Datasets:

Jainam03
/

RESCAST-100k-IDEAL

Time timestamp[ns, tz=UTC]date 2016-08-10 00:00:00 2018-06-30 23:45:00	Total Load float64 0 3.45 ⌀	Indoor Temp float64 32 97.3 ⌀	Outdoor Temp float64 35.3 48.2 ⌀	Relative Humidity float64 14.3 101 ⌀	Wind Speed float64 0 0.5 ⌀
2017-03-07T14:15:00	0.044954	59.7704	null	46.72	null
2017-03-07T14:30:00	0.056295	58.974648	null	45.202817	null
2017-03-07T14:45:00	0.067044	58.521718	null	48.098003	null
2017-03-07T15:00:00	0.058224	57.314429	null	49.427143	null
2017-03-07T15:15:00	0.061481	56.539425	null	50.74372	null
2017-03-07T15:30:00	0.270755	56.0075	null	51.409028	null
2017-03-07T15:45:00	0.31199	55.60346	null	52.107175	null
2017-03-07T16:00:00	0.094293	55.330734	null	52.816781	null
2017-03-07T16:15:00	0.094131	55.157065	null	53.514514	null
2017-03-07T16:30:00	0.274161	55.029091	null	53.745726	null
2017-03-07T16:45:00	0.09968	54.879565	null	54.411594	null
2017-03-07T17:00:00	0.098569	54.857313	null	54.42032	null
2017-03-07T17:15:00	0.077469	54.77	null	54.758237	null
2017-03-07T17:30:00	0.069431	54.686745	null	55.145135	null
2017-03-07T17:45:00	0.066732	54.59	null	55.522794	null
2017-03-07T18:00:00	0.048353	54.59	null	55.790558	null
2017-03-07T18:15:00	0.052484	54.555909	null	55.95271	null
2017-03-07T18:30:00	0.057835	54.5	null	55.929145	null
2017-03-07T18:45:00	0.05113	54.463182	null	55.961364	null
2017-03-07T19:00:00	0.05758	54.404706	null	55.923459	null
2017-03-07T19:15:00	0.056815	54.32	null	55.972004	null
2017-03-07T19:30:00	0.056931	54.32	null	56.092754	null
2017-03-07T19:45:00	0.056012	54.279437	null	56.122991	null
2017-03-07T20:00:00	0.066341	54.174225	null	56.319494	null
2017-03-07T20:15:00	0.065431	54.14	null	56.502899	null
2017-03-07T20:30:00	0.056637	54.14	null	56.64006	null
2017-03-07T20:45:00	0.054693	54.14	null	56.678455	null
2017-03-07T21:00:00	0.063206	54.138696	null	56.780435	null
2017-03-07T21:15:00	0.058538	54.052687	null	56.936132	null
2017-03-07T21:30:00	0.093735	54.05	null	57.212676	null
2017-03-07T21:45:00	0.09887	54.281896	null	57.600704	null
2017-03-07T22:00:00	0.09889	54.767273	null	57.840152	null
2017-03-07T22:15:00	0.088961	55.168354	null	57.796197	null
2017-03-07T22:30:00	0.089714	55.490959	null	57.673711	null
2017-03-07T22:45:00	0.089469	55.761464	null	57.601071	null
2017-03-07T23:00:00	0.072522	56.010334	null	57.623863	null
2017-03-07T23:15:00	0.067681	56.204956	null	57.643601	null
2017-03-07T23:30:00	0.071227	56.376349	null	57.687143	null
2017-03-07T23:45:00	0.067807	56.540429	null	57.740362	null
2017-03-08T00:00:00	0.063189	56.721884	null	57.762251	null
2017-03-08T00:15:00	0.058071	56.857717	null	57.797856	null
2017-03-08T00:30:00	0.057592	56.976957	null	57.800725	null
2017-03-08T00:45:00	0.057586	57.11	null	57.80404	null
2017-03-08T01:00:00	0.056695	57.275652	null	57.801471	null
2017-03-08T01:15:00	0.066238	57.33417	null	57.789706	null
2017-03-08T01:30:00	0.065755	57.480286	null	57.8	null
2017-03-08T01:45:00	0.065221	57.622609	null	57.806777	null
2017-03-08T02:00:00	0.048664	57.718143	null	57.794917	null
2017-03-08T02:15:00	0.047249	57.823571	null	57.7	null
2017-03-08T02:30:00	0.052126	57.922535	null	57.67029	null
2017-03-08T02:45:00	0.054167	58.045217	null	57.621768	null
2017-03-08T03:00:00	0.05811	58.1132	null	57.553143	null
2017-03-08T03:15:00	0.05912	58.256818	null	57.486091	null
2017-03-08T03:30:00	0.058727	58.289156	null	57.422727	null
2017-03-08T03:45:00	0.058934	58.458676	null	57.392434	null
2017-03-08T04:00:00	0.062087	58.481176	null	57.346429	null
2017-03-08T04:15:00	0.047582	58.629091	null	57.305325	null
2017-03-08T04:30:00	0.049076	58.64	null	57.276761	null
2017-03-08T04:45:00	0.060995	58.78837	null	57.244928	null
2017-03-08T05:00:00	0.069699	58.82	null	57.181429	null
2017-03-08T05:15:00	0.070144	58.940515	null	57.102083	null
2017-03-08T05:30:00	0.067413	58.991	null	57.043126	null
2017-03-08T05:45:00	0.069241	58.945735	null	57.452733	null
2017-03-08T06:00:00	0.069546	59.06913	null	57.501449	null
2017-03-08T06:15:00	0.070405	59.130435	null	57.467283	null
2017-03-08T06:30:00	0.076937	59.18	null	57.471205	null
2017-03-08T06:45:00	0.081208	59.18	null	57.444286	null
2017-03-08T07:00:00	0.077103	59.19375	null	57.4	null
2017-03-08T07:15:00	0.070476	59.27	null	57.355838	null
2017-03-08T07:30:00	0.125291	59.368638	null	57.377857	null
2017-03-08T07:45:00	0.052223	59.412714	null	58.209555	null
2017-03-08T08:00:00	0.047561	59.316286	null	58.453009	null
2017-03-08T08:15:00	0.056978	59.087391	null	58.126087	null
2017-03-08T08:30:00	0.052843	58.961972	null	58.341819	null
2017-03-08T08:45:00	0.043012	58.833504	null	58.453613	null
2017-03-08T09:00:00	0.062504	58.694335	null	58.537754	null
2017-03-08T09:15:00	0.059233	58.7	null	58.543871	null
2017-03-08T09:30:00	0.057026	58.699559	null	58.351873	null
2017-03-08T09:45:00	0.059538	58.837746	null	58.294407	null
2017-03-08T10:00:00	0.05551	58.91	null	57.982858	null
2017-03-08T10:15:00	0.044998	58.950563	null	57.865167	null
2017-03-08T10:30:00	0.053884	59.053478	null	57.64058	null
2017-03-08T10:45:00	0.057128	59.09	null	57.467206	null
2017-03-08T11:00:00	0.05596	59.09	null	57.280959	null
2017-03-08T11:15:00	0.056045	59.126	null	57.097348	null
2017-03-08T11:30:00	0.064289	59.259714	null	56.986908	null
2017-03-08T11:45:00	0.065618	59.239559	null	56.557353	null
2017-03-08T12:00:00	0.060282	59.105357	null	56.314583	null
2017-03-08T12:15:00	0.05618	59	null	56.236429	null
2017-03-08T12:30:00	0.055418	58.9775	null	56.128382	null
2017-03-08T12:45:00	0.055304	58.91	null	56.015487	null
2017-03-08T13:00:00	0.053568	58.835652	null	55.981537	null
2017-03-08T13:15:00	0.055461	58.82	null	55.875056	null
2017-03-08T13:30:00	0.055423	58.82	null	55.766315	null
2017-03-08T13:45:00	0.055862	58.82	null	55.600048	null
2017-03-08T14:00:00	0.055752	58.82	null	55.483824	null
2017-03-08T14:15:00	0.055534	58.82	null	55.419014	null
2017-03-08T14:30:00	0.05579	58.817465	null	55.348504	null
2017-03-08T14:45:00	0.055916	58.666471	null	55.219853	null
2017-03-08T15:00:00	0.057234	58.64	null	55.156522	null

