10 attribute fields, profiled from the October 2023 vintage.
Columns in Woodbury County
| Field | Type | Filled | Distinct | Example values |
|---|---|---|---|---|
| parcel_id | OFTString | 50.0k | 864736300003, 864735400004, 864732300001 | |
| pid | OFTString | 50.0k | 864736300003, 864735400004, 864732300001 | |
| altid | OFTString | 50.0k | 709755, 709515, 708885 | |
| owner | OFTString | 33.8k | PATEE FAMILY FARMS LLC, PARKINSON JOHN III, STATE OF IOWA | |
| mail_addr | OFTString | 31.1k | 440 BAYHILL CIR DAKOTA DUNES, SD 57049, 7662 TOWNSHIP HWY 120 ADENA, OH 43901, % BOX 85-L SIOUX CITY, IA 51108 | |
| situs | OFTString | 40.9k | 3333 CALHOUN AVE SLOAN, 3336 CASS AVE SLOAN, 1419 340TH ST SALIX | |
| use_code | OFTString | 8 | A, A, C | |
| acres | OFTString | 3.8k | 38.0, 38.0, 47.74 | |
| legal | OFTString | 50.0k | SW SW 36-86-47, SE SE 35-86-47, SW SE 35-86-47 | |
| key | OFTString | 50.0k | 864736300003, 864735400004, 864732300001 |
Why this differs from the next county over
There is no national parcel schema. Every assessor's office built its own, usually decades ago, usually inside whatever CAMA system it bought at the time. One county's owner column is OWNER_NAME, the next one's is own1, and a third splits it across four fields. Shapefile's ten-character DBF limit truncated a generation of them into things like TOTLNDVAL.
Nothing here is renamed or remapped. The columns above are exactly what is in the file, because a normalisation layer that quietly guesses wrong is worse than no normalisation at all — and every guess it makes is one you cannot audit.
The Filled column is the share of rows with a real value. Placeholder text such as n/a counts as empty; a column that is 100% present but 90% placeholder is a column that will disappoint you, and the profiler treats it accordingly.