[FIX] Test and Score: Sort numerically, not alphabetically

Orange/widgets/evaluate/owtestlearners.py

@@ -533,7 +533,7 @@ def update_stats_model(self):
                 for stat, scorer in zip(stats, self.scorers):
                     item = QStandardItem()
                     if stat.success:
-                        item.setText("{:.3f}".format(stat.value[0]))
+                        item.setData(float(stat.value[0]), Qt.DisplayRole)
                     else:
                         item.setToolTip(str(stat.exception))
                         if scorer.name in self.score_table.shown_scores:

Orange/widgets/evaluate/tests/test_owtestlearners.py

@@ -277,10 +277,10 @@ def __call__(self, data):
         # Ensure that the click on header caused an ascending sort
         # Ascending sort means that wrong model should be listed first
         self.assertEqual(header.sortIndicatorOrder(), Qt.AscendingOrder)
-        self.assertEqual(view.model().item(0, 0).text(), "VersicolorLearner")
+        self.assertEqual(view.model().index(0, 0).data(), "VersicolorLearner")
 
         self.send_signal(self.widget.Inputs.test_data, versicolor, wait=5000)
-        self.assertEqual(view.model().item(0, 0).text(), "SetosaLearner")
+        self.assertEqual(view.model().index(0, 0).data(), "SetosaLearner")
 
         self.widget.hide()
 
@@ -365,10 +365,11 @@ def test_scores_log_reg_advanced(self):
                 [1, 1, 1.23, 23.8, 5.], [1., 2., 3., 4., 3.], "yynnn"))
         )
 
-        self.assertTupleEqual(self._test_scores(
-            table_train, table_test, LogisticRegressionLearner(),
-            OWTestLearners.TestOnTest, None),
-                              (0.667, 0.8, 0.8, 0.867, 0.8))
+        np.testing.assert_almost_equal(
+            self._test_scores(table_train, table_test,
+                              LogisticRegressionLearner(),
+                              OWTestLearners.TestOnTest, None),
+            (2 / 3, 0.8, 0.8, 13 / 15, 0.8))
 
     def test_scores_cross_validation(self):
         """

Orange/widgets/evaluate/tests/test_utils.py

@@ -3,8 +3,11 @@
 import unittest
 import collections
 
+import numpy as np
+
 from AnyQt.QtWidgets import QMenu
-from AnyQt.QtCore import QPoint
+from AnyQt.QtGui import QStandardItem
+from AnyQt.QtCore import QPoint, Qt
 
 from Orange.widgets.evaluate.utils import ScoreTable
 from Orange.widgets.tests.base import GuiTest
@@ -70,5 +73,48 @@ def test_update_shown_columns(self):
                              not header.isSectionHidden(i),
                              msg="error in section {}({})".format(i, name))
 
+    def test_sorting(self):
+        def order(n=5):
+            return "".join(model.index(i, 0).data() for i in range(n))
+
+        score_table = ScoreTable(None)
+
+        data = [
+            ["D", 11.0, 15.3],
+            ["C", 5.0, -15.4],
+            ["b", 20.0, np.nan],
+            ["A", None, None],
+            ["E", "", 0.0]
+        ]
+        for data_row in data:
+            row = []
+            for x in data_row:
+                item = QStandardItem()
+                if x is not None:
+                    item.setData(x, Qt.DisplayRole)
+                row.append(item)
+            score_table.model.appendRow(row)
+
+        model = score_table.view.model()
+
+        model.sort(0, Qt.AscendingOrder)
+        self.assertEqual(order(), "AbCDE")
+
+        model.sort(0, Qt.DescendingOrder)
+        self.assertEqual(order(), "EDCbA")
+
+        model.sort(1, Qt.AscendingOrder)
+        self.assertEqual(order(3), "CDb")
+
+        model.sort(1, Qt.DescendingOrder)
+        self.assertEqual(order(3), "bDC")
+
+        model.sort(2, Qt.AscendingOrder)
+        self.assertEqual(order(3), "CED")
+
+        model.sort(2, Qt.DescendingOrder)
+        self.assertEqual(order(3), "DEC")
+
+
 if __name__ == "__main__":
     unittest.main()

Orange/widgets/evaluate/utils.py

@@ -6,7 +6,8 @@
 
 from AnyQt.QtWidgets import QHeaderView, QStyledItemDelegate, QMenu
 from AnyQt.QtGui import QStandardItemModel, QStandardItem
-from AnyQt.QtCore import Qt, QSize, QObject, pyqtSignal as Signal
+from AnyQt.QtCore import Qt, QSize, QObject, pyqtSignal as Signal, \
+    QSortFilterProxyModel
 from sklearn.exceptions import UndefinedMetricWarning
 
 from Orange.data import Variable, DiscreteVariable, ContinuousVariable
@@ -98,6 +99,32 @@ def thunked():
     return thunked
 
 
+class ScoreModel(QSortFilterProxyModel):
+    def lessThan(self, left, right):
+        def is_bad(x):
+            return not isinstance(x, (int, float, str)) \
+                   or isinstance(x, float) and np.isnan(x)
+
+        left = left.data()
+        right = right.data()
+        is_ascending = self.sortOrder() == Qt.AscendingOrder
+
+        # bad entries go below; if both are bad, left remains above
+        if is_bad(left) or is_bad(right):
+            return is_bad(right) == is_ascending
+
+        # for data of different types, numbers are at the top
+        if type(left) is not type(right):
+            return isinstance(left, float) == is_ascending
+
+        # case insensitive comparison for strings
+        if isinstance(left, str):
+            return left.upper() < right.upper()
+
+        # otherwise, compare numbers
+        return left < right
+
+
 class ScoreTable(OWComponent, QObject):
     shown_scores = \
         Setting(set(chain(*BUILTIN_SCORERS_ORDER.values())))
@@ -109,6 +136,12 @@ def sizeHint(self, *args):
             size = super().sizeHint(*args)
             return QSize(size.width(), size.height() + 6)
 
+        def displayText(self, value, locale):
+            if isinstance(value, float):
+                return f"{value:.3f}"
+            else:
+                return super().displayText(value, locale)
+
     def __init__(self, master):
         QObject.__init__(self)
         OWComponent.__init__(self, master)
@@ -125,7 +158,9 @@ def __init__(self, master):
 
         self.model = QStandardItemModel(master)
         self.model.setHorizontalHeaderLabels(["Method"])
-        self.view.setModel(self.model)
+        self.sorted_model = ScoreModel()
+        self.sorted_model.setSourceModel(self.model)
+        self.view.setModel(self.sorted_model)
         self.view.setItemDelegate(self.ItemDelegate())
 
     def _column_names(self):