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diff --git a/dev/.documenter-siteinfo.json b/dev/.documenter-siteinfo.json
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+{"documenter":{"julia_version":"1.10.2","generation_timestamp":"2024-04-12T13:05:18","documenter_version":"1.3.0"}}
diff --git a/dev/_contribute/index.html b/dev/_contribute/index.html
diff --git a/dev/_intro.qmd b/dev/_intro.qmd
@@ -2,7 +2,7 @@
 
 *Counterfactual Explanations and Algorithmic Recourse in Julia.*
 
-[![Stable](https://img.shields.io/badge/docs-stable-blue.svg)](https://juliatrustworthyai.github.io/CounterfactualExplanations.jl/stable) [![Dev](https://img.shields.io/badge/docs-dev-blue.svg)](https://juliatrustworthyai.github.io/CounterfactualExplanations.jl/dev) [![Build Status](https://github.com/juliatrustworthyai/CounterfactualExplanations.jl/actions/workflows/CI.yml/badge.svg?branch=main)](https://github.com/juliatrustworthyai/CounterfactualExplanations.jl/actions/workflows/CI.yml?query=branch%3Amain) [![Coverage](https://codecov.io/gh/juliatrustworthyai/CounterfactualExplanations.jl/branch/main/graph/badge.svg)](https://codecov.io/gh/juliatrustworthyai/CounterfactualExplanations.jl) [![Code Style: Blue](https://img.shields.io/badge/code%20style-blue-4495d1.svg)](https://github.com/invenia/BlueStyle) [![License](https://img.shields.io/github/license/juliatrustworthyai/CounterfactualExplanations.jl)](LICENSE) [![Package Downloads](https://shields.io/endpoint?url=https://pkgs.genieframework.com/api/v1/badge/CounterfactualExplanations/)](https://pkgs.genieframework.com?packages=CounterfactualExplanations) [![Aqua QA](https://raw.githubusercontent.com/JuliaTesting/Aqua.jl/master/badge.svg)](https://github.com/JuliaTesting/Aqua.jl)
+[![Stable](https://img.shields.io/badge/docs-stable-blue.svg)](https://juliatrustworthyai.github.io/CounterfactualExplanations.jl/stable) [![Dev](https://img.shields.io/badge/docs-dev-blue.svg)](https://juliatrustworthyai.github.io/CounterfactualExplanations.jl/dev) [![Build Status](https://github.com/juliatrustworthyai/CounterfactualExplanations.jl/actions/workflows/CI.yml/badge.svg?branch=main)](https://github.com/juliatrustworthyai/CounterfactualExplanations.jl/actions/workflows/CI.yml?query=branch%3Amain) [![Coverage](https://codecov.io/gh/juliatrustworthyai/CounterfactualExplanations.jl/branch/main/graph/badge.svg)](https://codecov.io/gh/juliatrustworthyai/CounterfactualExplanations.jl) [![Code Style: Blue](https://img.shields.io/badge/code%20style-blue-4495d1.svg)](https://github.com/invenia/BlueStyle) [![License](https://img.shields.io/github/license/juliatrustworthyai/CounterfactualExplanations.jl)](assets/intro.gif) [![Package Downloads](https://shields.io/endpoint?url=https://pkgs.genieframework.com/api/v1/badge/CounterfactualExplanations/)](https://pkgs.genieframework.com?packages=CounterfactualExplanations) [![Aqua QA](https://raw.githubusercontent.com/JuliaTesting/Aqua.jl/master/badge.svg)](https://github.com/JuliaTesting/Aqua.jl)
 
 ```{julia}
 #| echo: false
@@ -318,17 +318,14 @@ ce = generate_counterfactual(
 The animation below shows the resulting counterfactual path:
 
 ```{julia}
+#| output: true
 #| echo: false
 
 anim = animate_path(ce; title="Factual: $(factual) → Target: $(target)")
-gif(anim, joinpath(www_path, "intro.gif"), fps=10)
-gif(anim, "README_files/intro.gif", fps=10)
+anim = gif(anim, fps=10)
+display(anim)
 ```
 
-![](www/intro.gif)
-
-![](README_files/intro.gif)
-
 ## ☑️ Implemented Counterfactual Generators
 
 Currently, the following counterfactual generators are implemented: