Repository: deepchecks/deepchecks

Issue:
[BUG] graph for categorical data with long category names causes overlap of titles.
Vehicle2 overlaps with DriftScore:

![Screen Shot 2022-01-02 at 17 49 36](https://user-images.githubusercontent.com/42312361/147881234-02555176-8802-4181-b548-917101b8cc6e.png)

numerical features are displayed without issue


Discussion:

Resolving patch:
diff --git a/deepchecks/base/check.py b/deepchecks/base/check.py
--- a/deepchecks/base/check.py
+++ b/deepchecks/base/check.py
@@ -277,7 +277,7 @@ def wrap_run(func, class_instance):
     def wrapped(*args, **kwargs):
         result = func(*args, **kwargs)
         if not isinstance(result, CheckResult):
-            raise DeepchecksValueError(f'Check {class_instance.name()} expected to return CheckResult bot got: '
+            raise DeepchecksValueError(f'Check {class_instance.name()} expected to return CheckResult but got: '
                                        + type(result).__name__)
         result.check = class_instance
         result.process_conditions()
diff --git a/deepchecks/checks/distribution/dist_utils.py b/deepchecks/checks/distribution/dist_utils.py
--- a/deepchecks/checks/distribution/dist_utils.py
+++ b/deepchecks/checks/distribution/dist_utils.py
@@ -137,7 +137,7 @@ def calc_drift_and_plot(train_column: pd.Series, test_column: pd.Series, plot_ti
         expected_percents, actual_percents, _ = \
             preprocess_2_cat_cols_to_same_bins(dist1=train_dist, dist2=test_dist, max_num_categories=max_num_categories)
         score = psi(expected_percents=expected_percents, actual_percents=actual_percents)
-        bar_stop = max(0.4, score + 0.1)
+        bar_stop = min(max(0.4, score + 0.1), 1)
 
         score_bar = drift_score_bar_traces(score)
 
@@ -157,8 +157,7 @@ def calc_drift_and_plot(train_column: pd.Series, test_column: pd.Series, plot_ti
             gridcolor='black',
             linecolor='black',
             range=[0, bar_stop],
-            dtick=0.05,
-            title='drift score'
+            dtick=0.05
         ),
         yaxis=dict(
             showgrid=False,
diff --git a/deepchecks/checks/distribution/plot.py b/deepchecks/checks/distribution/plot.py
--- a/deepchecks/checks/distribution/plot.py
+++ b/deepchecks/checks/distribution/plot.py
@@ -107,14 +107,13 @@ def feature_distribution_traces(train_column,
     Args:
         train_column (): Train data used to trace distribution.
         test_column (): Test data used to trace distribution.
-        plot_title (str): Name of the plot.
         is_categorical (bool): State if column is categorical (default: False).
         max_num_categories (int): Maximum number of categories to show in plot (default: 10).
 
     Returns:
         List[Union[go.Bar, go.Scatter]]: list of plotly traces.
         Dict: layout of x axis
-        Dicst: layout of y axis
+        Dict: layout of y axis
     """
     if is_categorical:
         expected_percents, actual_percents, categories_list = \
@@ -142,7 +141,7 @@ def feature_distribution_traces(train_column,
 
         traces = [train_bar, test_bar]
 
-        xaxis_layout = dict(title='Distribution', type='category')
+        xaxis_layout = dict(type='category')
         yaxis_layout = dict(fixedrange=True,
                             range=(0, 1),
                             title='Percentage')