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IDEAL

Processed real residential time-series subset used with RESCAST-100k.

Download

hf download Jainam03/RESCAST-100k-IDEAL --repo-type dataset --local-dir IDEAL

License

This processed release is distributed under CC BY 4.0. The original dataset/article is distributed under CC BY 4.0.

Files

timeseries_data/*.parquet
ideal_processed_metadata.csv
house_features_ideal.parquet
ideal_processing_notes.txt

Time-Series Schema

Schema observed from timeseries_data/ideal_home_100.parquet.

Column	Type	Description
`Time`	datetime64[ns, UTC]	Timestamp.
`Total Load`	float64	Total electricity load, kWh.
`Indoor Temp`	float64	Indoor temperature, degrees F.
`Outdoor Temp`	float64	Outdoor temperature, degrees F.
`Relative Humidity`	float64	Relative humidity, percent.
`Wind Speed`	float64	Wind speed, m/s.

Original Dataset Citation

Pullinger M, Kilgour J, Goddard N, Berliner N, Webb L, Dzikovska M, Lovell H, Mann J, Sutton C, Webb J, Zhong M. The IDEAL household energy dataset, electricity, gas, contextual sensor data and survey data for 255 UK homes. Sci Data. 2021 May 28;8(1):146. doi: 10.1038/s41597-021-00921-y. PMID: 34050194; PMCID: PMC8163809.

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