posit-dev · rich-iannone · Apr 14, 2026 · Apr 13, 2026
diff --git a/examples/02-advanced/index.qmd → ...1-getting-started/advanced-validation.qmd b/examples/02-advanced/index.qmd → ...1-getting-started/advanced-validation.qmd
@@ -8,10 +8,6 @@ toc: false
 html-table-processing: none
 ---
 
-### Advanced Validation
-
-A validation with a comprehensive set of rules.
-
 ```{python}
 #| echo: false
 

diff --git a/examples/02-advanced/advanced_validation.png → ...1-getting-started/advanced_validation.png b/examples/02-advanced/advanced_validation.png → ...1-getting-started/advanced_validation.png
diff --git a/examples/01-starter/index.qmd → ...01-getting-started/starter-validation.qmd b/examples/01-starter/index.qmd → ...01-getting-started/starter-validation.qmd
@@ -8,10 +8,6 @@ toc: false
 html-table-processing: none
 ---
 
-### Starter Validation
-
-A validation with the basics.
-
 ```{python}
 #| echo: false
 

diff --git a/examples/01-starter/starter_validation.png → ...01-getting-started/starter_validation.png b/examples/01-starter/starter_validation.png → ...01-getting-started/starter_validation.png
diff --git a/examples/03-data-extracts/index.qmd → ...2-results-and-reporting/data-extracts.qmd b/examples/03-data-extracts/index.qmd → ...2-results-and-reporting/data-extracts.qmd
@@ -8,10 +8,6 @@ toc: false
 html-table-processing: none
 ---
 
-### Data Extracts
-
-Pulling out data extracts that highlight rows with validation failures.
-
 <p style="text-transform: uppercase;">Validation with failures at *Step 2*:</p>
 
 ```{python}

diff --git a/examples/03-data-extracts/data_extracts.png → ...2-results-and-reporting/data_extracts.png b/examples/03-data-extracts/data_extracts.png → ...2-results-and-reporting/data_extracts.png
diff --git a/...les/05-step-report-column-check/index.qmd → ...nd-reporting/step-report-column-check.qmd b/...les/05-step-report-column-check/index.qmd → ...nd-reporting/step-report-column-check.qmd
@@ -8,10 +8,6 @@ toc: false
 html-table-processing: none
 ---
 
-### Step Report: Column Data Checks
-
-A step report for column checks shows what went wrong.
-
 ```{python}
 #| echo: false
 

diff --git a/...les/06-step-report-schema-check/index.qmd → ...nd-reporting/step-report-schema-check.qmd b/...les/06-step-report-schema-check/index.qmd → ...nd-reporting/step-report-schema-check.qmd
@@ -8,10 +8,6 @@ toc: false
 html-table-processing: none
 ---
 
-### Step Report: Schema Check
-
-When a schema doesn't match, a step report gives you the details.
-
 ```{python}
 # | echo: false
 

diff --git a/...chema-check/step_report_column_schema.png → ...d-reporting/step_report_column_schema.png b/...chema-check/step_report_column_schema.png → ...d-reporting/step_report_column_schema.png
diff --git a/...olumn-check/step_report_column_values.png → ...d-reporting/step_report_column_values.png b/...olumn-check/step_report_column_values.png → ...d-reporting/step_report_column_values.png
diff --git a/examples/04-sundered-data/index.qmd → ...2-results-and-reporting/sundered-data.qmd b/examples/04-sundered-data/index.qmd → ...2-results-and-reporting/sundered-data.qmd
@@ -8,10 +8,6 @@ toc: false
 html-table-processing: none
 ---
 
-### Sundered Data
-
-Splitting your data into 'pass' and 'fail' subsets.
-
 ```{python}
 # | echo: false
 

diff --git a/examples/04-sundered-data/sundered_data.png → ...2-results-and-reporting/sundered_data.png b/examples/04-sundered-data/sundered_data.png → ...2-results-and-reporting/sundered_data.png
diff --git a/examples/failure-thresholds/index.qmd → ...ons-and-thresholds/failure-thresholds.qmd b/examples/failure-thresholds/index.qmd → ...ons-and-thresholds/failure-thresholds.qmd
@@ -7,10 +7,6 @@ toc: false
 html-table-processing: none
 ---
 
