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timestamp[ns]date
2007-01-01 00:15:00
2008-01-01 00:00:00
Fuel Use: Electricity: Total
float64
0
17.5
End Use: Electricity: Heating
float64
0
12.4
End Use: Electricity: Cooling
float64
0
3.29
Temperature: Conditioned Space
float64
-44.99
171
Temperature: Heating Setpoint
float64
43
80
Temperature: Cooling Setpoint
float64
55
89
Weather: Drybulb Temperature
float64
-50.8
133
Weather: Wetbulb Temperature
float64
-50.82
98.1
Weather: Relative Humidity
float64
0
100
Weather: Wind Speed
float64
0
175
Weather: Diffuse Solar Radiation
float64
0
226
Weather: Direct Solar Radiation
float64
0
347
building_id
int64
1
5.63k
building_id_str
stringlengths
1
4
2007-01-01T00:15:00
1.33
1.238
0.012
67
67
72
29.75
29.482
97.25
13.31
0
0
1
1
2007-01-01T00:30:00
1.376
1.283
0.012
67
67
72
29.48
28.947
94.5
12.751
0
0
1
1
2007-01-01T00:45:00
1.4
1.306
0.012
67
67
72
29.21
28.414
91.75
12.191
0
0
1
1
2007-01-01T01:00:00
1.41
1.316
0.012
67
67
72
28.94
27.883
89
11.632
0
0
1
1
2007-01-01T01:15:00
1.409
1.315
0.012
67
67
72
28.445
27.475
89.75
10.458
0
0
1
1
2007-01-01T01:30:00
1.407
1.313
0.012
67
67
72
27.95
27.064
90.5
9.283
0
0
1
1
2007-01-01T01:45:00
1.405
1.311
0.012
67
67
72
27.455
26.651
91.25
8.109
0
0
1
1
2007-01-01T02:00:00
1.407
1.313
0.012
67
67
72
26.96
26.237
92
6.935
0
0
1
1
2007-01-01T02:15:00
1.41
1.316
0.012
67
67
72
26.735
26.107
93
6.655
0
0
1
1
2007-01-01T02:30:00
1.415
1.321
0.012
67
67
72
26.51
25.975
94
6.375
0
0
1
1
2007-01-01T02:45:00
1.419
1.325
0.012
67
67
72
26.285
25.843
95
6.096
0
0
1
1
2007-01-01T03:00:00
1.424
1.33
0.012
67
67
72
26.06
25.709
96
5.816
0
0
1
1
2007-01-01T03:15:00
1.433
1.339
0.012
67
67
72
25.79
25.442
96
6.096
0
0
1
1
2007-01-01T03:30:00
1.444
1.35
0.012
67
67
72
25.52
25.175
96
6.375
0
0
1
1
2007-01-01T03:45:00
1.456
1.361
0.012
67
67
72
25.25
24.907
96
6.655
0
0
1
1
2007-01-01T04:00:00
1.468
1.373
0.012
67
67
72
24.98
24.64
96
6.935
0
0
1
1
2007-01-01T04:15:00
1.472
1.378
0.012
67
67
72
24.98
24.725
97
6.935
0
0
1
1
2007-01-01T04:30:00
1.474
1.379
0.012
67
67
72
24.98
24.81
98
6.935
0
0
1
1
2007-01-01T04:45:00
1.475
1.38
0.012
67
67
72
24.98
24.895
99
6.935
0
0
1
1
2007-01-01T05:00:00
1.582
1.313
0.012
67
67
72
24.98
24.98
100
6.935
0
0
1
1
2007-01-01T05:15:00
1.563
1.263
0.012
67
67
72
24.98
24.895
99
6.655
0
0
1
1
2007-01-01T05:30:00
1.534
1.235
0.012
67
67
72
24.98
24.81
98
6.375
0
0
1
1
2007-01-01T05:45:00
1.419
1.281
0.012
67
67
72
24.98
24.725
97
6.096
0
0
1
1
2007-01-01T06:00:00
1.419
1.32
0.012
67
67
72
24.98
24.64
96
5.816
0
0
1
1
2007-01-01T06:15:00
2.005
1.874
0.012
69.43
70
72
25.25
24.908
96
6.096
0
0
1
1
2007-01-01T06:30:00
2.104
1.97
0.012
69.895
70
72
25.52
25.175
96
6.375
0
0
1
1
2007-01-01T06:45:00
2.132
1.997
0.012
69.98
70
72
25.79
25.442
96
6.655
0
0
1
1
2007-01-01T07:00:00
2.073
1.94
0.012
69.996
70
72
26.06
25.709
96
6.935
0
0
1
1
2007-01-01T07:15:00
1.97
1.835
0.012
69.999
70
72
26.285
26.021
97
