Output
BAUS Outputs
The outputs of BAUS and a description of each file. Model output files are written to an outputs folder during a BAUS model run.
outputs/
core summaries
| name | description |
|---|---|
| parcel_summary_[year].csv | Development, households, and jobs on each parcel in a given year. |
| parcel_growth_summary.csv | Change in development, households, and jobs on each parcel between the model's base year and forecast year. |
| building_summary_[year].csv | Inventory of buildings in a given year, linked to the parcel they sit on. |
| new_buildings_summary.csv | Inventory of all buildings built during the simulation. |
| interim_zone_output_[year].csv | Interim model data at the TAZ level. |
| feasibility.csv | Parcel-level data on the development feasibilities of various development types given the zoning, development costs, and expected return. Contains two sets of development variables grouped by six development types (coded as form): retail, industrial, office, residential, mixedresidential, mixedoffice. For every development type, one set of variables are passed through from the parcels table as input for the feasibility evaluation; the other set of variables are the result of the feasibility evaluation.Only parcels where at least one development type is feasible are included. |
interim_zone_output.csv
| attribute | description | source |
|---|---|---|
| non_residential_sqft | total sq.ft. of all non-residential buildings in a TAZ | non-residential developer model |
| job_spaces | total number of jobs that can be accommodated by non-residential space in a TAZ | buildings table; sq.ft. per job settings |
| residential_units | total number of residential units in a TAZ | residential developer model |
| deed_restricted_units | total number of deed resitricuted units in a TAZ | data inputs, development pipeline, developer model, subsidized developer model, preservation model |
| preserved_units | total number of units preserved in a TAZ | preservation model |
| inclusionary_units | total number of inclusionary units built in market rate buildings in a TAZ | developer model |
| subsidized_units | total number of subsidized units built with bonds, fees, etc. | subsidized developer model |
| zoned_du | maximum number of dwelling units allowed on all parcels in a TAZ | zoned_du() |
| zoned_du_underbuild | additional dwelling units allowed on all parcels in a TAZ given existing development conditions, 0 if the additional units are not at least half of existing development | zoned_du_underbuild() |
| zoned_du_underbuild_ratio | ratio of additional allowable residential units to maximum allowable residential units | zoned_du_build_ratio() |
| residential_price | median residential price per sqft of all residential units in a TAZ | rsh_simulate() |
| residential_rent | median residential monthly rent per sqft of all residential units in a TAZ | rrh_simulate() |
| non_residential_rent | median logged non-residential monthly rent of all non-residential units in a TAZ | nrh_simulate() |
| residential_vacancy | percentage of residential units in a TAZ that are not occupied by a household | summary calculations |
| non_residential_vacancy | percentage of job_spaces in a TAZ that are not occupied by a job | summary calculations |
new_buildings_summary.csv
| attribute | description |
|---|---|
| building_type | The BAUS building type (link to BASIS definitions of these) |
| source | The source of the building input data or simulated building (like to BASIS definitions of these) |
| deed_restricted_units | the number of deed-restricted units in a building from the model input data or model simulation. This includes subsidized units, inclusionary units, preserved units, deed-restricted units from plan strategy projects, and base year deed-restricted units. |
| subsidized_units | the number of subsidized units in a building consttructed by the model's subsidized developer model |
| inclusionary_units | the number of inclusionary housing units in a building built by the market rate developer model when inclusionary zoning policies are present (this can come from existing jursidiction policies or plan strategies) |
| preserved_units | the number of units preserved in a building by the model's preservation model when preservation funding is present |
| total_residential_units | total number of non-residential sqft |
| total_nonresidential_sqft | total number of non-residential sqft in a buiding |
| job_spaces | the total number of job space in a building, derived from the non-residential sqft at the model's sqft_per_job assumptions by building type |
| x | the x coordinate of the project, relating to its parcel |
| y | the y coordinate of the project, relating to its parcel |
| year_built | the year the project was constructed, either from the model input data or simulation year it was built |
geographic summaries
| name | description |
|---|---|
| jurisdiction_summary_[year].csv | Jurisdiction-level summary of development, households, and jobs in a given year. |
| jurisdiction_summary_growth.csv | Jurisdiction-level change in development, households, and jobs between the model's base year and forecast year. |
| superdistrict_summary_[year].csv | Superdistrict-level summary of development, households, and jobs in a given year. |
