Upload REFIT processed dataset

README.md

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+---
+pretty_name: REFIT
+license: cc-by-4.0
+task_categories:
+- time-series-forecasting
+tags:
+- time-series
+- tabular
+- building-energy
+- residential-buildings
+- parquet
+configs:
+- config_name: timeseries
+  default: true
+  data_files:
+  - split: timeseries
+    path: timeseries_data/*.parquet
+---
+
+# REFIT
+
+Processed real residential time-series subset used with RESCAST-100k.
+
+## Download
+
+```bash
+hf download Jainam03/RESCAST-100k-REFIT --repo-type dataset --local-dir REFIT
+```
+
+## 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`
+- `refit_processed_metadata.csv`
+- `house_features_refit.parquet`
+- `refit_processing_notes.txt`
+
+## Time-Series Schema
+
+Schema observed from `timeseries_data/refit_home_1.parquet`.
+
+| Column | Type | Description |
+|---|---|---|
+| `Time` | datetime64[ns] | Timestamp. |
+| `Total Load` | float64 | Total electricity load, kWh. |
+
+## Original Dataset Citation
+
+Murray, D.; Stankovic, L.; Stankovic, V. (2017). *An electrical load measurements dataset of United Kingdom households from a two-year longitudinal study*. Scientific Data, 4, 160122. https://doi.org/10.1038/sdata.2016.122

house_features_refit.parquet

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+version https://git-lfs.github.com/spec/v1
+oid sha256:3cec1f6c8a7f6ae13a1ef5d3cae6c5e1d00902d1f3d9ed970c80c4d41d3f6752
+size 35791

