diff --git a/Artifacts.toml b/Artifacts.toml
new file mode 100644
index 0000000..3f6631c
--- /dev/null
+++ b/Artifacts.toml
@@ -0,0 +1,7 @@
+[RF00162_trimmed]
+git-tree-sha1 = "de354c34ade084ac3634c94c2ea4ede8ed721ea8"
+lazy = true
+
+    [[RF00162_trimmed.download]]
+    sha256 = "c90ab58f8c2b290dc44f9aac6ea2c5d03d476acf7f96fd938d68bbf36c20d9bf"
+    url = "https://gist.github.com/cossio/16360fcfdbddbd13430d485f0000e379/raw/de354c34ade084ac3634c94c2ea4ede8ed721ea8.tar.gz"
diff --git a/Project.toml b/Project.toml
index 355f18e..ed3d9f3 100644
--- a/Project.toml
+++ b/Project.toml
@@ -4,10 +4,8 @@ authors = "Jorge Fernandez-de-Cossio-Diaz <j.cossio.diaz@gmail.com>"
 version = "0.2.2-DEV"
 
 [deps]
-PyPlot = "d330b81b-6aea-500a-939a-2ce795aea3ee"
-Colors = "5ae59095-9a9b-59fe-a467-6f913c188581"
+LazyArtifacts = "4af54fe1-eca0-43a8-85a7-787d91b784e3"
+Makie = "ee78f7c6-11fb-53f2-987a-cfe4a2b5a57a"
 
 [compat]
 julia = "1.6"
-PyPlot = "2.9"
-Colors = "0.12"
diff --git a/docs/Artifacts.toml b/docs/Artifacts.toml
new file mode 100644
index 0000000..3f6631c
--- /dev/null
+++ b/docs/Artifacts.toml
@@ -0,0 +1,7 @@
+[RF00162_trimmed]
+git-tree-sha1 = "de354c34ade084ac3634c94c2ea4ede8ed721ea8"
+lazy = true
+
+    [[RF00162_trimmed.download]]
+    sha256 = "c90ab58f8c2b290dc44f9aac6ea2c5d03d476acf7f96fd938d68bbf36c20d9bf"
+    url = "https://gist.github.com/cossio/16360fcfdbddbd13430d485f0000e379/raw/de354c34ade084ac3634c94c2ea4ede8ed721ea8.tar.gz"
diff --git a/docs/Project.toml b/docs/Project.toml
index 3343bf6..38447d2 100644
--- a/docs/Project.toml
+++ b/docs/Project.toml
@@ -1,15 +1,10 @@
 [deps]
-AlgebraOfGraphics = "cbdf2221-f076-402e-a563-3d30da359d67"
+CairoMakie = "13f3f980-e62b-5c42-98c6-ff1f3baf88f0"
 Documenter = "e30172f5-a6a5-5a46-863b-614d45cd2de4"
 Downloads = "f43a241f-c20a-4ad4-852c-f6b1247861c6"
-GitHub = "bc5e4493-9b4d-5f90-b8aa-2b2bcaad7a26"
-Gzip_jll = "be1be57a-8558-53c3-a7e5-50095f79957e"
-LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
+LazyArtifacts = "4af54fe1-eca0-43a8-85a7-787d91b784e3"
 Literate = "98b081ad-f1c9-55d3-8b20-4c87d4299306"
 LogExpFunctions = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
-MLDatasets = "eb30cadb-4394-5ae3-aed4-317e484a6458"
 Makie = "ee78f7c6-11fb-53f2-987a-cfe4a2b5a57a"
-PyPlot = "d330b81b-6aea-500a-939a-2ce795aea3ee"
-Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
-Rfam = "38c5b72b-a3f0-437e-9f79-f3da4655de63"
+SequenceLogos = "7a3f67ce-6eeb-4904-9da4-2cbd106a5944"
 Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
diff --git a/docs/src/literate/rfam.jl b/docs/src/literate/rfam.jl
index e872159..22d7160 100644
--- a/docs/src/literate/rfam.jl
+++ b/docs/src/literate/rfam.jl
@@ -2,24 +2,23 @@
 # SequenceLogos examples with RFAM
 =#
 
