diff --git a/tests/testthat/_snaps/display_selected.md b/tests/testthat/_snaps/display_selected.md
index e07f151..de9fd99 100644
--- a/tests/testthat/_snaps/display_selected.md
+++ b/tests/testthat/_snaps/display_selected.md
@@ -2,21 +2,24 @@
 
     Code
       display_selected(org, performance, preds, "foo", input)
-    Error <vctrs_error_subscript_oob>
-      Can't subset columns that don't exist.
+    Condition
+      Error in `predictions[predictions$.config == sel_config, tuning_param]`:
+      ! Can't subset columns that don't exist.
       x Column `foo` doesn't exist.
 
 ---
 
     Code
       display_selected(org, performance, preds, tuning_param)
-    Error <simpleError>
-      argument "input" is missing, with no default
+    Condition
+      Error in `display_selected()`:
+      ! argument "input" is missing, with no default
 
 ---
 
     Code
       display_selected(org, performance, tuning_param, input)
-    Error <simpleError>
-      argument "input" is missing, with no default
+    Condition
+      Error in `display_selected()`:
+      ! argument "input" is missing, with no default
 
diff --git a/tests/testthat/_snaps/first_level.md b/tests/testthat/_snaps/first_level.md
index e2e6387..1ca2798 100644
--- a/tests/testthat/_snaps/first_level.md
+++ b/tests/testthat/_snaps/first_level.md
@@ -2,48 +2,55 @@
 
     Code
       first_level(preds, "second", "fact_col")
-    Error <rlang_error>
-      first_level() can only be used for a two-class variable
+    Condition
+      Error in `first_level()`:
+      ! first_level() can only be used for a two-class variable
 
 ---
 
     Code
       first_level(preds, "Potato", "Class")
-    Error <rlang_error>
-      `event_level` must be one of "first" or "second", not "Potato".
+    Condition
+      Error in `first_level()`:
+      ! `event_level` must be one of "first" or "second", not "Potato".
 
 ---
 
     Code
       first_level(preds, "first", "Potato")
-    Error <rlang_error>
-      'Potato' is not a column in the dataset
+    Condition
+      Error in `first_level()`:
+      ! 'Potato' is not a column in the dataset
 
 ---
 
     Code
       first_level(preds, first, "Class")
-    Error <rlang_error>
-      `event_level` must be a character vector, not a function.
+    Condition
+      Error in `first_level()`:
+      ! `event_level` must be a character vector, not a function.
 
 ---
 
     Code
       first_level(preds, 1, "Class")
-    Error <rlang_error>
-      `event_level` must be a character vector, not a number.
+    Condition
+      Error in `first_level()`:
+      ! `event_level` must be a character vector, not the number 1.
 
 ---
 
     Code
       first_level(preds, "first", Class)
-    Error <simpleError>
-      object 'Class' not found
+    Condition
+      Error:
+      ! object 'Class' not found
 
 ---
 
     Code
       first_level(preds, "first", "fact_col")
-    Error <rlang_error>
-      first_level() can only be used for a two-class variable
+    Condition
+      Error in `first_level()`:
+      ! first_level() can only be used for a two-class variable
 
diff --git a/tests/testthat/_snaps/first_level_prob_name.md b/tests/testthat/_snaps/first_level_prob_name.md
index 6226041..c6ac65d 100644
--- a/tests/testthat/_snaps/first_level_prob_name.md
+++ b/tests/testthat/_snaps/first_level_prob_name.md
@@ -2,27 +2,31 @@
 
     Code
       first_class_prob_name(preds, "Potato", "Class")
-    Error <rlang_error>
-      `event_level` must be one of "first" or "second", not "Potato".
+    Condition
+      Error in `first_level()`:
+      ! `event_level` must be one of "first" or "second", not "Potato".
 
 ---
 
     Code
       first_class_prob_name(preds, "first", "Potato")
-    Error <rlang_error>
-      'Potato' is not a column in the dataset
+    Condition
+      Error in `first_level()`:
+      ! 'Potato' is not a column in the dataset
 
 ---
 
     Code
       first_class_prob_name(preds, first, "Class")
-    Error <rlang_error>
-      `event_level` must be a character vector, not a function.
+    Condition
+      Error in `first_level()`:
+      ! `event_level` must be a character vector, not a function.
 
 ---
 
     Code
       first_class_prob_name(preds, "first", Class)
-    Error <simpleError>
-      object 'Class' not found
+    Condition
+      Error:
+      ! object 'Class' not found
 
diff --git a/tests/testthat/_snaps/multiclass_plots.md b/tests/testthat/_snaps/multiclass_plots.md
index 8201eae..276bf42 100644
--- a/tests/testthat/_snaps/multiclass_plots.md
+++ b/tests/testthat/_snaps/multiclass_plots.md
@@ -2,8 +2,9 @@
 
     Code
       plot_multiclass_obs_pred(org, org$y_name)
-    Error <simpleError>
-      no applicable method for 'select' applied to an object of class "c('multi_cls_shiny_data', 'shiny_data')"
+    Condition
+      Error in `UseMethod()`:
+      ! no applicable method for 'select' applied to an object of class "c('multi_cls_shiny_data', 'shiny_data')"
 
