diff --git a/docs/Project.toml b/docs/Project.toml
index d891aef..f9fc5dd 100644
--- a/docs/Project.toml
+++ b/docs/Project.toml
@@ -1,18 +1,8 @@
 [deps]
 CairoMakie = "13f3f980-e62b-5c42-98c6-ff1f3baf88f0"
-ChaosTools = "608a59af-f2a3-5ad4-90b4-758bdf3122a7"
-ComplexityMeasures = "ab4b797d-85ee-42ba-b621-05d793b346a2"
-CoordinateTransformations = "150eb455-5306-5404-9cee-2592286d6298"
-DelayEmbeddings = "5732040d-69e3-5649-938a-b6b4f237613f"
-Distributions = "31c24e10-a181-5473-b8eb-7969acd0382f"
 Documenter = "e30172f5-a6a5-5a46-863b-614d45cd2de4"
 DocumenterTools = "35a29f4d-8980-5a13-9543-d66fff28ecb8"
 DynamicalSystemsBase = "6e36e845-645a-534a-86f2-f5d4aa5a06b4"
-ImageTransformations = "02fcd773-0e25-5acc-982a-7f6622650795"
-Rotations = "6038ab10-8711-5258-84ad-4b1120ba62dc"
-SpecialFunctions = "276daf66-3868-5448-9aa4-cd146d93841b"
-StateSpaceSets = "40b095a5-5852-4c12-98c7-d43bf788e795"
-StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"
-Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
-TestImages = "5e47fb64-e119-507b-a336-dd2b206d9990"
-TimeseriesSurrogates = "c804724b-8c18-5caa-8579-6025a0767c70"
+
+[compat]
+DynamicalSystemsBase = "3"
\ No newline at end of file
diff --git a/docs/src/embed.md b/docs/src/embed.md
index 2110093..aced71a 100644
--- a/docs/src/embed.md
+++ b/docs/src/embed.md
@@ -1,4 +1,4 @@
-# Delay coordinates embedding
+# [Delay coordinates embedding](@id embedding)
 
 A timeseries recorded in some manner from a dynamical system can be used to gain information about the dynamics of the entire state space of the system. This can be done by constructing a new state space from the timeseries. One method that can do this is what is known as [delay coordinates embedding](https://en.wikipedia.org/wiki/Takens%27_theorem) or delay coordinates reconstruction.
 
diff --git a/docs/src/index.md b/docs/src/index.md
index e621937..6dcf5fe 100644
--- a/docs/src/index.md
+++ b/docs/src/index.md
@@ -10,4 +10,12 @@ DelayEmbeddings
     The documentation and the code of this package is parallelizing Chapter 6 of [Nonlinear Dynamics](https://link.springer.com/book/10.1007/978-3-030-91032-7), Datseris & Parlitz, Springer 2022.
 
 
-See page x for X and y for Y.
\ No newline at end of file
+The package provides an interface to perform delay coordinates embeddings, as explained in [homonymous page](@ref embedding).
+
+There are two approaches for estimating optimal parameters to do delay embeddings:
+1. **Separated**, where one tries to find the best value for a delay time `τ` and then an optimal embedding dimension `d`.
+2. **Unified**, where at the same time an optimal combination of `τ, d` is found.
+
+The separated approach is something "old school", while recent scientific research has shifted almost exclusively to unified approaches. This page describes algorithms belonging to the separated approach, which is mainly done by the function [`optimal_traditional_de`](@ref).
+
+The unified approach is discussed in the [Unified optimal embedding](@ref) page.
\ No newline at end of file
diff --git a/docs/src/separated.md b/docs/src/separated.md
index 0047ddd..5934b72 100644
--- a/docs/src/separated.md
+++ b/docs/src/separated.md
@@ -1,11 +1,5 @@
 # Separated optimal embedding
-This page discusses and provides algorithms for estimating optimal parameters to do Delay Coordinates Embedding (DCE) with.
-
-There are two approaches for estimating optimal parameters to do delay embeddings:
-1. **Separated**, where one tries to find the best value for a delay time `τ` and then an optimal embedding dimension `d`.
-2. **Unified**, where at the same time an optimal combination of `τ, d` is found, and is discussed in the [Unified optimal embedding](@ref) page.
-
-The separated approach is something "old school", while recent scientific research has shifted almost exclusively to unified approaches. This page describes algorithms belonging to the separated approach, which is mainly done by the function [`optimal_traditional_de`](@ref).
+This page discusses and provides algorithms for estimating optimal parameters to do Delay Coordinates Embedding (DCE) with using the separated approach.
 
 ## Optimal delay time
 ```@docs