8.109
0
0
1
1
2007-01-01T07:30:00
1.917
1.783
0.012
70
70
72
26.51
26.333
98
9.283
0
0
1
1
2007-01-01T07:45:00
1.894
1.761
0.012
70
70
72
26.735
26.646
99
10.458
0
0
1
1
2007-01-01T08:00:00
1.888
1.755
0.012
70
70
72
26.96
26.96
100
11.632
0
0
1
1
2007-01-01T08:15:00
1.87
1.75
0.012
70
70
72
26.96
26.96
100
11.017
8.083
5.706
1
1
2007-01-01T08:30:00
1.853
1.734
0.012
70
70
72
26.96
26.96
100
10.402
10.778
7.608
1
1
2007-01-01T08:45:00
1.833
1.714
0.012
70
70
72
26.96
26.96
100
9.787
13.552
6.815
1
1
2007-01-01T09:00:00
1.813
1.695
0.012
70
70
72
26.96
26.96
100
9.171
16.325
6.023
1
1
2007-01-01T09:15:00
1.795
1.678
0.012
70
70
72
27.23
27.23
100
9.171
19.099
5.23
1
1
2007-01-01T09:30:00
1.78
1.663
0.012
70
70
72
27.5
27.5
100
9.171
21.873
4.438
1
1
2007-01-01T09:45:00
1.769
1.652
0.012
70
70
72
27.77
27.77
100
9.171
28.054
13.314
1
1
2007-01-01T10:00:00
1.752
1.635
0.012
70
70
72
28.04
28.04
100
9.171
34.236
22.19
1
1
2007-01-01T10:15:00
1.732
1.617
0.012
70
70
72
28.04
28.04
100
8.892
40.417
31.066
1
1
2007-01-01T10:30:00
1.705
1.59
0.012
70
70
72
28.04
28.04
100
8.612
46.599
39.942
1
1
2007-01-01T10:45:00
1.693
1.578
0.012
70
70
72
28.04
28.04
100
8.333
49.531
35.187
1
1
2007-01-01T11:00:00
1.677
1.563
0.012
70
70
72
28.04
28.04
100
8.053
52.463
30.432
1
1
2007-01-01T11:15:00
1.661
1.547
0.012
70
70
72
28.265
28.172
99
7.773
55.395
25.677
1
1
2007-01-01T11:30:00
1.652
1.539
0.012
70
70
72
28.49
28.302
98
7.494
58.328
20.922
1
1
2007-01-01T11:45:00
1.635
1.522
0.012
70
70
72
28.715
28.432
97
7.214
54.761
18.544
1
1
2007-01-01T12:00:00
1.628
1.515
0.012
70
70
72
28.94
28.559
96
6.935
51.195
16.167
1
1
2007-01-01T12:15:00
1.617
1.503
0.012
70
70
72
29.21
28.826
96
7.214
47.629
13.789
1
1
2007-01-01T12:30:00
1.61
1.496
0.012
70
70
72
29.48
29.094
96
7.494
44.063
11.412
1
1
2007-01-01T12:45:00
1.61
1.496
0.012
70
70
72
29.75
29.361
96
7.773
48.104
8.717
1
1
2007-01-01T13:00:00
1.615
1.502
0.012
70
70
72
30.02
29.628
96
8.053
52.146
6.023
1
1
2007-01-01T13:15:00
1.617
1.518
0.012
70
70
72
30.02
29.628
96
8.333
56.188
3.328
1
1
2007-01-01T13:30:00
1.633
1.534
0.012
70
70
72
30.02
29.628
96
8.612
60.23
0.634
1
1
2007-01-01T13:45:00
1.634
1.535
0.012
70
70
72
30.02
29.628
96
8.892
61.418
1.347
1
1
2007-01-01T14:00:00
1.627
1.528
0.012
70
70
72
30.02
29.628
96
9.171
62.607
2.06
1
1
2007-01-01T14:15:00
1.625
1.526
0.012
70
70
72
30.245
29.85
96
9.451
63.796
2.774
1
1
2007-01-01T14:30:00
1.614
1.515
0.012
70
70
72
30.47
30.073
96
9.731
64.985
3.487
1
1
2007-01-01T14:45:00
1.613
1.515
0.012
70
70
72
30.695
30.295
96
10.01
57.694
3.249
1
1
2007-01-01T15:00:00
1.606
1.508
0.012
70
70
72
30.92
30.518
96
10.29
50.403
3.011
1
1
2007-01-01T15:15:00
1.617
1.503
0.012
70
70
72
30.92
30.417
95
10.625
43.112
2.774
1
1
2007-01-01T15:30:00
1.613
1.499
0.012
70
70
72
30.92
30.316
94
10.961
35.821
2.536
1
1
2007-01-01T15:45:00
1.603
1.474
0.012
70
70
72
30.92
30.214
93
11.297
31.383
2.14
1
1
2007-01-01T16:00:00
1.601
1.472
