## get_data_path()


Get the file path to a dataset included with the Pointblank package.


Usage

``` python
get_data_path(
    dataset="small_table",
    file_type="csv",
)
```


This function provides direct access to the file paths of datasets included with Pointblank. These paths can be used in examples and documentation to demonstrate file-based data loading without requiring the actual data files. The returned paths can be used with `Validate(data=path)` to demonstrate CSV and Parquet file loading capabilities.


## Parameters


`dataset: Literal[``"small_table", `<span class="st">`"game_revenue"``, ``"nycflights"``, ``"global_sales"``]`</span>` = ``"small_table"`  
The name of the dataset to get the path for. Current options are `"small_table"`, `"game_revenue"`, `"nycflights"`, and `"global_sales"`.

`file_type: Literal[``"csv", `<span class="st">`"parquet"``, ``"duckdb"``]`</span>` = ``"csv"`  
The file format to get the path for. Options are `"csv"`, `"parquet"`, or `"duckdb"`.


## Returns


`str`  
The file path to the requested dataset file.


## Included Datasets

The available datasets are the same as those in <a href="load_dataset.html#pointblank.load_dataset" class="gdls-link"><code>load_dataset()</code></a>:

- `"small_table"`: A small dataset with 13 rows and 8 columns. Ideal for testing and examples.
- `"game_revenue"`: A dataset with 2000 rows and 11 columns. Revenue data for a game company.
- `"nycflights"`: A dataset with 336,776 rows and 18 columns. Flight data from NYC airports.
- `"global_sales"`: A dataset with 50,000 rows and 20 columns. Global sales data across regions.


## File Types

Each dataset is available in multiple formats:

- `"csv"`: Comma-separated values file (`.csv`)
- `"parquet"`: Parquet file (`.parquet`)
- `"duckdb"`: DuckDB database file (`.ddb`)


## Examples

Get the path to a CSV file and use it with [Validate](Validate.md#pointblank.Validate):


``` python
import pointblank as pb

# Get path to the small_table CSV file
csv_path = pb.get_data_path("small_table", "csv")
print(csv_path)

# Use the path directly with Validate
validation = (
    pb.Validate(data=csv_path)
    .col_exists(["a", "b", "c"])
    .col_vals_gt(columns="d", value=0)
    .interrogate()
)

validation
```


    /tmp/tmpc_6h0xzy.csv


<table class="gt_table" style="table-layout: fixed;; width: 0px" data-quarto-disable-processing="true" data-quarto-bootstrap="false">
<thead>
<tr class="gt_heading">
<th colspan="14" class="gt_heading gt_title gt_font_normal" style="text-align: left; color: #444444; font-size: 28px; font-weight: bold;">Pointblank Validation</th>
</tr>
<tr class="gt_heading">
<th colspan="14" class="gt_heading gt_subtitle gt_font_normal gt_bottom_border" style="text-align: left;"><div>
<span style="text-decoration-style: solid; text-decoration-color: #ADD8E6; text-decoration-line: underline; text-underline-position: under; color: #333333; font-variant-numeric: tabular-nums; padding-left: 4px; margin-right: 5px; padding-right: 2px;">2026-07-13|17:55:01</span>

<span style="background-color: #0075FF; color: #FFFFFF; padding: 0.5em 0.5em; position: inherit; text-transform: uppercase; margin: 5px 10px 5px 0px; border: solid 1px #0075FF; font-weight: bold; padding: 2px 10px 2px 10px; font-size: 10px;">Polars</span>