refit_processed_metadata.csv

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+bldg_id,build_existing_model.ashrae_iecc_climate_zone_2004,build_existing_model.ashrae_iecc_climate_zone_2004_2_a_split,build_existing_model.building_america_climate_zone,build_existing_model.county_metro_status,build_existing_model.doors,build_existing_model.geometry_attic_type,build_existing_model.geometry_building_level_mf,build_existing_model.geometry_building_number_units_mf,build_existing_model.geometry_building_number_units_sfa,build_existing_model.geometry_building_type_acs,build_existing_model.geometry_floor_area,build_existing_model.geometry_floor_area_bin,build_existing_model.geometry_foundation_type,build_existing_model.geometry_garage,build_existing_model.geometry_stories,build_existing_model.geometry_story_bin,build_existing_model.geometry_wall_exterior_finish,build_existing_model.geometry_wall_type,build_existing_model.heating_fuel,build_existing_model.hvac_cooling_type,build_existing_model.hvac_has_shared_system,build_existing_model.hvac_heating_type,build_existing_model.hvac_heating_type_and_fuel,build_existing_model.insulation_ceiling,build_existing_model.insulation_floor,build_existing_model.insulation_foundation_wall,build_existing_model.insulation_rim_joist,build_existing_model.insulation_roof,build_existing_model.insulation_slab,build_existing_model.insulation_wall,build_existing_model.interior_shading,build_existing_model.neighbors,build_existing_model.occupants,build_existing_model.orientation,build_existing_model.puma,build_existing_model.puma_metro_status,build_existing_model.vintage,build_existing_model.vintage_acs,build_existing_model.weather_file_city,build_existing_model.window_areas,build_existing_model.windows,build_existing_model.weather_file_latitude,build_existing_model.weather_file_longitude,build_existing_model.bedrooms
+retrofit_home_1,4C,4C,Marine,Metropolitan,,,,,,Single-Family Detached,,,,,,,,,,,,,,,,,,,,,,,2,,,,1970s,1960-79,,,,52.7667,-1.2,4
+retrofit_home_2,4C,4C,Marine,Metropolitan,,,,,,Single-Family Attached,,,,,,,,,,,,,,,,,,,,,,,4,,,,,,,,,52.7667,-1.2,3
+retrofit_home_3,4C,4C,Marine,Metropolitan,,,,,,Single-Family Detached,,,,,,,,,,,,,,,,,,,,,,,2,,,,1980s,1980-99,,,,52.7667,-1.2,3
+retrofit_home_4,4C,4C,Marine,Metropolitan,,,,,,Single-Family Detached,,,,,,,,,,,,,,,,,,,,,,,2,,,,<1940,<1940,,,,52.7667,-1.2,4
+retrofit_home_5,4C,4C,Marine,Metropolitan,,,,,,Single-Family Attached,,,,,,,,,,,,,,,,,,,,,,,4,,,,<1940,<1940,,,,52.7667,-1.2,4
+retrofit_home_6,4C,4C,Marine,Metropolitan,,,,,,Single-Family Detached,,,,,,,,,,,,,,,,,,,,,,,2,,,,2000s,2000-09,,,,52.7667,-1.2,4
+retrofit_home_7,4C,4C,Marine,Metropolitan,,,,,,Single-Family Detached,,,,,,,,,,,,,,,,,,,,,,,4,,,,1960s,1960-79,,,,52.7667,-1.2,3
+retrofit_home_8,4C,4C,Marine,Metropolitan,,,,,,Single-Family Detached,,,,,,,,,,,,,,,,,,,,,,,2,,,,1960s,1960-79,,,,52.7667,-1.2,2
+retrofit_home_9,4C,4C,Marine,Metropolitan,,,,,,Single-Family Detached,,,,,,,,,,,,,,,,,,,,,,,2,,,,<1940,<1940,,,,52.7667,-1.2,3
+retrofit_home_10,4C,4C,Marine,Metropolitan,,,,,,Single-Family Detached,,,,,,,,,,,,,,,,,,,,,,,4,,,,<1940,<1940,,,,52.7667,-1.2,3
+retrofit_home_11,4C,4C,Marine,Metropolitan,,,,,,Single-Family Detached,,,,,,,,,,,,,,,,,,,,,,,1,,,,1940s,1940-59,,,,52.7667,-1.2,3
+retrofit_home_12,4C,4C,Marine,Metropolitan,,,,,,Single-Family Detached,,,,,,,,,,,,,,,,,,,,,,,3,,,,1990s,1980-99,,,,52.7667,-1.2,3
+retrofit_home_13,4C,4C,Marine,Metropolitan,,,,,,Single-Family Detached,,,,,,,,,,,,,,,,,,,,,,,4,,,,2000s,2000-09,,,,52.7667,-1.2,4
+retrofit_home_15,4C,4C,Marine,Metropolitan,,,,,,Single-Family Attached,,,,,,,,,,,,,,,,,,,,,,,1,,,,1960s,1960-79,,,,52.7667,-1.2,3
+retrofit_home_16,4C,4C,Marine,Metropolitan,,,,,,Single-Family Detached,,,,,,,,,,,,,,,,,,,,,,,6,,,,1980s,1980-99,,,,52.7667,-1.2,5
+retrofit_home_17,4C,4C,Marine,Metropolitan,,,,,,Single-Family Detached,,,,,,,,,,,,,,,,,,,,,,,3,,,,1960s,1960-79,,,,52.7667,-1.2,3
+retrofit_home_18,4C,4C,Marine,Metropolitan,,,,,,Single-Family Detached,,,,,,,,,,,,,,,,,,,,,,,2,,,,1960s,1960-79,,,,52.7667,-1.2,3
+retrofit_home_19,4C,4C,Marine,Metropolitan,,,,,,Single-Family Attached,,,,,,,,,,,,,,,,,,,,,,,4,,,,1940s,1940-59,,,,52.7667,-1.2,3
+retrofit_home_20,4C,4C,Marine,Metropolitan,,,,,,Single-Family Detached,,,,,,,,,,,,,,,,,,,,,,,2,,,,1960s,1960-79,,,,52.7667,-1.2,3
+retrofit_home_21,4C,4C,Marine,Metropolitan,,,,,,Single-Family Detached,,,,,,,,,,,,,,,,,,,,,,,4,,,,1980s,1980-99,,,,52.7667,-1.2,3

