arviz-devs · sethaxen · Mar 19, 2026
diff --git a/Project.toml b/Project.toml
@@ -1,24 +1,23 @@
 name = "PSIS"
 uuid = "ce719bf2-d5d0-4fb9-925d-10a81b42ad04"
-version = "0.9.8"
+version = "0.10.0-DEV"
 authors = ["Seth Axen <seth.axen@gmail.com> and contributors"]
 
 [deps]
+DocStringExtensions = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
 LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
 LogExpFunctions = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
 Printf = "de0858da-6303-5e67-8744-51eddeeeb8d7"
-RecipesBase = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
 Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
 
 [compat]
 DimensionalData = "0.24.2, 0.25, 0.26, 0.27, 0.28, 0.29, 0.30"
 Distributions = "0.25.81"
+DocStringExtensions = "0.9.2"
 JLD2 = "0.4.46, 0.5, 0.6"
 LinearAlgebra = "1"
 LogExpFunctions = "0.3.3"
-Plots = "1.10.1"
 Printf = "1"
-RecipesBase = "1"
 ReferenceTests = "0.9, 0.10"
 StableRNGs = "1"
 Statistics = "1"
@@ -29,10 +28,9 @@ DimensionalData = "0703355e-b756-11e9-17c0-8b28908087d0"
 Distributions = "31c24e10-a181-5473-b8eb-7969acd0382f"
 JLD2 = "033835bb-8acc-5ee8-8aae-3f567f8a3819"
 Logging = "56ddb016-857b-54e1-b83d-db4d58db5568"
-Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
 ReferenceTests = "324d217c-45ce-50fc-942e-d289b448e8cf"
 StableRNGs = "860ef19b-820b-49d6-a774-d7a799459cd3"
 Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [targets]
-test = ["DimensionalData", "Distributions", "Logging", "JLD2", "Plots", "ReferenceTests", "StableRNGs", "Test"]
+test = ["DimensionalData", "Distributions", "Logging", "JLD2", "ReferenceTests", "StableRNGs", "Test"]
diff --git a/docs/Project.toml b/docs/Project.toml
@@ -5,7 +5,6 @@ DocumenterCitations = "daee34ce-89f3-4625-b898-19384cb65244"
 DocumenterInterLinks = "d12716ef-a0f6-4df4-a9f1-a5a34e75c656"
 MCMCDiagnosticTools = "be115224-59cd-429b-ad48-344e309966f0"
 PSIS = "ce719bf2-d5d0-4fb9-925d-10a81b42ad04"
-Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
 Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
 
 [compat]
@@ -14,4 +13,3 @@ Documenter = "1"
 DocumenterCitations = "1.2.1"
 DocumenterInterLinks = "1"
 MCMCDiagnosticTools = "0.3.2"
-Plots = "1.10.1"
diff --git a/docs/make.jl b/docs/make.jl
@@ -1,4 +1,4 @@
-using Distributions, Plots, PSIS
+using Distributions, PSIS
 using Documenter
 using DocumenterCitations
 using DocumenterInterLinks
@@ -22,7 +22,6 @@ makedocs(;
     ),
     pages=[
         "Home" => "index.md",
-        "Plotting" => "plotting.md",
         "API" => "api.md",
         "Internal" => "internal.md",
         "References" => "references.md",

diff --git a/docs/src/api.md b/docs/src/api.md
@@ -5,12 +5,4 @@
 ```@docs
 PSISResult
 psis
-ess_is
-```
-
-## Plotting
-
-```@docs
-PSISPlots
-PSISPlots.paretoshapeplot
 ```
diff --git a/docs/src/index.md b/docs/src/index.md
@@ -32,6 +32,3 @@ result # hide
 ```
 
 As indicated by the warnings, this is a poor choice of a proposal distribution, and estimates are unlikely to converge (see [`PSISResult`](@ref) for an explanation of the shape thresholds).
-
-When running PSIS with many parameters, it is useful to plot the Pareto shape values to diagnose convergence.
-See [Plotting PSIS results](@ref) for examples.
diff --git a/docs/src/plotting.md b/docs/src/plotting.md
diff --git a/src/PSIS.jl b/src/PSIS.jl
@@ -1,17 +1,16 @@
 module PSIS
 
+using DocStringExtensions: FIELDS
 using LogExpFunctions: LogExpFunctions
 using Printf: @sprintf
 using Statistics: Statistics
 
-export PSISPlots
 export PSISResult
-export psis, psis!, ess_is
+export psis
 
 include("utils.jl")
 include("generalized_pareto.jl")
 include("core.jl")
 include("ess.jl")
-include("recipes/plots.jl")
 
 end