 ---
 
@@ -14,9 +15,9 @@
         "data": [
           {
             "orientation": "v",
-            "width": [null, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.0499999999999998, 0.05, 0.0499999999999998, 0.05, 0.05, 0.0499999999999998, 0.05, 0.0499999999999998, null],
+            "width": [null, 0.050000000000000017, 0.050000000000000017, 0.049999999999999989, 0.049999999999999989, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.049999999999999822, 0.050000000000000044, 0.049999999999999822, 0.050000000000000044, 0.050000000000000044, 0.049999999999999822, 0.050000000000000044, 0.049999999999999822, null],
             "base": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
-            "x": [null, 0.05, 0.1, 0.15, 0.2, 0.25, 0.3, 0.35, 0.4, 0.45, 0.5, 0.55, 0.6, 0.65, 0.7, 0.75, 0.8, 0.85, 0.9, 0.95, null],
+            "x": [null, 0.050000000000000003, 0.10000000000000001, 0.14999999999999999, 0.20000000000000001, 0.25, 0.29999999999999999, 0.34999999999999998, 0.40000000000000002, 0.45000000000000001, 0.5, 0.55000000000000004, 0.59999999999999998, 0.65000000000000002, 0.69999999999999996, 0.75, 0.80000000000000004, 0.84999999999999998, 0.90000000000000002, 0.94999999999999996, null],
             "y": [17, 2, 0, 2, 3, 0, 0, 3, 0, 1, 10, 1, 2, 5, 3, 1, 0, 1, 2, 1, 36],
             "text": ["count: 17<br />predicted_probabilities: 0.00", "count:  2<br />predicted_probabilities: 0.05", "count:  0<br />predicted_probabilities: 0.10", "count:  2<br />predicted_probabilities: 0.15", "count:  3<br />predicted_probabilities: 0.20", "count:  0<br />predicted_probabilities: 0.25", "count:  0<br />predicted_probabilities: 0.30", "count:  3<br />predicted_probabilities: 0.35", "count:  0<br />predicted_probabilities: 0.40", "count:  1<br />predicted_probabilities: 0.45", "count: 10<br />predicted_probabilities: 0.50", "count:  1<br />predicted_probabilities: 0.55", "count:  2<br />predicted_probabilities: 0.60", "count:  5<br />predicted_probabilities: 0.65", "count:  3<br />predicted_probabilities: 0.70", "count:  1<br />predicted_probabilities: 0.75", "count:  0<br />predicted_probabilities: 0.80", "count:  1<br />predicted_probabilities: 0.85", "count:  2<br />predicted_probabilities: 0.90", "count:  1<br />predicted_probabilities: 0.95", "count: 36<br />predicted_probabilities: 1.00"],
             "type": "bar",
@@ -25,7 +26,7 @@
               "autocolorscale": false,
               "color": "rgba(89,89,89,1)",
               "line": {
-                "width": 1.88976377952756,
+                "width": 1.8897637795275593,
                 "color": "rgba(255,255,255,1)"
               }
             },
@@ -37,9 +38,9 @@
           },
           {
             "orientation": "v",
-            "width": [null, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.0499999999999998, 0.05, 0.0499999999999998, 0.05, 0.05, 0.0499999999999998, 0.05, 0.0499999999999998, null],
+            "width": [null, 0.050000000000000017, 0.050000000000000017, 0.049999999999999989, 0.049999999999999989, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.049999999999999822, 0.050000000000000044, 0.049999999999999822, 0.050000000000000044, 0.050000000000000044, 0.049999999999999822, 0.050000000000000044, 0.049999999999999822, null],
             "base": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
-            "x": [null, 0.05, 0.1, 0.15, 0.2, 0.25, 0.3, 0.35, 0.4, 0.45, 0.5, 0.55, 0.6, 0.65, 0.7, 0.75, 0.8, 0.85, 0.9, 0.95, null],
+            "x": [null, 0.050000000000000003, 0.10000000000000001, 0.14999999999999999, 0.20000000000000001, 0.25, 0.29999999999999999, 0.34999999999999998, 0.40000000000000002, 0.45000000000000001, 0.5, 0.55000000000000004, 0.59999999999999998, 0.65000000000000002, 0.69999999999999996, 0.75, 0.80000000000000004, 0.84999999999999998, 0.90000000000000002, 0.94999999999999996, null],
             "y": [16, 2, 0, 0, 0, 1, 1, 5, 0, 1, 2, 0, 0, 2, 1, 0, 0, 1, 0, 2, 6],
             "text": ["count: 16<br />predicted_probabilities: 0.00", "count:  2<br />predicted_probabilities: 0.05", "count:  0<br />predicted_probabilities: 0.10", "count:  0<br />predicted_probabilities: 0.15", "count:  0<br />predicted_probabilities: 0.20", "count:  1<br />predicted_probabilities: 0.25", "count:  1<br />predicted_probabilities: 0.30", "count:  5<br />predicted_probabilities: 0.35", "count:  0<br />predicted_probabilities: 0.40", "count:  1<br />predicted_probabilities: 0.45", "count:  2<br />predicted_probabilities: 0.50", "count:  0<br />predicted_probabilities: 0.55", "count:  0<br />predicted_probabilities: 0.60", "count:  2<br />predicted_probabilities: 0.65", "count:  1<br />predicted_probabilities: 0.70", "count:  0<br />predicted_probabilities: 0.75", "count:  0<br />predicted_probabilities: 0.80", "count:  1<br />predicted_probabilities: 0.85", "count:  0<br />predicted_probabilities: 0.90", "count:  2<br />predicted_probabilities: 0.95", "count:  6<br />predicted_probabilities: 1.00"],
             "type": "bar",
@@ -48,7 +49,7 @@
               "autocolorscale": false,
               "color": "rgba(89,89,89,1)",
               "line": {
-                "width": 1.88976377952756,
+                "width": 1.8897637795275593,
                 "color": "rgba(255,255,255,1)"
               }
             },
@@ -60,9 +61,9 @@
           },
           {
             "orientation": "v",
-            "width": [null, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.0499999999999998, 0.05, 0.0499999999999998, 0.05, 0.05, 0.0499999999999998, 0.05, 0.0499999999999998, null],
+            "width": [null, 0.050000000000000017, 0.050000000000000017, 0.049999999999999989, 0.049999999999999989, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.049999999999999822, 0.050000000000000044, 0.049999999999999822, 0.050000000000000044, 0.050000000000000044, 0.049999999999999822, 0.050000000000000044, 0.049999999999999822, null],
             "base": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
-            "x": [null, 0.05, 0.1, 0.15, 0.2, 0.25, 0.3, 0.35, 0.4, 0.45, 0.5, 0.55, 0.6, 0.65, 0.7, 0.75, 0.8, 0.85, 0.9, 0.95, null],
+            "x": [null, 0.050000000000000003, 0.10000000000000001, 0.14999999999999999, 0.20000000000000001, 0.25, 0.29999999999999999, 0.34999999999999998, 0.40000000000000002, 0.45000000000000001, 0.5, 0.55000000000000004, 0.59999999999999998, 0.65000000000000002, 0.69999999999999996, 0.75, 0.80000000000000004, 0.84999999999999998, 0.90000000000000002, 0.94999999999999996, null],
             "y": [10, 1, 2, 0, 0, 0, 0, 1, 1, 0, 5, 0, 0, 3, 0, 0, 0, 0, 0, 0, 9],
             "text": ["count: 10<br />predicted_probabilities: 0.00", "count:  1<br />predicted_probabilities: 0.05", "count:  2<br />predicted_probabilities: 0.10", "count:  0<br />predicted_probabilities: 0.15", "count:  0<br />predicted_probabilities: 0.20", "count:  0<br />predicted_probabilities: 0.25", "count:  0<br />predicted_probabilities: 0.30", "count:  1<br />predicted_probabilities: 0.35", "count:  1<br />predicted_probabilities: 0.40", "count:  0<br />predicted_probabilities: 0.45", "count:  5<br />predicted_probabilities: 0.50", "count:  0<br />predicted_probabilities: 0.55", "count:  0<br />predicted_probabilities: 0.60", "count:  3<br />predicted_probabilities: 0.65", "count:  0<br />predicted_probabilities: 0.70", "count:  0<br />predicted_probabilities: 0.75", "count:  0<br />predicted_probabilities: 0.80", "count:  0<br />predicted_probabilities: 0.85", "count:  0<br />predicted_probabilities: 0.90", "count:  0<br />predicted_probabilities: 0.95", "count:  9<br />predicted_probabilities: 1.00"],
             "type": "bar",
@@ -71,7 +72,7 @@
               "autocolorscale": false,
               "color": "rgba(89,89,89,1)",
               "line": {
-                "width": 1.88976377952756,
+                "width": 1.8897637795275593,
                 "color": "rgba(255,255,255,1)"
               }
             },
@@ -83,9 +84,9 @@
           },
           {
             "orientation": "v",
-            "width": [null, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.0499999999999998, 0.05, 0.0499999999999998, 0.05, 0.05, 0.0499999999999998, 0.05, 0.0499999999999998, null],
+            "width": [null, 0.050000000000000017, 0.050000000000000017, 0.049999999999999989, 0.049999999999999989, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.049999999999999822, 0.050000000000000044, 0.049999999999999822, 0.050000000000000044, 0.050000000000000044, 0.049999999999999822, 0.050000000000000044, 0.049999999999999822, null],
             "base": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
-            "x": [null, 0.05, 0.1, 0.15, 0.2, 0.25, 0.3, 0.35, 0.4, 0.45, 0.5, 0.55, 0.6, 0.65, 0.7, 0.75, 0.8, 0.85, 0.9, 0.95, null],
+            "x": [null, 0.050000000000000003, 0.10000000000000001, 0.14999999999999999, 0.20000000000000001, 0.25, 0.29999999999999999, 0.34999999999999998, 0.40000000000000002, 0.45000000000000001, 0.5, 0.55000000000000004, 0.59999999999999998, 0.65000000000000002, 0.69999999999999996, 0.75, 0.80000000000000004, 0.84999999999999998, 0.90000000000000002, 0.94999999999999996, null],
             "y": [58, 2, 2, 1, 0, 1, 2, 7, 1, 1, 9, 0, 0, 0, 0, 0, 0, 0, 0, 1, 5],
             "text": ["count: 58<br />predicted_probabilities: 0.00", "count:  2<br />predicted_probabilities: 0.05", "count:  2<br />predicted_probabilities: 0.10", "count:  1<br />predicted_probabilities: 0.15", "count:  0<br />predicted_probabilities: 0.20", "count:  1<br />predicted_probabilities: 0.25", "count:  2<br />predicted_probabilities: 0.30", "count:  7<br />predicted_probabilities: 0.35", "count:  1<br />predicted_probabilities: 0.40", "count:  1<br />predicted_probabilities: 0.45", "count:  9<br />predicted_probabilities: 0.50", "count:  0<br />predicted_probabilities: 0.55", "count:  0<br />predicted_probabilities: 0.60", "count:  0<br />predicted_probabilities: 0.65", "count:  0<br />predicted_probabilities: 0.70", "count:  0<br />predicted_probabilities: 0.75", "count:  0<br />predicted_probabilities: 0.80", "count:  0<br />predicted_probabilities: 0.85", "count:  0<br />predicted_probabilities: 0.90", "count:  1<br />predicted_probabilities: 0.95", "count:  5<br />predicted_probabilities: 1.00"],
             "type": "bar",
@@ -94,7 +95,7 @@
               "autocolorscale": false,
               "color": "rgba(89,89,89,1)",
               "line": {
-                "width": 1.88976377952756,
+                "width": 1.8897637795275593,
                 "color": "rgba(255,255,255,1)"
               }
             },
@@ -106,9 +107,9 @@
           },
           {
             "orientation": "v",
-            "width": [null, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.0499999999999998, 0.05, 0.0499999999999998, 0.05, 0.05, 0.0499999999999998, 0.05, 0.0499999999999998, null],
+            "width": [null, 0.050000000000000017, 0.050000000000000017, 0.049999999999999989, 0.049999999999999989, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.049999999999999822, 0.050000000000000044, 0.049999999999999822, 0.050000000000000044, 0.050000000000000044, 0.049999999999999822, 0.050000000000000044, 0.049999999999999822, null],
             "base": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
-            "x": [null, 0.05, 0.1, 0.15, 0.2, 0.25, 0.3, 0.35, 0.4, 0.45, 0.5, 0.55, 0.6, 0.65, 0.7, 0.75, 0.8, 0.85, 0.9, 0.95, null],
+            "x": [null, 0.050000000000000003, 0.10000000000000001, 0.14999999999999999, 0.20000000000000001, 0.25, 0.29999999999999999, 0.34999999999999998, 0.40000000000000002, 0.45000000000000001, 0.5, 0.55000000000000004, 0.59999999999999998, 0.65000000000000002, 0.69999999999999996, 0.75, 0.80000000000000004, 0.84999999999999998, 0.90000000000000002, 0.94999999999999996, null],
             "y": [14, 2, 0, 0, 0, 1, 1, 2, 0, 0, 3, 1, 0, 5, 1, 1, 0, 0, 0, 1, 8],
             "text": ["count: 14<br />predicted_probabilities: 0.00", "count:  2<br />predicted_probabilities: 0.05", "count:  0<br />predicted_probabilities: 0.10", "count:  0<br />predicted_probabilities: 0.15", "count:  0<br />predicted_probabilities: 0.20", "count:  1<br />predicted_probabilities: 0.25", "count:  1<br />predicted_probabilities: 0.30", "count:  2<br />predicted_probabilities: 0.35", "count:  0<br />predicted_probabilities: 0.40", "count:  0<br />predicted_probabilities: 0.45", "count:  3<br />predicted_probabilities: 0.50", "count:  1<br />predicted_probabilities: 0.55", "count:  0<br />predicted_probabilities: 0.60", "count:  5<br />predicted_probabilities: 0.65", "count:  1<br />predicted_probabilities: 0.70", "count:  1<br />predicted_probabilities: 0.75", "count:  0<br />predicted_probabilities: 0.80", "count:  0<br />predicted_probabilities: 0.85", "count:  0<br />predicted_probabilities: 0.90", "count:  1<br />predicted_probabilities: 0.95", "count:  8<br />predicted_probabilities: 1.00"],
             "type": "bar",
@@ -117,7 +118,7 @@
               "autocolorscale": false,
               "color": "rgba(89,89,89,1)",
               "line": {
-                "width": 1.88976377952756,
+                "width": 1.8897637795275593,
                 "color": "rgba(255,255,255,1)"
               }
             },
@@ -129,9 +130,9 @@
           },
           {
             "orientation": "v",
-            "width": [null, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.0499999999999998, 0.05, 0.0499999999999998, 0.05, 0.05, 0.0499999999999998, 0.05, 0.0499999999999998, null],
+            "width": [null, 0.050000000000000017, 0.050000000000000017, 0.049999999999999989, 0.049999999999999989, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.049999999999999822, 0.050000000000000044, 0.049999999999999822, 0.050000000000000044, 0.050000000000000044, 0.049999999999999822, 0.050000000000000044, 0.049999999999999822, null],
             "base": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
-            "x": [null, 0.05, 0.1, 0.15, 0.2, 0.25, 0.3, 0.35, 0.4, 0.45, 0.5, 0.55, 0.6, 0.65, 0.7, 0.75, 0.8, 0.85, 0.9, 0.95, null],
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@@ -705,22 +706,22 @@
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@@ -730,7 +731,7 @@
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@@ -764,7 +765,7 @@
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@@ -797,7 +798,7 @@
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@@ -831,11 +832,11 @@
           "legend": {
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@@ -854,7 +855,7 @@
           "persistent": false,
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-          "opacityDim": 0.2,
+          "opacityDim": 0.20000000000000001,
           "selected": {
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@@ -868,8 +869,9 @@
 
     Code
       plot_multiclass_conf_mat(org)
-    Error <simpleError>
-      no applicable method for 'conf_mat' applied to an object of class "c('multi_cls_shiny_data', 'shiny_data')"
+    Condition
+      Error in `UseMethod()`:
+      ! no applicable method for 'conf_mat' applied to an object of class "c('multi_cls_shiny_data', 'shiny_data')"
 
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@@ -958,22 +960,22 @@
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@@ -1045,7 +1047,7 @@
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-          "opacityDim": 0.2,
+          "opacityDim": 0.20000000000000001,
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@@ -1059,24 +1061,27 @@
 
     Code
       plot_multiclass_pred_numcol(org, org$y_name, "Diameter")
-    Error <simpleError>
-      no applicable method for 'select' applied to an object of class "c('multi_cls_shiny_data', 'shiny_data')"
+    Condition
+      Error in `UseMethod()`:
+      ! no applicable method for 'select' applied to an object of class "c('multi_cls_shiny_data', 'shiny_data')"
 
 ---
 
     Code
       plot_multiclass_pred_numcol(org$predictions, y_name)
-    Error <simpleError>
-      argument "numcol" is missing, with no default
+    Condition
+      Error:
+      ! argument "numcol" is missing, with no default
 
 ---
 
     Code
       plot_multiclass_pred_numcol(org$predictions, org$y_name, "AXL")
-    Warning <rlang_warning>
+    Condition
+      Warning in `ggplot2::geom_point()`:
       Ignoring unknown aesthetics: customdata and text
-    Error <simpleError>
-      object 'AXL' not found
+      Error:
+      ! object 'AXL' not found
 