refit_processing_notes.txt

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+REFIT METADATA PROCESSING REPORT
+
+Output file: refit_processed_metadata.csv
+Rows preserved: 20
+Columns preserved from metadata_cols_to_keep.yaml: 45
+
+1. Scope
+- Kept only the columns defined in metadata_cols_to_keep.yaml.
+- Preserved the same row count and building IDs as the input REFIT metadata file.
+- Standardized values to align with the classes used in results-Baseline.csv when a clear mapping was possible.
+- Left values null when confidence was low or no clean reference-class mapping was available.
+
+2. Column-level changes made
+
+build_existing_model.ashrae_iecc_climate_zone_2004
+- 20 row(s): nan -> 4C
+  Affected IDs: retrofit_home_1, retrofit_home_2, retrofit_home_3, retrofit_home_4, retrofit_home_5, retrofit_home_6, retrofit_home_7, retrofit_home_8, retrofit_home_9, retrofit_home_10, retrofit_home_11, retrofit_home_12, retrofit_home_13, retrofit_home_15, retrofit_home_16, retrofit_home_17, retrofit_home_18, retrofit_home_19, retrofit_home_20, retrofit_home_21
+
+build_existing_model.ashrae_iecc_climate_zone_2004_2_a_split
+- 20 row(s): nan -> 4C
+  Affected IDs: retrofit_home_1, retrofit_home_2, retrofit_home_3, retrofit_home_4, retrofit_home_5, retrofit_home_6, retrofit_home_7, retrofit_home_8, retrofit_home_9, retrofit_home_10, retrofit_home_11, retrofit_home_12, retrofit_home_13, retrofit_home_15, retrofit_home_16, retrofit_home_17, retrofit_home_18, retrofit_home_19, retrofit_home_20, retrofit_home_21
+
+build_existing_model.building_america_climate_zone
+- 20 row(s): nan -> Marine
+  Affected IDs: retrofit_home_1, retrofit_home_2, retrofit_home_3, retrofit_home_4, retrofit_home_5, retrofit_home_6, retrofit_home_7, retrofit_home_8, retrofit_home_9, retrofit_home_10, retrofit_home_11, retrofit_home_12, retrofit_home_13, retrofit_home_15, retrofit_home_16, retrofit_home_17, retrofit_home_18, retrofit_home_19, retrofit_home_20, retrofit_home_21
+
+build_existing_model.county_metro_status
+- 20 row(s): nan -> Metropolitan
+  Affected IDs: retrofit_home_1, retrofit_home_2, retrofit_home_3, retrofit_home_4, retrofit_home_5, retrofit_home_6, retrofit_home_7, retrofit_home_8, retrofit_home_9, retrofit_home_10, retrofit_home_11, retrofit_home_12, retrofit_home_13, retrofit_home_15, retrofit_home_16, retrofit_home_17, retrofit_home_18, retrofit_home_19, retrofit_home_20, retrofit_home_21
+
+build_existing_model.geometry_building_type_acs
+- 16 row(s): Detached -> Single-Family Detached
+- 3 row(s): Semi-detached -> Single-Family Attached
+- 1 row(s): Mid-terrace -> Single-Family Attached
+  Affected IDs: retrofit_home_1, retrofit_home_2, retrofit_home_3, retrofit_home_4, retrofit_home_5, retrofit_home_6, retrofit_home_7, retrofit_home_8, retrofit_home_9, retrofit_home_10, retrofit_home_11, retrofit_home_12, retrofit_home_13, retrofit_home_15, retrofit_home_16, retrofit_home_17, retrofit_home_18, retrofit_home_19, retrofit_home_20, retrofit_home_21
+
+build_existing_model.geometry_garage
+- 4 row(s): Yes -> nan
+  Affected IDs: retrofit_home_7, retrofit_home_10, retrofit_home_17, retrofit_home_18
+
+build_existing_model.neighbors
+- 16 row(s): No Neighbors -> nan
+- 3 row(s): One Side -> nan
+- 1 row(s): Two Sides -> nan
+  Affected IDs: retrofit_home_1, retrofit_home_2, retrofit_home_3, retrofit_home_4, retrofit_home_5, retrofit_home_6, retrofit_home_7, retrofit_home_8, retrofit_home_9, retrofit_home_10, retrofit_home_11, retrofit_home_12, retrofit_home_13, retrofit_home_15, retrofit_home_16, retrofit_home_17, retrofit_home_18, retrofit_home_19, retrofit_home_20, retrofit_home_21
+
+build_existing_model.vintage
+- 1 row(s): 1975-1980 -> 1970s
+- 1 row(s): 1988 -> 1980s
+- 1 row(s): 1850-1899 -> <1940
+- 1 row(s): 1878 -> <1940
+- 1 row(s): 2005 -> 2000s
+- 4 row(s): 1965-1974 -> 1960s
+- 1 row(s): 1966 -> 1960s
+- 2 row(s): 1919-1944 -> <1940
+- 2 row(s): 1945-1964 -> 1940s
+- 1 row(s): 1991-1995 -> 1990s
+- 1 row(s): post 2002 -> 2000s
+- 2 row(s): 1981-1990 -> 1980s
+- 1 row(s): mid 60s -> 1960s
+  Affected IDs: retrofit_home_1, retrofit_home_3, retrofit_home_4, retrofit_home_5, retrofit_home_6, retrofit_home_7, retrofit_home_8, retrofit_home_9, retrofit_home_10, retrofit_home_11, retrofit_home_12, retrofit_home_13, retrofit_home_15, retrofit_home_16, retrofit_home_17, retrofit_home_18, retrofit_home_19, retrofit_home_20, retrofit_home_21
