> For the complete documentation index, see [llms.txt](https://docs.seldon.ai/alibi-explain/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.seldon.ai/alibi-explain/explanations/examples/counterfactuals-guided-by-prototypes.md).

# Counterfactuals Guided by Prototypes

- [Counterfactual explanations with one-hot encoded categorical variables](https://docs.seldon.ai/alibi-explain/explanations/examples/counterfactuals-guided-by-prototypes/cfproto_cat_adult_ohe.md)
- [Counterfactual explanations with ordinally encoded categorical variables](https://docs.seldon.ai/alibi-explain/explanations/examples/counterfactuals-guided-by-prototypes/cfproto_cat_adult_ord.md)
- [Counterfactuals guided by prototypes on California housing dataset](https://docs.seldon.ai/alibi-explain/explanations/examples/counterfactuals-guided-by-prototypes/cfproto_housing.md)
- [Counterfactuals guided by prototypes on MNIST](https://docs.seldon.ai/alibi-explain/explanations/examples/counterfactuals-guided-by-prototypes/cfproto_mnist.md)