57 attribute fields, profiled from the September 2022 vintage.
Columns in Schuylkill County
| Field | Type | Filled | Distinct | Example values |
|---|---|---|---|---|
| objectid | OFTInteger | 50.0k | 53098, 85507, 85508 | |
| taxidnumbe | OFTString | 50.0k | 21-08-0140.000, 21-12-0020.004, 21-12-0005.000 | |
| subdivisio | OFTString | 1.1k | FELTYS ACRES, MIDDENDORF, FELTYS ACRES | |
| lot_no | OFTString | 754 | 7, RESIDUE, 2 | |
| tax_map | OFTString | 50.0k | 21-08-0140.000, 21-12-0020.004, 21-12-0005.000 | |
| owner_1 | OFTString | 50.0k | PENNSYVANIA COMMONWEALTH OF, FRANTZ SBM PRTNRSHP & LAND, PENNSYLVANIA COMMONWEALTH OF | |
| owner_2 | OFTString | 36.1k | FELTY JOHN P, MINDY SUSAN A, FLANNERY CANDY A | |
| owner_3 | OFTString | 3.6k | FELTY JOHN P, LEAMAN JESSE E, BICHER AMANDA B | |
| owner_4 | OFTString | 1.4k | FELTY ROBERT JOHN, HURST GLENDA B, NEWSWANGER CHERYL MAGDALENA | |
| owner_5 | OFTString | 490 | MUSSER DEBRA G, KAUFMAN, PERRY E, ANSPACH, ANNA A | |
| owner_6 | OFTString | 222 | MUSSER GLENN LAMAR, KAUFMAN, RICHARD A, FEHR BRUCE F SR | |
| owner_7 | OFTString | 94 | KAUFMAN, WILLIAM E, UMBENHAUER CRAIG, WOLFE BELINDA | |
| owner_8 | OFTString | 53 | KAUFMAN CINDY, FISHER LORI, TAFT SHELIA | |
| subd | OFTString | 1.1k | FELTYS ACRES, FELTYS ACRES, MIDDENDORF | |
| lot | OFTString | 665 | 7, 2, B | |
| size_total | OFTReal | 3.6k | 19.6, 16.0, 38.9 | |
| size_t_uni | OFTString | 1 | a, a, a | |
| class | OFTString | 41 | CX, AS, CX | |
| roll_secti | OFTString | 4 | 8, 1, 8 | |
| dist_city | OFTString | 67 | 21, 21, 21 | |
| dist_schoo | OFTString | 14 | 1, 1, 1 | |
| city_name | OFTString | 67 | Pine Grove Township, Pine Grove Township, Pine Grove Township | |
| school_nam | OFTString | 14 | Pine Grove School District, Pine Grove School District, Pine Grove School District | |
| civic | OFTInteger | 3.0k | 0, 976, 984 | |
| civic_alph | OFTString | 272 | RR, AKA 390, -838 | |
| pre_dir | OFTString | 7 | W, S, S | |
| street | OFTString | 6.7k | SUEDBERG, SWOPES VALLEY ROAD, SWOPES VALLEY | |
| suffix | OFTString | 50 | RD, RD, RD | |
| post_dir | OFTString | 4 | S, S, S | |
| sec_add_in | OFTString | 1 | STE | |
| unit | OFTString | 3 | REAR, `, REAR | |
| line_befor | OFTString | 837 | SOUTH OF, EAST SIDE OF, NORTH SIDE OF | |
| line_after | OFTString | 146 | SR0443, SR0443, SR0443 | |
| va_tx_valu | OFTInteger | 18.3k | 4900, 1150, 9725 | |
| va_land_va | OFTInteger | 7.3k | 4900, 1920, 9725 | |
| va_improve | OFTInteger | 16.0k | 630, 8160, 250 | |
| va_total_a | OFTInteger | 18.7k | 4900, 2550, 9725 | |
| ag_impr_va | OFTInteger | 16.0k | 630, 8160, 250 | |
| ag_land_va | OFTInteger | 2.4k | 520, 10015, 245 | |
| ag_use_sta | OFTString | 4 | A, A, A | |
| deed_book | OFTString | 2.5k | 0797, 1242, 1447 | |
| deed_page | OFTString | 3.2k | 0321, 0084, 0188 | |
| instrument | OFTString | 10 | w, w, w | |
| sale_date | OFTString | 16.2k | 1986-04-07, 1999-12-30, 1977-07-07 | |
| sale_price | OFTReal | 4.8k | 1.0, 10000.0, 11000.0 | |
| vacant | OFTString | 2 | v, i, v | |
| number_par | OFTInteger | 32 | 2, 1, 2 | |
| p_id | OFTInteger | 50.0k | 25064, 25860, 25838 | |
| streetwsuf | OFTString | 7.2k | SUEDBERG RD, SWOPES VALLEY ROAD, SWOPES VALLEY RD | |
| property_t | OFTString | 7 | 3, 1, 3 | |
| property_1 | OFTString | 7 | Commercial, Residential, Commercial | |
| shape_leng | OFTReal | 50.0k | 20053.279198, 4401.832802, 6131.828611 | |
| shape_area | OFTReal | 50.0k | 848117.608994, 785420.554065, 1691092.248356 | |
| mail_addr | OFTString | 50.0k | 1713 LEHIGH ST. ALLENTOWN, PA 18103, 927 OAK GROVE ROAD PINE GROVE, PA 17963, DEPT OF GENERAL SERVICES HARRISBURG, PA 17111 | |
| situs | OFTString | 50.0k | SOUTH OF SUEDBERG PINE GROVE, PA 17963, 0 SWOPES VALLEY ROAD PINE GROVE, PA 17963, EAST SIDE OF SWOPES VALLEY PINE GROVE, PA 17963 | |
| opid | OFTString | 50.0k | 25064, 25860, 25838 | |
| omap | OFTString | 50.0k | 21-08-0140.000, 21-12-0020.004, 21-12-0005.000 |
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.