0.012
70
70
72
30.92
30.112
92
11.632
26.945
1.743
1
1
2007-01-01T16:15:00
1.853
1.535
0.012
70
70
72
30.695
29.994
93
10.737
22.507
1.347
1
1
2007-01-01T16:30:00
1.883
1.52
0.012
70
70
72
30.47
29.873
94
9.843
18.069
0.951
1
1
2007-01-01T16:45:00
1.858
1.496
0.012
70
70
72
30.245
29.751
95
8.948
14.423
0.713
1
1
2007-01-01T17:00:00
1.739
1.538
0.012
70
70
72
30.02
29.628
96
8.053
10.778
0.475
1
1
2007-01-01T17:15:00
1.578
1.414
0.012
70
70
72
30.02
29.726
97
8.053
7.132
0.238
1
1
2007-01-01T17:30:00
1.532
1.369
0.012
70
70
72
30.02
29.824
98
8.053
0
0
1
1
2007-01-01T17:45:00
1.514
1.352
0.012
70
70
72
30.02
29.922
99
8.053
0
0
1
1
2007-01-01T18:00:00
1.509
1.347
0.012
70
70
72
30.02
30.02
100
8.053
0
0
1
1
2007-01-01T18:15:00
1.525
1.353
0.012
70
70
72
30.02
30.02
100
9.227
0
0
1
1
2007-01-01T18:30:00
1.539
1.366
0.012
70
70
72
30.02
30.02
100
10.402
0
0
1
1
2007-01-01T18:45:00
1.558
1.384
0.012
70
70
72
30.02
30.02
100
11.576
0
0
1
1
2007-01-01T19:00:00
1.594
1.42
0.012
70
70
72
30.02
30.02
100
12.751
0
0
1
1
2007-01-01T19:15:00
1.604
1.428
0.012
70
70
72
30.02
30.02
100
12.751
0
0
1
1
2007-01-01T19:30:00
1.598
1.422
0.012
70
70
72
30.02
30.02
100
12.751
0
0
1
1
2007-01-01T19:45:00
1.606
1.43
0.012
70
70
72
30.02
30.02
100
12.751
0
0
1
1
2007-01-01T20:00:00
1.623
1.447
0.012
70
70
72
30.02
30.02
100
12.751
0
0
1
1
2007-01-01T20:15:00
1.592
1.422
0.012
70
70
72
30.245
30.245
100
12.471
0
0
1
1
2007-01-01T20:30:00
1.57
1.4
0.012
70
70
72
30.47
30.47
100
12.191
0
0
1
1
2007-01-01T20:45:00
1.551
1.381
0.012
70
70
72
30.695
30.695
100
11.912
0
0
1
1
2007-01-01T21:00:00
1.534
1.365
0.012
70
70
72
30.92
30.92
100
11.632
0
0
1
1
2007-01-01T21:15:00
1.03
0.882
0.012
67.288
67
72
30.695
30.695
100
12.471
0
0
1
1
2007-01-01T21:30:00
1.096
0.947
0.012
67.034
67
72
30.47
30.47
100
13.31
0
0
1
1
2007-01-01T21:45:00
1.066
0.937
0.012
67.004
67
72
30.245
30.245
100
14.149
0
0
1
1
2007-01-01T22:00:00
1.131
1.001
0.012
67
67
72
30.02
30.02
100
14.987
0
0
1
1
2007-01-01T22:15:00
1.196
1.073
0.012
67
67
72
30.02
30.02
100
14.987
0
0
1
1
2007-01-01T22:30:00
1.227
1.103
0.012
67
67
72
30.02
30.02
100
14.987
0
0
1
1
2007-01-01T22:45:00
1.231
1.123
0.012
67
67
72
30.02
30.02
100
14.987
0
0
1
1
2007-01-01T23:00:00
1.267
1.159
0.012
67
67
72
30.02
30.02
100
14.987
0
0
1
1
2007-01-01T23:15:00
1.261
1.161
0.012
67
67
72
30.02
30.02
100
14.708
0
0
1
1
2007-01-01T23:30:00
1.263
1.163
0.012
67
67
72
30.02
30.02
100
14.428
0
0
1
1
2007-01-01T23:45:00
1.259
1.168
0.012
67
67
72
30.02
30.02
100
14.149
0
0
1
1
2007-01-02T00:00:00
1.261
1.17
0.012
67
67
72
30.02
30.02
100
13.869
0
0
1
1
2007-01-02T00:15:00
1.257
1.166
0.012
67
67
72
30.245
30.245
100
13.589
0
0
1
1
2007-01-02T00:30:00
1.25
1.16
0.012
67
67
72
30.47
30.47
100
13.31
0
0
1
1
2007-01-02T00:45:00
1.249
1.159
0.012
67
67
72
30.695
30.695
100
13.03
0
0
1
1
2007-01-02T01:00:00
1.237
1.147
0.012
67
67
72
30.92
30.92
100
12.751
0
0
1
1
End of preview. Expand in Data Studio