-import GitHub
-import PyPlot
 import SequenceLogos
-using Downloads: download
+using LazyArtifacts: LazyArtifacts, @artifact_str
+import Makie
+import CairoMakie
 using Statistics: mean
 using LogExpFunctions: xlogx
 
-# Fetch RNA family alignment RF00162 from RFAM (pre-stored as a Github Gist)
 
-data = GitHub.gist("b63e87024fac287a1800b1555276a04b")
-url = data.files["RF00162-trimmed.afa"]["raw_url"]
-path = download(url; timeout = Inf)
+import PyPlot
+
+# Fetch RNA family alignment RF00162 from RFAM (pre-stored as a Github Gist)
+fasta_path = joinpath(artifact"RF00162_trimmed", "RF00162-trimmed.afa")
 nothing #hide
 
 # Parse lines
-
 seqs = String[]
-for line in eachline(path)
+for line in eachline(fasta_path)
     if startswith(line, '>')
         continue
     else
@@ -37,10 +36,30 @@ function onehot(s::String)
     return reshape(collect(s), 1, length(s)) .== collect(NTs)
 end
 X = reshape(reduce(hcat, onehot.(seqs)), 5, :, length(seqs));
+p = reshape(mean(X; dims=3), size(X)[1:2]...)
+xlog2x(x) = xlogx(x) / log(oftype(x,2))
+H = sum(-xlog2x.(p); dims=1)
+
+weights = cons = p .* (log2(5) .- H)
+
+letters = collect(NTs)
+colors = [:red, :red, :blue, :blue, :black]
+
+fig = Makie.Figure()
+ax = Makie.Axis(fig[1,1], width=600, height=100)
+SequenceLogos.makie_sequence_logo!(ax, cons, letters, colors)
+Makie.resize_to_layout!(fig)
+fig
+
+function plot_example()
+    fig = Makie.Figure()
+    ax = Makie.Axis(fig[1,1], width=600, height=100)
+    SequenceLogos.makie_sequence_logo!(ax, cons, letters, colors)
+    Makie.resize_to_layout!(fig)
+    fig
+end
 
-# Sequence logo
 
-xlog2x(x) = xlogx(x) / log(oftype(x,2))
 logo_from_matrix(w::AbstractMatrix) = SequenceLogos.logo_from_matrix(w, replace(NTs, '-' => '⊟'))
 
 
diff --git a/src/SequenceLogos.jl b/src/SequenceLogos.jl
index baf9b68..a875e83 100644
--- a/src/SequenceLogos.jl
+++ b/src/SequenceLogos.jl
@@ -1,8 +1,18 @@
 module SequenceLogos
 
-include("logo.jl")
-include("color_funs.jl")
-include("pyplot.jl")
-include("bio.jl")
+import Makie
+
+using LazyArtifacts: LazyArtifacts, @artifact_str
+import Makie
+
+#include("logo.jl")
+#include("color_funs.jl")
+#include("pyplot.jl")
+#include("bio.jl")
+include("makie.jl")
+
+function __example_fasta()
+    return joinpath(artifact"RF00162_trimmed", "RF00162-trimmed.afa")
+end
 