</div></th>
</tr>
<tr class="gt_col_headings">
<th id="pb_tbl-status_color" class="gt_col_heading gt_columns_bottom_border gt_left" style="color: #666666; font-weight: bold" scope="col"></th>
<th id="pb_tbl-i" class="gt_col_heading gt_columns_bottom_border gt_right" style="color: #666666; font-weight: bold" scope="col"></th>
<th id="pb_tbl-type_upd" class="gt_col_heading gt_columns_bottom_border gt_left" style="color: #666666; font-weight: bold" scope="col">STEP</th>
<th id="pb_tbl-columns_upd" class="gt_col_heading gt_columns_bottom_border gt_left" style="color: #666666; font-weight: bold" scope="col">COLUMNS</th>
<th id="pb_tbl-values_upd" class="gt_col_heading gt_columns_bottom_border gt_left" style="color: #666666; font-weight: bold" scope="col">VALUES</th>
<th id="pb_tbl-tbl" class="gt_col_heading gt_columns_bottom_border gt_center" style="color: #666666; font-weight: bold" scope="col">TBL</th>
<th id="pb_tbl-eval" class="gt_col_heading gt_columns_bottom_border gt_center" style="color: #666666; font-weight: bold" scope="col">EVAL</th>
<th id="pb_tbl-test_units" class="gt_col_heading gt_columns_bottom_border gt_right" style="color: #666666; font-weight: bold" scope="col">UNITS</th>
<th id="pb_tbl-pass" class="gt_col_heading gt_columns_bottom_border gt_right" style="color: #666666; font-weight: bold" scope="col">PASS</th>
<th id="pb_tbl-fail" class="gt_col_heading gt_columns_bottom_border gt_right" style="color: #666666; font-weight: bold" scope="col">FAIL</th>
<th id="pb_tbl-w_upd" class="gt_col_heading gt_columns_bottom_border gt_center" style="color: #666666; font-weight: bold" scope="col">W</th>
<th id="pb_tbl-e_upd" class="gt_col_heading gt_columns_bottom_border gt_center" style="color: #666666; font-weight: bold" scope="col">E</th>
<th id="pb_tbl-c_upd" class="gt_col_heading gt_columns_bottom_border gt_center" style="color: #666666; font-weight: bold" scope="col">C</th>
<th id="pb_tbl-extract_upd" class="gt_col_heading gt_columns_bottom_border gt_center" style="color: #666666; font-weight: bold" scope="col">EXT</th>
</tr>
</thead>
<tbody class="gt_table_body">
<tr>
<td class="gt_row gt_left" style="height: 40px; background-color: #4CA64C; color: transparent; font-size: 0px">#4CA64C</td>
<td class="gt_row gt_right" style="height: 40px; color: #666666; font-size: 13px; font-weight: bold">1</td>
<td class="gt_row gt_left" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px"><div style="margin: 0; padding: 0; display: inline-block; height: 30px; vertical-align: middle; width: 16%;">
<img src="data:image/svg+xml;base64,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" />

col_exists()

</div></td>
<td class="gt_row gt_left" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px; border-left: 1px dashed #E5E5E5; white-space: nowrap; text-overflow: ellipsis; overflow: hidden">a</td>
<td class="gt_row gt_left" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px; border-left: 1px dashed #E5E5E5; white-space: nowrap; text-overflow: ellipsis; overflow: hidden">--</td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC; border-left: 1px solid #D3D3D3"><img src="data:image/svg+xml;base64,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" /></td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC; border-right: 1px solid #D3D3D3"><span style="color:#4CA64C;">✓</span></td>
<td class="gt_row gt_right" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px">1</td>
<td class="gt_row gt_right" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px; border-left: 1px dashed #E5E5E5">1<br />
1.00</td>
<td class="gt_row gt_right" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px; border-left: 1px dashed #E5E5E5">0<br />
0.00</td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC; border-left: 1px solid #D3D3D3">--</td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC">--</td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC; border-right: 1px solid #D3D3D3">--</td>
<td class="gt_row gt_center" style="height: 40px">--</td>
</tr>
<tr>
<td class="gt_row gt_left" style="height: 40px; background-color: #4CA64C; color: transparent; font-size: 0px">#4CA64C</td>
<td class="gt_row gt_right" style="height: 40px; color: #666666; font-size: 13px; font-weight: bold">2</td>
<td class="gt_row gt_left" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px"><div style="margin: 0; padding: 0; display: inline-block; height: 30px; vertical-align: middle; width: 16%;">
<img src="data:image/svg+xml;base64,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" />

col_exists()

