diff --git a/examples/Multi-dimensional batch calculation example.ipynb b/examples/Multi-dimensional batch calculation example.ipynb
index 761e358..836e31c 100644
--- a/examples/Multi-dimensional batch calculation example.ipynb	
+++ b/examples/Multi-dimensional batch calculation example.ipynb	
@@ -14,7 +14,7 @@
     "\n",
     "It is possible to conduct a batch calculation of multiple datasets in form of a cartesian product of their scenarios. Assume certain batch datasets with $N1$, $N2$, $N3$, … scenarios. This would give us $N1 * N2 *N3 ...$ possible combinations via the cartesian product. The resulting output data is in flat form, with dimension of $N1 * N2 *N3 ...$, where the first dataset has the highest dimension. This can be beneficial in reducing the complexity of implementing such a batch calculation along with keeping the size of such resulting update_data to a minimum.\n",
     "\n",
-    "**Note: For a more comprehensive description, see our [documentation](https://power-grid-model.readthedocs.io/en/stable/user_manual/calculations.html#cartesian-product-of-batch-datasets). For a more detailed guide on how to use this feature, see our [powerflow](https://power-grid-model.readthedocs.io/en/stable/examples/Power%20Flow%20Example.html#cartesian-product-of-batch-datasets) and [validation](https://power-grid-model.readthedocs.io/en/stable/examples/Validation%20Examples.html#validating-cartesian-product-of-batch-datasets) examples.**\n",
+    "**Note: For a more comprehensive description, see our [documentation](https://power-grid-model.readthedocs.io/en/stable/user_manual/calculations.html#cartesian-product-of-batch-datasets). For a more detailed guide on how to use this feature, see our [powerflow](https://power-grid-model.readthedocs.io/en/stable/example_notebooks/Power%20Flow%20Example.html#cartesian-product-of-batch-datasets) and [validation](https://power-grid-model.readthedocs.io/en/stable/example_notebooks/Validation%20Examples.html#validating-cartesian-product-of-batch-datasets) examples.**\n",
     "\n",
     "\n",
     "## Example Network\n",