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Free teaser: 25-row sample + aggregate summary
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metadata
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/.

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/. 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