 ---
 
@@ -1086,8 +1091,8 @@
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-            "tickvals": [0, 0.2, 0.4, 0.6, 0.8, 1],
+            "tickvals": [0, 0.20000000000000001, 0.40000000000000002, 0.59999999999999987, 0.80000000000000004, 1],
             "categoryorder": "array",
             "categoryarray": ["0.0", "0.2", "0.4", "0.6", "0.8", "1.0"],
             "nticks": null,
             "ticks": "outside",
             "tickcolor": "rgba(51,51,51,1)",
-            "ticklen": 3.65296803652968,
-            "tickwidth": 0.66417600664176,
+            "ticklen": 3.6529680365296811,
+            "tickwidth": 0.66417600664176002,
             "showticklabels": true,
             "tickfont": {
               "color": "rgba(77,77,77,1)",
               "family": "",
-              "size": 11.689497716895
+              "size": 11.68949771689498
             },
             "tickangle": -0,
             "showline": false,
             "linecolor": null,
             "linewidth": 0,
             "showgrid": true,
-            "domain": [0.344748858447489, 0.655251141552512],
+            "domain": [0.35457151959222688, 0.64542848040777323],
             "gridcolor": "rgba(255,255,255,1)",
-            "gridwidth": 0.66417600664176,
+            "gridwidth": 0.66417600664176002,
             "zeroline": false,
             "anchor": "x",
             "title": "",
@@ -1897,31 +1902,31 @@
           "yaxis3": {
             "type": "linear",
             "autorange": false,
-            "range": [-0.05, 1.05],
+            "range": [-0.050000000000000003, 1.05],
             "tickmode": "array",
             "ticktext": ["0.0", "0.2", "0.4", "0.6", "0.8", "1.0"],
-            "tickvals": [0, 0.2, 0.4, 0.6, 0.8, 1],
+            "tickvals": [0, 0.20000000000000001, 0.40000000000000002, 0.59999999999999987, 0.80000000000000004, 1],
             "categoryorder": "array",
             "categoryarray": ["0.0", "0.2", "0.4", "0.6", "0.8", "1.0"],
             "nticks": null,
             "ticks": "outside",
             "tickcolor": "rgba(51,51,51,1)",
-            "ticklen": 3.65296803652968,
-            "tickwidth": 0.66417600664176,
+            "ticklen": 3.6529680365296811,
+            "tickwidth": 0.66417600664176002,
             "showticklabels": true,
             "tickfont": {
               "color": "rgba(77,77,77,1)",
               "family": "",
-              "size": 11.689497716895
+              "size": 11.68949771689498
             },
             "tickangle": -0,
             "showline": false,
             "linecolor": null,
             "linewidth": 0,
             "showgrid": true,
-            "domain": [0, 0.321917808219178],
+            "domain": [0, 0.31209514707443986],
             "gridcolor": "rgba(255,255,255,1)",
-            "gridwidth": 0.66417600664176,
+            "gridwidth": 0.66417600664176002,
             "zeroline": false,
             "anchor": "x",
             "title": "",
@@ -1931,11 +1936,11 @@
           "legend": {
             "bgcolor": "rgba(255,255,255,1)",
             "bordercolor": "transparent",
-            "borderwidth": 1.88976377952756,
+            "borderwidth": 1.8897637795275593,
             "font": {
               "color": "rgba(0,0,0,1)",
               "family": "",
-              "size": 11.689497716895
+              "size": 11.68949771689498
             }
           },
           "hovermode": "closest",
@@ -1955,7 +1960,7 @@
           "persistent": false,
           "dynamic": false,
           "selectize": false,
-          "opacityDim": 0.2,
+          "opacityDim": 0.20000000000000001,
           "selected": {
             "opacity": 1
           },
@@ -1969,24 +1974,27 @@
 
     Code
       plot_multiclass_pred_factorcol(org, org$y_name, "tectonic_settings")
-    Error <simpleError>
-      no applicable method for 'select' applied to an object of class "c('multi_cls_shiny_data', 'shiny_data')"
+    Condition
+      Error in `UseMethod()`:
+      ! no applicable method for 'select' applied to an object of class "c('multi_cls_shiny_data', 'shiny_data')"
 
 ---
 
     Code
       plot_multiclass_pred_factorcol(org$predictions, y_name)
-    Error <simpleError>
-      argument "factorcol" is missing, with no default
+    Condition
+      Error:
+      ! argument "factorcol" is missing, with no default
 
 ---
 
     Code
       plot_multiclass_pred_factorcol(org$predictions, org$y_name, "Genotype")
-    Warning <rlang_warning>
+    Condition
+      Warning in `ggplot2::geom_point()`:
       Ignoring unknown aesthetics: customdata and text
-    Error <simpleError>
-      object 'Genotype' not found
+      Error:
+      ! object 'Genotype' not found
 
