Datasets:

Jainam03
/

RESCAST-100k-NEST

Time stringlengths 13 16	HVAC Load float64 0 0.39 ⌀	Total Load float64 0 0.92 ⌀	Indoor Temp float64 63 111 ⌀	Heating Setpoint float64 60.8 72.5	Cooling Setpoint float64 75.2 108	Outdoor Temp float64 19.2 99.2 ⌀	Solar Irradiation float64 0 126 ⌀
7/1/2022 0:00	0.07755	0.093114	74.5196	72.5	75.2	56.42	0
7/1/2022 0:15	0.074335	0.088431	74.406272	72.5	75.2	56.204	0
7/1/2022 0:30	0.072189	0.059241	74.21738	72.5	75.2	55.184	0
7/1/2022 0:45	0.071044	0.052101	73.95278	72.5	75.2	54.932	0
7/1/2022 1:00	0.067038	0.050768	73.93388	72.5	75.2	54.956	0
7/1/2022 1:15	0.059901	0.050274	73.66928	72.5	75.2	55.148	0
7/1/2022 1:30	0.059352	0.050894	73.65038	72.5	75.2	54.992	0
7/1/2022 1:45	0.059783	0.051041	73.38578	72.5	75.2	55.388	0
7/1/2022 2:00	0.059523	0.040719	73.36688	72.5	75.2	55.436	0
7/1/2022 2:15	0.057669	0.039648	73.10228	72.5	75.2	55.772	0
7/1/2022 2:30	0.057799	0.052616	73.10228	72.5	75.2	56.636	0
7/1/2022 2:45	0.056828	0.051282	72.988952	72.5	75.2	57.248	0
7/1/2022 3:00	0.056613	0.050631	72.81896	72.5	75.2	57.128	0
7/1/2022 3:15	0.056087	0.050694	72.81896	72.5	75.2	56.276	0
7/1/2022 3:30	0.055759	0.045896	72.80006	72.5	75.2	56.372	0
7/1/2022 3:45	0.05364	0.038409	72.53546	72.5	75.2	56.408	0
7/1/2022 4:00	0.057598	0.043943	72.53546	72.5	75.2	56.264	0
7/1/2022 4:15	0.052814	0.051009	72.53546	72.5	75.2	56.48	0
7/1/2022 4:30	0.054366	0.050684	72.34646	72.5	75.2	55.772	0
7/1/2022 4:45	0.055376	0.04053	72.25196	72.5	75.2	55.124	0
7/1/2022 5:00	0.056232	0.038693	72.25196	72.5	75.2	54.812	0
7/1/2022 5:15	0.052158	0.048804	72.25196	72.5	75.2	54.704	0
7/1/2022 5:30	0.051054	0.050747	72.06296	72.5	75.2	54.644	0.281456
7/1/2022 5:45	0.050299	0.043754	71.96846	72.5	75.2	54.332	0.784057
7/1/2022 6:00	0.050266	0.038378	71.96846	72.5	75.2	53.9	1.387178
7/1/2022 6:15	0.050715	0.044562	71.96846	72.5	75.2	54.248	1.333568
7/1/2022 6:30	0.050874	0.051492	71.96846	72.5	75.2	54.368	1.440789
7/1/2022 6:45	0.050045	0.045045	71.68496	72.5	75.2	54.26	2.707343
7/1/2022 7:00	0.049817	0.038115	71.68496	72.5	75.2	54.584	3.960495
7/1/2022 7:15	0.052132	0.037811	71.68496	72.5	75.2	55.868	4.945592
7/1/2022 7:30	0.049304	0.052458	71.49608	72.5	75.2	56.06	5.548713
7/1/2022 7:45	0.049454	0.048836	71.40164	72.5	75.2	55.988	6.399784
7/1/2022 8:00	0.048773	0.038021	71.40164	72.5	75.2	56.504	5.950794
7/1/2022 8:15	0.048711	0.046043	71.40164	72.5	75.2	56.684	9.36848
7/1/2022 8:30	0.008182	0.058884	71.40164	72.5	75.2	57.776	12.920193
7/1/2022 8:45	0.020633	0.061982	71.40164	72.5	75.2	57.356	11.479403
7/1/2022 9:00	0.055317	0.049214	71.40164	72.5	75.2	57.632	12.183045