Test patch:
diff --git a/examples/checks/distribution/train_test_feature_drift.ipynb b/examples/checks/distribution/train_test_feature_drift.ipynb
--- a/examples/checks/distribution/train_test_feature_drift.ipynb
+++ b/examples/checks/distribution/train_test_feature_drift.ipynb
@@ -600,46 +600,46 @@
          ],
          "xaxis": "x2",
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+          0.01680549979530375,
+          0.04013429625136761,
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+          0.19262681865480072,
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+          1.1947860713007323e-27,
+          6.208154643259799e-33,
+          9.674607916391629e-39,
+          4.521709855054126e-45,
+          6.33826628479871e-52,
+          2.6646289479045355e-59
          ],
          "yaxis": "y2"
         },
@@ -694,46 +694,46 @@
          ],
          "xaxis": "x2",
          "y": [
-          1.6793373894976798e-05,
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+          1.6793373894976757e-05,
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+          0.0032701704316407993,
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+          0.026586728220779104,
+          0.040570248836797024,
+          0.05946935191824757,
+          0.08134985099256561,
+          0.10205418531483626,
+          0.11937337405042547,
           0.1365706038500997,
           0.15789038128191552,
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-          0.20456382088911845,
+          0.20456382088911848,
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-          0.2187733881244408,
+          0.21877338812444078,
           0.2210023481399243,
-          0.22403054282797938,
-          0.22207750520547995,
-          0.21188305584736844,
-          0.1947393069656131,
-          0.17266000436564127,
+          0.22403054282797943,
+          0.22207750520548,
+          0.2118830558473684,
+          0.19473930696561306,
+          0.17266000436564125,
           0.1489521570681507,
           0.12794562811303867,
-          0.11061902637491855,
+          0.11061902637491856,
           0.0947218826963912,
-          0.07805372865725622,
-          0.06058412102153127,
-          0.044823160006455545,
-          0.0326456509290632,
-          0.023140958230314645,
-          0.015315904292987324,
+          0.0780537286572562,
+          0.06058412102153126,
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+          0.032645650929063186,
+          0.023140958230314628,
+          0.015315904292987317,
           0.00960742761627769,
-          0.006039228797834852,
-          0.0037940142338068325,
-          0.0022453861550083415
+          0.00603922879783485,
+          0.003794014233806829,
+          0.002245386155008337
          ],
          "yaxis": "y2"
         }
@@ -749,7 +749,7 @@
           "x": 0.5,
           "xanchor": "center",
           "xref": "paper",
-          "y": 1.0,
+          "y": 1,
           "yanchor": "bottom",
           "yref": "paper"
          },
@@ -851,7 +851,7 @@
             },
             "colorscale": [
              [
-              0.0,
+              0,
               "#0d0887"
              ],
              [
@@ -887,7 +887,7 @@
               "#fdca26"
              ],
              [
-              1.0,
+              1,
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              ]
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@@ -911,7 +911,7 @@
             },
             "colorscale": [
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-              0.0,
+              0,
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              ],
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@@ -947,7 +947,7 @@
               "#fdca26"
              ],
              [
-              1.0,
+              1,
               "#f0f921"
              ]
             ],
@@ -962,7 +962,7 @@
             },
             "colorscale": [
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-              0.0,
+              0,
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              ],
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@@ -998,7 +998,7 @@
               "#fdca26"
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+              1,
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@@ -1025,7 +1025,7 @@
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@@ -1061,7 +1061,7 @@
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+              1,
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@@ -1076,7 +1076,7 @@
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+              0,
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@@ -1112,7 +1112,7 @@
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+              1,
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@@ -1258,7 +1258,7 @@
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@@ -1294,7 +1294,7 @@
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@@ -1385,7 +1385,7 @@
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            "sequential": [
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@@ -1421,13 +1421,13 @@
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            "sequentialminus": [
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+             0,
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@@ -1463,7 +1463,7 @@
              "#fdca26"
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-             1.0,
+             1,
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            ]
@@ -1596,8 +1596,8 @@
         "xaxis": {
          "anchor": "y",
          "domain": [
-          0.0,
-          1.0
+          0,
+          1
          ],
          "dtick": 0.05,
          "gridcolor": "black",
@@ -1606,16 +1606,13 @@
           0,
           0.4
          ],
-         "showgrid": false,
-         "title": {
-          "text": "drift score"
-         }
+         "showgrid": false
         },
         "xaxis2": {
          "anchor": "y2",
          "domain": [
-          0.0,
-          1.0
+          0,
+          1
          ],
          "fixedrange": true,
          "range": [
@@ -1630,7 +1627,7 @@
          "anchor": "x",
          "domain": [
           0.9400000000000001,
-          1.0
+          1
          ],
          "showgrid": false,
          "showline": false,
@@ -1640,7 +1637,7 @@
         "yaxis2": {
          "anchor": "x2",
          "domain": [
-          0.0,
+          0,
           0.54
          ],
          "title": {
@@ -1650,9 +1647,9 @@
        }
       },
       "text/html": [
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