 end # module
diff --git a/src/makie.jl b/src/makie.jl
index bbad7b9..485b0dc 100644
--- a/src/makie.jl
+++ b/src/makie.jl
@@ -1,64 +1,73 @@
-import CairoMakie
-import Makie
-
-struct SeqLogo{W<:AbstractMatrix,L<:AbstractVecOrMat,C<:AbstractVecOrMat}
-    weights::W
-    letters::L
-    colors::C
-    function SeqLogo{W,L,C}(weights::W, letters::L, colors::C) where {W<:AbstractMatrix,L<:AbstractVector,C<:AbstractVector}
-        @assert size(weights, 1) == length(letters) == length(colors)
-        return new{W,L,C}(weights, letters, colors)
-    end
-    function SeqLogo{W,L,C}(weights::W, letters::L, colors::C) where {W<:AbstractMatrix,L<:AbstractMatrix,C<:AbstractMatrix}
-        @assert size(weights) == size(letters) == size(colors)
-        return new{W,L,C}(weights, letters, colors)
-    end
-end
-
-function SeqLogo(weights::W, letters::L, colors::C) where {W,L,C}
-    return SeqLogo{W,L,C}(weights, letters, colors)
-end
-
-function sort_logo(logo::SeqLogo)
-    weights = similar(logo.weights)
-    letters = similar(logo.letters, size(weights))
-    colors = similar(logo.colors, size(weights))
-    for i in axes(weights, 1)
-        p = sortperm(logo.weights[i,:])
-        weights[i, :] .= logo.weights[i, p]
-        letters[i, :] .= logo.letters[p]
-        colors[i, :] .= logo.colors[p]
-    end
-    return SeqLogo(weights, letters, colors)
-end
-
 function makie_sequence_logo!(
     ax::Makie.Axis, weights::AbstractMatrix, letters::AbstractMatrix, colors::AbstractMatrix
 )
     @assert size(weights) == size(letters) == size(colors)
 
+    # for i in axes(weights, 2)
+    #     y_pos = y_neg = 0.0
+    #     for k in axes(weights, 1)
+    #         if weights[k,i] > 0
+    #             y = y_pos
+    #             y_pos += weights[k,i]
+    #         elseif weights[k,i] < 0
+    #             y = y_neg
+    #             y_neg += weights[k,i]
+    #         end
+
+    #         Makie.text!(
+    #             ax, i, y; text=string(letters[k,i]),
+    #             textsize=abs(weights[k,i]), scale=Makie.Vec2(1/abs(weights[k,i]), 1),
+    #             color=colors[k,i],
+    #             markerspace=:data, align=(:center, :baseline), font="Arial bold"
+    #         )
+    #         Makie.scale
+    #     end
+    # end
+
+
+   # return nothing
+
     x = repeat((1:size(weights, 2))', size(weights, 1), 1)
     y = zero(weights)
-    for i in axes(weights, 1)
+    for i in axes(weights, 2)
         y_pos = y_neg = 0.0
-        for j in axes(weights, 2)
-            if weights[i,j] > 0
-                y_pos += weights[i,j]
-                y[i,j] = y_pos
-            elseif weights[i,j] < 0
-                y_neg += weights[i,j]
-                y[i,j] = y_neg
+        for k in axes(weights, 1)
+            if weights[k,i] > 0
+                y[k,i] = y_pos + weights[k,i]/2
+                y_pos += weights[k,i]
+            elseif weights[k,i] < 0
+                y[k,i] = y_neg + weights[k,i]/2
+                y_neg += weights[k,i]
             end
         end
     end
 
-    Makie.text!(ax, vec(x), vec(y); text=vec(letters), textsize=vec(abs.(weights)))
+    Makie.text!(
+        ax, vec(x), vec(y); text=vec(letters),
+        fontsize=vec([Makie.Vec2(1, abs(w)) for w in weights]),
+        color=vec(colors),
+        markerspace=:data, align=(:center, :baseline), font="Arial"
+    )
 end
 
