diff --git a/apple-touch-icon-120x120.png b/apple-touch-icon-120x120.png
index a197fbd..8df2d85 100644
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diff --git a/apple-touch-icon-180x180.png b/apple-touch-icon-180x180.png
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diff --git a/apple-touch-icon-60x60.png b/apple-touch-icon-60x60.png
index 0719bd6..54d45ec 100644
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diff --git a/apple-touch-icon-76x76.png b/apple-touch-icon-76x76.png
index 3a34408..8958dc0 100644
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diff --git a/apple-touch-icon.png b/apple-touch-icon.png
index 32b0baf..80fd11c 100644
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diff --git a/favicon-16x16.png b/favicon-16x16.png
index 4694eab..44297e5 100644
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diff --git a/favicon-32x32.png b/favicon-32x32.png
index 1db7a92..a3cebe7 100644
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diff --git a/pkgdown.yml b/pkgdown.yml
index bcef277..47188a4 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,5 +2,5 @@ pandoc: 2.19.2
pkgdown: 2.0.7
pkgdown_sha: ~
articles: {}
-last_built: 2023-12-06T16:35Z
+last_built: 2023-12-06T16:38Z
diff --git a/reference/Rplot002.png b/reference/Rplot002.png
index 1f11752..bb9abe3 100644
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diff --git a/reference/Rplot003.png b/reference/Rplot003.png
index fd8d602..eeed7c8 100644
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diff --git a/reference/Rplot004.png b/reference/Rplot004.png
index 549f53f..85845c4 100644
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diff --git a/reference/Rplot005.png b/reference/Rplot005.png
index 543a300..19f2b5a 100644
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diff --git a/reference/ice-1.png b/reference/ice-1.png
index 396cc1a..e1491f2 100644
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diff --git a/reference/ice-2.png b/reference/ice-2.png
index 484449f..6299659 100644
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diff --git a/reference/ice-3.png b/reference/ice-3.png
index de92a37..a811ae5 100644
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diff --git a/reference/ice-4.png b/reference/ice-4.png
index 7c6c76f..3c59efd 100644
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diff --git a/reference/ice-5.png b/reference/ice-5.png
index f2a210d..2952bf7 100644
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diff --git a/reference/ice.html b/reference/ice.html
index e6884ae..b1385e3 100644
--- a/reference/ice.html
+++ b/reference/ice.html
@@ -228,9 +228,9 @@
Examples
#> 'ice' object (4300 rows). Extract via $data. Top rows:
#>
#> obs_ Petal.Length y Species
-#> 1 1 1 4.919436 setosa
-#> 2 2 1 3.564433 versicolor
-#> 3 3 1 3.620706 versicolor
+#> 1 1 1 3.351940 versicolor
+#> 2 2 1 4.644850 setosa
+#> 3 3 1 2.419421 virginica
plot(ic)
plot(ic, center = TRUE)
diff --git a/reference/perm_importance-1.png b/reference/perm_importance-1.png
index 7005ec2..f7f8dff 100644
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diff --git a/reference/perm_importance-2.png b/reference/perm_importance-2.png
index 3ddeedb..8955ef5 100644
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diff --git a/reference/perm_importance-3.png b/reference/perm_importance-3.png
index 57b8e80..a00de0a 100644
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diff --git a/reference/perm_importance-4.png b/reference/perm_importance-4.png
index 0b324b6..a403f87 100644
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diff --git a/reference/perm_importance-5.png b/reference/perm_importance-5.png
index 7e637e9..73c6e2c 100644
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diff --git a/reference/perm_importance.html b/reference/perm_importance.html
index f3a1e2f..8321ab2 100644
--- a/reference/perm_importance.html
+++ b/reference/perm_importance.html
@@ -278,19 +278,19 @@ Examples
s
#> Permutation importance
#> Petal.Length Species Petal.Width Sepal.Width
-#> 4.3122957 0.3949264 0.1115060 0.1050151
+#> 4.31580623 0.36568694 0.10917478 0.09477003
s$M
-#> [,1]
-#> Petal.Length 4.3122957
-#> Species 0.3949264
-#> Petal.Width 0.1115060
-#> Sepal.Width 0.1050151
-s$SE # Standard errors are available thanks to repeated shuffling
#> [,1]
-#> Petal.Length 0.13998646
-#> Species 0.01018646
-#> Petal.Width 0.01055910
-#> Sepal.Width 0.00458646
+#> Petal.Length 4.31580623
+#> Species 0.36568694
+#> Petal.Width 0.10917478
+#> Sepal.Width 0.09477003
+s$SE # Standard errors are available thanks to repeated shuffling
+#> [,1]
+#> Petal.Length 0.100422602
+#> Species 0.013107825
+#> Petal.Width 0.008210078
+#> Sepal.Width 0.009707576
plot(s)
plot(s, err_type = "SD") # Standard deviations instead of standard errors
@@ -302,7 +302,7 @@ Examples
s
#> Permutation importance
#> petal species
-#> 3.0796418 0.3650624
+#> 3.1713118 0.3560571
plot(s)
@@ -312,10 +312,10 @@ Examples
#>
|
| | 0%
|
|======================= | 33%
|
|=============================================== | 67%
|
|======================================================================| 100%
s
#> Permutation importance (relative)
-#> Sepal.Length Sepal.Width
-#> Petal.Length 46.562446921 1.658888
-#> Species 13.782749258 20.218575
-#> Petal.Width 0.001026972 5.005428
+#> Sepal.Length Sepal.Width
+#> Petal.Length 42.1870174805 1.513898
+#> Species 15.0590447126 21.486033
+#> Petal.Width -0.0008910216 4.957103
plot(s)
plot(s, swap_dim = TRUE, top_m = 2)
diff --git a/reference/sub-.hstats_matrix-1.png b/reference/sub-.hstats_matrix-1.png
index 5dc67e8..1a05225 100644
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diff --git a/reference/sub-.hstats_matrix.html b/reference/sub-.hstats_matrix.html
index bde1a63..cc5973a 100644
--- a/reference/sub-.hstats_matrix.html
+++ b/reference/sub-.hstats_matrix.html
@@ -94,24 +94,24 @@ Examples
head(imp, 1)
#> Permutation importance
#> Sepal.Length Sepal.Width
-#> 5.5118855 0.1281708
+#> 5.2177460 0.1137641
tail(imp, 2)
#> Permutation importance
#> Sepal.Length Sepal.Width
-#> Species 2.5037019 2.0208374
-#> Petal.Width 0.0997459 0.5489492
+#> Species 2.5815105 2.0486933
+#> Petal.Width 0.1015454 0.5626468
imp[1, "Sepal.Length"]
#> Permutation importance
-#> [1] 5.511885
+#> [1] 5.217746
imp[1]
#> Permutation importance
#> Sepal.Length Sepal.Width
-#> 5.5118855 0.1281708
+#> 5.2177460 0.1137641
imp[, "Sepal.Width"]$SE
#> Sepal.Width
-#> Petal.Length 0.003334763
-#> Species 0.047835236
-#> Petal.Width 0.021577835
+#> Petal.Length 0.005224849
+#> Species 0.042854667
+#> Petal.Width 0.029247357
plot(imp[, "Sepal.Width"])