REDD', appliances=[Appliance(type='electric stove', instance=1)])'
Estimating power demand for 'ElecMeter(instance=15, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=3)])'
Estimating power demand for 'ElecMeter(instance=16, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=4)])'
Estimating power demand for 'ElecMeter(instance=17, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=2)])'
Estimating power demand for 'ElecMeter(instance=18, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=3)])'
Estimating power demand for 'ElecMeter(instance=19, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=2)])'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=3, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
  ElecMeter(instance=4, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
)'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=10, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
  ElecMeter(instance=20, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
)'
Loading data for meter ElecMeterID(instance=2, building=1, dataset='REDD')     
Done loading data all meters for this chunk.
Estimating power demand for 'ElecMeter(instance=5, building=1, dataset='REDD', appliances=[Appliance(type='fridge', instance=1)])'
Estimating power demand for 'ElecMeter(instance=6, building=1, dataset='REDD', appliances=[Appliance(type='dish washer', instance=1)])'
Estimating power demand for 'ElecMeter(instance=7, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=1)])'
Estimating power demand for 'ElecMeter(instance=8, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=2)])'
Estimating power demand for 'ElecMeter(instance=9, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=1)])'
Estimating power demand for 'ElecMeter(instance=11, building=1, dataset='REDD', appliances=[Appliance(type='microwave', instance=1)])'
Estimating power demand for 'ElecMeter(instance=12, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=1)])'
Estimating power demand for 'ElecMeter(instance=13, building=1, dataset='REDD', appliances=[Appliance(type='electric space heater', instance=1)])'
Estimating power demand for 'ElecMeter(instance=14, building=1, dataset='REDD', appliances=[Appliance(type='electric stove', instance=1)])'
Estimating power demand for 'ElecMeter(instance=15, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=3)])'
Estimating power demand for 'ElecMeter(instance=16, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=4)])'
Estimating power demand for 'ElecMeter(instance=17, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=2)])'
Estimating power demand for 'ElecMeter(instance=18, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=3)])'
Estimating power demand for 'ElecMeter(instance=19, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=2)])'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=3, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
  ElecMeter(instance=4, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
)'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=10, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
  ElecMeter(instance=20, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
)'
Loading data for meter ElecMeterID(instance=2, building=1, dataset='REDD')     
Done loading data all meters for this chunk.
Loading data for meter ElecMeterID(instance=2, building=1, dataset='REDD')     
Done loading data all meters for this chunk.
Estimating power demand for 'ElecMeter(instance=5, building=1, dataset='REDD', appliances=[Appliance(type='fridge', instance=1)])'
Estimating power demand for 'ElecMeter(instance=6, building=1, dataset='REDD', appliances=[Appliance(type='dish washer', instance=1)])'
Estimating power demand for 'ElecMeter(instance=7, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=1)])'
Estimating power demand for 'ElecMeter(instance=8, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=2)])'
Estimating power demand for 'ElecMeter(instance=9, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=1)])'
Estimating power demand for 'ElecMeter(instance=11, building=1, dataset='REDD', appliances=[Appliance(type='microwave', instance=1)])'
Estimating power demand for 'ElecMeter(instance=12, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=1)])'
Estimating power demand for 'ElecMeter(instance=13, building=1, dataset='REDD', appliances=[Appliance(type='electric space heater', instance=1)])'
Estimating power demand for 'ElecMeter(instance=14, building=1, dataset='REDD', appliances=[Appliance(type='electric stove', instance=1)])'
Estimating power demand for 'ElecMeter(instance=15, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=3)])'
Estimating power demand for 'ElecMeter(instance=16, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=4)])'