+
+build_existing_model.vintage_acs
+- 1 row(s): 1975-1980 -> 1960-79
+- 1 row(s): 1988 -> 1980-99
+- 1 row(s): 1850-1899 -> <1940
+- 1 row(s): 1878 -> <1940
+- 1 row(s): 2005 -> 2000-09
+- 4 row(s): 1965-1974 -> 1960-79
+- 1 row(s): 1966 -> 1960-79
+- 2 row(s): 1919-1944 -> <1940
+- 2 row(s): 1945-1964 -> 1940-59
+- 1 row(s): 1991-1995 -> 1980-99
+- 1 row(s): post 2002 -> 2000-09
+- 2 row(s): 1981-1990 -> 1980-99
+- 1 row(s): mid 60s -> 1960-79
+  Affected IDs: retrofit_home_1, retrofit_home_3, retrofit_home_4, retrofit_home_5, retrofit_home_6, retrofit_home_7, retrofit_home_8, retrofit_home_9, retrofit_home_10, retrofit_home_11, retrofit_home_12, retrofit_home_13, retrofit_home_15, retrofit_home_16, retrofit_home_17, retrofit_home_18, retrofit_home_19, retrofit_home_20, retrofit_home_21
+
+build_existing_model.weather_file_city
+- 20 row(s): Loughborough -> nan
+  Affected IDs: retrofit_home_1, retrofit_home_2, retrofit_home_3, retrofit_home_4, retrofit_home_5, retrofit_home_6, retrofit_home_7, retrofit_home_8, retrofit_home_9, retrofit_home_10, retrofit_home_11, retrofit_home_12, retrofit_home_13, retrofit_home_15, retrofit_home_16, retrofit_home_17, retrofit_home_18, retrofit_home_19, retrofit_home_20, retrofit_home_21
+
+build_existing_model.weather_file_latitude
+- 20 row(s): nan -> 52.7667
+  Affected IDs: retrofit_home_1, retrofit_home_2, retrofit_home_3, retrofit_home_4, retrofit_home_5, retrofit_home_6, retrofit_home_7, retrofit_home_8, retrofit_home_9, retrofit_home_10, retrofit_home_11, retrofit_home_12, retrofit_home_13, retrofit_home_15, retrofit_home_16, retrofit_home_17, retrofit_home_18, retrofit_home_19, retrofit_home_20, retrofit_home_21
+
+build_existing_model.weather_file_longitude
+- 20 row(s): nan -> -1.2
+  Affected IDs: retrofit_home_1, retrofit_home_2, retrofit_home_3, retrofit_home_4, retrofit_home_5, retrofit_home_6, retrofit_home_7, retrofit_home_8, retrofit_home_9, retrofit_home_10, retrofit_home_11, retrofit_home_12, retrofit_home_13, retrofit_home_15, retrofit_home_16, retrofit_home_17, retrofit_home_18, retrofit_home_19, retrofit_home_20, retrofit_home_21
+
+3. Assumptions used
+- Building type mapping: Detached was mapped to Single-Family Detached.
+- Building type mapping: Semi-detached and Mid-terrace were mapped to Single-Family Attached.
+- Versions of vintage labels that did not match the reference classes were binned into the nearest baseline class using the date range implied by the text.
+- Vintage examples used: 1975-1980 -> 1970s and 1960-79; 1981-1990 -> 1980s and 1980-99; pre-1940 labels -> <1940.
+- All homes were treated as located in or around Loughborough when filling location-based fields because the source metadata used Loughborough as the weather city.
+- weather_file_latitude was filled as 52.7667 and weather_file_longitude as -1.2 as approximate coordinates for Loughborough.
+- county_metro_status was filled as Metropolitan as a best-fit standardization rather than a direct UK administrative equivalent.
+- ashrae_iecc_climate_zone_2004 and ashrae_iecc_climate_zone_2004_2_a_split were filled as 4C as a best-fit climate analogue for Loughborough.
+- building_america_climate_zone was filled as Marine as a best-fit climate analogue for Loughborough.
+- weather_file_city was left null because Loughborough did not clearly match one of the baseline city classes.
+- geometry_garage was left null when the source value could not be confidently translated into a baseline class such as 1 Car, 2 Car, or 3 Car.
+- neighbors values from REFIT were not forced into the output when they did not cleanly match the baseline classes; low-confidence cases were left null.
+- Any field not directly inferable from the REFIT metadata or not confidently mappable to a baseline class was left null.
+
+4. Confidence notes
+- High confidence: row count preservation, column filtering, direct building-type remaps, and straightforward vintage binning.
+- Medium confidence: latitude/longitude for Loughborough.
+- Low confidence: climate-zone analogues and metro-status analogue, because the baseline taxonomy appears US-centric while REFIT is UK-based.
+- Low confidence: any inferred geographic/categorical field without an exact REFIT source value or exact baseline class equivalent.

timeseries_data/refit_home_1.parquet

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