# Sundered Data
Pointblank Validation
Sundering Data Pandassmall_table
STEP COLUMNS VALUES TBL EVAL UNITS PASS FAIL W E C EXT
#4CA64C66 1
col_vals_gt()
d 1000 ✓ 13 7
0.54		 6
0.46		 -- -- -- CSV
#4CA64C66 2
col_vals_le()
c 5 ✓ 13 5
0.38		 8
0.62		 -- -- -- CSV
2026-10-15 18:27:00 UTC< 1 s2026-10-15 18:27:00 UTC
PandasRows4Columns8
date_time datetime64[ns]
date datetime64[ns]
a int64
b object
c float64
d float64
e bool
f object
1 2016-01-04 11:00:00 2016-01-04 00:00:00 2 1-bcd-345 3.0 3423.29 True high
2 2016-01-05 13:32:00 2016-01-05 00:00:00 6 8-kdg-938 3.0 2343.23 True high
3 2016-01-11 06:15:00 2016-01-11 00:00:00 4 2-dhe-923 4.0 3291.03 True mid
4 2016-01-17 11:27:00 2016-01-17 00:00:00 4 5-boe-639 2.0 1035.64 False low
``` python import pointblank as pb import polars as pl validation = ( pb.Validate( data=pb.load_dataset(dataset="small_table", tbl_type="pandas"), tbl_name="small_table", label="Sundering Data" ) .col_vals_gt(columns="d", value=1000) .col_vals_le(columns="c", value=5) .interrogate() ) validation ``` ``` python pb.preview(validation.get_sundered_data(type="pass")) ``` Preview of Input Table
PandasRows13Columns8
date_time datetime64[ns]
date datetime64[ns]
a int64
b object
c float64
d float64
e bool
f object
1 2016-01-04 11:00:00 2016-01-04 00:00:00 2 1-bcd-345 3.0 3423.29 True high
2 2016-01-04 00:32:00 2016-01-04 00:00:00 3 5-egh-163 8.0 9999.99 True low
3 2016-01-05 13:32:00 2016-01-05 00:00:00 6 8-kdg-938 3.0 2343.23 True high
4 2016-01-06 17:23:00 2016-01-06 00:00:00 2 5-jdo-903 NA 3892.4 False mid
5 2016-01-09 12:36:00 2016-01-09 00:00:00 8 3-ldm-038 7.0 283.94 True low
6 2016-01-11 06:15:00 2016-01-11 00:00:00 4 2-dhe-923 4.0 3291.03 True mid
7 2016-01-15 18:46:00 2016-01-15 00:00:00 7 1-knw-093 3.0 843.34 True high
8 2016-01-17 11:27:00 2016-01-17 00:00:00 4 5-boe-639 2.0 1035.64 False low
9 2016-01-20 04:30:00 2016-01-20 00:00:00 3 5-bce-642 9.0 837.93 False high
10 2016-01-20 04:30:00 2016-01-20 00:00:00 3 5-bce-642 9.0 837.93 False high
11 2016-01-26 20:07:00 2016-01-26 00:00:00 4 2-dmx-010 7.0 833.98 True low
12 2016-01-28 02:51:00 2016-01-28 00:00:00 2 7-dmx-010 8.0 108.34 False low
13 2016-01-30 11:23:00 2016-01-30 00:00:00 1 3-dka-303 NA 2230.09 True high