|
Download README.md from tensorust/fl-homestead-integrity-sample: direct link, hf CLI and curl.
- Browser
- Download file 6.37 kB
-
https://huggingface.co/datasets/tensorust/fl-homestead-integrity-sample/resolve/main/README.md
- Command line
-
hf download hf://datasets/tensorust/fl-homestead-integrity-sample/README.md
-
curl -L -o README.md https://huggingface.co/datasets/tensorust/fl-homestead-integrity-sample/resolve/main/README.md
6.37 kB
| license: other | |
| license_name: tensorust-sample-license | |
| license_link: https://tensorust.com/datasets/fl-homestead-integrity/ | |
| pretty_name: "Florida Homestead Integrity File (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_county.csv | |
| # Florida Homestead Integrity File: free sample (Tensorust LLC) | |
| 50,859 Florida 2026 homesteads with conflicting signals, $10,971,605,911 of exempt and capped value, county by county. | |
| **Headline:** A Florida owner can hold one homestead, yet 50,859 of the 5,018,787 homestead parcels on the 2026 NAL rolls of 59 counties carry a conflicting signal: the same owner and mailing address on two or more homesteads, a tax notice mailed out of state, or a business entity as owner. | |
| 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 **50,859 rows** and is sold by Tensorust LLC: **[https://tensorust.com/datasets/fl-homestead-integrity/](https://tensorust.com/datasets/fl-homestead-integrity/)**. | |
| ## Files here | |
| | file | what it is | | |
| |---|---| | |
| | `sample.csv` | 25 rows of the full file (the same sample shown on tensorust.com) | | |
| | `summary_by_county.csv` | row counts and totals by county across the full file, no entity names (groups with fewer than 3 rows are folded into "Other") | | |
| ## Summary by county (largest groups) | |
| | County | rows | Value at stake (USD) | | |
| |---|---|---| | |
| | Lee 46 | 5,820 | 1,092,617,096 | | |
| | Dade 23 | 3,258 | 1,692,669,808 | | |
| | Broward 16 | 2,928 | 796,933,875 | | |
| | Palm Beach 60 | 2,745 | 1,291,095,347 | | |
| | Hillsborough 39 | 2,656 | 472,666,689 | | |
| | Pinellas 62 | 2,538 | 535,250,122 | | |
| | Sarasota 68 | 2,225 | 407,046,881 | | |
| | Orange 58 | 1,921 | 352,039,502 | | |
| | Okaloosa 56 | 1,715 | 187,413,452 | | |
| | Duval 26 | 1,478 | 206,911,787 | | |
| | Brevard 15 | 1,399 | 202,513,474 | | |
| | Collier 21 | 1,373 | 513,833,822 | | |
| | TOTAL | 50,859 | 10,971,605,911 | | |
| Full table: `summary_by_county.csv`. | |
| ## What the full file has | |
| - 50,859 rows | |
| - Key fields: county, co_no, parcel_id, owner_name, owner_mail_addr, owner_mail_city, owner_mail_state, owner_mail_zip, situs_addr, situs_city | |
| - Parquet and CSV, a README with sources, method and limits, and the build script | |
| - Free 25-row sample (no personal contact data) | |
| Coverage: 59 of 67 counties (DOR had not posted DeSoto, Escambia, Flagler, Holmes, Jackson, Liberty, Monroe or Washington when pulled). 2026 final NAL rolls, pulled Oct 31, 2026. | |
| ### Columns in the full file | |
| | column | meaning | | |
| |---|---| | |
| | `county` | County name and DOR county number | | |
| | `co_no` | DOR county number | | |
| | `parcel_id` | County parcel id | | |
| | `owner_name` | Owner of record (appraiser edition only) | | |
| | `owner_mail_addr` | Owner mailing address (appraiser edition only) | | |
| | `owner_mail_city` | Owner mailing city | | |
| | `owner_mail_state` | Owner mailing state | | |
| | `owner_mail_zip` | Owner mailing ZIP | | |
| | `situs_addr` | Property (situs) address | | |
| | `situs_city` | Property city | | |
| | `dor_use_code` | DOR property use code | | |
| | `just_value` | Just (market) value | | |
| | `just_value_homestead` | Just value of the homestead portion | | |
| | `assessed_value_homestead` | Assessed value of the homestead portion | | |
| | `homestead_exemptions` | Homestead exemption amounts | | |
| | `soh_cap_gap` | Save Our Homes cap gap (homestead just value minus assessed value) | | |
| | `flag_multi_claim` | Same owner name and mailing address on homesteads at 2+ situs addresses statewide | | |
| | `multi_claim_parcels` | Homestead parcels in the multi-claim group | | |
| | `multi_claim_counties` | Counties where the group's other homesteads sit | | |
| | `flag_oos_mail` | Tax notice mailed to an address outside Florida | | |
| | `flag_entity_owner` | Owner is a business entity (trusts and life estates excluded) | | |
| | `value_at_stake` | Homestead exemptions plus Save Our Homes cap gap, USD | | |
| | `est_tax_per_year` | Estimated yearly tax on the value at stake at 1.6% | | |
| | `flags` | Flags that apply, joined | | |
| ## Get the full file | |
| | tier | price | includes | | |
| |---|---|---| | |
| | County review file | $2,500 | Every flagged homestead in your county with the evidence for each flag, the other counties in each multi-claim group and the value at stake. | | |
| | County review file with re-screen | $4,500 | The review file now, plus a re-screen on the next NAL roll with cleared and new flags. | | |
| | Yearly appraiser license | $9,500 a year | Quarterly re-screens against each new NAL release and the statewide cross-county duplicate check for your county. | | |
| 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/fl-homestead-integrity/](https://tensorust.com/datasets/fl-homestead-integrity/). All datasets: https://tensorust.com/datasets/ | |
| ## Method and limits | |
| Homestead = EXMPT_01 > 0. Owner names and mailing addresses are normalized (letters and digits, ZIP5). A multi-claim group is one owner name and mailing address carrying homesteads at 2+ situs addresses statewide. Entity owners exclude trusts and life estates, which can hold a homestead. Tax uses a flat 1.6% average millage and is labeled an estimate. | |
| Not a finding of fraud or ineligibility: each flag is a reason for the appraiser to review. Never published or sold to anyone but the deciding county appraiser; no names in the sample or on the site. Not for qui tam or private enforcement use. Tax figures are estimates at an average millage. | |
| ## Sources | |
| - Florida Department of Revenue 2026 Final NAL (name-address-legal) files, homestead rows, https://floridarevenue.com/property/Pages/DataPortal.aspx | |
| ## License | |
| The sample and summary here are free to view, analyze and cite with attribution to "Tensorust LLC, https://tensorust.com/datasets/fl-homestead-integrity/". 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 | |