 function makie_sequence_logo!(
     ax::Makie.Axis, weights::AbstractMatrix, letters::AbstractVector, colors::AbstractVector
 )
     @assert size(weights, 1) == length(letters) == length(colors)
-    weights_sorted, letters_sorted, colors_sorted = sort_sequence_logo(weights, letters, colors)
-    return makie_seqlogo!(ax, weights_sorted, letters_sorted, colors_sorted)
+    sorted_weights, sorted_letters, sorted_colors = sort_logo(weights, letters, colors)
+    return makie_sequence_logo!(ax, sorted_weights, sorted_letters, sorted_colors)
+end
+
+function sort_logo(weights::AbstractMatrix, letters::AbstractVector, colors::AbstractVector)
+    @assert size(weights, 1) == length(letters) == length(colors)
+    sorted_weights = similar(weights)
+    sorted_letters = similar(letters, size(weights))
+    sorted_colors = similar(colors, size(weights))
+    for i in axes(weights, 2)
+        p = sortperm(weights[:,i])
+        sorted_weights[:,i] .= weights[p,i]
+        sorted_letters[:,i] .= letters[p]
+        sorted_colors[:,i] .= colors[p]
+    end
+    return sorted_weights, sorted_letters, sorted_colors
 end
diff --git a/test/Manifest.toml b/test/Manifest.toml
index 6024ab2..b54defb 100644
--- a/test/Manifest.toml
+++ b/test/Manifest.toml
@@ -1,39 +1,1289 @@
 # This file is machine-generated - editing it directly is not advised
 
-[[Base64]]
+julia_version = "1.8.4"
+manifest_format = "2.0"
+project_hash = "7eba06fcaddbce789e7db5c4e1bc1d0d64b003fa"
+
+[[deps.AbstractFFTs]]
+deps = ["ChainRulesCore", "LinearAlgebra"]
+git-tree-sha1 = "69f7020bd72f069c219b5e8c236c1fa90d2cb409"
+uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
+version = "1.2.1"
+
+[[deps.AbstractTrees]]
+git-tree-sha1 = "faa260e4cb5aba097a73fab382dd4b5819d8ec8c"
+uuid = "1520ce14-60c1-5f80-bbc7-55ef81b5835c"
+version = "0.4.4"
+
+[[deps.Adapt]]
+deps = ["LinearAlgebra"]
+git-tree-sha1 = "0310e08cb19f5da31d08341c6120c047598f5b9c"
+uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
+version = "3.5.0"
+
+[[deps.Animations]]
+deps = ["Colors"]
+git-tree-sha1 = "e81c509d2c8e49592413bfb0bb3b08150056c79d"
+uuid = "27a7e980-b3e6-11e9-2bcd-0b925532e340"
+version = "0.4.1"
+
+[[deps.ArgTools]]
+uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
+version = "1.1.1"
+
+[[deps.Artifacts]]
+uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
+
+[[deps.Automa]]
+deps = ["Printf", "ScanByte", "TranscodingStreams"]
+git-tree-sha1 = "d50976f217489ce799e366d9561d56a98a30d7fe"
+uuid = "67c07d97-cdcb-5c2c-af73-a7f9c32a568b"
+version = "0.8.2"
+
+[[deps.AxisAlgorithms]]
+deps = ["LinearAlgebra", "Random", "SparseArrays", "WoodburyMatrices"]
+git-tree-sha1 = "66771c8d21c8ff5e3a93379480a2307ac36863f7"
+uuid = "13072b0f-2c55-5437-9ae7-d433b7a33950"
+version = "1.0.1"
+
+[[deps.AxisArrays]]
+deps = ["Dates", "IntervalSets", "IterTools", "RangeArrays"]
+git-tree-sha1 = "1dd4d9f5beebac0c03446918741b1a03dc5e5788"
+uuid = "39de3d68-74b9-583c-8d2d-e117c070f3a9"
+version = "0.4.6"
+
+[[deps.Base64]]
 uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
 
