8 attribute fields, profiled from the November 2022 vintage.
Columns in Stafford County
| Field | Type | Filled | Distinct | Example values |
|---|---|---|---|---|
| kspid | OFTString | 6.1k | 0931293100000002000, 0931293100000003000, 0931293100000004000 | |
| co_abbr | OFTString | 1 | SF, SF, SF | |
| parcel_id | OFTString | 6.1k | 0931293100000002000, 0931293100000003000, 0931293100000004000 | |
| pid | OFTString | 6.1k | 0931293100000002000, 0931293100000003000, 0931293100000004000 | |
| owner | OFTString | 3.3k | ENGLAND, CEDRIC J SALLY K JTWROS, MEADOR, TAMMY MICHELE JOSEPH LEE SALLEE, MEADOR, TAMMY MICHELE JOSEPH LEE SALLEE | |
| situs | OFTString | 3.4k | 00000 NW 40TH ST, Saint John, KS 67576., 00000 NW 30TH ST, Saint John, KS 67576., 00000 NW 30TH ST, Saint John, KS 67576. | |
| mail_addr | OFTString | 2.7k | 1855 MARC STREET SALINA, KS 67401, 810 NW 30TH ST ST JOHN, KS 67576, 810 NW 30TH ST ST JOHN, KS 67576 | |
| legal | OFTString | 6.0k | S29, T23, R14, ACRES 157.47, SW/4 LESS RD R/W., S31, T22, R14, ACRES 154.67, SW/4 LESS RD R/W., S06, T23, R14, ACRES 154.41, SW/4 LESS RD R/W. |
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.