--- license: other license_name: tensorust-sample-license license_link: https://tensorust.com/datasets/philly-corporate-vacancy/ pretty_name: "Philadelphia Corporate Vacant Properties (free sample)" language: - en tags: - tensorust - sample - property-and-housing - government-data - finance size_categories: - n<1K configs: - config_name: sample data_files: - split: train path: sample.csv - config_name: summary data_files: - split: train path: summary_by_property_category.csv --- # Philadelphia Corporate Vacant Properties: free sample (Tensorust LLC) 20,505 company-owned Philadelphia parcels that are vacant or under open L&I cases, owing $62.2M in real estate tax. **Headline:** Every Philadelphia parcel owned by a company (LLC, corporation, trust company, nonprofit) that is vacant land, or has an open vacant-property, unsafe-structure or balance-due L&I case: 20,505 parcels. This repository is a **free teaser**, not the dataset. It holds 25 example rows and a summary table with no names in it. The full file has **20,505 rows** and is sold by Tensorust LLC: **[https://tensorust.com/datasets/philly-corporate-vacancy/](https://tensorust.com/datasets/philly-corporate-vacancy/)**. ## Files here | file | what it is | |---|---| | `sample.csv` | 25 rows of the full file (the same sample shown on tensorust.com) | | `summary_by_property_category.csv` | row counts and totals by property category across the full file, no entity names (groups with fewer than 3 rows are folded into "Other") | ## Summary by property category (largest groups) | Property category | rows | Tax owed (USD) | |---|---|---| | VACANT LAND | 11,762 | 45,234,328 | | SINGLE FAMILY | 4,270 | 8,525,546 | | MULTI FAMILY | 1,222 | 2,093,288 | | VACANT LAND - RESIDENTIAL | 874 | 2,839,378 | | COMMERCIAL | 665 | 1,136,474 | | MIXED USE | 651 | 1,264,379 | | APARTMENTS > 4 UNITS | 522 | 251,720 | | INDUSTRIAL | 283 | 471,226 | | VACANT LAND - NON-RESIDENTIAL | 130 | 175,878 | | OFFICES | 71 | 144,664 | | HOTEL | 22 | 10,122 | | GARAGE - COMMERCIAL | 18 | 2,987 | | TOTAL | 20,505 | 62,150,068 | Full table: `summary_by_property_category.csv`. ## What the full file has - 20,505 rows - Key fields: parcel_number, location, unit, zip_code, owner_1, owner_2, category_code_description, building_code_description_new, market_value, taxable_land - Parquet and CSV, a README with sources, method and limits, and the build script - Free 25-row sample (no personal contact data) Coverage: 20,505 parcels citywide with a company or nonprofit as owner of record (individuals and public agencies excluded). OPA properties, L&I violations and real estate tax balances pulled from the City of Philadelphia Carto API on Nov 6, 2026. ### Columns in the full file | column | meaning | |---|---| | `parcel_number` | OPA account number | | `location` | Property address | | `unit` | Unit | | `zip_code` | ZIP | | `owner_1` | Owner of record (organization) | | `owner_2` | Second owner (organization) | | `category_code_description` | OPA category | | `building_code_description_new` | Building type | | `market_value` | OPA market value ($) | | `taxable_land` | Taxable land ($) | | `taxable_building` | Taxable building ($) | | `exempt_land` | Exempt land ($) | | `exempt_building` | Exempt building ($) | | `total_area` | Lot area (sq ft) | | `total_livable_area` | Livable area (sq ft) | | `year_built` | Year built | | `sale_date` | Last sale date | | `sale_price` | Last sale price ($) | | `zoning` | Zoning | | `census_tract` | Census tract | | `geographic_ward` | Ward | | `exterior_condition` | OPA exterior condition code | | `lat` | Latitude | | `lon` | Longitude | | `open_violations` | Violations on open or balance-due cases | | `open_cases` | Open or balance-due cases | | `open_vacant_violations` | Open vacant-property violations | | `open_unsafe_violations` | Open unsafe or dangerous violations | | `balance_due_cases` | Cases complied or SVN issued with a balance due | | `court_cases` | Cases in court | | `oldest_open_case` | Oldest open case created | | `newest_open_case` | Newest open case created | | `tax_principal_owed` | Real estate tax principal owed ($) | | `tax_interest_penalty_owed` | Interest, penalty and other owed ($) | | `tax_total_owed` | Total real estate tax owed ($) | | `tax_years_owed` | Tax years with a balance | | `oldest_tax_year` | Oldest tax year owed | | `vacant_land` | OPA category is vacant land | | `vacant_by_violation` | Has an open vacant-property violation | | `reason` | Why the parcel is in the file | | `owner_parcels_in_file` | Parcels in this file with the same owner | | `owner_tax_owed_in_file` | Tax owed across those parcels ($) | | `ont_org_id` | Tensorust ontology organization id | | `ont_org_sources` | Ontology sources for the owner | ## Get the full file | tier | price | includes | |---|---|---| | Ward or owner extract | $250 | All in-scope parcels in up to 5 wards, or every parcel of a named owner group. | | Citywide file | $1,500 | All 20,505 parcels with violations, tax owed and owner roll-ups, CSV and Excel. | | City license with monthly refresh | $9,000 a year | For a city department: the citywide file rebuilt monthly for 12 months with new, cured and paid parcels marked, and owner portfolio reports. | Email **mattbusel@tensorust.com** with the tier and a billing contact, and we will send a proper invoice (ACH or card). The file is delivered once the invoice is paid. Details and the live sample: [https://tensorust.com/datasets/philly-corporate-vacancy/](https://tensorust.com/datasets/philly-corporate-vacancy/). All datasets: https://tensorust.com/datasets/ ## Method and limits Open cases are those with status In Violation, In Violation - Court, Under Investigation, or a balance due. Vacant and unsafe are matched on violation code titles. Tax owed sums every open tax period with a positive balance. Owners are kept only when both owner fields are organizations by legal-form and entity words; mailing addresses are not carried. Not a list of individual homeowners (excluded) and not a determination of liability. L&I fee amounts are not in the open data, so the balance-due count marks the cases, not the dollars. ## Sources - City of Philadelphia OPA property assessments (opa_properties_public) - Philadelphia L&I code violations (violations) - Philadelphia real estate tax balances (real_estate_tax_balances) - Tensorust ontology organizations ## License The sample and summary here are free to view, analyze and cite with attribution to "Tensorust LLC, https://tensorust.com/datasets/philly-corporate-vacancy/". The full dataset is licensed separately per tier. No resale or redistribution of Tensorust data without a written license. Tensorust LLC, Tuckahoe NY. mattbusel@tensorust.com | https://tensorust.com