diff --git a/examples/data/rdm_tutorial/tutorial.ipynb b/examples/data/rdm_tutorial/tutorial.ipynb
index ccb7b6fea7ef9b2d6ae309d2df90bbe4cee11c2c..2e0ffc4f5c87229b3ecb33f19bddb6e08698331f 100644
--- a/examples/data/rdm_tutorial/tutorial.ipynb
+++ b/examples/data/rdm_tutorial/tutorial.ipynb
@@ -8676,6 +8676,7 @@
     "    Filters,\n",
     "    Format,\n",
     "    Layout,\n",
+    "    Pagination,\n",
     "    WidgetHistogram,\n",
     "    WidgetPeriodicTable,\n",
     "    WidgetScatterPlot,\n",
@@ -8692,6 +8693,10 @@
     "        include=[f'*#{schema}'],\n",
     "    ),\n",
     "    filters_locked={'section_defs.definition_qualified_name': schema},\n",
+    "    pagination=Pagination(\n",
+    "        order_by=f'data.photoluminescence_quantum_yield#{schema}',\n",
+    "        order='desc',\n",
+    "    ),\n",
     "    columns=Columns(\n",
     "        selected=[\n",
     "            'results.material.chemical_formula_hill',\n",
@@ -8699,17 +8704,24 @@
     "            f'data.peak_emission_wavelength#{schema}',\n",
     "            f'data.delayed_lifetime#{schema}',\n",
     "            f'data.singlet_triplet_energy_splitting#{schema}',\n",
-    "            f'data.DOI_number#{schema}',\n",
+    "            'references',\n",
     "        ],\n",
     "        options={\n",
     "            'results.material.chemical_formula_hill': Column(),\n",
     "            f'data.photoluminescence_quantum_yield#{schema}': Column(\n",
     "                format=Format(decimals=2, mode='standard')\n",
     "            ),\n",
-    "            f'data.peak_emission_wavelength#{schema}': Column(),\n",
-    "            f'data.delayed_lifetime#{schema}': Column(),\n",
-    "            f'data.singlet_triplet_energy_splitting#{schema}': Column(),\n",
-    "            f'data.DOI_number#{schema}': Column(),\n",
+    "            f'data.peak_emission_wavelength#{schema}': Column(\n",
+    "                format=Format(decimals=2, mode='standard'), unit='nm'\n",
+    "            ),\n",
+    "            f'data.delayed_lifetime#{schema}': Column(\n",
+    "                format=Format(decimals=2, mode='standard'), unit='µs'\n",
+    "            ),\n",
+    "            f'data.singlet_triplet_energy_splitting#{schema}': Column(\n",
+    "                format=Format(decimals=2, mode='standard'),\n",
+    "                unit='eV',\n",
+    "            ),\n",
+    "            'references': Column(),\n",
     "        },\n",
     "    ),\n",
     "    filter_menus=FilterMenus(\n",
@@ -8717,6 +8729,7 @@
     "            'material': FilterMenu(label='Material'),\n",
     "            'elements': FilterMenu(label='Elements / Formula', level=1, size='xl'),\n",
     "            'custom_quantities': FilterMenu(label='Custom Quantities', size='l'),\n",
+    "            'metadata': FilterMenu(label='Visibility / IDs / Schema'),\n",
     "        }\n",
     "    ),\n",
     "    dashboard=Dashboard(\n",
@@ -8742,18 +8755,21 @@
     "            WidgetHistogram(\n",
     "                type='histogram',\n",
     "                layout={'lg': Layout(w=12, h=4, x=12, y=7)},\n",
-    "                autorange=True,\n",
+    "                autorange=False,\n",
     "                nbins=30,\n",
-    "                scale='linear',\n",
-    "                quantity=f'data.delayed_lifetime#{schema}',\n",
+    "                scale='1/4',\n",
+    "                x=Axis(quantity=f'data.delayed_lifetime#{schema}', unit='µs'),\n",
     "            ),\n",
     "            WidgetHistogram(\n",
     "                type='histogram',\n",
     "                layout={'lg': Layout(w=12, h=4, x=12, y=7)},\n",
-    "                autorange=True,\n",
+    "                autorange=False,\n",
     "                nbins=30,\n",
     "                scale='linear',\n",
-    "                quantity=f'data.singlet_triplet_energy_splitting#{schema}',\n",
+    "                x=Axis(\n",
+    "                    quantity=f'data.singlet_triplet_energy_splitting#{schema}',\n",
+    "                    unit='eV',\n",
+    "                ),\n",
     "            ),\n",
     "        ]\n",
     "    ),\n",
@@ -8773,7 +8789,7 @@
     " - `columns`: This controls which columns will be shown in the results table.\n",
     " - `dashboard`: Controls which widgets to show by default above the search results.\n",
     "\n",
-    "Once this app is installed with a plugin, it will become accessible in the \"Explore\" menu. To view this app in action, you can [head over to our demo NOMAD Oasis](https://nomad-lab.eu/prod/v1/oasis/gui/about/information), and select the app in the \"Explore\" menu.\n",
+    "Once this app is installed with a plugin, it will become accessible in the \"Explore\" menu. To view this app in action, you can [head over to our demo NOMAD Oasis](https://nomad-lab.eu/prod/v1/oasis/gui/about/information), and select the \"TADF Molecules\" app in the \"Explore\" menu.\n",
     "\n",
     "💡 **Note:** If you want to go deeper into the topic, you can look at the ['How to write an app docs'](https://nomad-lab.eu/prod/v1/staging/docs/howto/plugins/apps.html)."
    ]