</div></td>
<td class="gt_row gt_left" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px; border-left: 1px dashed #E5E5E5; white-space: nowrap; text-overflow: ellipsis; overflow: hidden">b</td>
<td class="gt_row gt_left" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px; border-left: 1px dashed #E5E5E5; white-space: nowrap; text-overflow: ellipsis; overflow: hidden">--</td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC; border-left: 1px solid #D3D3D3"><img src="data:image/svg+xml;base64,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" /></td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC; border-right: 1px solid #D3D3D3"><span style="color:#4CA64C;">✓</span></td>
<td class="gt_row gt_right" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px">1</td>
<td class="gt_row gt_right" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px; border-left: 1px dashed #E5E5E5">1<br />
1.00</td>
<td class="gt_row gt_right" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px; border-left: 1px dashed #E5E5E5">0<br />
0.00</td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC; border-left: 1px solid #D3D3D3">--</td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC">--</td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC; border-right: 1px solid #D3D3D3">--</td>
<td class="gt_row gt_center" style="height: 40px">--</td>
</tr>
<tr>
<td class="gt_row gt_left" style="height: 40px; background-color: #4CA64C; color: transparent; font-size: 0px">#4CA64C</td>
<td class="gt_row gt_right" style="height: 40px; color: #666666; font-size: 13px; font-weight: bold">3</td>
<td class="gt_row gt_left" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px"><div style="margin: 0; padding: 0; display: inline-block; height: 30px; vertical-align: middle; width: 16%;">
<img src="data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMzBweCIgaGVpZ2h0PSIzMHB4IiB2aWV3Ym94PSIwIDAgNjcgNjciIHZlcnNpb249IjEuMSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIiB4bGluaz0iaHR0cDovL3d3dy53My5vcmcvMTk5OS94bGluayI+CiAgICA8dGl0bGU+Y29sX2V4aXN0czwvdGl0bGU+CiAgICA8ZyBpZD0iSWNvbnMiIHN0cm9rZT0ibm9uZSIgc3Ryb2tlLXdpZHRoPSIxIiBmaWxsPSJub25lIiBmaWxsLXJ1bGU9ImV2ZW5vZGQiPgogICAgICAgIDxnIGlkPSJjb2xfZXhpc3RzIiB0cmFuc2Zvcm09InRyYW5zbGF0ZSgwLjAwMDAwMCwgMC44Mjc1ODYpIj4KICAgICAgICAgICAgPHBhdGggZD0iTTU2LjcxMjIzNCwxLjAxNDY2OTM1IEM1OS4xOTc1MTUzLDEuMDE0NjY5MzUgNjEuNDQ3NTE1MywyLjAyMjAyODY3IDYzLjA3NjE5NSwzLjY1MDcwODMyIEM2NC43MDQ4NzQ3LDUuMjc5Mzg3OTggNjUuNzEyMjM0LDcuNTI5Mzg3OTggNjUuNzEyMjM0LDEwLjAxNDY2OTQgTDY1LjcxMjIzNCwxMC4wMTQ2Njk0IEw2NS43MTIyMzQsNjUuMDE0NjY5NCBMMTAuNzEyMjM0LDY1LjAxNDY2OTQgQzguMjI2OTUyNTksNjUuMDE0NjY5NCA1Ljk3Njk1MjU5LDY0LjAwNzMxIDQuMzQ4MjcyOTQsNjIuMzc4NjMwNCBDMi43MTk1OTMyOCw2MC43NDk5NTA3IDEuNzEyMjMzOTcsNTguNDk5OTUwNyAxLjcxMjIzMzk3LDU2LjAxNDY2OTQgTDEuNzEyMjMzOTcsNTYuMDE0NjY5NCBMMS43MTIyMzM5NywxMC4wMTQ2Njk0IEMxLjcxMjIzMzk3LDcuNTI5Mzg3OTggMi43MTk1OTMyOCw1LjI3OTM4Nzk4IDQuMzQ4MjcyOTQsMy42NTA3MDgzMiBDNS45NzY5NTI1OSwyLjAyMjAyODY3IDguMjI2OTUyNTksMS4wMTQ2NjkzNSAxMC43MTIyMzQsMS4wMTQ2NjkzNSBMMTAuNzEyMjM0LDEuMDE0NjY5MzUgWiIgaWQ9InJlY3RhbmdsZSIgc3Ryb2tlPSIjMDAwMDAwIiBzdHJva2Utd2lkdGg9IjIiIGZpbGw9IiNGRkZGRkYiIC8+CiAgICAgICAgICAgIDxyZWN0IGlkPSJjb2x1bW4iIGZpbGw9IiMwMDAwMDAiIHg9IjEyLjIxMTcxNTMiIHk9IjEyLjAxNDY2OTQiIHdpZHRoPSIyMCIgaGVpZ2h0PSI0MiIgcng9IjEiIC8+CiAgICAgICAgICAgIDxwYXRoIGQ9Ik00NC4zMTc3MTE0LDQzLjAxNDY2OTQgTDQ0LjMxNzcxMTQsNDAuNTEzNjkyOCBMNDYuODE4Njg4LDQwLjUxMzY5MjggTDQ2LjgxODY4OCw0My4wMTQ2Njk0IEw0NC4zMTc3MTE0LDQzLjAxNDY2OTQgWiBNNDQuMzE3NzExNCwzOC4wMDAwMjA5IEw0NC4zMTc3MTE0LDM3LjMxNDQ3NCBDNDQuMzE3NzExNCwzNS42OTc5Mjk1IDQ0LjkzOTc3NTUsMzQuMTc4NzM5IDQ2LjE4MzkyMjQsMzIuNzU2ODU2OSBMNDYuOTgzNzI3MSwzMS44MzAwOTkgQzQ4LjMxMjUwOTcsMzAuMzA2NjUzOSA0OC45NzY4OTExLDI5LjA1ODI5NCA0OC45NzY4OTExLDI4LjA4NDk4MTkgQzQ4Ljk3Njg5MTEsMjcuMzMxNzIyOSA0OC42ODQ5MDE5LDI2LjczNTA0OTIgNDguMTAwOTE0NiwyNi4yOTQ5NDI4IEM0Ny41MTY5MjczLDI1Ljg1NDgzNjQgNDYuNzI5ODI1OCwyNS42MzQ3ODY1IDQ1LjczOTU4NjQsMjUuNjM0Nzg2NSBDNDQuNDQ0NjU4MSwyNS42MzQ3ODY1IDQzLjA2OTM0NjMsMjUuOTQ3OTM0NSA0MS42MTM2MDk5LDI2LjU3NDIzOTcgTDQxLjYxMzYwOTksMjQuNDU0MTIyNSBDNDMuMTc5MzcyOSwyMy45ODAxNjE4IDQ0LjY0MzU1MSwyMy43NDMxODUgNDYuMDA2MTg4LDIzLjc0MzE4NSBDNDcuNzMyNzU5MSwyMy43NDMxODUgNDkuMTAzODM5MiwyNC4xMzAzODgxIDUwLjExOTQ2OTIsMjQuOTA0ODA2MSBDNTEuMTM1MDk5MywyNS42NzkyMjQgNTEuNjQyOTA2NywyNi43MjY1NzY4IDUxLjY0MjkwNjcsMjguMDQ2ODk1OSBDNTEuNjQyOTA2NywyOC43OTE2OTEzIDUxLjQ5NjkxMjEsMjkuNDMyNzk4MiA1MS4yMDQ5MTg1LDI5Ljk3MDIzNTggQzUwLjkxMjkyNDgsMzAuNTA3NjczMyA1MC4zNTIyMjA4LDMxLjE2OTkzODkgNDkuNTIyNzg5NiwzMS45NTcwNTIyIEw0OC43MzU2ODAyLDMyLjY5MzM4MDMgQzQ3Ljk0ODU2NjksMzMuNDM4MTc1NyA0Ny40MzIyOTYsMzQuMDYyMzU1NiA0Ny4xODY4NTIxLDM0LjU2NTkzODkgQzQ2Ljk0MTQwODEsMzUuMDY5NTIyMSA0Ni44MTg2ODgsMzUuNzQ4NzE0NiA0Ni44MTg2ODgsMzYuNjAzNTM2NSBMNDYuODE4Njg4LDM4LjAwMDAyMDkgTDQ0LjMxNzcxMTQsMzguMDAwMDIwOSBaIiBpZD0iPyIgZmlsbD0iIzAwMDAwMCIgLz4KICAgICAgICA8L2c+CiAgICA8L2c+Cjwvc3ZnPg==" />