RESCAST-100k-sharded

Processed sharded RESCAST-100k residential building time-series dataset.

Download

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

License

This processed release is distributed under CC BY 4.0.

Files

  • timeseries/*.parquet
  • manifest.parquet
  • house_features_rescast-100k.parquet
  • results-Baseline-100k.csv
  • resstock_data_metadata.txt

Time-Series Schema

Schema observed from timeseries/shard-00000.parquet.

Column Type Description
Time timestamp 15-minute timestamp.
Fuel Use: Electricity: Total float64 Total electricity load.
Temperature: Conditioned Space float64 Indoor conditioned-space temperature.
Temperature: Heating Setpoint float64 Heating setpoint.
Temperature: Cooling Setpoint float64 Cooling setpoint.
Weather: Drybulb Temperature float64 Outdoor dry-bulb temperature.
Weather: Wetbulb Temperature float64 Outdoor wet-bulb temperature.
Weather: Relative Humidity float64 Outdoor relative humidity.
Weather: Wind Speed float64 Outdoor wind speed.
Weather: Diffuse Solar Radiation float64 Diffuse solar radiation.
Weather: Direct Solar Radiation float64 Direct solar radiation.
building_id int64 Numeric sharded building identifier.
building_id_str string String sharded building identifier.

Manifest Schema

Schema observed from manifest.parquet.

Column Description
building_id Numeric sharded building identifier.
building_id_str String sharded building identifier.
shard_file Parquet shard containing the building.
shard_id Numeric shard identifier.
row_group_index Row group containing the building time series.
row_count Number of rows for the building.

Other RESCAST-100k Datasets

Original Dataset Citation

TBD

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