Datasets
Open Access
AMPds2: The Almanac of Minutely Power dataset (Version 2)
- Citation Author(s):
- Submitted by:
- Stephen Makonin
- Last updated:
- Thu, 07/13/2023 - 13:45
- DOI:
- 10.21227/c2rq-bx53
- Data Format:
- Links:
- License:
- Categories:
- Keywords:
Abstract
The AMPds dataset has been release to help load disaggregation/NILM and eco-feedback researcher test their algorithms, models, systems, and prototypes. This dataset is intended to be multi-year capture of the consumption of my house. This dataset contains electricity, water, and natural gas measurements at one minute intervals. This dataset contains a total of 1,051,200 readings for 2 years of monitoring (from April/2012 to March/2014) per meter. There are a total of 21 power meters, 2 water meters (with additional appliance usage annotations), and 2 natural gas meters. Weather data from Environment Canada's YVR weather station has also been added. This hourly weather data covers the same period of time as AMPds and includes a summary of climate normals observed from the years between 1981-2010. Billing data from utility companies is also included for cost/benefit analysis.
You must cite the Scientific Data journal paper: Makonin, S. et al. Electricity, water, and natural gas consumption of a residential house in Canada from 2012 to 2014. Sci. Data 3:160037 doi: 10.1038/sdata.2016.37 (2016).
Dataset Files
- AMPds2.h5 (297.42 MB)
- Climate_HistoricalNormals.csv (2.59 kB)
- Climate_HourlyWeather.csv (1.39 MB)
- Electricity_B1E.csv (57.56 MB)
- Electricity_B2E.csv (62.95 MB)
- Electricity_Billing.csv (1.77 kB)
- Electricity_BME.csv (61.96 MB)
- Electricity_CDE.csv (60.88 MB)
- Electricity_CWE.csv (57.93 MB)
- Electricity_DNE.csv (56.66 MB)
- Electricity_DWE.csv (58.93 MB)
- Electricity_EBE.csv (59.33 MB)
- Electricity_EQE.csv (65.42 MB)
- Electricity_FGE.csv (63.56 MB)
- Electricity_FRE.csv (69.02 MB)
- Electricity_GRE.csv (60.89 MB)
- Electricity_HPE.csv (67.77 MB)
- Electricity_HTE.csv (61.44 MB)
- Electricity_I.csv (103.87 MB)
- Electricity_Monthly.csv (753 bytes)
- Electricity_OFE.csv (65.24 MB)
- Electricity_OUE.csv (53.56 MB)
- Electricity_P.csv (74.02 MB)
- Electricity_Q.csv (67.75 MB)
- Electricity_RSE.csv (67.76 MB)
- Electricity_S.csv (76.31 MB)
- Electricity_Statements.pdf (2.74 MB)
- Electricity_TVE.csv (65.43 MB)
- Electricity_UTE.csv (65.54 MB)
- Electricity_WHE.csv (73.03 MB)
- Electricity_WOE.csv (58.34 MB)
- Manual_18CD20D3.pdf (1.08 MB)
- Manual_4a6h6036.pdf (236.35 kB)
- Manual_587144034.pdf (4.25 MB)
- Manual_AC8830.pdf (56.15 kB)
- Manual_Amana.pdf (6.47 MB)
- Manual_Arris.pdf (1.51 MB)
- Manual_Breville.pdf (12.51 MB)
- Manual_cjk17bc.pdf (514.78 kB)
- Manual_CMEF212ES.pdf (1,000.53 kB)
- Manual_DMPBDT2.pdf (5.79 MB)
- Manual_dricore.pdf (3.35 MB)
- Manual_DV4006.pdf (359.29 kB)
- Manual_Faber.pdf (390.59 kB)
- Manual_FEQ1442.pdf (1.02 MB)
- Manual_FTF2140.pdf (2.99 MB)
- Manual_hbl5045auc.pdf (6.21 MB)
- Manual_Heritage16.pdf (1.14 MB)
- Manual_Igloo.pdf (3.29 MB)
- Manual_IMT550.pdf (1.73 MB)
- Manual_Nest.pdf (2.58 MB)
- Manual_NR1403.pdf (610.37 kB)
- Manual_P801.pdf (898.40 kB)
- Manual_Performa.pdf (1.25 MB)
- Manual_pgl985uc.pdf (4.57 MB)
- Manual_PTS-OS3.pdf (66.57 kB)
- Manual_QTR090C.pdf (753.06 kB)
- Manual_R53i_op.pdf (4.77 MB)
- Manual_R53i_service.pdf (4.05 MB)
- Manual_R53i_spec.pdf (209.20 kB)
- Manual_Sanuvox.pdf (1,002.67 kB)
- Manual_StarFire.pdf (10.53 MB)
- Manual_SuperCubes.pdf (1.95 MB)
- Manual_TCP42ST30.pdf (2.77 MB)
- Manual_TXCSpec.pdf (135.62 kB)
- Manual_WilkinsModel70.pdf (425.49 kB)
- Manual_X341119P12.pdf (771.75 kB)
- Metering_AC-250.pdf (1.00 MB)
- Metering_BK-G4.pdf (187.55 kB)
- Metering_DENTps18.pdf (1.18 MB)
- Metering_DLJSJ75C.pdf (132.61 kB)
- Metering_EMB-A7810.pdf (483.31 kB)
- Metering_EMB-A8810.pdf (765.28 kB)
- Metering_KentV100.pdf (213.01 kB)
- Metering_S130hot.pdf (333.66 kB)
- NaturalGas_Billing.csv (2.18 kB)
- NaturalGas_FRG.csv (30.15 MB)
- NaturalGas_HeatValues.csv (5.02 kB)
- NaturalGas_Monthly.csv (427 bytes)
- NaturalGas_Statements.pdf (2.96 MB)
- NaturalGas_WHG.csv (29.00 MB)
- Water_Billing.csv (185 bytes)
- Water_DWW.csv (23.88 MB)
- Water_HTW.csv (28.20 MB)
- Water_QualityReport_2012.pdf (7.09 MB)
- Water_QualityReport_2013.pdf (4.44 MB)
- Water_QualityReport_2014.pdf (3.08 MB)
- Water_WHW.csv (28.32 MB)
- Water_ZonesMap.pdf (652.42 kB)
Documentation
Attachment | Size |
---|---|
SciData_3(160037).pdf | 1.06 MB |