8 attribute fields, profiled from the November 2022 vintage.
Columns in Barber County
| Field | Type | Filled | Distinct | Example values |
|---|---|---|---|---|
| kspid | OFTString | 6.9k | 0043551600000001010, 0043461300000004010, 0043461400000008000 | |
| co_abbr | OFTString | 1 | BA, BA, BA | |
| parcel_id | OFTString | 6.9k | 0043551600000001010, 0043461300000004010, 0043461400000008000 | |
| pid | OFTString | 6.9k | 0043551600000001010, 0043461300000004010, 0043461400000008000 | |
| owner | OFTString | 3.1k | BCE-MACH LLC, MCNETT, TYLER G GAYLE E, THURMAN LIV TRUST, GREGORY R CHERYL M | |
| situs | OFTString | 3.7k | 00000 SE STATELINE, Kiowa, KS 67070., 20490 S FOURTEENTH ST, Kiowa, KS 67070., 6180 SE STATELINE, Kiowa, KS 67070. | |
| mail_addr | OFTString | 2.7k | 14201 WIRELESS WAY, SUITE 300 OKLAHOMA CITY, OK 73134, 20490 S BETHEL RD KIOWA, KS 67070, 53836 STATELINE RD BURLINGTON, OK 73722 | |
| legal | OFTString | 6.9k | S06, T30, R15, ACRES 334.5, W2., S07, T30, R15, ACRES 338.1, W2 SEC., S18, T30, R15, ACRES 154.1, NW4 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.