RESCAST-100k-REFIT / refit_processing_notes.txt
Jainam03's picture
Upload REFIT processed dataset
274dcbe verified
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.