col_exists()

</div></td>
<td class="gt_row gt_left" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px; border-left: 1px dashed #E5E5E5; white-space: nowrap; text-overflow: ellipsis; overflow: hidden">c</td>
<td class="gt_row gt_left" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px; border-left: 1px dashed #E5E5E5; white-space: nowrap; text-overflow: ellipsis; overflow: hidden">--</td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC; border-left: 1px solid #D3D3D3"><img src="data:image/svg+xml;base64,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" /></td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC; border-right: 1px solid #D3D3D3"><span style="color:#4CA64C;">✓</span></td>
<td class="gt_row gt_right" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px">1</td>
<td class="gt_row gt_right" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px; border-left: 1px dashed #E5E5E5">1<br />
1.00</td>
<td class="gt_row gt_right" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px; border-left: 1px dashed #E5E5E5">0<br />
0.00</td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC; border-left: 1px solid #D3D3D3">--</td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC">--</td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC; border-right: 1px solid #D3D3D3">--</td>
<td class="gt_row gt_center" style="height: 40px">--</td>
</tr>
<tr>
<td class="gt_row gt_left" style="height: 40px; background-color: #4CA64C; color: transparent; font-size: 0px">#4CA64C</td>
<td class="gt_row gt_right" style="height: 40px; color: #666666; font-size: 13px; font-weight: bold">4</td>
<td class="gt_row gt_left" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px"><div style="margin: 0; padding: 0; display: inline-block; height: 30px; vertical-align: middle; width: 16%;">
<img src="data:image/svg+xml;base64,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" />

col_vals_gt()

</div></td>
<td class="gt_row gt_left" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px; border-left: 1px dashed #E5E5E5; white-space: nowrap; text-overflow: ellipsis; overflow: hidden">d</td>
<td class="gt_row gt_left" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px; border-left: 1px dashed #E5E5E5; white-space: nowrap; text-overflow: ellipsis; overflow: hidden">0</td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC; border-left: 1px solid #D3D3D3"><img src="data:image/svg+xml;base64,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" /></td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC; border-right: 1px solid #D3D3D3"><span style="color:#4CA64C;">✓</span></td>
<td class="gt_row gt_right" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px">13</td>
<td class="gt_row gt_right" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px; border-left: 1px dashed #E5E5E5">13<br />
1.00</td>
<td class="gt_row gt_right" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px; border-left: 1px dashed #E5E5E5">0<br />
0.00</td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC; border-left: 1px solid #D3D3D3">--</td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC">--</td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC; border-right: 1px solid #D3D3D3">--</td>
<td class="gt_row gt_center" style="height: 40px">--</td>
</tr>
</tbody><tfoot>
<tr class="gt_sourcenotes">
<td colspan="14" class="gt_sourcenote" style="text-align: left;">

