diff --git a/docs/source/issues.md b/docs/source/issues.md
index 03efe9515881a5e53025dfe775c6521e9f657c5d..d0bcd9d4bf988cba5564a1276a907dcf26cc9741 100644
--- a/docs/source/issues.md
+++ b/docs/source/issues.md
@@ -1,17 +1,5 @@
 # Common issues
 
-<!-- ### UMAP crashes -->
-
-<!-- Because of these issues, UMAP is disabled by default for now. -->
-
-<!-- If you're using Windows, the use of UMAP may cause the plug-in to crash QGIS when using it. -->
-<!-- If this issue happens we recommend to go in the reduction.py file of this plug in and comment the line : -->
-
-<!-- ``` -->
-<!-- import umap -->
-<!-- ``` -->
-
-<!-- Then save the change, reload the plug-in and try again. -->
 ## Similarity or Random Forest causes QGIS to crash
 
 This crash is due to a bug during `geopandas` reading of a shapefile, only when it has allready read a shapefile. It is probably linked to `fiona` as well. If you have any idea on how to solve this, please do participate in the [corresponding issue](https://github.com/umr-amap/iamap/issues/28).
@@ -70,3 +58,14 @@ This way, rtree and qgis will automatically share the same libspatialindex.
 If you have any idea on how to solve this issue properly, do participate in the [corresponding issue](https://github.com/umr-amap/iamap/issues/13).
 
 
+## UMAP crashes
+
+
+If you're using Windows, the use of UMAP may cause the plug-in to crash QGIS when using it.
+If this issue happens we recommend to go in the algo.py file of this plug in and comment the line :²
+
+```
+import umap
+```
+
+Then save the change, reload the plug-in and try again.