Estimating power demand for 'ElecMeter(instance=17, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=2)])'
Estimating power demand for 'ElecMeter(instance=18, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=3)])'
Estimating power demand for 'ElecMeter(instance=19, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=2)])'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=3, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
  ElecMeter(instance=4, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
)'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=10, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
  ElecMeter(instance=20, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
)'
Loading data for meter ElecMeterID(instance=2, building=1, dataset='REDD')     
Done loading data all meters for this chunk.
Loading data for meter ElecMeterID(instance=2, building=1, dataset='REDD')     
Done loading data all meters for this chunk.
Estimating power demand for 'ElecMeter(instance=5, building=1, dataset='REDD', appliances=[Appliance(type='fridge', instance=1)])'
Estimating power demand for 'ElecMeter(instance=6, building=1, dataset='REDD', appliances=[Appliance(type='dish washer', instance=1)])'
Estimating power demand for 'ElecMeter(instance=7, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=1)])'
Estimating power demand for 'ElecMeter(instance=8, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=2)])'
Estimating power demand for 'ElecMeter(instance=9, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=1)])'
Estimating power demand for 'ElecMeter(instance=11, building=1, dataset='REDD', appliances=[Appliance(type='microwave', instance=1)])'
Estimating power demand for 'ElecMeter(instance=12, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=1)])'
Estimating power demand for 'ElecMeter(instance=13, building=1, dataset='REDD', appliances=[Appliance(type='electric space heater', instance=1)])'
Estimating power demand for 'ElecMeter(instance=14, building=1, dataset='REDD', appliances=[Appliance(type='electric stove', instance=1)])'
Estimating power demand for 'ElecMeter(instance=15, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=3)])'
Estimating power demand for 'ElecMeter(instance=16, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=4)])'
Estimating power demand for 'ElecMeter(instance=17, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=2)])'
Estimating power demand for 'ElecMeter(instance=18, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=3)])'
Estimating power demand for 'ElecMeter(instance=19, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=2)])'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=3, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
  ElecMeter(instance=4, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
)'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=10, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
  ElecMeter(instance=20, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
)'
Loading data for meter ElecMeterID(instance=2, building=1, dataset='REDD')     
Done loading data all meters for this chunk.
Estimating power demand for 'ElecMeter(instance=5, building=1, dataset='REDD', appliances=[Appliance(type='fridge', instance=1)])'
Estimating power demand for 'ElecMeter(instance=6, building=1, dataset='REDD', appliances=[Appliance(type='dish washer', instance=1)])'
Estimating power demand for 'ElecMeter(instance=7, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=1)])'
Estimating power demand for 'ElecMeter(instance=8, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=2)])'
Estimating power demand for 'ElecMeter(instance=9, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=1)])'
Estimating power demand for 'ElecMeter(instance=11, building=1, dataset='REDD', appliances=[Appliance(type='microwave', instance=1)])'
Estimating power demand for 'ElecMeter(instance=12, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=1)])'
Estimating power demand for 'ElecMeter(instance=13, building=1, dataset='REDD', appliances=[Appliance(type='electric space heater', instance=1)])'
Estimating power demand for 'ElecMeter(instance=14, building=1, dataset='REDD', appliances=[Appliance(type='electric stove', instance=1)])'
Estimating power demand for 'ElecMeter(instance=15, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=3)])'
Estimating power demand for 'ElecMeter(instance=16, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=4)])'
Estimating power demand for 'ElecMeter(instance=17, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=2)])'
Estimating power demand for 'ElecMeter(instance=18, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=3)])'
