diff --git a/docs/book/presets/data-quality.md b/docs/book/presets/data-quality.md
index b868607591..50b23fc83b 100644
--- a/docs/book/presets/data-quality.md
+++ b/docs/book/presets/data-quality.md
@@ -140,6 +140,11 @@ For two datasets, it lists the top-5 pairs of variables **where correlation chan
 
 #### 3.2. Correlation heatmaps
 
+{% hint style="info" %}
+**This widget has been removed from Preset in versions above 0.4.31**. You can add it to your Report as `DatasetCorrelationsMetric()`.
+{% endhint %}
+
+
 This section includes four heatmaps. 
 
 For categorical features, Evidently calculates the [Cramer's v](https://en.wikipedia.org/wiki/Cramér%27s_V) correlation matrix.
diff --git a/docs/book/reference/all-metrics.md b/docs/book/reference/all-metrics.md
index d661dc1206..56d9b4144a 100644
--- a/docs/book/reference/all-metrics.md
+++ b/docs/book/reference/all-metrics.md
@@ -38,7 +38,6 @@ We are doing our best to maintain this page up to date. In case of discrepancies
 * `DatasetSummaryMetric()`
 * `ColumnSummaryMetric()` for `all` or specified `сolumns`
 * `DatasetMissingValuesMetric()`
-* `DatasetCorrelationsMetric()`
 
 **Optional parameters**:
 * `columns`
diff --git a/docs/book/reference/all-tests.md b/docs/book/reference/all-tests.md
index 1ba044e7d3..349c706ba2 100644
--- a/docs/book/reference/all-tests.md
+++ b/docs/book/reference/all-tests.md
@@ -102,7 +102,6 @@ Preset name: `DataQualityTestPreset()`
 * `TestNumberOfConstantColumns()`
 * `TestNumberOfDuplicatedColumns()`
 * `TestNumberOfDuplicatedRows()`
-* `TestHighlyCorrelatedColumns()`
 
 **Optional parameters**: 
 * `columns`