| superdistrict_summary_growth.csv | Superdistrict-level change in development, households, and jobs between the model's base year and forecast year. |
| county_summary_[year].csv | County-level summary of development, households, and jobs in a given year. |
| county_summary_growth.csv | County-level change in development, households, and jobs between the model's base year and forecast year. |
| subregion_summary_[year].csv | Subregion-level change in development, households, and jobs in a given year. |
| subregion_summary_growth.csv | Subregion-level change in development, households, and jobs between the model's base year and forecast year. |
| region_summary_[year].csv | Regional summary of development, households, and jobs in a given year. |
| region_summary_growth.csv | Regional change in development, households, and jobs between the model's base year and forecast year. |
travel model summaries
| name | description |
|---|---|
| taz1_summary_[year].csv | TAZ1/TAZ1454-level summaries of development, households, jobs, demographics, and density attributes used for travel modeling. |
| taz1_summary_growth.csv | TAZ1/TAZ1454-level change in development, households, jobs, demographics, and density attributes used for travel modeling. |
| maz_marginals_[year].csv | MAZ-level summaries of households and demographics used to create the synthesized population for travel modeling. |
| maz_summary_[year].csv | MAZ-level summaries of development, households, jobs, and density attributes used for travel modeling. |
| maz_summary_growth.csv | MAZ-level change in development, households, jobs, and density attributes used for travel modeling. |
| taz2_marginals_[year].csv | TAZ2-level summaries of households and demographics used to create the synthesized population for travel modeling. |
| county_marginals_[year].csv | County-level summaries of demographics and jobs used to create the synthesized population for travel modeling. |
| region_marginals_[year].csv | Region-level summaries of demographics used to create the synthesized population for travel modeling. |
interim_zone_output.csv
See data dictionary in the travel model repository here
affordable housing summaries
| name | description |
|---|---|
| juris_dr_summary_[year].csv | Jurisdiction-level summary of deed-restricted units by type in a given year. |
| juris_dr_growth.csv | Jurisdiction-level change in deed-restricted units by type between the model's base year and forecast year. |
| superdistrict_dr_summary_[year].csv | Superdistrict-level summary of deed-restricted units by type in a given year. |
| superdistrict_dr_growth.csv | Superdistrict-level change in deed-restricted units by type between the model's base year and forecast year. |
| county_dr_summary_[growth].csv | County-level summary of deed-restricted units by type in a given year. |
| county_dr_growth | County-level change in deed-restricted units by type between the model's base year and forecast year. |
| region_dr_summary_[year].csv | Region-level summary of deed-restricted units by type in a given year. |
| region_dr_growth.csv | Region-level change in deed-restricted units by type between the model's base year and forecast year. |
hazards summaries
| name | description |
|---|---|
| slr_summary_[year].csv | Sea level rise impacted parcels, buildings, households, and jobs in a given year. |
| eq_codes_summary_[year].csv | Summary of earthquake codes assigned to buildings, in the earthquake year. |
| eq_fragilities_summary_[year].csv | SUmmary of fragilities assigned to buildings, in the earthquake year. |
| slr_summary_[year].csv | Earthquake impacted parcels, buildings, households, and jobs in the earthquake year. |
| eq_demolish_buildings_[year].csv | Inventory of buildings impacted by earthquake, by TAZ for the resilience team. |
| eq_demolish_buildings_[year].csv | Inventory of buildings retrofit for earthquake, by TAZ for the resilience team. |
| eq_buildings_list_[year].csv | Inventory of buildings in key earthquake years, by TAZ for the resilience team. |
metrics
| name | description |
|---|---|
| growth_geog_summary_[year].csv | Households and jobs in growth geographies and combinations of growth geographies, by year. |
| growth_geog_growth_summary_[year].csv | Change in households and jobs in growth geographies and combinations of growth geographies between the model's base year and forecast year. |
| dr_units_metrics.csv | Change in deed-restricted units by HRA and COC. |
| household_income_metrics_[year].csv | Low income households by growth geography, by year. |
| equity_metrics.csv | Change in low income households in Displacement tracts and COC tracts. |
| jobs_housing_metrics.csv | Jobs-Housing ratios by county, by year. |
| jobs_metrics.csv | Change in PPA and manufacturing jobs. |
| slr_metrics.csv | Sea level rise affected and protected total households, low-income households and COC households. |
| earthquake_metrics.csv | Total housing units retrofit and total retrofit cost, for all units and for COC units. Earthquake affected and protected total households, low-income households, and COC households. |
| greenfield_metric.csv | Change in annual greenfield development acres. |