Estimating power demand for 'ElecMeter(instance=19, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=2)])'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=3, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
  ElecMeter(instance=4, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
)'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=10, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
  ElecMeter(instance=20, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
)'
Loading data for meter ElecMeterID(instance=2, building=1, dataset='REDD')     
Done loading data all meters for this chunk.
Estimating power demand for 'ElecMeter(instance=5, building=1, dataset='REDD', appliances=[Appliance(type='fridge', instance=1)])'
Estimating power demand for 'ElecMeter(instance=6, building=1, dataset='REDD', appliances=[Appliance(type='dish washer', instance=1)])'
Estimating power demand for 'ElecMeter(instance=7, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=1)])'
Estimating power demand for 'ElecMeter(instance=8, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=2)])'
Estimating power demand for 'ElecMeter(instance=9, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=1)])'
Estimating power demand for 'ElecMeter(instance=11, building=1, dataset='REDD', appliances=[Appliance(type='microwave', instance=1)])'
Estimating power demand for 'ElecMeter(instance=12, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=1)])'
Estimating power demand for 'ElecMeter(instance=13, building=1, dataset='REDD', appliances=[Appliance(type='electric space heater', instance=1)])'
Estimating power demand for 'ElecMeter(instance=14, building=1, dataset='REDD', appliances=[Appliance(type='electric stove', instance=1)])'
Estimating power demand for 'ElecMeter(instance=15, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=3)])'
Estimating power demand for 'ElecMeter(instance=16, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=4)])'
Estimating power demand for 'ElecMeter(instance=17, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=2)])'
Estimating power demand for 'ElecMeter(instance=18, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=3)])'
Estimating power demand for 'ElecMeter(instance=19, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=2)])'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=3, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
  ElecMeter(instance=4, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
)'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=10, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
  ElecMeter(instance=20, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
)'
Loading data for meter ElecMeterID(instance=2, building=1, dataset='REDD')     
Done loading data all meters for this chunk.
Estimating power demand for 'ElecMeter(instance=5, building=1, dataset='REDD', appliances=[Appliance(type='fridge', instance=1)])'
Estimating power demand for 'ElecMeter(instance=6, building=1, dataset='REDD', appliances=[Appliance(type='dish washer', instance=1)])'
Estimating power demand for 'ElecMeter(instance=7, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=1)])'
Estimating power demand for 'ElecMeter(instance=8, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=2)])'
Estimating power demand for 'ElecMeter(instance=9, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=1)])'
Estimating power demand for 'ElecMeter(instance=11, building=1, dataset='REDD', appliances=[Appliance(type='microwave', instance=1)])'
Estimating power demand for 'ElecMeter(instance=12, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=1)])'
Estimating power demand for 'ElecMeter(instance=13, building=1, dataset='REDD', appliances=[Appliance(type='electric space heater', instance=1)])'
Estimating power demand for 'ElecMeter(instance=14, building=1, dataset='REDD', appliances=[Appliance(type='electric stove', instance=1)])'
Estimating power demand for 'ElecMeter(instance=15, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=3)])'
Estimating power demand for 'ElecMeter(instance=16, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=4)])'
Estimating power demand for 'ElecMeter(instance=17, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=2)])'
Estimating power demand for 'ElecMeter(instance=18, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=3)])'
Estimating power demand for 'ElecMeter(instance=19, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=2)])'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=3, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
  ElecMeter(instance=4, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
)'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=10, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