<span style="background-color: #FFF; color: #444; padding: 0.5em 0.5em; position: inherit; text-transform: uppercase; margin-left: 10px; margin-right: 5px; border: solid 1px #999999; font-variant-numeric: tabular-nums; border-radius: 0; padding: 2px 10px 2px 10px;">2026-07-13 17:55:01 UTC</span><span style="background-color: #FFF; color: #444; padding: 0.5em 0.5em; position: inherit; margin-right: 5px; border: solid 1px #999999; font-variant-numeric: tabular-nums; border-radius: 0; padding: 2px 10px 2px 10px;">< 1 s</span><span style="background-color: #FFF; color: #444; padding: 0.5em 0.5em; position: inherit; text-transform: uppercase; margin: 5px 1px 5px -1px; border: solid 1px #999999; font-variant-numeric: tabular-nums; border-radius: 0; padding: 2px 10px 2px 10px;">2026-07-13 17:55:01 UTC</span>
</div></td>
</tr>
</tfoot>

</table>


Get a Parquet file path for validation examples:


``` python
# Get path to the game_revenue Parquet file
parquet_path = pb.get_data_path(dataset="game_revenue", file_type="parquet")

# Validate the Parquet file directly
validation = (
    pb.Validate(data=parquet_path, label="Game Revenue Data Validation")
    .col_vals_not_null(columns=["player_id", "session_id"])
    .col_vals_gt(columns="item_revenue", value=0)
    .interrogate()
)

validation
```


<table class="gt_table" style="table-layout: fixed;; width: 0px" data-quarto-disable-processing="true" data-quarto-bootstrap="false">
<thead>
<tr class="gt_heading">
<th colspan="14" class="gt_heading gt_title gt_font_normal" style="text-align: left; color: #444444; font-size: 28px; font-weight: bold;">Pointblank Validation</th>
</tr>
<tr class="gt_heading">
<th colspan="14" class="gt_heading gt_subtitle gt_font_normal gt_bottom_border" style="text-align: left;"><div>
<span style="text-decoration-style: solid; text-decoration-color: #ADD8E6; text-decoration-line: underline; text-underline-position: under; color: #333333; font-variant-numeric: tabular-nums; padding-left: 4px; margin-right: 5px; padding-right: 2px;">Game Revenue Data Validation</span>

<span style="background-color: #0075FF; color: #FFFFFF; padding: 0.5em 0.5em; position: inherit; text-transform: uppercase; margin: 5px 10px 5px 0px; border: solid 1px #0075FF; font-weight: bold; padding: 2px 10px 2px 10px; font-size: 10px;">Polars</span>