 ---
 
@@ -1996,7 +2004,7 @@
       {
         "data": [
           {
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+            "x": [0.5, 0.47999999999999998, 0.46999999999999997, 0.5, 0.58999999999999997, 0.53000000000000003, 0.71999999999999997, 0.64000000000000001, 0.02, 1, 1, 0.5, 0, 0.97999999999999998, 1, 1, 1, 1, 0.67000000000000004, 0.69999999999999996, 0.33000000000000002, 0.67000000000000004, 1, 0.63, 0.5, 0.20000000000000001, 0.60999999999999999, 1, 0, 0.84999999999999998, 0.050000000000000003, 0, 1, 1, 0.97999999999999998, 1, 0.5, 0.52000000000000002, 0.01, 0, 1, 0.5, 1, 0.5, 1, 1, 1, 0.88, 1, 0, 1, 1, 1, 1, 0.22, 0, 0.17000000000000001, 0.029999999999999999, 0.34999999999999998, 0, 1, 0, 0.5, 1, 0.93000000000000005, 0.68000000000000005, 1, 1, 0.34999999999999998, 0, 0.22, 0, 0.14000000000000001, 1, 0, 1, 0, 0, 1, 1, 1, 1, 0.88, 1, 0, 0, 0.67000000000000004, 1, 1, 0.76000000000000001],
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             "text": "Species: bobcat",
             "customdata": [3, 3, 7, 7, 8, 8, 9, 9, 10, 10, 13, 13, 15, 15, 16, 16, 17, 17, 18, 18, 19, 19, 23, 23, 24, 24, 28, 28, 30, 30, 31, 31, 32, 32, 33, 33, 34, 34, 35, 35, 36, 36, 37, 37, 38, 38, 39, 39, 41, 41, 45, 45, 49, 49, 50, 50, 51, 51, 53, 53, 56, 56, 58, 58, 59, 59, 64, 64, 66, 66, 67, 67, 72, 72, 73, 73, 74, 74, 75, 75, 79, 79, 84, 84, 86, 86, 88, 88, 89, 89],
@@ -2006,10 +2014,10 @@
               "autocolorscale": false,
               "color": "rgba(0,0,0,1)",
               "opacity": 1,
-              "size": 3.77952755905512,
+              "size": 3.7795275590551185,
               "symbol": "circle",
               "line": {
-                "width": 1.88976377952756,
+                "width": 1.8897637795275593,
                 "color": "rgba(0,0,0,1)"
               }
             },
@@ -2022,7 +2030,7 @@
             "frame": null
           },
           {
-            "x": [0, 0, 0, 0.03, 0, 0, 1, 1, 0.97, 0, 0.67, 0, 0.05, 1, 0.33, 0.33, 0.25, 0.68, 0.43, 0, 0.33, 1, 0, 0.5, 0.97, 1, 0, 1, 0.5, 0.85, 0, 0, 0.67, 0.33, 0, 0, 0.33, 0.32, 0, 0],
+            "x": [0, 0, 0, 0.029999999999999999, 0, 0, 1, 1, 0.96999999999999997, 0, 0.67000000000000004, 0, 0.050000000000000003, 1, 0.33000000000000002, 0.33000000000000002, 0.25, 0.68000000000000005, 0.42999999999999999, 0, 0.33000000000000002, 1, 0, 0.5, 0.96999999999999997, 1, 0, 1, 0.5, 0.84999999999999998, 0, 0, 0.67000000000000004, 0.33000000000000002, 0, 0, 0.33000000000000002, 0.32000000000000001, 0, 0],
             "y": [4, 4, 4, 4, 4, 4, 4, 4, 3, 3, 1, 1, 1, 1, 5, 5, 5, 5, 5, 5, 5, 5, 8, 8, 8, 8, 8, 8, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7],
             "text": "Species: coyote",
             "customdata": [2, 2, 4, 4, 5, 5, 6, 6, 14, 14, 21, 21, 22, 22, 46, 46, 47, 47, 48, 48, 52, 52, 69, 69, 70, 70, 71, 71, 76, 76, 77, 77, 80, 80, 81, 81, 82, 82, 91, 91],
@@ -2032,10 +2040,10 @@
               "autocolorscale": false,
               "color": "rgba(0,0,0,1)",
               "opacity": 1,
-              "size": 3.77952755905512,
+              "size": 3.7795275590551185,
               "symbol": "circle",
               "line": {
-                "width": 1.88976377952756,
+                "width": 1.8897637795275593,
                 "color": "rgba(0,0,0,1)"
               }
             },
@@ -2048,7 +2056,7 @@
             "frame": null
           },
           {
-            "x": [0, 0, 0, 0, 1, 1, 0.52, 1, 0, 1, 0.06, 1, 1, 0, 0.11, 0.33, 0.38, 0.67, 1, 0.52, 0.49, 0.12, 0, 0, 0, 0, 0.5, 0.5, 0.67, 0.63, 1, 1],
+            "x": [0, 0, 0, 0, 1, 1, 0.52000000000000002, 1, 0, 1, 0.059999999999999998, 1, 1, 0, 0.11, 0.33000000000000002, 0.38, 0.67000000000000004, 1, 0.52000000000000002, 0.48999999999999999, 0.12, 0, 0, 0, 0, 0.5, 0.5, 0.67000000000000004, 0.63, 1, 1],
             "y": [4, 4, 4, 4, 1, 1, 1, 1, 1, 1, 5, 5, 5, 5, 2, 2, 2, 2, 2, 2, 9, 9, 9, 9, 9, 9, 8, 8, 7, 7, 7, 7],
             "text": "Species: gray_fox",
             "customdata": [11, 11, 12, 12, 25, 25, 26, 26, 27, 27, 42, 42, 43, 43, 54, 54, 55, 55, 57, 57, 61, 61, 62, 62, 63, 63, 68, 68, 85, 85, 87, 87],
@@ -2058,10 +2066,10 @@
               "autocolorscale": false,
               "color": "rgba(0,0,0,1)",
               "opacity": 1,
-              "size": 3.77952755905512,
+              "size": 3.7795275590551185,
               "symbol": "circle",
               "line": {
-                "width": 1.88976377952756,
+                "width": 1.8897637795275593,
                 "color": "rgba(0,0,0,1)"
               }
             },
@@ -2074,7 +2082,7 @@
             "frame": null
           },
           {
-            "x": [0.5, 0.52, 0.04, 0, 0.4, 0.47, 0.02, 0.36, 0.5, 0, 0, 0.5, 0.5, 0.02, 0, 0, 0, 0, 0.33, 0.3, 0.33, 0.33, 0, 0, 0.49, 0, 0.33, 0, 1, 0.15, 0.11, 0, 0, 0, 0.02, 0, 0.5, 0.48, 0.99, 0, 0, 0.5, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0.97, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.32, 0.33, 0.34, 0, 0.08, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0.04, 0, 0, 0, 0, 0, 0, 0.24],
+            "x": [0.5, 0.52000000000000002, 0.040000000000000001, 0, 0.40000000000000002, 0.46999999999999997, 0.02, 0.35999999999999999, 0.5, 0, 0, 0.5, 0.5, 0.02, 0, 0, 0, 0, 0.33000000000000002, 0.29999999999999999, 0.33000000000000002, 0.33000000000000002, 0, 0, 0.48999999999999999, 0, 0.33000000000000002, 0, 1, 0.14999999999999999, 0.11, 0, 0, 0, 0.02, 0, 0.5, 0.47999999999999998, 0.98999999999999999, 0, 0, 0.5, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0.96999999999999997, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.32000000000000001, 0.33000000000000002, 0.34000000000000002, 0, 0.080000000000000002, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0.040000000000000001, 0, 0, 0, 0, 0, 0, 0.23999999999999999],
             "y": [4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 2, 2, 2, 2, 2, 2, 2, 2, 9, 9, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7],
             "text": "Species: bobcat",
             "customdata": [3, 3, 7, 7, 8, 8, 9, 9, 10, 10, 13, 13, 15, 15, 16, 16, 17, 17, 18, 18, 19, 19, 23, 23, 24, 24, 28, 28, 30, 30, 31, 31, 32, 32, 33, 33, 34, 34, 35, 35, 36, 36, 37, 37, 38, 38, 39, 39, 41, 41, 45, 45, 49, 49, 50, 50, 51, 51, 53, 53, 56, 56, 58, 58, 59, 59, 64, 64, 66, 66, 67, 67, 72, 72, 73, 73, 74, 74, 75, 75, 79, 79, 84, 84, 86, 86, 88, 88, 89, 89],
@@ -2084,10 +2092,10 @@
               "autocolorscale": false,
               "color": "rgba(0,0,0,1)",
               "opacity": 1,
-              "size": 3.77952755905512,
+              "size": 3.7795275590551185,
               "symbol": "circle",
               "line": {
-                "width": 1.88976377952756,
+                "width": 1.8897637795275593,
                 "color": "rgba(0,0,0,1)"
               }
             },
@@ -2100,7 +2108,7 @@
             "frame": null
           },
           {
-            "x": [1, 1, 0.5, 0.97, 1, 1, 0, 0, 0.03, 1, 0, 0.67, 0.02, 0, 0.67, 0.67, 0.75, 0.32, 0.57, 1, 0, 0, 0.34, 0, 0.03, 0, 0.5, 0, 0.25, 0, 0, 0, 0.33, 0.67, 0.01, 1, 0.67, 0.68, 1, 0.5],
+            "x": [1, 1, 0.5, 0.96999999999999997, 1, 1, 0, 0, 0.029999999999999999, 1, 0, 0.67000000000000004, 0.02, 0, 0.67000000000000004, 0.67000000000000004, 0.75, 0.32000000000000001, 0.56999999999999995, 1, 0, 0, 0.34000000000000002, 0, 0.029999999999999999, 0, 0.5, 0, 0.25, 0, 0, 0, 0.33000000000000002, 0.67000000000000004, 0.01, 1, 0.67000000000000004, 0.68000000000000005, 1, 0.5],
             "y": [4, 4, 4, 4, 4, 4, 4, 4, 3, 3, 1, 1, 1, 1, 5, 5, 5, 5, 5, 5, 5, 5, 8, 8, 8, 8, 8, 8, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7],
             "text": "Species: coyote",
             "customdata": [2, 2, 4, 4, 5, 5, 6, 6, 14, 14, 21, 21, 22, 22, 46, 46, 47, 47, 48, 48, 52, 52, 69, 69, 70, 70, 71, 71, 76, 76, 77, 77, 80, 80, 81, 81, 82, 82, 91, 91],
@@ -2110,10 +2118,10 @@
               "autocolorscale": false,
               "color": "rgba(0,0,0,1)",
               "opacity": 1,
-              "size": 3.77952755905512,
+              "size": 3.7795275590551185,
               "symbol": "circle",
               "line": {
-                "width": 1.88976377952756,
+                "width": 1.8897637795275593,
                 "color": "rgba(0,0,0,1)"
               }
             },
@@ -2126,7 +2134,7 @@
             "frame": null
           },
           {
-            "x": [0, 0.67, 0, 0.5, 0, 0, 0.05, 0, 0.33, 0, 0.94, 0, 0, 1, 0.21, 0.33, 0.29, 0, 0, 0, 0.51, 0.33, 0.33, 0.5, 0.2, 0.25, 0, 0, 0, 0.04, 0, 0],
+            "x": [0, 0.67000000000000004, 0, 0.5, 0, 0, 0.050000000000000003, 0, 0.33000000000000002, 0, 0.93999999999999995, 0, 0, 1, 0.20999999999999999, 0.33000000000000002, 0.28999999999999998, 0, 0, 0, 0.51000000000000001, 0.33000000000000002, 0.33000000000000002, 0.5, 0.20000000000000001, 0.25, 0, 0, 0, 0.040000000000000001, 0, 0],
             "y": [4, 4, 4, 4, 1, 1, 1, 1, 1, 1, 5, 5, 5, 5, 2, 2, 2, 2, 2, 2, 9, 9, 9, 9, 9, 9, 8, 8, 7, 7, 7, 7],
             "text": "Species: gray_fox",
             "customdata": [11, 11, 12, 12, 25, 25, 26, 26, 27, 27, 42, 42, 43, 43, 54, 54, 55, 55, 57, 57, 61, 61, 62, 62, 63, 63, 68, 68, 85, 85, 87, 87],
@@ -2136,10 +2144,10 @@
               "autocolorscale": false,
               "color": "rgba(0,0,0,1)",
               "opacity": 1,
-              "size": 3.77952755905512,
+              "size": 3.7795275590551185,
               "symbol": "circle",
               "line": {
-                "width": 1.88976377952756,
+                "width": 1.8897637795275593,
                 "color": "rgba(0,0,0,1)"
               }
             },
@@ -2152,7 +2160,7 @@
             "frame": null
           },
           {
-            "x": [0, 0, 0.5, 0.5, 0.01, 0, 0.26, 0, 0.48, 0, 0, 0, 0.5, 0, 0, 0, 0, 0, 0, 0, 0.33, 0, 0, 0.37, 0.01, 0.8, 0.06, 0, 0, 0, 0.84, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0.5, 0, 0, 0, 0.12, 0, 1, 0, 0, 0, 0, 0.78, 0, 0.83, 0, 0.65, 1, 0, 1, 0.5, 0, 0.07, 0.32, 0, 0, 0.33, 0.67, 0.44, 1, 0.79, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0.09, 0, 1, 1, 0.33, 0, 0, 0],
+            "x": [0, 0, 0.5, 0.5, 0.01, 0, 0.26000000000000001, 0, 0.47999999999999998, 0, 0, 0, 0.5, 0, 0, 0, 0, 0, 0, 0, 0.33000000000000002, 0, 0, 0.37, 0.01, 0.80000000000000004, 0.059999999999999998, 0, 0, 0, 0.83999999999999997, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0.5, 0, 0, 0, 0.12, 0, 1, 0, 0, 0, 0, 0.78000000000000003, 0, 0.82999999999999996, 0, 0.65000000000000002, 1, 0, 1, 0.5, 0, 0.070000000000000007, 0.32000000000000001, 0, 0, 0.33000000000000002, 0.67000000000000004, 0.44, 1, 0.79000000000000004, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0.089999999999999997, 0, 1, 1, 0.33000000000000002, 0, 0, 0],
             "y": [4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 2, 2, 2, 2, 2, 2, 2, 2, 9, 9, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7],
             "text": "Species: bobcat",
             "customdata": [3, 3, 7, 7, 8, 8, 9, 9, 10, 10, 13, 13, 15, 15, 16, 16, 17, 17, 18, 18, 19, 19, 23, 23, 24, 24, 28, 28, 30, 30, 31, 31, 32, 32, 33, 33, 34, 34, 35, 35, 36, 36, 37, 37, 38, 38, 39, 39, 41, 41, 45, 45, 49, 49, 50, 50, 51, 51, 53, 53, 56, 56, 58, 58, 59, 59, 64, 64, 66, 66, 67, 67, 72, 72, 73, 73, 74, 74, 75, 75, 79, 79, 84, 84, 86, 86, 88, 88, 89, 89],
@@ -2162,10 +2170,10 @@
               "autocolorscale": false,
               "color": "rgba(0,0,0,1)",
               "opacity": 1,
-              "size": 3.77952755905512,
+              "size": 3.7795275590551185,
               "symbol": "circle",
               "line": {
-                "width": 1.88976377952756,
+                "width": 1.8897637795275593,
                 "color": "rgba(0,0,0,1)"
               }
             },
@@ -2178,7 +2186,7 @@
             "frame": null
           },
           {
-            "x": [0, 0, 0.5, 0, 0, 0, 0, 0, 0, 0, 0.33, 0.33, 0.92, 0, 0, 0, 0, 0, 0, 0, 0.67, 0, 0.66, 0.5, 0, 0, 0.5, 0, 0.25, 0.15, 1, 1, 0, 0, 0.99, 0, 0, 0, 0, 0.5],
+            "x": [0, 0, 0.5, 0, 0, 0, 0, 0, 0, 0, 0.33000000000000002, 0.33000000000000002, 0.92000000000000004, 0, 0, 0, 0, 0, 0, 0, 0.67000000000000004, 0, 0.66000000000000003, 0.5, 0, 0, 0.5, 0, 0.25, 0.14999999999999999, 1, 1, 0, 0, 0.98999999999999999, 0, 0, 0, 0, 0.5],
             "y": [4, 4, 4, 4, 4, 4, 4, 4, 3, 3, 1, 1, 1, 1, 5, 5, 5, 5, 5, 5, 5, 5, 8, 8, 8, 8, 8, 8, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7],
             "text": "Species: coyote",
             "customdata": [2, 2, 4, 4, 5, 5, 6, 6, 14, 14, 21, 21, 22, 22, 46, 46, 47, 47, 48, 48, 52, 52, 69, 69, 70, 70, 71, 71, 76, 76, 77, 77, 80, 80, 81, 81, 82, 82, 91, 91],
@@ -2188,10 +2196,10 @@
               "autocolorscale": false,
               "color": "rgba(0,0,0,1)",
               "opacity": 1,
-              "size": 3.77952755905512,
+              "size": 3.7795275590551185,
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               "color": "rgba(77,77,77,1)",
               "family": "",
-              "size": 11.689497716895
+              "size": 11.68949771689498
             },
             "tickangle": -0,
             "showline": false,
             "linecolor": null,
             "linewidth": 0,
             "showgrid": true,
-            "domain": [0, 0.321917808219178],
+            "domain": [0, 0.31209514707443986],
             "gridcolor": "rgba(255,255,255,1)",
-            "gridwidth": 0.66417600664176,
+            "gridwidth": 0.66417600664176002,
             "zeroline": false,
             "anchor": "x",
             "title": "",
@@ -2821,11 +2829,11 @@
           "legend": {
             "bgcolor": "rgba(255,255,255,1)",
             "bordercolor": "transparent",
-            "borderwidth": 1.88976377952756,
+            "borderwidth": 1.8897637795275593,
             "font": {
               "color": "rgba(0,0,0,1)",
               "family": "",
-              "size": 11.689497716895
+              "size": 11.68949771689498
             }
           },
           "hovermode": "closest",
@@ -2845,7 +2853,7 @@
           "persistent": false,
           "dynamic": false,
           "selectize": false,
-          "opacityDim": 0.2,
+          "opacityDim": 0.20000000000000001,
           "selected": {
             "opacity": 1
           },
@@ -2859,15 +2867,17 @@
 