  ElecMeter(instance=20, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
)'
Loading data for meter ElecMeterID(instance=2, building=1, dataset='REDD')     
Done loading data all meters for this chunk.
Estimating power demand for 'ElecMeter(instance=5, building=1, dataset='REDD', appliances=[Appliance(type='fridge', instance=1)])'
Estimating power demand for 'ElecMeter(instance=6, building=1, dataset='REDD', appliances=[Appliance(type='dish washer', instance=1)])'
Estimating power demand for 'ElecMeter(instance=7, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=1)])'
Estimating power demand for 'ElecMeter(instance=8, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=2)])'
Estimating power demand for 'ElecMeter(instance=9, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=1)])'
Estimating power demand for 'ElecMeter(instance=11, building=1, dataset='REDD', appliances=[Appliance(type='microwave', instance=1)])'
Estimating power demand for 'ElecMeter(instance=12, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=1)])'
Estimating power demand for 'ElecMeter(instance=13, building=1, dataset='REDD', appliances=[Appliance(type='electric space heater', instance=1)])'
Estimating power demand for 'ElecMeter(instance=14, building=1, dataset='REDD', appliances=[Appliance(type='electric stove', instance=1)])'
Estimating power demand for 'ElecMeter(instance=15, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=3)])'
Estimating power demand for 'ElecMeter(instance=16, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=4)])'
Estimating power demand for 'ElecMeter(instance=17, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=2)])'
Estimating power demand for 'ElecMeter(instance=18, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=3)])'
Estimating power demand for 'ElecMeter(instance=19, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=2)])'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=3, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
  ElecMeter(instance=4, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
)'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=10, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
  ElecMeter(instance=20, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
)'
Loading data for meter ElecMeterID(instance=2, building=1, dataset='REDD')     
Done loading data all meters for this chunk.
Estimating power demand for 'ElecMeter(instance=5, building=1, dataset='REDD', appliances=[Appliance(type='fridge', instance=1)])'
Estimating power demand for 'ElecMeter(instance=6, building=1, dataset='REDD', appliances=[Appliance(type='dish washer', instance=1)])'
Estimating power demand for 'ElecMeter(instance=7, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=1)])'
Estimating power demand for 'ElecMeter(instance=8, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=2)])'
Estimating power demand for 'ElecMeter(instance=9, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=1)])'
Estimating power demand for 'ElecMeter(instance=11, building=1, dataset='REDD', appliances=[Appliance(type='microwave', instance=1)])'
Estimating power demand for 'ElecMeter(instance=12, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=1)])'
Estimating power demand for 'ElecMeter(instance=13, building=1, dataset='REDD', appliances=[Appliance(type='electric space heater', instance=1)])'
Estimating power demand for 'ElecMeter(instance=14, building=1, dataset='REDD', appliances=[Appliance(type='electric stove', instance=1)])'
Estimating power demand for 'ElecMeter(instance=15, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=3)])'
Estimating power demand for 'ElecMeter(instance=16, building=1, dataset='REDD', appliances=[Appliance(type='sockets', instance=4)])'
Estimating power demand for 'ElecMeter(instance=17, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=2)])'
Estimating power demand for 'ElecMeter(instance=18, building=1, dataset='REDD', appliances=[Appliance(type='light', instance=3)])'
Estimating power demand for 'ElecMeter(instance=19, building=1, dataset='REDD', appliances=[Appliance(type='unknown', instance=2)])'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=3, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
  ElecMeter(instance=4, building=1, dataset='REDD', appliances=[Appliance(type='electric oven', instance=1)])
)'
Estimating power demand for 'MeterGroup(meters=
  ElecMeter(instance=10, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
  ElecMeter(instance=20, building=1, dataset='REDD', appliances=[Appliance(type='washer dryer', instance=1)])
)'
Loading data for meter ElecMeterID(instance=2, building=1, dataset='REDD')     
Done loading data all meters for this chunk.