7/1/2022 9:15	0.065326	0.038325	71.68496	72.5	75.2	58.352	8.041614
7/1/2022 9:30	0.051485	0.03822	71.49608	72.5	75.2	57.284	9.81747
7/1/2022 9:45	0.050243	0.052532	71.40164	72.5	75.2	58.244	9.696846
7/1/2022 10:00	0.049558	0.047397	71.40164	72.5	75.2	57.68	8.591124
7/1/2022 10:15	0.048619	0.037895	71.32604	72.5	75.2	56.564	9.609728
7/1/2022 10:30	0.048761	0.038472	71.11814	72.5	75.2	56.42	12.678944
7/1/2022 10:45	0.047028	0.045906	71.11814	72.5	75.2	55.904	13.087726
7/1/2022 11:00	0.046128	0.051345	71.11814	72.5	75.2	56.624	32.769576
7/1/2022 11:15	0.044168	0.040467	71.11814	72.5	75.2	57.788	27.971413
7/1/2022 11:30	0.048468	0.038766	71.11814	72.5	75.2	58.52	30.457612
7/1/2022 11:45	0.053185	0.038861	71.11814	72.5	75.2	58.544	21.698954
7/1/2022 12:00	0.048244	0.089891	71.11814	72.5	75.2	59.468	35.818687
7/1/2022 12:15	0.047973	0.060008	71.11814	72.5	75.2	59.612	21.075729
7/1/2022 12:30	0.04869	0.043754	71.11814	72.5	75.2	59.528	20.412296
7/1/2022 12:45	0.049065	0.046484	71.11814	72.5	75.2	60.716	61.7931
7/1/2022 13:00	0.049519	0.048206	71.32604	72.5	75.2	62.741429	77.364631
7/1/2022 13:15	0.048917	0.05586	71.40164	72.5	75.2	63.476	44.731476
7/1/2022 13:30	0.048466	0.051282	71.40164	72.5	75.2	62.864	44.423214
7/1/2022 13:45	0.049481	0.038777	71.40164	72.5	75.2	63.86	55.152067
7/1/2022 14:00	0.049292	0.038189	71.40164	72.5	75.2	63.176	79.591871
7/1/2022 14:15	0.049124	0.037811	71.40164	72.5	75.2	66.056	104.084771
7/1/2022 14:30	0.049705	0.051387	71.40164	72.5	75.2	64.532	86.755609
7/1/2022 14:45	0.048823	0.046116	71.40164	72.5	75.2	65.204	54.3211
7/1/2022 15:00	0.048997	0.038388	71.40164	72.5	75.2	63.824	45.783587
7/1/2022 15:15	0.048917	0.037958	71.40164	72.5	75.2	62.6	64.59857
7/1/2022 15:30	0.046473	0.038997	71.40164	72.5	75.2	62.648	68.771261
7/1/2022 15:45	0.054511	0.050904	71.40164	72.5	75.2	63.44	77.312576
7/1/2022 16:00	0.045648	0.044405	71.40164	72.5	75.2	64.001429	83.331221
7/1/2022 16:15	0.049251	0.038399	71.40164	72.5	75.2	65.576	68.777337
7/1/2022 16:30	0.052037	0.038304	71.40164	72.5	75.2	65.792	56.829796
7/1/2022 16:45	0.048395	0.038283	71.40164	72.5	75.2	64.22	45.94545
7/1/2022 17:00	0.047548	0.046169	71.40164	72.5	75.2	65.96	80.7311
7/1/2022 17:15	0.047483	0.051345	71.40164	72.5	75.2	65.384	58.087256
7/1/2022 17:30	0.059048	0.042074	71.40164	72.5	75.2	64.988	36.307886
7/1/2022 17:45	0.058682	0.039144	71.11814	72.5	75.2	64.988	40.187964
7/1/2022 18:00	0.056208	0.039312	71.11814	72.5	75.2	66.656	78.318616
7/1/2022 18:15	0.0563	0.053645	71.30714	72.5	75.2	68.12	66.872719
7/1/2022 18:30	0.052135	0.050033	71.30714	72.5	75.2	67.712	44.986127
7/1/2022 18:45	0.047223	0.038304	71.11814	72.5	75.2	65.54	24.96921