     Code
       plot_multiclass_roc(org, org$y_name)
-    Error <simpleError>
-      no applicable method for 'roc_curve' applied to an object of class "c('multi_cls_shiny_data', 'shiny_data')"
+    Condition
+      Error in `UseMethod()`:
+      ! no applicable method for 'roc_curve' applied to an object of class "c('multi_cls_shiny_data', 'shiny_data')"
 
 ---
 
     Code
       plot_multiclass_roc()
-    Error <simpleError>
-      argument "dat" is missing, with no default
+    Condition
+      Error in `plot_multiclass_roc()`:
+      ! argument "dat" is missing, with no default
 
 ---
 
@@ -2877,13 +2887,13 @@
       {
         "data": [
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-            "y": [1, 1, 1, 1, 1, 1, 1, 1, 1, 0.99, 0.98, 0.98, 0.98, 0.97, 0.96, 0.96, 0.96, 0.96, 0.94, 0.93, 0.92, 0.92, 0.92, 0.91, 0.91, 0.91, 0.91, 0.91, 0.9, 0.9, 0.9, 0.9, 0.89, 0.89, 0.88, 0.87, 0.87, 0.87, 0.86, 0.86, 0.86, 0.84, 0.83, 0.82, 0.81, 0.8, 0.8, 0.79, 0.79, 0.79, 0.79, 0.79, 0.78, 0.77, 0.76, 0.74, 0.73, 0.73, 0.73, 0.73, 0.73, 0.72, 0.72, 0.72, 0.72, 0.72, 0.71, 0.7, 0.7, 0.7, 0.69, 0.68, 0.68, 0.68, 0.68, 0.67, 0.66, 0.64, 0.63, 0.62, 0.61, 0.6, 0.6, 0.59, 0.58, 0.58, 0.58, 0.57, 0.56, 0.54, 0.53, 0.53, 0.52, 0.52, 0.52, 0.51, 0.5, 0.5, 0.49, 0.49, 0.49, 0.48, 0.47, 0.46, 0.44, 0.43, 0.43, 0.42, 0.41, 0.4, 0.4, 0.4, 0.39, 0.38, 0.37, 0.37, 0.37, 0.37, 0.37, 0.37, 0.37, 0.37, 0.36, 0.34, 0.33, 0.32, 0.31, 0.3, 0.29, 0.29, 0.28, 0.27, 0.27, 0.26, 0.24, 0.23, 0.22, 0.21, 0.2, 0.2, 0.19, 0.18, 0.17, 0.16, 0.16, 0.14, 0.14, 0.14, 0.13, 0.12, 0.11, 0.1, 0.09, 0.09, 0.08, 0.07, 0.06, 0],
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specificity: 0.01388889<br />sensitivity: 0.08888889", "1 - specificity: 0.01388889<br />sensitivity: 0.07777778", "1 - specificity: 0.01388889<br />sensitivity: 0.06666667", "1 - specificity: 0.01388889<br />sensitivity: 0.05555556", "1 - specificity: 0.00000000<br />sensitivity: 0.00000000"],
             "type": "scatter",
             "mode": "lines",
             "line": {
-              "width": 1.88976377952756,
+              "width": 1.8897637795275593,
               "color": "rgba(0,0,0,1)",
               "dash": "solid"
             },
@@ -2894,13 +2904,13 @@
             "frame": null
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@@ -3370,15 +3380,17 @@
 
     Code
       plot_multiclass_pr(org, org$y_name)
-    Error <simpleError>
-      no applicable method for 'pr_curve' applied to an object of class "c('multi_cls_shiny_data', 'shiny_data')"
+    Condition
+      Error in `UseMethod()`:
+      ! no applicable method for 'pr_curve' applied to an object of class "c('multi_cls_shiny_data', 'shiny_data')"
 
 ---
 
     Code
       plot_multiclass_pr()
-    Error <simpleError>
-      argument "dat" is missing, with no default
+    Condition
+      Error in `plot_multiclass_pr()`:
+      ! argument "dat" is missing, with no default
 
 ---
 
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+              "width": 1.8897637795275593,
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@@ -3441,24 +3453,24 @@
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+            "t": 47.143676330041416,
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           "paper_bgcolor": "rgba(255,255,255,1)",
           "font": {
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+            "size": 14.611872146118724
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+            "domain": [0, 0.3253574205898187],
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+            "range": [-0.050000000000000003, 1.05],
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@@ -3467,13 +3479,13 @@
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             "ticks": "outside",
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-            "tickwidth": 0.66417600664176,
+            "ticklen": 3.6529680365296811,
+            "tickwidth": 0.66417600664176002,
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             "tickfont": {
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+              "size": 11.68949771689498
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@@ -3481,7 +3493,7 @@
             "linewidth": 0,
             "showgrid": true,
             "gridcolor": "rgba(235,235,235,1)",
-            "gridwidth": 0.66417600664176,
+            "gridwidth": 0.66417600664176002,
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             "anchor": "y",
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@@ -3500,7 +3512,7 @@
               "font": {
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+                "size": 14.611872146118724
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               "yref": "paper",
@@ -3508,7 +3520,7 @@
               "xanchor": "center",
               "yanchor": "top",
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-              "yshift": -21.9178082191781
+              "yshift": -21.917808219178081
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               "text": "precision",
@@ -3520,7 +3532,7 @@
               "font": {
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-                "size": 14.6118721461187
+                "size": 14.611872146118724
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               "yref": "paper",
@@ -3528,11 +3540,11 @@
               "xanchor": "right",
               "yanchor": "center",
               "annotationType": "axis",
-              "xshift": -33.6073059360731
+              "xshift": -33.607305936073068
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             {
               "text": "bobcat",
-              "x": 0.162385844748858,
+              "x": 0.16267871029490935,
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@@ -3540,7 +3552,7 @@
               "font": {
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+                "size": 11.68949771689498
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@@ -3558,7 +3570,7 @@
               "font": {
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+                "size": 11.68949771689498
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               "yref": "paper",
@@ -3568,7 +3580,7 @@
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             {
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+              "x": 0.83732128970509057,
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@@ -3576,7 +3588,7 @@
               "font": {
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+                "size": 11.68949771689498
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               "yref": "paper",
@@ -3590,7 +3602,7 @@
             "automargin": true,
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             "autorange": false,
-            "range": [-0.05, 1.05],
+            "range": [-0.050000000000000003, 1.05],
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@@ -3599,13 +3611,13 @@
             "nticks": null,
             "ticks": "outside",
             "tickcolor": "rgba(51,51,51,1)",
-            "ticklen": 3.65296803652968,
-            "tickwidth": 0.66417600664176,
+            "ticklen": 3.6529680365296811,
+            "tickwidth": 0.66417600664176002,
             "showticklabels": true,
             "tickfont": {
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@@ -3613,7 +3625,7 @@
             "linewidth": 0,
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-            "gridwidth": 0.66417600664176,
+            "gridwidth": 0.66417600664176002,
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             "anchor": "x",
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@@ -3627,13 +3639,13 @@
               "fillcolor": "transparent",
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+                "width": 0.66417600664176002,
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               "xref": "paper",
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@@ -3642,15 +3654,15 @@
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               "xref": "paper",
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@@ -3659,13 +3671,13 @@
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+              "x0": 0.34130924607684793,
+              "x1": 0.65869075392315202,
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@@ -3674,15 +3686,15 @@
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+              "y1": 23.37899543378996,
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@@ -3691,12 +3703,12 @@
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               "xref": "paper",
-              "x0": 0.675228310502283,
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@@ -3706,15 +3718,15 @@
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@@ -3722,7 +3734,7 @@
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-            "range": [-0.05, 1.05],
+            "range": [-0.050000000000000003, 1.05],
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             "ticktext": ["0.00", "0.25", "0.50", "0.75", "1.00"],
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@@ -3731,22 +3743,22 @@
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-            "tickwidth": 0.66417600664176,
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-            "domain": [0.34189497716895, 0.65810502283105],
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-            "gridwidth": 0.66417600664176,
+            "gridwidth": 0.66417600664176002,
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@@ -3757,7 +3769,7 @@
           "xaxis3": {
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-            "range": [-0.05, 1.05],
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@@ -3766,22 +3778,22 @@
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-            "tickwidth": 0.66417600664176,
+            "ticklen": 3.6529680365296811,
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+            "gridwidth": 0.66417600664176002,
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@@ -3793,11 +3805,11 @@
           "legend": {
             "bgcolor": "rgba(255,255,255,1)",
             "bordercolor": "transparent",
-            "borderwidth": 1.88976377952756,
+            "borderwidth": 1.8897637795275593,
             "font": {
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+              "size": 11.68949771689498
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           "hovermode": "closest",
@@ -3816,7 +3828,7 @@
           "persistent": false,
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-          "opacityDim": 0.2,
+          "opacityDim": 0.20000000000000001,
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diff --git a/tests/testthat/_snaps/organize_data.md b/tests/testthat/_snaps/organize_data.md
index b91a138..3e86f23 100644
--- a/tests/testthat/_snaps/organize_data.md
+++ b/tests/testthat/_snaps/organize_data.md
@@ -2,21 +2,24 @@
 
     Code
       organize_data(lin_mod)
-    Error <rlang_error>
-      No `organize_data()` exists for this type of object.
+    Condition
+      Error in `organize_data()`:
+      ! No `organize_data()` exists for this type of object.
 
 ---
 
     Code
       organize_data(dplyr::select(cars_bag_vfld, -.predictions))
-    Error <rlang_error>
-      The `.predictions` column does not exist. Refit with the control argument `save_pred = TRUE` to save predictions.
+    Condition
+      Error in `organize_data()`:
+      ! The `.predictions` column does not exist. Refit with the control argument `save_pred = TRUE` to save predictions.
 
 # can add hover column
 
     Code
       organize_data(cars_bag_vfld, hover_cols = c("mpg", "mpl"))
-    Error <vctrs_error_subscript_oob>
-      Can't subset columns that don't exist.
+    Condition
+      Error in `organize_data()`:
+      ! Can't subset columns that don't exist.
       x Column `mpl` doesn't exist.
 
diff --git a/tests/testthat/_snaps/reg_plots.md b/tests/testthat/_snaps/reg_plots.md
index 3c0a62d..9fbd4ec 100644
--- a/tests/testthat/_snaps/reg_plots.md
+++ b/tests/testthat/_snaps/reg_plots.md
@@ -2,17 +2,19 @@
 
     Code
       plot_numeric_obs_pred(org, org$y_name)
-    Error <rlang_error>
-      `data` must be a <data.frame>, or an object coercible by `fortify()`, not an S3 object with class <reg_shiny_data>/<shiny_data>.
+    Condition
+      Error in `fortify()`:
+      ! `data` must be a <data.frame>, or an object coercible by `fortify()`, not a <reg_shiny_data/shiny_data> object.
 