-[[Distributed]]
+[[deps.BioGenerics]]
+deps = ["TranscodingStreams"]
+git-tree-sha1 = "0b581906418b93231d391b5dd78831fdc2da0c82"
+uuid = "47718e42-2ac5-11e9-14af-e5595289c2ea"
+version = "0.1.2"
+
+[[deps.BioSequences]]
+deps = ["BioSymbols", "Random", "SnoopPrecompile", "Twiddle"]
+git-tree-sha1 = "e67b5446b44d96595ededa2b32ab0f2f6b3d2997"
+uuid = "7e6ae17a-c86d-528c-b3b9-7f778a29fe59"
+version = "3.1.2"
+
+[[deps.BioSymbols]]
+deps = ["SnoopPrecompile"]
+git-tree-sha1 = "2052c3ec7c41b69efa0e9ff7e2734aa6658d4c40"
+uuid = "3c28c6f8-a34d-59c4-9654-267d177fcfa9"
+version = "5.1.2"
+
+[[deps.Bzip2_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "19a35467a82e236ff51bc17a3a44b69ef35185a2"
+uuid = "6e34b625-4abd-537c-b88f-471c36dfa7a0"
+version = "1.0.8+0"
+
+[[deps.CEnum]]
+git-tree-sha1 = "eb4cb44a499229b3b8426dcfb5dd85333951ff90"
+uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82"
+version = "0.4.2"
+
+[[deps.CRC32c]]
+uuid = "8bf52ea8-c179-5cab-976a-9e18b702a9bc"
+
+[[deps.Cairo]]
+deps = ["Cairo_jll", "Colors", "Glib_jll", "Graphics", "Libdl", "Pango_jll"]
+git-tree-sha1 = "d0b3f8b4ad16cb0a2988c6788646a5e6a17b6b1b"
+uuid = "159f3aea-2a34-519c-b102-8c37f9878175"
+version = "1.0.5"
+
+[[deps.CairoMakie]]
+deps = ["Base64", "Cairo", "Colors", "FFTW", "FileIO", "FreeType", "GeometryBasics", "LinearAlgebra", "Makie", "SHA", "SnoopPrecompile"]
+git-tree-sha1 = "439517f69683932a078b2976ca040e21dd18598c"
+uuid = "13f3f980-e62b-5c42-98c6-ff1f3baf88f0"
+version = "0.10.1"
+
+[[deps.Cairo_jll]]
+deps = ["Artifacts", "Bzip2_jll", "CompilerSupportLibraries_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "JLLWrappers", "LZO_jll", "Libdl", "Pixman_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Zlib_jll", "libpng_jll"]
+git-tree-sha1 = "4b859a208b2397a7a623a03449e4636bdb17bcf2"
+uuid = "83423d85-b0ee-5818-9007-b63ccbeb887a"
+version = "1.16.1+1"
+
+[[deps.Calculus]]
+deps = ["LinearAlgebra"]
+git-tree-sha1 = "f641eb0a4f00c343bbc32346e1217b86f3ce9dad"
+uuid = "49dc2e85-a5d0-5ad3-a950-438e2897f1b9"
+version = "0.5.1"
+
+[[deps.ChainRulesCore]]
+deps = ["Compat", "LinearAlgebra", "SparseArrays"]
+git-tree-sha1 = "c6d890a52d2c4d55d326439580c3b8d0875a77d9"
+uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
+version = "1.15.7"
+
+[[deps.ChangesOfVariables]]
+deps = ["ChainRulesCore", "LinearAlgebra", "Test"]
+git-tree-sha1 = "38f7a08f19d8810338d4f5085211c7dfa5d5bdd8"
+uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
+version = "0.1.4"
+
+[[deps.ColorBrewer]]
+deps = ["Colors", "JSON", "Test"]
+git-tree-sha1 = "61c5334f33d91e570e1d0c3eb5465835242582c4"
+uuid = "a2cac450-b92f-5266-8821-25eda20663c8"
+version = "0.4.0"
+
+[[deps.ColorSchemes]]
+deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "Random", "SnoopPrecompile"]
+git-tree-sha1 = "aa3edc8f8dea6cbfa176ee12f7c2fc82f0608ed3"
+uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
+version = "3.20.0"
+
+[[deps.ColorTypes]]
+deps = ["FixedPointNumbers", "Random"]
+git-tree-sha1 = "eb7f0f8307f71fac7c606984ea5fb2817275d6e4"
+uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f"
+version = "0.11.4"
+
+[[deps.ColorVectorSpace]]
+deps = ["ColorTypes", "FixedPointNumbers", "LinearAlgebra", "SpecialFunctions", "Statistics", "TensorCore"]