7/1/2022 19:00	0.046447	0.038462	71.11814	72.5	75.2	65.66	36.274379
7/1/2022 19:15	0.044339	0.037937	71.11814	72.5	75.2	66.032	31.3958
7/1/2022 19:30	0.051326	0.043848	71.11814	72.5	75.2	65.528	14.977505
7/1/2022 19:45	0.046299	0.051587	71.11814	72.5	75.2	65.456	17.269365
7/1/2022 20:00	0.047004	0.042389	71.11814	72.5	75.2	66.224	14.776465
7/1/2022 20:15	0.049502	0.03843	71.11814	72.5	75.2	65.852	10.71545
7/1/2022 20:30	0.044858	0.04452	71.11814	72.5	75.2	64.112	8.81897
7/1/2022 20:45	0.046317	0.089954	71.11814	72.5	75.2	65.492	8.966399
7/1/2022 21:00	0.047462	0.098364	71.11814	72.5	75.2	64.916	4.838371
7/1/2022 21:15	0.047919	0.076955	71.11814	72.5	75.2	63.464	1.561413
7/1/2022 21:30	0.049106	0.097797	71.11814	72.5	75.2	62.252	0.830967
7/1/2022 21:45	0.050452	0.110964	71.11814	72.5	75.2	61.604	0.328366
7/1/2022 22:00	0.049812	0.106691	71.13704	72.5	75.2	60.884	0
7/1/2022 22:15	0.040729	0.096737	71.40164	72.5	75.2	60.596	0
7/1/2022 22:30	0.0539	0.092222	71.40164	72.5	75.2	60.26	0
7/1/2022 22:45	0.051801	0.10184	71.40164	72.5	75.2	60.152	0
7/1/2022 23:00	0.050154	0.104328	71.798408	72.5	75.2	59.768	0
7/1/2022 23:15	0.050564	0.080178	71.68496	72.5	75.2	59.48	0
7/1/2022 23:30	0.050703	0.070088	71.477192	72.5	75.2	58.844	0
7/1/2022 23:45	0.053487	0.079674	71.40164	72.5	75.2	58.1	0
7/2/2022 0:00	0.056692	0.095078	71.40164	72.5	75.2	57.44	0
7/2/2022 0:15	0.052607	0.093902	71.40164	72.5	75.2	57.26	0
7/2/2022 0:30	0.051143	0.090531	71.439428	72.5	75.2	56.936	0
7/2/2022 0:45	0.050585	0.049676	71.741732	72.5	75.2	56.612	0

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NEST

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

Download

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

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
nest_processed_metadata.csv
house_features_nest.parquet
nest_processing_notes.txt

Time-Series Schema

Schema observed from timeseries_data/nest_home_1.parquet.

Column	Type	Description
`Time`	string	Timestamp.
`HVAC Load`	float64	HVAC electricity load, kWh.
`Total Load`	float64	Total electricity load, kWh.
`Indoor Temp`	float64	Indoor temperature, degrees F.
`Heating Setpoint`	float64	Heating setpoint, degrees F.
`Cooling Setpoint`	float64	Cooling setpoint, degrees F.
`Outdoor Temp`	float64	Outdoor temperature, degrees F.
`Solar Irradiation`	float64	Solar irradiation, Btu/(hr * ft^2).

Original Dataset Citation

Heer, Philipp (2024). NEST Open Building Data for Energy Demand and User Practice. figshare. Collection. https://doi.org/10.6084/m9.figshare.c.7178787.v1

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