 ---
 
     Code
       plot_numeric_obs_pred(org$predictions, y_name)
-    Warning <rlang_warning>
+    Condition
+      Warning in `ggplot2::geom_point()`:
       Ignoring unknown aesthetics: customdata and text
-    Error <simpleError>
-      object 'y_name' not found
+      Error:
+      ! object 'y_name' not found
 
 ---
 
@@ -22,13 +24,13 @@
       {
         "data": [
           {
-            "x": [4.48, 5.85],
-            "y": [4.48, 5.85],
+            "x": [4.4800000000000004, 5.8499999999999996],
+            "y": [4.4800000000000004, 5.8499999999999996],
             "text": "",
             "type": "scattergl",
             "mode": "lines",
             "line": {
-              "width": 1.88976377952756,
+              "width": 1.8897637795275593,
               "color": "rgba(0,128,164,0.5)",
               "dash": "dash"
             },
@@ -39,8 +41,8 @@
             "frame": null
           },
           {
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@@ -49,10 +51,10 @@
               "autocolorscale": false,
               "color": "rgba(0,0,0,1)",
               "opacity": 1,
-              "size": 3.77952755905512,
+              "size": 3.7795275590551185,
               "symbol": "circle",
               "line": {
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+                "width": 1.8897637795275593,
                 "color": "rgba(0,0,0,1)"
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@@ -67,24 +69,24 @@
         ],
         "layout": {
           "margin": {
-            "t": 25.7412480974125,
-            "r": 7.30593607305936,
-            "b": 39.6955859969559,
-            "l": 43.1050228310502
+            "t": 35.454178613146439,
+            "r": 7.3059360730593621,
+            "b": 49.408516512689829,
+            "l": 43.105022831050235
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           "plot_bgcolor": "rgba(235,235,235,1)",
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           "font": {
             "color": "rgba(0,0,0,1)",
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-            "size": 14.6118721461187
+            "size": 14.611872146118724
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           "xaxis": {
             "domain": [0, 1],
             "automargin": true,
             "type": "linear",
             "autorange": false,
-            "range": [4.4807002065566, 5.84745505541335],
+            "range": [4.4807002065566, 5.8474550554133469],
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             "ticktext": ["4.5", "5.0", "5.5"],
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@@ -93,13 +95,13 @@
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             "ticks": "outside",
             "tickcolor": "rgba(51,51,51,1)",
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-            "tickwidth": 0.66417600664176,
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+            "tickwidth": 0.66417600664176002,
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             "tickfont": {
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@@ -107,7 +109,7 @@
             "linewidth": 0,
             "showgrid": true,
             "gridcolor": "rgba(255,255,255,1)",
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+            "gridwidth": 0.66417600664176002,
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@@ -127,7 +129,7 @@
             "automargin": true,
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-            "range": [4.4807002065566, 5.84745505541335],
+            "range": [4.4807002065566, 5.8474550554133469],
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             "ticktext": ["4.5", "5.0", "5.5"],
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@@ -136,13 +138,13 @@
             "nticks": null,
             "ticks": "outside",
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-            "ticklen": 3.65296803652968,
-            "tickwidth": 0.66417600664176,
+            "ticklen": 3.6529680365296811,
+            "tickwidth": 0.66417600664176002,
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             "tickfont": {
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+              "size": 11.68949771689498
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@@ -150,7 +152,7 @@
             "linewidth": 0,
             "showgrid": true,
             "gridcolor": "rgba(255,255,255,1)",
-            "gridwidth": 0.66417600664176,
+            "gridwidth": 0.66417600664176002,
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@@ -158,7 +160,7 @@
               "font": {
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+                "size": 14.611872146118724
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@@ -186,11 +188,11 @@
           "legend": {
             "bgcolor": "rgba(255,255,255,1)",
             "bordercolor": "transparent",
-            "borderwidth": 1.88976377952756,
+            "borderwidth": 1.8897637795275593,
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-              "size": 11.689497716895
+              "size": 11.68949771689498
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           "hovermode": "closest",
@@ -216,7 +218,7 @@
           "persistent": false,
           "dynamic": false,
           "selectize": false,
-          "opacityDim": 0.2,
+          "opacityDim": 0.20000000000000001,
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@@ -230,8 +232,9 @@
 
     Code
       plot_numeric_obs_pred(org, org$y_name)
-    Error <rlang_error>
-      `data` must be a <data.frame>, or an object coercible by `fortify()`, not an S3 object with class <reg_shiny_data>/<shiny_data>.
+    Condition
+      Error in `fortify()`:
+      ! `data` must be a <data.frame>, or an object coercible by `fortify()`, not a <reg_shiny_data/shiny_data> object.
 
 ---
 
@@ -241,13 +244,13 @@
       {
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-            "x": [4.64, 5.72],
+            "x": [4.6399999999999997, 5.7199999999999998],
             "y": [0, 0],
             "text": "",
             "type": "scattergl",
             "mode": "lines",
             "line": {
-              "width": 1.88976377952756,
+              "width": 1.8897637795275593,
               "color": "rgba(0,128,164,0.5)",
               "dash": "dash"
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@@ -258,8 +261,8 @@
             "frame": null
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-            "gridwidth": 0.66417600664176,
+            "gridwidth": 0.66417600664176002,
             "zeroline": false,
             "anchor": "y",
             "title": {
@@ -334,7 +337,7 @@
               "font": {
                 "color": "rgba(0,0,0,1)",
                 "family": "",
-                "size": 14.6118721461187
+                "size": 14.611872146118724
               }
             },
             "hoverformat": ".2f",
@@ -345,7 +348,7 @@
             "automargin": true,
             "type": "linear",
             "autorange": false,
-            "range": [-0.767085178879482, 0.569304649237527],
+            "range": [-0.76708517887948191, 0.56930464923752688],
             "tickmode": "array",
             "ticktext": ["-0.75", "-0.50", "-0.25", "0.00", "0.25", "0.50"],
             "tickvals": [-0.75, -0.5, -0.25, 0, 0.25, 0.5],
@@ -354,13 +357,13 @@
             "nticks": null,
             "ticks": "outside",
             "tickcolor": "rgba(51,51,51,1)",
-            "ticklen": 3.65296803652968,
-            "tickwidth": 0.66417600664176,
+            "ticklen": 3.6529680365296811,
+            "tickwidth": 0.66417600664176002,
             "showticklabels": true,
             "tickfont": {
               "color": "rgba(77,77,77,1)",
               "family": "",
-              "size": 11.689497716895
+              "size": 11.68949771689498
             },
             "tickangle": -0,
             "showline": false,
@@ -368,7 +371,7 @@
             "linewidth": 0,
             "showgrid": true,
             "gridcolor": "rgba(255,255,255,1)",
-            "gridwidth": 0.66417600664176,
+            "gridwidth": 0.66417600664176002,
             "zeroline": false,
             "anchor": "x",
             "title": {
@@ -376,7 +379,7 @@
               "font": {
                 "color": "rgba(0,0,0,1)",
                 "family": "",
-                "size": 14.6118721461187
+                "size": 14.611872146118724
               }
             },
             "hoverformat": ".2f",
@@ -403,11 +406,11 @@
           "legend": {
             "bgcolor": "rgba(255,255,255,1)",
             "bordercolor": "transparent",
-            "borderwidth": 1.88976377952756,
+            "borderwidth": 1.8897637795275593,
             "font": {
               "color": "rgba(0,0,0,1)",
               "family": "",
-              "size": 11.689497716895
+              "size": 11.68949771689498
             }
           },
           "hovermode": "closest",
@@ -433,7 +436,7 @@
           "persistent": false,
           "dynamic": false,
           "selectize": false,
-          "opacityDim": 0.2,
+          "opacityDim": 0.20000000000000001,
           "selected": {
             "opacity": 1
           },
@@ -447,17 +450,19 @@
 
     Code
       plot_numeric_obs_pred(org, org$y_name)
-    Error <rlang_error>
-      `data` must be a <data.frame>, or an object coercible by `fortify()`, not an S3 object with class <reg_shiny_data>/<shiny_data>.
+    Condition
+      Error in `fortify()`:
+      ! `data` must be a <data.frame>, or an object coercible by `fortify()`, not a <reg_shiny_data/shiny_data> object.
 
 ---
 
     Code
       plot_numeric_res_numcol(org$predictions, "Sale_Price", "Class")
-    Warning <rlang_warning>
+    Condition
+      Warning in `ggplot2::geom_point()`:
       Ignoring unknown aesthetics: customdata and text
-    Error <simpleError>
-      object 'Class' not found
+      Error:
+      ! object 'Class' not found
 
 ---
 
@@ -467,13 +472,13 @@
       {
         "data": [
           {
-            "x": [-93.7, -93.58],
+            "x": [-93.700000000000003, -93.579999999999998],
             "y": [0, 0],
             "text": "",
             "type": "scattergl",
             "mode": "lines",
             "line": {
-              "width": 1.88976377952756,
+              "width": 1.8897637795275593,
               "color": "rgba(0,128,164,0.5)",
               "dash": "dash"
             },
@@ -484,8 +489,8 @@
             "frame": null
           },
           {
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@@ -494,10 +499,10 @@
               "autocolorscale": false,
               "color": "rgba(0,0,0,1)",
               "opacity": 1,
-              "size": 3.77952755905512,
+              "size": 3.7795275590551185,
               "symbol": "circle",
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+                "width": 1.8897637795275593,
                 "color": "rgba(0,0,0,1)"
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@@ -512,39 +517,39 @@
         ],
         "layout": {
           "margin": {
-            "t": 25.7412480974125,
-            "r": 7.30593607305936,
-            "b": 39.6955859969559,
-            "l": 54.7945205479452
+            "t": 35.454178613146439,
+            "r": 7.3059360730593621,
+            "b": 49.408516512689829,
+            "l": 54.794520547945211
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           "plot_bgcolor": "rgba(235,235,235,1)",
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           "font": {
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+            "size": 14.611872146118724
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             "domain": [0, 1],
             "automargin": true,
             "type": "linear",
             "autorange": false,
-            "range": [-93.69809879, -93.58299501],
+            "range": [-93.698098789999989, -93.582995010000005],
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             "ticktext": ["-93.675", "-93.650", "-93.625", "-93.600"],
-            "tickvals": [-93.675, -93.65, -93.625, -93.6],
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             "linewidth": 0,
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+            "gridwidth": 0.66417600664176002,
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               "font": {
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@@ -629,11 +634,11 @@
           "legend": {
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+              "size": 11.68949771689498
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           "persistent": false,
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+          "opacityDim": 0.20000000000000001,
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@@ -673,17 +678,19 @@
 
     Code
       plot_numeric_obs_pred(org, org$y_name)
-    Error <rlang_error>
-      `data` must be a <data.frame>, or an object coercible by `fortify()`, not an S3 object with class <reg_shiny_data>/<shiny_data>.
+    Condition
+      Error in `fortify()`:
+      ! `data` must be a <data.frame>, or an object coercible by `fortify()`, not a <reg_shiny_data/shiny_data> object.
 