+git-tree-sha1 = "600cc5508d66b78aae350f7accdb58763ac18589"
+uuid = "c3611d14-8923-5661-9e6a-0046d554d3a4"
+version = "0.9.10"
+
+[[deps.Colors]]
+deps = ["ColorTypes", "FixedPointNumbers", "Reexport"]
+git-tree-sha1 = "fc08e5930ee9a4e03f84bfb5211cb54e7769758a"
+uuid = "5ae59095-9a9b-59fe-a467-6f913c188581"
+version = "0.12.10"
+
+[[deps.Compat]]
+deps = ["Dates", "LinearAlgebra", "UUIDs"]
+git-tree-sha1 = "00a2cccc7f098ff3b66806862d275ca3db9e6e5a"
+uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
+version = "4.5.0"
+
+[[deps.CompilerSupportLibraries_jll]]
+deps = ["Artifacts", "Libdl"]
+uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
+version = "1.0.1+0"
+
+[[deps.ConstructionBase]]
+deps = ["LinearAlgebra"]
+git-tree-sha1 = "fb21ddd70a051d882a1686a5a550990bbe371a95"
+uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
+version = "1.4.1"
+
+[[deps.Contour]]
+git-tree-sha1 = "d05d9e7b7aedff4e5b51a029dced05cfb6125781"
+uuid = "d38c429a-6771-53c6-b99e-75d170b6e991"
+version = "0.6.2"
+
+[[deps.DataAPI]]
+git-tree-sha1 = "e8119c1a33d267e16108be441a287a6981ba1630"
+uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
+version = "1.14.0"
+
+[[deps.DataStructures]]
+deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
+git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
+version = "0.18.13"
+
+[[deps.DataValueInterfaces]]
+git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
+uuid = "e2d170a0-9d28-54be-80f0-106bbe20a464"
+version = "1.0.0"
+
+[[deps.Dates]]
+deps = ["Printf"]
+uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
+
+[[deps.DensityInterface]]
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 uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
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+[[deps.x265_jll]]
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diff --git a/test/Project.toml b/test/Project.toml
index 4e8527a..b1d0009 100644
--- a/test/Project.toml
+++ b/test/Project.toml
@@ -1,3 +1,7 @@
 [deps]
-SafeTestsets = "1bc83da4-3b8d-516f-aca4-4fe02f6d838f"
+CairoMakie = "13f3f980-e62b-5c42-98c6-ff1f3baf88f0"
+FASTX = "c2308a5c-f048-11e8-3e8a-31650f418d12"
+LogExpFunctions = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
+Makie = "ee78f7c6-11fb-53f2-987a-cfe4a2b5a57a"
+Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
 Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
diff --git a/test/runtests.jl b/test/runtests.jl
index 593f765..0878488 100644
--- a/test/runtests.jl
+++ b/test/runtests.jl
@@ -1 +1,27 @@
-using SafeTestsets
+using Test: @test
+using SequenceLogos: __example_fasta, makie_sequence_logo!
+using Statistics: mean
+using LogExpFunctions: xlogx
+import FASTX
+using Base: front
+import Makie, CairoMakie
+
+records = collect(FASTX.FASTA.Reader(open(__example_fasta())))
+seqs = FASTX.sequence.(records)
+
+NTs = "ACGU-"
+
+function onehot(s::AbstractString)
+    return reshape(collect(s), 1, length(s)) .== collect(NTs)
+end
+X = reshape(reduce(hcat, onehot.(seqs)), length(NTs), :, length(seqs))
+
+p = reshape(mean(X; dims=3), size(X, 1), size(X, 2))
+H = sum(-xlogx.(p) / log(2); dims=1)
+cons = p .* (log2(5) .- H)
+
+
+fig = Makie.Figure()
+ax = Makie.Axis(fig[1,1]; width=500, height=200)
+makie_sequence_logo!(ax, cons, collect(NTs), [:red, :blue, :orange, :green, :black])
+fig