-### Set Failure Threshold Levels
-
-Set threshold levels to better gauge adverse data quality.
-
 ```{python}
 #| echo: false
 

diff --git a/...ples/07-validation-with-actions/index.qmd → ...nd-thresholds/validation-with-actions.qmd b/...ples/07-validation-with-actions/index.qmd → ...nd-thresholds/validation-with-actions.qmd
@@ -8,10 +8,6 @@ toc: false
 html-table-processing: none
 ---
 
-### Validation with Actions
-
-Configure actions to trigger when validation thresholds are exceeded, such as logging warnings or errors.
-
 ```{python}
 #| echo: false
 

diff --git a/...8-validation-with-final-actions/index.qmd → ...esholds/validation-with-final-actions.qmd b/...8-validation-with-final-actions/index.qmd → ...esholds/validation-with-final-actions.qmd
@@ -8,10 +8,6 @@ toc: false
 html-table-processing: none
 ---
 
-### Validation with Final Actions
-
-Execute actions after validation completes, such as sending alerts or generating summary reports.
-
 ```{python}
 #| echo: false
 

diff --git a/...-with-actions/validation_with_actions.png → ...nd-thresholds/validation_with_actions.png b/...-with-actions/validation_with_actions.png → ...nd-thresholds/validation_with_actions.png
diff --git a/...actions/validation_with_final_actions.png → ...esholds/validation_with_final_actions.png b/...actions/validation_with_final_actions.png → ...esholds/validation_with_final_actions.png
diff --git a/...apply-checks-to-several-columns/index.qmd → ...hecks/apply-checks-to-several-columns.qmd b/...apply-checks-to-several-columns/index.qmd → ...hecks/apply-checks-to-several-columns.qmd
@@ -7,10 +7,6 @@ toc: false
 html-table-processing: none
 ---
 
-### Apply Validation Rules to Multiple Columns
-
-Create multiple validation steps by using a list of column names with `columns=`.
-
 ```{python}
 #| echo: false
 

diff --git a/examples/checks-for-missing/index.qmd → ...olumn-value-checks/checks-for-missing.qmd b/examples/checks-for-missing/index.qmd → ...olumn-value-checks/checks-for-missing.qmd
@@ -7,10 +7,6 @@ toc: false
 html-table-processing: none
 ---
 
-### Checks for Missing Values
-
-Perform validations that check whether missing/NA/Null values are present.
-
 ```{python}
 #| echo: false
 

diff --git a/examples/col-vals-custom-expr/index.qmd → ...umn-value-checks/col-vals-custom-expr.qmd b/examples/col-vals-custom-expr/index.qmd → ...umn-value-checks/col-vals-custom-expr.qmd
@@ -7,10 +7,6 @@ toc: false
 html-table-processing: none
 ---
 
-### Custom Expression for Checking Column Values
-
-A column expression can be used to check column values. Just use `col_vals_expr()` for this.
-
 ```{python}
 #| echo: false
 

diff --git a/...ples/comparisons-across-columns/index.qmd → ...lue-checks/comparisons-across-columns.qmd b/...ples/comparisons-across-columns/index.qmd → ...lue-checks/comparisons-across-columns.qmd
@@ -7,10 +7,6 @@ toc: false
 html-table-processing: none
 ---
 
-### Comparison Checks Across Columns
-
-Perform comparisons of values in columns to values in other columns.
-
 ```{python}
 #| echo: false
 

diff --git a/...les/custom-validation-specially/index.qmd → ...ue-checks/custom-validation-specially.qmd b/...les/custom-validation-specially/index.qmd → ...ue-checks/custom-validation-specially.qmd
@@ -7,10 +7,6 @@ toc: false
 html-table-processing: none
 ---
 
-### Custom Validation with `specially()`
-
-Create bespoke validations using `specially()` to implement domain-specific business rules.
-
 ```{python}
 #| echo: false
 

diff --git a/examples/expect-no-duplicate-rows/index.qmd → ...value-checks/expect-no-duplicate-rows.qmd b/examples/expect-no-duplicate-rows/index.qmd → ...value-checks/expect-no-duplicate-rows.qmd
@@ -7,10 +7,6 @@ toc: false
 html-table-processing: none
 ---
 
-### Expect No Duplicate Rows
-
-We can check for duplicate rows in the table with `rows_distinct()`.
-
 ```{python}
 #| echo: false
 

diff --git a/...ples/expect-no-duplicate-values/index.qmd → ...lue-checks/expect-no-duplicate-values.qmd b/...ples/expect-no-duplicate-values/index.qmd → ...lue-checks/expect-no-duplicate-values.qmd
@@ -7,10 +7,6 @@ toc: false
 html-table-processing: none
 ---
 
-### Checking for Duplicate Values
-
-To check for duplicate values down a column, use `rows_distinct()` with a `columns_subset=` value.
-
 ```{python}
 #| echo: false
 

diff --git a/examples/expect-text-pattern/index.qmd → ...lumn-value-checks/expect-text-pattern.qmd b/examples/expect-text-pattern/index.qmd → ...lumn-value-checks/expect-text-pattern.qmd
@@ -7,10 +7,6 @@ toc: false
 html-table-processing: none
 ---
 