 ---
 
     Code
       plot_numeric_res_factorcol(org$predictions, org$y_name, "St")
-    Warning <rlang_warning>
+    Condition
+      Warning in `ggplot2::geom_point()`:
       Ignoring unknown aesthetics: customdata and text
-    Error <simpleError>
-      object 'St' not found
+      Error:
+      ! object 'St' not found
 
 ---
 
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@@ -701,11 +708,11 @@
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@@ -716,13 +723,13 @@
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-            "y": [-0.77, 0.57],
+            "x": [-0.77000000000000002, 0.56999999999999995],
+            "y": [-0.77000000000000002, 0.56999999999999995],
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@@ -733,7 +740,7 @@
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@@ -743,10 +750,10 @@
               "autocolorscale": false,
               "color": "rgba(0,0,0,1)",
               "opacity": 1,
-              "size": 3.77952755905512,
+              "size": 3.7795275590551185,
               "symbol": "circle",
               "line": {
-                "width": 1.88976377952756,
+                "width": 1.8897637795275593,
                 "color": "rgba(0,0,0,1)"
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@@ -761,24 +768,24 @@
         ],
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           "margin": {
-            "t": 25.7412480974125,
-            "r": 7.30593607305936,
-            "b": 39.6955859969559,
-            "l": 238.904109589041
+            "t": 35.454178613146439,
+            "r": 7.3059360730593621,
+            "b": 49.408516512689829,
+            "l": 238.90410958904116
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           "plot_bgcolor": "rgba(235,235,235,1)",
           "paper_bgcolor": "rgba(255,255,255,1)",
           "font": {
             "color": "rgba(0,0,0,1)",
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+            "size": 14.611872146118724
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             "automargin": true,
             "type": "linear",
             "autorange": false,
-            "range": [-0.767085178879482, 0.569304649237527],
+            "range": [-0.76708517887948191, 0.56930464923752688],
             "tickmode": "array",
             "ticktext": ["-0.75", "-0.50", "-0.25", "0.00", "0.25", "0.50"],
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@@ -787,13 +794,13 @@
             "nticks": null,
             "ticks": "outside",
             "tickcolor": "rgba(51,51,51,1)",
-            "ticklen": 3.65296803652968,
-            "tickwidth": 0.66417600664176,
+            "ticklen": 3.6529680365296811,
+            "tickwidth": 0.66417600664176002,
             "showticklabels": true,
             "tickfont": {
               "color": "rgba(77,77,77,1)",
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+              "size": 11.68949771689498
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@@ -801,7 +808,7 @@
             "linewidth": 0,
             "showgrid": true,
             "gridcolor": "rgba(255,255,255,1)",
-            "gridwidth": 0.66417600664176,
+            "gridwidth": 0.66417600664176002,
             "zeroline": false,
             "anchor": "y",
             "title": {
@@ -809,7 +816,7 @@
               "font": {
                 "color": "rgba(0,0,0,1)",
                 "family": "",
-                "size": 14.6118721461187
+                "size": 14.611872146118724
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             "hoverformat": ".2f",
@@ -820,22 +827,22 @@
             "automargin": true,
             "type": "linear",
             "autorange": false,
-            "range": [0.4, 26.6],
+            "range": [0.40000000000000002, 26.600000000000001],
             "tickmode": "array",
             "ticktext": ["Iowa_DOT_and_Rail_Road", "Clear_Creek", "Brookside", "Mitchell", "Meadow_Village", "Northpark_Villa", "Blueste", "Timberland", "Briardale", "Sawyer", "Old_Town", "North_Ames", "Edwards", "Greens", "College_Creek", "Northridge", "Gilbert", "Sawyer_West", "Crawford", "Veenker", "Bloomington_Heights", "South_and_West_of_Iowa_State_University", "Somerset", "Northridge_Heights", "Northwest_Ames", "Stone_Brook"],
-            "tickvals": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26],
+            "tickvals": [1, 2, 3, 3.9999999999999996, 5, 6, 7, 7.9999999999999991, 9, 10, 11, 12, 13, 14.000000000000002, 15, 15.999999999999998, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26],
             "categoryorder": "array",
             "categoryarray": ["Iowa_DOT_and_Rail_Road", "Clear_Creek", "Brookside", "Mitchell", "Meadow_Village", "Northpark_Villa", "Blueste", "Timberland", "Briardale", "Sawyer", "Old_Town", "North_Ames", "Edwards", "Greens", "College_Creek", "Northridge", "Gilbert", "Sawyer_West", "Crawford", "Veenker", "Bloomington_Heights", "South_and_West_of_Iowa_State_University", "Somerset", "Northridge_Heights", "Northwest_Ames", "Stone_Brook"],
             "nticks": null,
             "ticks": "outside",
             "tickcolor": "rgba(51,51,51,1)",
-            "ticklen": 3.65296803652968,
-            "tickwidth": 0.66417600664176,
+            "ticklen": 3.6529680365296811,
+            "tickwidth": 0.66417600664176002,
             "showticklabels": true,
             "tickfont": {
               "color": "rgba(77,77,77,1)",
               "family": "",
-              "size": 11.689497716895
+              "size": 11.68949771689498
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@@ -843,7 +850,7 @@
             "linewidth": 0,
             "showgrid": true,
             "gridcolor": "rgba(255,255,255,1)",
-            "gridwidth": 0.66417600664176,
+            "gridwidth": 0.66417600664176002,
             "zeroline": false,
             "anchor": "x",
             "title": {
@@ -851,7 +858,7 @@
               "font": {
                 "color": "rgba(0,0,0,1)",
                 "family": "",
-                "size": 14.6118721461187
+                "size": 14.611872146118724
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             },
             "hoverformat": ".2f",
@@ -878,11 +885,11 @@
           "legend": {
             "bgcolor": "rgba(255,255,255,1)",
             "bordercolor": "transparent",
-            "borderwidth": 1.88976377952756,
+            "borderwidth": 1.8897637795275593,
             "font": {
               "color": "rgba(0,0,0,1)",
               "family": "",
-              "size": 11.689497716895
+              "size": 11.68949771689498
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           },
           "hovermode": "closest",
@@ -908,7 +915,7 @@
           "persistent": false,
           "dynamic": false,
           "selectize": false,
-          "opacityDim": 0.2,
+          "opacityDim": 0.20000000000000001,
           "selected": {
             "opacity": 1
           },
diff --git a/tests/testthat/_snaps/twoclass_plots.md b/tests/testthat/_snaps/twoclass_plots.md
index 04158d3..4c80a5e 100644
--- a/tests/testthat/_snaps/twoclass_plots.md
+++ b/tests/testthat/_snaps/twoclass_plots.md
@@ -2,15 +2,17 @@
 
     Code
       plot_twoclass_obs_pred(org, org$y_name)
-    Error <rlang_error>
-      'class' is not a column in the dataset
+    Condition
+      Error in `first_level()`:
+      ! 'class' is not a column in the dataset
 
 ---
 
     Code
       plot_twoclass_obs_pred(org$predictions, y_name)
-    Error <simpleError>
-      object 'y_name' not found
+    Condition
+      Error:
+      ! object 'y_name' not found
 
 ---
 
@@ -21,9 +23,9 @@
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             "y": [0, 1, 17, 39, 33, 0, 24, 4, 0, 1, 0, 9, 5, 2, 17, 12, 32, 20, 0, 366, 6],
             "text": ["count:   0<br />.pred_PS: 0.00", "count:   1<br />.pred_PS: 0.05", "count:  17<br />.pred_PS: 0.10", "count:  39<br />.pred_PS: 0.15", "count:  33<br />.pred_PS: 0.20", "count:   0<br />.pred_PS: 0.25", "count:  24<br />.pred_PS: 0.30", "count:   4<br />.pred_PS: 0.35", "count:   0<br />.pred_PS: 0.40", "count:   1<br />.pred_PS: 0.45", "count:   0<br />.pred_PS: 0.50", "count:   9<br />.pred_PS: 0.55", "count:   5<br />.pred_PS: 0.60", "count:   2<br />.pred_PS: 0.65", "count:  17<br />.pred_PS: 0.70", "count:  12<br />.pred_PS: 0.75", "count:  32<br />.pred_PS: 0.80", "count:  20<br />.pred_PS: 0.85", "count:   0<br />.pred_PS: 0.90", "count: 366<br />.pred_PS: 0.95", "count:   6<br />.pred_PS: 1.00"],
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@@ -32,7 +34,7 @@
               "autocolorscale": false,
               "color": "rgba(89,89,89,1)",
               "line": {
-                "width": 1.88976377952756,
+                "width": 1.8897637795275593,
                 "color": "rgba(255,255,255,1)"
               }
             },
@@ -44,9 +46,9 @@
           },
           {
             "orientation": "v",
-            "width": [null, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.0499999999999998, 0.05, 0.0499999999999998, 0.05, 0.05, 0.0499999999999998, 0.05, 0.0499999999999998, null],
+            "width": [null, 0.050000000000000017, 0.050000000000000017, 0.049999999999999989, 0.049999999999999989, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.050000000000000044, 0.049999999999999822, 0.050000000000000044, 0.049999999999999822, 0.050000000000000044, 0.050000000000000044, 0.049999999999999822, 0.050000000000000044, 0.049999999999999822, null],
             "base": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
-            "x": [null, 0.05, 0.1, 0.15, 0.2, 0.25, 0.3, 0.35, 0.4, 0.45, 0.5, 0.55, 0.6, 0.65, 0.7, 0.75, 0.8, 0.85, 0.9, 0.95, null],
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             "y": [12, 2, 43, 47, 94, 0, 25, 5, 3, 0, 0, 0, 7, 2, 14, 0, 19, 24, 0, 28, 7],
             "text": ["count:  12<br />.pred_PS: 0.00", "count:   2<br />.pred_PS: 0.05", "count:  43<br />.pred_PS: 0.10", "count:  47<br />.pred_PS: 0.15", "count:  94<br />.pred_PS: 0.20", "count:   0<br />.pred_PS: 0.25", "count:  25<br />.pred_PS: 0.30", "count:   5<br />.pred_PS: 0.35", "count:   3<br />.pred_PS: 0.40", "count:   0<br />.pred_PS: 0.45", "count:   0<br />.pred_PS: 0.50", "count:   0<br />.pred_PS: 0.55", "count:   7<br />.pred_PS: 0.60", "count:   2<br />.pred_PS: 0.65", "count:  14<br />.pred_PS: 0.70", "count:   0<br />.pred_PS: 0.75", "count:  19<br />.pred_PS: 0.80", "count:  24<br />.pred_PS: 0.85", "count:   0<br />.pred_PS: 0.90", "count:  28<br />.pred_PS: 0.95", "count:   7<br />.pred_PS: 1.00"],
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@@ -55,7 +57,7 @@
               "autocolorscale": false,
               "color": "rgba(89,89,89,1)",
               "line": {
-                "width": 1.88976377952756,
+                "width": 1.8897637795275593,
                 "color": "rgba(255,255,255,1)"
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@@ -68,24 +70,24 @@
         ],
         "layout": {
           "margin": {
-            "t": 37.4307458143075,
-            "r": 7.30593607305936,
-            "b": 39.6955859969559,
-            "l": 43.1050228310502
+            "t": 47.143676330041416,
+            "r": 7.3059360730593621,
+            "b": 49.408516512689829,
+            "l": 43.105022831050235
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           "plot_bgcolor": "rgba(235,235,235,1)",
           "paper_bgcolor": "rgba(255,255,255,1)",
           "font": {
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+            "size": 14.611872146118724
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           "xaxis": {
             "domain": [0, 1],
             "automargin": true,
             "type": "linear",
             "autorange": false,
-            "range": [-0.05, 1.05],
+            "range": [-0.050000000000000003, 1.05],
             "tickmode": "array",
             "ticktext": ["0.00", "0.25", "0.50", "0.75", "1.00"],
             "tickvals": [0, 0.25, 0.5, 0.75, 1],
@@ -94,13 +96,13 @@
             "nticks": null,
             "ticks": "outside",
             "tickcolor": "rgba(51,51,51,1)",
-            "ticklen": 3.65296803652968,
-            "tickwidth": 0.66417600664176,
+            "ticklen": 3.6529680365296811,
+            "tickwidth": 0.66417600664176002,
             "showticklabels": true,
             "tickfont": {
               "color": "rgba(77,77,77,1)",
               "family": "",
-              "size": 11.689497716895
+              "size": 11.68949771689498
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             "showline": false,
@@ -108,7 +110,7 @@
             "linewidth": 0,
             "showgrid": true,
             "gridcolor": "rgba(255,255,255,1)",
-            "gridwidth": 0.66417600664176,
+            "gridwidth": 0.66417600664176002,
             "zeroline": false,
             "anchor": "y2",
             "title": "",
@@ -126,7 +128,7 @@
               "font": {
                 "color": "rgba(0,0,0,1)",
                 "family": "",
-                "size": 14.6118721461187
+                "size": 14.611872146118724
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               "xref": "paper",
               "yref": "paper",
@@ -134,7 +136,7 @@
               "xanchor": "center",
               "yanchor": "top",
               "annotationType": "axis",
-              "yshift": -21.9178082191781
+              "yshift": -21.917808219178081
             },
             {
               "text": "count",
@@ -146,7 +148,7 @@
               "font": {
                 "color": "rgba(0,0,0,1)",
                 "family": "",
-                "size": 14.6118721461187
+                "size": 14.611872146118724
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               "xref": "paper",
               "yref": "paper",
@@ -154,7 +156,7 @@
               "xanchor": "right",
               "yanchor": "center",
               "annotationType": "axis",
-              "xshift": -27.7625570776256
+              "xshift": -27.762557077625573
             },
             {
               "text": ".outcome: PS",
@@ -166,7 +168,7 @@
               "font": {
                 "color": "rgba(26,26,26,1)",
                 "family": "",
-                "size": 11.689497716895
+                "size": 11.68949771689498
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               "xref": "paper",
               "yref": "paper",
@@ -177,14 +179,14 @@
             {
               "text": ".outcome: WS",
               "x": 0.5,
-              "y": 0.470319634703196,
+              "y": 0.44478071572687694,
               "showarrow": false,
               "ax": 0,
               "ay": 0,
               "font": {
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@@ -194,11 +196,11 @@
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           "yaxis": {
-            "domain": [0.529680365296804, 1],
+            "domain": [0.55521928427312306, 1],
             "automargin": true,
             "type": "linear",
             "autorange": false,
-            "range": [-18.3, 384.3],
+            "range": [-18.300000000000001, 384.30000000000001],
             "tickmode": "array",
             "ticktext": ["0", "100", "200", "300"],
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@@ -207,13 +209,13 @@
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             "ticks": "outside",
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-            "ticklen": 3.65296803652968,
-            "tickwidth": 0.66417600664176,
+            "ticklen": 3.6529680365296811,
+            "tickwidth": 0.66417600664176002,
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@@ -221,7 +223,7 @@
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             "showgrid": true,
             "gridcolor": "rgba(255,255,255,1)",
-            "gridwidth": 0.66417600664176,
+            "gridwidth": 0.66417600664176002,
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             "anchor": "x",
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@@ -241,7 +243,7 @@
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@@ -249,7 +251,7 @@
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@@ -257,7 +259,7 @@
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+              "y1": 23.37899543378996,
               "yanchor": 1,
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@@ -274,14 +276,14 @@
               "x0": 0,
               "x1": 1,
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+              "y1": 0.44478071572687694
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@@ -289,15 +291,15 @@
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+              "y1": 23.37899543378996,
+              "yanchor": 0.44478071572687694,
               "ysizemode": "pixel"
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           "yaxis2": {
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             "autorange": false,
-            "range": [-18.3, 384.3],
+            "range": [-18.300000000000001, 384.30000000000001],
             "tickmode": "array",
             "ticktext": ["0", "100", "200", "300"],
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@@ -306,22 +308,22 @@
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             "ticks": "outside",
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-            "ticklen": 3.65296803652968,
-            "tickwidth": 0.66417600664176,
+            "ticklen": 3.6529680365296811,
+            "tickwidth": 0.66417600664176002,
             "showticklabels": true,
             "tickfont": {
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-            "gridwidth": 0.66417600664176,
+            "gridwidth": 0.66417600664176002,
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@@ -331,11 +333,11 @@
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+            "borderwidth": 1.8897637795275593,
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+              "size": 11.68949771689498
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@@ -360,7 +362,7 @@
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-          "opacityDim": 0.2,
+          "opacityDim": 0.20000000000000001,
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@@ -374,8 +376,9 @@
 