Examine disaggregated data



In [22]:

    
disag = DataSet(disag_filename)
disag_elec = disag.buildings[building_number].elec
disag_elec.plot()
disag.store.close()

Calculate accuracy of disaggregation



In [27]:

    
disag = DataSet(disag_filename)
disag_elec = disag.buildings[building_number].elec

f1 = f1_score(disag_elec, elec)
f1.index = disag_elec.get_labels(f1.index)
f1.plot(kind='bar')
plt.xlabel('appliance');
plt.ylabel('f-score');

disag.store.close()









    



---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
<ipython-input-27-7c2441b23c13> in <module>()
      2 disag_elec = disag.buildings[building_number].elec
      3 
----> 4 f1 = f1_score(disag_elec, elec)
      5 f1.index = disag_elec.get_labels(f1.index)
      6 f1.plot(kind='bar')

/Users/nipunbatra/git/nilmtk/nilmtk/metrics.pyc in f1_score(predictions, ground_truth)
    220         for aligned_states_chunk in align_two_meters(pred_meter, 
    221                                                      ground_truth_meter,
--> 222                                                      'when_on'):
    223             aligned_states_chunk.dropna(inplace=True)
    224             aligned_states_chunk = aligned_states_chunk.astype(int)

/Users/nipunbatra/git/nilmtk/nilmtk/electric.py in align_two_meters(master, slave, func)
    757     sample_period = master.sample_period()
    758     period_alias = '{:d}S'.format(sample_period)
--> 759     sections = master.good_sections()
    760     master_generator = getattr(master, func)(sections=sections)
    761     for master_chunk in master_generator:

/Users/nipunbatra/git/nilmtk/nilmtk/elecmeter.py in good_sections(self, **loader_kwargs)
    633         results_obj = GoodSections.results_class(self.device['max_sample_period'])
    634         return self._get_stat_from_cache_or_compute(
--> 635             nodes, results_obj, loader_kwargs)        
    636 
    637     def _get_stat_from_cache_or_compute(self, nodes, results_obj, loader_kwargs):

/Users/nipunbatra/git/nilmtk/nilmtk/elecmeter.py in _get_stat_from_cache_or_compute(self, nodes, results_obj, loader_kwargs)
    683 
    684         # Retrieve usable stats from cache
--> 685         key_for_cached_stat = self.key_for_cached_stat(results_obj.name)
    686         if loader_kwargs.get('preprocessing') is None:
    687             cached_stat = self.get_cached_stat(key_for_cached_stat)

/Users/nipunbatra/git/nilmtk/nilmtk/elecmeter.py in key_for_cached_stat(self, stat_name)
    784         """
    785         return ("building{:d}/elec/cache/meter{:d}/{:s}"
--> 786                 .format(self.building(), self.instance(), stat_name))
    787 
    788     def clear_cache(self, verbose=False):

ValueError: Unknown format code 'd' for object of type 'str'



In [25]:

    
elec.clear_cache()









    



Removed building1/elec/cache/meter1/
Removed building1/elec/cache/meter2/
Removed building1/elec/cache/meter5/



In [26]:

    
disag_elec.clear_cache()









    



Removed building1/elec/cache/meter5/
Removed building1/elec/cache/meter6/
Removed building1/elec/cache/meter7/
Removed building1/elec/cache/meter8/
Removed building1/elec/cache/meter9/
Removed building1/elec/cache/meter11/
Removed building1/elec/cache/meter12/
Removed building1/elec/cache/meter13/
Removed building1/elec/cache/meter14/
Removed building1/elec/cache/meter15/
Removed building1/elec/cache/meter16/
Removed building1/elec/cache/meter17/
Removed building1/elec/cache/meter18/
Removed building1/elec/cache/meter19/






    



---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
<ipython-input-26-54f9aaa831ee> in <module>()
----> 1 disag_elec.clear_cache()

/Users/nipunbatra/git/nilmtk/nilmtk/metergroup.py in clear_cache(self)
   1601         """Clear cache on all meters in this MeterGroup."""
   1602         for meter in self.meters:
-> 1603             meter.clear_cache()
   1604 
   1605     def correlation_of_sum_of_submeters_with_mains(self, **load_kwargs):

/Users/nipunbatra/git/nilmtk/nilmtk/elecmeter.py in clear_cache(self, verbose)
    796         """
    797         if self.store is not None:
--> 798             key_for_cache = self.key_for_cached_stat('')
    799             try:
    800                 self.store.remove(key_for_cache)

/Users/nipunbatra/git/nilmtk/nilmtk/elecmeter.py in key_for_cached_stat(self, stat_name)
    784         """
    785         return ("building{:d}/elec/cache/meter{:d}/{:s}"
--> 786                 .format(self.building(), self.instance(), stat_name))
    787 
    788     def clear_cache(self, verbose=False):

ValueError: Unknown format code 'd' for object of type 'str'



In [ ]: