diff --git a/Makefile b/Makefile
index 5d51fa4..a24bb1e 100644
--- a/Makefile
+++ b/Makefile
@@ -48,9 +48,10 @@ clean:
 		rm -rf ~/Applications/$(PROJECT_NAME)*; \
 		rm -f Scientific-Python-*.pkg; \
 	elif [[ $(MACHINE) == "Linux" ]]; then \
-		rm -rf $(HOME)/Scientific-Python; \
+		rm -rf $(HOME)/Scientific-Python-Environment; \
 		rm -f ./Scientific-Python-*.sh; \
 		rm -f $(HOME)/.local/share/applications/$(PROJECT_NAME_LOWER)-*.desktop; \
+		rm -f $(HOME)/.local/share/desktop-directories/$(PROJECT_NAME_LOWER).directory; \
 	elif [[ $(MACHINE) == "Windows" ]]; then \
 		echo "TODO add command to cleanup icons on Windows"; \
 	fi
diff --git a/recipes/scientific-python/construct.yaml b/recipes/scientific-python/construct.yaml
index 64313a9..a98d150 100644
--- a/recipes/scientific-python/construct.yaml
+++ b/recipes/scientific-python/construct.yaml
@@ -58,7 +58,7 @@ specs:
   - pip =25.1.1
   - wheel =0.45.1
   - conda =25.5.0
-  - mamba =2.1.1
+  - mamba =2.2.0
   - threadpoolctl =3.6.0  # for our sysinfo menu command
   # Menus
   - sp-installer-menu =0.1.0
@@ -71,7 +71,7 @@ specs:
   - requests =2.32.3
   - pooch =1.8.2
   # Data science and statistics.
-  - pandas =2.2.3
+  - pandas =2.3.0
   - polars =1.30.0
   - scikit-learn =1.6.1
   - statsmodels =0.14.4
@@ -105,7 +105,7 @@ specs:
   - pytest-timeout =2.4.0
   - pre-commit =4.2.0
   - ruff =0.11.12
-  - uv =0.7.9
+  - uv =0.7.11
   # Doc building
   - numpydoc =1.8.0
   # OS-specific
diff --git a/sp-installer-menu/menu/menu.json b/sp-installer-menu/menu/menu.json
index a601ba1..3a82cf7 100644
--- a/sp-installer-menu/menu/menu.json
+++ b/sp-installer-menu/menu/menu.json
@@ -1,7 +1,7 @@
 {
   "$schema": "https://json-schema.org/draft-07/schema",
   "$id": "https://schemas.conda.io/menuinst-1.schema.json",
-  "menu_name": "Scientific Python (#PKG_VERSION#)",
+  "menu_name": "Scientific Python",
   "menu_items": [{
     "name": "Scientific Python Environment Info",
     "description": "Information on the Scientific Python runtime environment",
@@ -18,7 +18,7 @@
       },
       "linux": {
         "Categories": [
-          "Science"
+            "Scientific Python"
         ]
       },
       "osx": {
@@ -52,7 +52,7 @@
           "{{ MENU_DIR }}/#PKG_NAME#_open_prompt.sh"
         ],
         "Categories": [
-          "Science"
+            "Scientific Python"
         ],
         "terminal": true
       },
@@ -92,7 +92,7 @@
           "{{ MENU_DIR }}/#PKG_NAME#_open_jupyterlab.sh"
         ],
         "Categories": [
-          "Science"
+            "Scientific Python"
         ],
         "terminal": true
       },
@@ -129,7 +129,7 @@
           "https://lectures.scientific-python.org"
         ],
         "Categories": [
-          "Science"
+            "Scientific Python"
         ]
       },
       "osx": {
@@ -164,7 +164,7 @@
           "https://discuss.scientific-python.org"
         ],
         "Categories": [
-          "Science"
+            "Scientific Python"
         ]
       },
       "osx": {