     Code
       plot_twoclass_conf_mat(org)
-    Error <simpleError>
-      no applicable method for 'conf_mat' applied to an object of class "c('two_cls_shiny_data', 'shiny_data')"
+    Condition
+      Error in `UseMethod()`:
+      ! no applicable method for 'conf_mat' applied to an object of class "c('two_cls_shiny_data', 'shiny_data')"
 
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@@ -385,13 +388,13 @@
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@@ -406,38 +409,38 @@
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+            "t": 35.454178613146439,
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-            "range": [-46.23, 970.83],
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@@ -565,24 +568,27 @@
 
     Code
       plot_twoclass_pred_numcol(org, org$y_name, "AXL")
-    Error <rlang_error>
-      'class' is not a column in the dataset
+    Condition
+      Error in `first_level()`:
+      ! 'class' is not a column in the dataset
 
 ---
 
     Code
       plot_twoclass_pred_numcol(org$predictions, y_name, "AXL")
-    Error <simpleError>
-      object 'y_name' not found
+    Condition
+      Error:
+      ! object 'y_name' not found
 
 ---
 
     Code
       plot_twoclass_pred_numcol(org$predictions, org$y_name, "potato")
-    Warning <rlang_warning>
+    Condition
+      Warning in `ggplot2::geom_point()`:
       Ignoring unknown aesthetics: customdata and text
-    Error <simpleError>
-      object 'potato' not found
+      Error:
+      ! object 'potato' not found
 
 ---
 
@@ -592,8 +598,8 @@
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             {
               "text": "Probability of  PS",
@@ -724,7 +730,7 @@
               "font": {
                 "color": "rgba(0,0,0,1)",
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+                "size": 14.611872146118724
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               "yref": "paper",
@@ -732,7 +738,7 @@
               "xanchor": "right",
               "yanchor": "center",
               "annotationType": "axis",
-              "xshift": -27.7625570776256
+              "xshift": -27.762557077625573
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               "text": "Truth: PS",
@@ -744,7 +750,7 @@
               "font": {
                 "color": "rgba(26,26,26,1)",
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+                "size": 11.68949771689498
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@@ -755,14 +761,14 @@
             {
               "text": "Truth: WS",
               "x": 0.5,
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+              "y": 0.44478071572687694,
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               "ax": 0,
               "ay": 0,
               "font": {
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+                "size": 11.68949771689498
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@@ -772,26 +778,26 @@
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           "yaxis": {
-            "domain": [0.529680365296804, 1],
+            "domain": [0.55521928427312306, 1],
             "automargin": true,
             "type": "linear",
             "autorange": false,
-            "range": [-0.05, 1.05],
+            "range": [-0.050000000000000003, 1.05],
             "tickmode": "array",
             "ticktext": ["0.0", "0.2", "0.4", "0.6", "0.8", "1.0"],
-            "tickvals": [0, 0.2, 0.4, 0.6, 0.8, 1],
+            "tickvals": [0, 0.20000000000000001, 0.40000000000000002, 0.59999999999999987, 0.80000000000000004, 1],
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             "categoryarray": ["0.0", "0.2", "0.4", "0.6", "0.8", "1.0"],
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             "ticks": "outside",
             "tickcolor": "rgba(51,51,51,1)",
-            "ticklen": 3.65296803652968,
-            "tickwidth": 0.66417600664176,
+            "ticklen": 3.6529680365296811,
+            "tickwidth": 0.66417600664176002,
             "showticklabels": true,
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             "linewidth": 0,
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@@ -835,7 +841,7 @@
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@@ -852,14 +858,14 @@
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@@ -867,39 +873,39 @@
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+              "y1": 23.37899543378996,
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           "yaxis2": {
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             "ticks": "outside",
             "tickcolor": "rgba(51,51,51,1)",
-            "ticklen": 3.65296803652968,
-            "tickwidth": 0.66417600664176,
+            "ticklen": 3.6529680365296811,
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             "showticklabels": true,
             "tickfont": {
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@@ -909,11 +915,11 @@
           "legend": {
             "bgcolor": "rgba(255,255,255,1)",
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-            "borderwidth": 1.88976377952756,
+            "borderwidth": 1.8897637795275593,
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+              "size": 11.68949771689498
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           "hovermode": "closest",
@@ -939,7 +945,7 @@
           "persistent": false,
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-          "opacityDim": 0.2,
+          "opacityDim": 0.20000000000000001,
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@@ -953,24 +959,27 @@
 
     Code
       plot_twoclass_pred_factorcol(org, org$y_name, "fact_col")
-    Error <rlang_error>
-      'class' is not a column in the dataset
+    Condition
+      Error in `first_level()`:
+      ! 'class' is not a column in the dataset
 
 ---
 
     Code
       plot_twoclass_pred_factorcol(org$predictions, y_name, "fact_col")
-    Error <simpleError>
-      object 'y_name' not found
+    Condition
+      Error:
+      ! object 'y_name' not found
 
 ---
 
     Code
       plot_twoclass_pred_factorcol(org$predictions, org$y_name, "potato")
-    Warning <rlang_warning>
+    Condition
+      Warning in `ggplot2::geom_point()`:
       Ignoring unknown aesthetics: customdata and text
-    Error <simpleError>
-      object 'potato' not found
+      Error:
+      ! object 'potato' not found
 
 ---
 
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     Code
       plot_twoclass_roc(org, org$y_name)
-    Error <rlang_error>
-      'class' is not a column in the dataset
+    Condition
+      Error in `first_level()`:
+      ! 'class' is not a column in the dataset
 
 ---
 
     Code
       plot_twoclass_roc(org$predictions, y_name)
-    Error <simpleError>
-      object 'y_name' not found
+    Condition
+      Error:
+      ! object 'y_name' not found
 
 ---
 
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+            "x": [0.29999999999999999],
+            "y": [0.80000000000000004],
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@@ -1580,22 +1591,25 @@
 
     Code
       plot_twoclass_pr(org, org$y_name)
-    Error <rlang_error>
-      'class' is not a column in the dataset
+    Condition
+      Error in `first_level()`:
+      ! 'class' is not a column in the dataset
 
 ---
 
     Code
       plot_twoclass_pr(org$predictions, y_name)
-    Error <simpleError>
-      object 'y_name' not found
+    Condition
+      Error:
+      ! object 'y_name' not found
 
 ---
 
     Code
       plot_twoclass_pr(org$predictions, "mpg")
-    Error <rlang_error>
-      'mpg' is not a column in the dataset
+    Condition
+      Error in `first_level()`:
+      ! 'mpg' is not a column in the dataset
 
 ---
 
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@@ -1622,8 +1636,8 @@
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+            "x": [0.20000000000000001],
+            "y": [0.81999999999999995],
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