</div></th>
</tr>
<tr class="gt_col_headings">
<th id="pb_tbl-status_color" class="gt_col_heading gt_columns_bottom_border gt_left" style="color: #666666; font-weight: bold" scope="col"></th>
<th id="pb_tbl-i" class="gt_col_heading gt_columns_bottom_border gt_right" style="color: #666666; font-weight: bold" scope="col"></th>
<th id="pb_tbl-type_upd" class="gt_col_heading gt_columns_bottom_border gt_left" style="color: #666666; font-weight: bold" scope="col">STEP</th>
<th id="pb_tbl-columns_upd" class="gt_col_heading gt_columns_bottom_border gt_left" style="color: #666666; font-weight: bold" scope="col">COLUMNS</th>
<th id="pb_tbl-values_upd" class="gt_col_heading gt_columns_bottom_border gt_left" style="color: #666666; font-weight: bold" scope="col">VALUES</th>
<th id="pb_tbl-tbl" class="gt_col_heading gt_columns_bottom_border gt_center" style="color: #666666; font-weight: bold" scope="col">TBL</th>
<th id="pb_tbl-eval" class="gt_col_heading gt_columns_bottom_border gt_center" style="color: #666666; font-weight: bold" scope="col">EVAL</th>
<th id="pb_tbl-test_units" class="gt_col_heading gt_columns_bottom_border gt_right" style="color: #666666; font-weight: bold" scope="col">UNITS</th>
<th id="pb_tbl-pass" class="gt_col_heading gt_columns_bottom_border gt_right" style="color: #666666; font-weight: bold" scope="col">PASS</th>
<th id="pb_tbl-fail" class="gt_col_heading gt_columns_bottom_border gt_right" style="color: #666666; font-weight: bold" scope="col">FAIL</th>
<th id="pb_tbl-w_upd" class="gt_col_heading gt_columns_bottom_border gt_center" style="color: #666666; font-weight: bold" scope="col">W</th>
<th id="pb_tbl-e_upd" class="gt_col_heading gt_columns_bottom_border gt_center" style="color: #666666; font-weight: bold" scope="col">E</th>
<th id="pb_tbl-c_upd" class="gt_col_heading gt_columns_bottom_border gt_center" style="color: #666666; font-weight: bold" scope="col">C</th>
<th id="pb_tbl-extract_upd" class="gt_col_heading gt_columns_bottom_border gt_center" style="color: #666666; font-weight: bold" scope="col">EXT</th>
</tr>
</thead>
<tbody class="gt_table_body">
<tr>
<td class="gt_row gt_left" style="height: 40px; background-color: #4CA64C; color: transparent; font-size: 0px">#4CA64C</td>
<td class="gt_row gt_right" style="height: 40px; color: #666666; font-size: 13px; font-weight: bold">1</td>
<td class="gt_row gt_left" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px"><div style="margin: 0; padding: 0; display: inline-block; height: 30px; vertical-align: middle; width: 16%;">
<img src="data:image/svg+xml;base64,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" />

col_vals_not_null()

</div></td>
<td class="gt_row gt_left" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px; border-left: 1px dashed #E5E5E5; white-space: nowrap; text-overflow: ellipsis; overflow: hidden">player_id</td>
<td class="gt_row gt_left" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px; border-left: 1px dashed #E5E5E5; white-space: nowrap; text-overflow: ellipsis; overflow: hidden">--</td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC; border-left: 1px solid #D3D3D3"><img src="data:image/svg+xml;base64,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" /></td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC; border-right: 1px solid #D3D3D3"><span style="color:#4CA64C;">✓</span></td>
<td class="gt_row gt_right" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px">2000</td>
<td class="gt_row gt_right" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px; border-left: 1px dashed #E5E5E5">2000<br />
1.00</td>
<td class="gt_row gt_right" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px; border-left: 1px dashed #E5E5E5">0<br />
0.00</td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC; border-left: 1px solid #D3D3D3">--</td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC">--</td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC; border-right: 1px solid #D3D3D3">--</td>
<td class="gt_row gt_center" style="height: 40px">--</td>
</tr>
<tr>
<td class="gt_row gt_left" style="height: 40px; background-color: #4CA64C; color: transparent; font-size: 0px">#4CA64C</td>
<td class="gt_row gt_right" style="height: 40px; color: #666666; font-size: 13px; font-weight: bold">2</td>
<td class="gt_row gt_left" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px"><div style="margin: 0; padding: 0; display: inline-block; height: 30px; vertical-align: middle; width: 16%;">
<img src="data:image/svg+xml;base64,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" />

col_vals_not_null()

