damccorm commented on code in PR #34232:
URL: https://github.com/apache/beam/pull/34232#discussion_r1987788125


##########
sdks/python/apache_beam/ml/anomaly/detectors/iqr_test.py:
##########
@@ -0,0 +1,52 @@
+#
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements.  See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License.  You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+
+import logging
+import math
+import unittest
+
+import apache_beam as beam
+from apache_beam.ml.anomaly.detectors.iqr import IQR
+
+
+class IQRTest(unittest.TestCase):
+  input = [
+      beam.Row(x=1),
+      beam.Row(x=1),
+      beam.Row(x=5),
+      beam.Row(x=9),
+      beam.Row(x=20),
+      beam.Row(x=10),
+      beam.Row(x=1)
+  ]
+
+  def test_with_default_trackers(self):
+    iqr = IQR()
+
+    scores = []
+    for row in IQRTest.input:
+      scores.append(iqr.score_one(row))
+      iqr.learn_one(row)
+
+    self.assertTrue(math.isnan(scores[0]))
+    self.assertEqual(
+        scores[1:], [0.0, 0.0, 3.0, 2.8, 0.125, 0.12903225806451613])

Review Comment:
   Got it - that is gross, but kinda makes sense. Thanks for the explanation, 
lets leave this as is.



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