-### Expectations with a Text Pattern
-
-With the `col_vals_regex()`, check for conformance to a regular expression.
-
 ```{python}
 #| echo: false
 

diff --git a/examples/numeric-comparisons/index.qmd → ...lumn-value-checks/numeric-comparisons.qmd b/examples/numeric-comparisons/index.qmd → ...lumn-value-checks/numeric-comparisons.qmd
@@ -7,10 +7,6 @@ toc: false
 html-table-processing: none
 ---
 
-### Numeric Comparisons
-
-Perform comparisons of values in columns to fixed values.
-
 ```{python}
 #| echo: false
 

diff --git a/examples/set-membership/index.qmd → ...04-column-value-checks/set-membership.qmd b/examples/set-membership/index.qmd → ...04-column-value-checks/set-membership.qmd
@@ -7,10 +7,6 @@ toc: false
 html-table-processing: none
 ---
 
-### Set Membership
-
-Perform validations that check whether values are part of a set (or *not* part of one).
-
 ```{python}
 #| echo: false
 

diff --git a/examples/check-for-freshness/index.qmd → ...5-advanced-topics/check-for-freshness.qmd b/examples/check-for-freshness/index.qmd → ...5-advanced-topics/check-for-freshness.qmd
@@ -7,10 +7,6 @@ toc: false
 html-table-processing: none
 ---
 
-### Validating Data Freshness
-
-Use date/datetime-based validations to ensure your data is current and recent. This is critical for applications that depend on timely data updates.
-
 ```{python}
 #| echo: false
 

diff --git a/examples/check-row-column-counts/index.qmd → ...vanced-topics/check-row-column-counts.qmd b/examples/check-row-column-counts/index.qmd → ...vanced-topics/check-row-column-counts.qmd
@@ -7,10 +7,6 @@ toc: false
 html-table-processing: none
 ---
 
-### Verifying Row and Column Counts
-
-Check the dimensions of the table with the `*_count_match()` validation methods.
-
 ```{python}
 #| echo: false
 

diff --git a/examples/cli-interactive/index.qmd → ...es/05-advanced-topics/cli-interactive.qmd b/examples/cli-interactive/index.qmd → ...es/05-advanced-topics/cli-interactive.qmd
diff --git a/examples/column-selector-functions/index.qmd → ...nced-topics/column-selector-functions.qmd b/examples/column-selector-functions/index.qmd → ...nced-topics/column-selector-functions.qmd
@@ -7,10 +7,6 @@ toc: false
 html-table-processing: none
 ---
 
-### Column Selector Functions: Easily Pick Columns
-
-Use column selector functions in the `columns=` argument to conveniently choose columns.
-
 ```{python}
 #| echo: false
 

diff --git a/examples/datetime-validations/index.qmd → ...-advanced-topics/datetime-validations.qmd b/examples/datetime-validations/index.qmd → ...-advanced-topics/datetime-validations.qmd
@@ -7,10 +7,6 @@ toc: false
 html-table-processing: none
 ---
 
-### Date and Datetime Validations
-
-**pointblank** provides comprehensive support for validating date and datetime values, including timezone-aware comparisons. This ensures temporal data quality in applications that handle time-sensitive information.
-
 ```{python}
 #| echo: false
 

diff --git a/examples/mutate-table-in-step/index.qmd → ...-advanced-topics/mutate-table-in-step.qmd b/examples/mutate-table-in-step/index.qmd → ...-advanced-topics/mutate-table-in-step.qmd
@@ -7,10 +7,6 @@ toc: false
 html-table-processing: none
 ---
 
-### Mutate the Table in a Validation Step
-
-For far more specialized validations, modify the table with the `pre=` argument before checking it.
-
 ```{python}
 #| echo: false
 

diff --git a/examples/schema-check/index.qmd → examples/05-advanced-topics/schema-check.qmd b/examples/schema-check/index.qmd → examples/05-advanced-topics/schema-check.qmd
@@ -7,10 +7,6 @@ toc: false
 html-table-processing: none
 ---
 
-### Check the Schema of a Table
-
-The schema of a table can be flexibly defined with `Schema` and verified with `col_schema_match()`.
-
 ```{python}
 #| echo: false
 

diff --git a/examples/using-parquet-data/index.qmd → ...05-advanced-topics/using-parquet-data.qmd b/examples/using-parquet-data/index.qmd → ...05-advanced-topics/using-parquet-data.qmd
@@ -7,10 +7,6 @@ toc: false
 html-table-processing: none
 ---
 
-### Using Parquet Data
-
-A Parquet dataset can be used for data validation, thanks to Ibis.
-
 ```{python}
 # | echo: false