59 attribute fields, profiled from the April 2022 vintage.
Columns in Warren County
| Field | Type | Filled | Distinct | Example values |
|---|---|---|---|---|
| objectid | OFTInteger | 50.0k | 80787, 80808, 80810 | |
| msidwl | OFTString | 20.3k | 16073760011, 16073770010, 16073780080 | |
| errata | OFTReal | 15 | 0.0, 0.0, 0.0 | |
| macct | OFTInteger | 50.0k | 3000222, 3000206, 3000133 | |
| tax_dist | OFTInteger | 91 | 30, 30, 30 | |
| gisacre | OFTReal | 15.6k | 1.7312, 1.4475, 0.4632 | |
| sidwell_c | OFTString | 19.7k | 1607376011, 1607377001, 1607378008 | |
| parnum | OFTReal | 50.0k | 16073760110.0, 16074000282.0, 16073770010.0 | |
| platlot | OFTString | 11.1k | 4, 5, 18 | |
| polyid | OFTInteger | 50.0k | 423494, 423501, 423502 | |
| deed_acre | OFTString | 2.9k | 1.5534, 2.435, 0.8705 | |
| mtaxd | OFTInteger | 21 | 3, 3, 3 | |
| x_coord | OFTReal | 50.0k | 1471616.447687, 1473791.400272, 1471379.006621 | |
| y_coord | OFTReal | 50.0k | 468224.724826, 468057.578832, 468105.354111 | |
| sdwll_nbr | OFTString | 50.0k | 16073760110, 16074000282, 16073770010 | |
| neighborho | OFTString | 693 | 179001, 179001, 179001 | |
| routing_nb | OFTString | 50.0k | 16R-07F-03-03.01, 16R-07G-01-16.00, 16R-07E-01-05.00 | |
| prop_dsc | OFTString | 50.0k | SENTRY HILL LOT: 4, SENTRY HILL LOT: 5, SENTRY HILL LOT: 18 | |
| owner_name | OFTString | 50.0k | HAMBLEY BRYAN *, CH FARM LIVESTOCK LLC, SHOLAR ALLAN & PATRICIA | |
| address_li | OFTString | 50.0k | 119 OVERLOOK DR, ROUTE 48, 350 LYON AVE | |
| address__1 | OFTString | 398 | LOVELAND 45140, LOVELAND 45140, LOVELAND 45140 | |
| census_tra | OFTReal | 103 | 322.0, 322.0, 322.0 | |
| class_code | OFTString | 3 | 1, 1, 1 | |
| use_code_d | OFTString | 128 | 0511 - SGL. FAMILY DWG. 0 TO 9.99 AC., 0110 - C.A.U.V. VACANT LAND, 0501 - RES. VAC. LAND- 0 TO 9.99 AC. | |
| prop_class | OFTString | 7 | RESIDENTIAL, AGRICULTURAL, RESIDENTIAL | |
| sch_dst_ds | OFTString | 23 | LOVELAND CSD, LOVELAND CSD, LOVELAND CSD | |
| legal_desc | OFTString | 50.0k | MS- 631, MS- 2192, MS- 631 | |
| range | OFTString | 24 | 2, 02, 02 | |
| town | OFTString | 10 | 4, 4, 4 | |
| section | OFTString | 54 | 26, 33, 32 | |
| military_s | OFTString | 146 | 631, 2192, 631 | |
| acreage | OFTReal | 22.5k | 4.2999, 1.4456, 0.5125 | |
| subdv | OFTString | 5.0k | SENTRY HILL, SENTRY HILL, SENTRY HILL | |
| lot_number | OFTString | 14.7k | 4, 5, 18 | |
| reg_land_n | OFTString | 294 | 0, 0, 0 | |
| book | OFTInteger | 5.9k | 2881, 4503, 2178 | |
| page | OFTInteger | 1.0k | 701, 237, 907 | |
| mail_name | OFTString | 50.0k | HAMBLEY BRYAN C & JANA E, CH FARM LIVESTOCK LLC, SHOLAR ALLAN & PATRICIA | |
| mail_addre | OFTString | 50.0k | %FIRST FEDERAL SAV, 10758 S SR 48, 333 BROADWAY ST | |
| mail_add_1 | OFTString | 3.0k | 14806 DETROIT AVE, APT 16, LOVELAND OH | |
| mail_add_2 | OFTString | 1.7k | LAKEWOOD OH, LOVELAND OH, LOVELAND OH | |
| mail_zip | OFTInteger | 1.7k | 44107, 45140, 45140 | |
| township_n | OFTString | 11 | HAMILTON, HAMILTON, HAMILTON | |
| municipali | OFTString | 17 | LOVELAND, LOVELAND, LOVELAND | |
| acre_discr | OFTInteger | 2 | 0, 0, 0 | |
| no_descrip | OFTInteger | 2 | 0, 0, 0 | |
| does_not_c | OFTInteger | 2 | 0, 0, 0 | |
| comments | OFTString | 10 | 0.142 AC in Warren Co. 1.858 AC in Clermont Co. 2 AC Total, BAD DESCRIPTION, BAD DESCRIPTION | |
| survey_req | OFTInteger | 2 | 0, 0, 0 | |
| mark_next_ | OFTInteger | 2 | 0, 0, 0 | |
| date_deed_ | OFTString | 2 | 1988-01-19, 2008-02-25 | |
| who_remove | OFTString | 1 | RG - Test | |
| street_nbr | OFTInteger | 10.6k | 119, 0, 350 | |
| street_nam | OFTString | 3.2k | OVERLOOK, ROUTE 48, LYON | |
| street_frc | OFTString | 71 | 1/2, B, B | |
| street_dir | OFTString | 4 | N, W, W | |
| street_typ | OFTString | 18 | DR, AVE, DR | |
| starea() | OFTReal | 50.0k | 190428.665036, 63054.461898, 22326.032014 | |
| stlength() | OFTReal | 50.0k | 1885.594299, 1016.960197, 642.840534 |
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.