</div></td>
<td class="gt_row gt_left" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px; border-left: 1px dashed #E5E5E5; white-space: nowrap; text-overflow: ellipsis; overflow: hidden">session_id</td>
<td class="gt_row gt_left" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px; border-left: 1px dashed #E5E5E5; white-space: nowrap; text-overflow: ellipsis; overflow: hidden">--</td>
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" /></td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC; border-right: 1px solid #D3D3D3"><span style="color:#4CA64C;">✓</span></td>
<td class="gt_row gt_right" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px">2000</td>
<td class="gt_row gt_right" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px; border-left: 1px dashed #E5E5E5">2000<br />
1.00</td>
<td class="gt_row gt_right" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px; border-left: 1px dashed #E5E5E5">0<br />
0.00</td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC; border-left: 1px solid #D3D3D3">--</td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC">--</td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC; border-right: 1px solid #D3D3D3">--</td>
<td class="gt_row gt_center" style="height: 40px">--</td>
</tr>
<tr>
<td class="gt_row gt_left" style="height: 40px; background-color: #4CA64C; color: transparent; font-size: 0px">#4CA64C</td>
<td class="gt_row gt_right" style="height: 40px; color: #666666; font-size: 13px; font-weight: bold">3</td>
<td class="gt_row gt_left" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px"><div style="margin: 0; padding: 0; display: inline-block; height: 30px; vertical-align: middle; width: 16%;">
<img src="data:image/svg+xml;base64,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" />

col_vals_gt()

</div></td>
<td class="gt_row gt_left" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px; border-left: 1px dashed #E5E5E5; white-space: nowrap; text-overflow: ellipsis; overflow: hidden">item_revenue</td>
<td class="gt_row gt_left" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px; border-left: 1px dashed #E5E5E5; white-space: nowrap; text-overflow: ellipsis; overflow: hidden">0</td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC; border-left: 1px solid #D3D3D3"><img src="data:image/svg+xml;base64,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" /></td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC; border-right: 1px solid #D3D3D3"><span style="color:#4CA64C;">✓</span></td>
<td class="gt_row gt_right" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px">2000</td>
<td class="gt_row gt_right" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px; border-left: 1px dashed #E5E5E5">2000<br />
1.00</td>
<td class="gt_row gt_right" style="height: 40px; color: black; font-family: IBM Plex Mono; font-size: 11px; border-left: 1px dashed #E5E5E5">0<br />
0.00</td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC; border-left: 1px solid #D3D3D3">--</td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC">--</td>
<td class="gt_row gt_center" style="height: 40px; background-color: #FCFCFC; border-right: 1px solid #D3D3D3">--</td>
<td class="gt_row gt_center" style="height: 40px">--</td>
</tr>
</tbody><tfoot>
<tr class="gt_sourcenotes">
<td colspan="14" class="gt_sourcenote" style="text-align: left;">

<span style="background-color: #FFF; color: #444; padding: 0.5em 0.5em; position: inherit; text-transform: uppercase; margin-left: 10px; margin-right: 5px; border: solid 1px #999999; font-variant-numeric: tabular-nums; border-radius: 0; padding: 2px 10px 2px 10px;">2026-07-13 17:55:01 UTC</span><span style="background-color: #FFF; color: #444; padding: 0.5em 0.5em; position: inherit; margin-right: 5px; border: solid 1px #999999; font-variant-numeric: tabular-nums; border-radius: 0; padding: 2px 10px 2px 10px;">< 1 s</span><span style="background-color: #FFF; color: #444; padding: 0.5em 0.5em; position: inherit; text-transform: uppercase; margin: 5px 1px 5px -1px; border: solid 1px #999999; font-variant-numeric: tabular-nums; border-radius: 0; padding: 2px 10px 2px 10px;">2026-07-13 17:55:01 UTC</span>
</div></td>
</tr>
</tfoot>

</table>


This is particularly useful for documentation examples where you want to demonstrate file-based workflows without requiring users to have specific data files:


``` python
# Example showing CSV file validation
sales_csv = pb.get_data_path(dataset="global_sales", file_type="csv")

validation = (
    pb.Validate(data=sales_csv, label="Sales Data Validation")
    .col_exists(["customer_id", "product_id", "amount"])
    .col_vals_regex(columns="customer_id", pattern=r"CUST_[0-9]{6}")
    .interrogate()
)
```


## See Also

<a href="load_dataset.html#pointblank.load_dataset" class="gdls-link"><code>load_dataset()</code></a> for loading datasets directly as table objects.
