{"action":"created","comment":{"url":"https://api.github.com/repos/salesforce/TransmogrifAI/pulls/comments/215989005","pull_request_review_id":153336901,"id":215989005,"node_id":"MDI0OlB1bGxSZXF1ZXN0UmV2aWV3Q29tbWVudDIxNTk4OTAwNQ==","diff_hunk":"@@ -0,0 +1,122 @@\n+/*\n+ * Copyright (c) 2017, Salesforce.com, Inc.\n+ * All rights reserved.\n+ *\n+ * Redistribution and use in source and binary forms, with or without\n+ * modification, are permitted provided that the following conditions are met:\n+ *\n+ * * Redistributions of source code must retain the above copyright notice, this\n+ *   list of conditions and the following disclaimer.\n+ *\n+ * * Redistributions in binary form must reproduce the above copyright notice,\n+ *   this list of conditions and the following disclaimer in the documentation\n+ *   and/or other materials provided with the distribution.\n+ *\n+ * * Neither the name of the copyright holder nor the names of its\n+ *   contributors may be used to endorse or promote products derived from\n+ *   this software without specific prior written permission.\n+ *\n+ * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS \"AS IS\"\n+ * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE\n+ * IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE\n+ * DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE\n+ * FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL\n+ * DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR\n+ * SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER\n+ * CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,\n+ * OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE\n+ * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.\n+ */\n+\n+package com.salesforce.op.evaluators\n+\n+import com.salesforce.op.test.TestSparkContext\n+import org.junit.runner.RunWith\n+import org.scalatest.FlatSpec\n+import org.scalatest.junit.JUnitRunner\n+\n+@RunWith(classOf[JUnitRunner])\n+class OpBinaryClassifyBinEvaluatorTest extends FlatSpec with TestSparkContext {\n+\n+  val labelName = \"label\"\n+  val predictionLabel = \"pred\"\n+\n+  val dataset_test = Seq(\n+    (Map(\"probability_1\" -> 0.99999, \"probability_0\" -> 0.0001, \"prediction\" -> 1.0), 1.0),\n+    (Map(\"probability_1\" -> 0.99999, \"probability_0\" -> 0.0001, \"prediction\" -> 1.0), 1.0),\n+    (Map(\"probability_1\" -> 0.00541, \"probability_0\" -> 0.99560, \"prediction\" -> 1.0), 0.0),\n+    (Map(\"probability_1\" -> 0.70, \"probability_0\" -> 0.30, \"prediction\" -> 1.0), 0.0),\n+    (Map(\"probability_1\" -> 0.001, \"probability_0\" -> 0.999, \"prediction\" -> 0.0), 0.0)\n+  )\n+\n+  val dataset_skewed = Seq(\n+    (Map(\"probability_1\" -> 0.99999, \"probability_0\" -> 0.0001, \"prediction\" -> 1.0), 1.0),\n+    (Map(\"probability_1\" -> 0.99999, \"probability_0\" -> 0.0001, \"prediction\" -> 1.0), 1.0),\n+    (Map(\"probability_1\" -> 0.9987, \"probability_0\" -> 0.001, \"prediction\" -> 1.0), 1.0),\n+    (Map(\"probability_1\" -> 0.946, \"probability_0\" -> 0.0541, \"prediction\" -> 1.0), 1.0)\n+  )\n+\n+  val emptyDataSet = Seq.empty[(Map[String, Double], Double)]\n+\n+  Spec[OpBinaryClassifyBinEvaluator] should \"return the bin metrics\" in {\n+    val df = spark.createDataFrame(dataset_test).toDF(predictionLabel, labelName)\n+\n+    val metrics = new OpBinaryClassifyBinEvaluator(numBins = 4)\n+      .setLabelCol(labelName).setPredictionCol(predictionLabel).evaluateAll(df)\n+\n+    BigDecimal(metrics.BrierScore).setScale(3, BigDecimal.RoundingMode.HALF_UP).toDouble shouldBe 0.098\n+    metrics.BinCenters shouldBe Seq(0.125, 0.375, 0.625, 0.875)\n+    metrics.NumberOfDataPoints shouldBe Seq(2, 0, 1, 2)\n+    metrics.AverageScore shouldBe Seq(0.003205, 0.0, 0.7, 0.99999)\n+    metrics.AverageConversionRate shouldBe Seq(0.0, 0.0, 0.0, 1.0)\n+  }\n+\n+  it should \"return the empty bin metrics for numBins == 0\" in {\n+    val df = spark.createDataFrame(dataset_test).toDF(predictionLabel, labelName)\n+\n+    val metrics = new OpBinaryClassifyBinEvaluator(numBins = 0)\n+      .setLabelCol(labelName).setPredictionCol(predictionLabel).evaluateAll(df)\n+\n+    metrics.BrierScore shouldBe 0.0","path":"core/src/test/scala/com/salesforce/op/evaluators/OpBinaryClassifyBinEvaluatorTest.scala","position":80,"original_position":80,"commit_id":"0eebe3dbbfb025fe1145e1c2f36fdaecc37e9b89","original_commit_id":"0eebe3dbbfb025fe1145e1c2f36fdaecc37e9b89","user":{"login":"tovbinm","id":629845,"node_id":"MDQ6VXNlcjYyOTg0NQ==","avatar_url":"https://avatars0.githubusercontent.com/u/629845?v=4","gravatar_id":"","url":"https://api.github.com/users/tovbinm","html_url":"https://github.com/tovbinm","followers_url":"https://api.github.com/users/tovbinm/followers","following_url":"https://api.github.com/users/tovbinm/following{/other_user}","gists_url":"https://api.github.com/users/tovbinm/gists{/gist_id}","starred_url":"https://api.github.com/users/tovbinm/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/tovbinm/subscriptions","organizations_url":"https://api.github.com/users/tovbinm/orgs","repos_url":"https://api.github.com/users/tovbinm/repos","events_url":"https://api.github.com/users/tovbinm/events{/privacy}","received_events_url":"https://api.github.com/users/tovbinm/received_events","type":"User","site_admin":false},"body":"case classes has equals implemented so you can simply do `metrics shouldBe BinaryClassificationBinMetrics(0.0, Seq(), Seq(), Seq(), Seq())` here and everywhere in tests","created_at":"2018-09-07T15:01:31Z","updated_at":"2018-09-07T15:04:38Z","html_url":"https://github.com/salesforce/TransmogrifAI/pull/119#discussion_r215989005","pull_request_url":"https://api.github.com/repos/salesforce/TransmogrifAI/pulls/119","author_association":"MEMBER","_links":{"self":{"href":"https://api.github.com/repos/salesforce/TransmogrifAI/pulls/comments/215989005"},"html":{"href":"https://github.com/salesforce/TransmogrifAI/pull/119#discussion_r215989005"},"pull_request":{"href":"https://api.github.com/repos/salesforce/TransmogrifAI/pulls/119"}}},"pull_request":{"url":"https://api.github.com/repos/salesforce/TransmogrifAI/pulls/119","id":213910019,"node_id":"MDExOlB1bGxSZXF1ZXN0MjEzOTEwMDE5","html_url":"https://github.com/salesforce/TransmogrifAI/pull/119","diff_url":"https://github.com/salesforce/TransmogrifAI/pull/119.diff","patch_url":"https://github.com/salesforce/TransmogrifAI/pull/119.patch","issue_url":"https://api.github.com/repos/salesforce/TransmogrifAI/issues/119","number":119,"state":"open","locked":false,"title":"Adding binaryclassification bin score evaluator","user":{"login":"gokulsfdc","id":7522696,"node_id":"MDQ6VXNlcjc1MjI2OTY=","avatar_url":"https://avatars1.githubusercontent.com/u/7522696?v=4","gravatar_id":"","url":"https://api.github.com/users/gokulsfdc","html_url":"https://github.com/gokulsfdc","followers_url":"https://api.github.com/users/gokulsfdc/followers","following_url":"https://api.github.com/users/gokulsfdc/following{/other_user}","gists_url":"https://api.github.com/users/gokulsfdc/gists{/gist_id}","starred_url":"https://api.github.com/users/gokulsfdc/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/gokulsfdc/subscriptions","organizations_url":"https://api.github.com/users/gokulsfdc/orgs","repos_url":"https://api.github.com/users/gokulsfdc/repos","events_url":"https://api.github.com/users/gokulsfdc/events{/privacy}","received_events_url":"https://api.github.com/users/gokulsfdc/received_events","type":"User","site_admin":false},"body":"**Related issues**\r\nhttps://github.com/salesforce/TransmogrifAI/issues/101\r\n\r\n**Describe the proposed solution**\r\nCreating a evaluator for Binary Classification which provides statistics about the predicted scores. This evaluator creates the specified number of bins and computes the following details for each bin.\r\n1. Total number of data points.\r\n2. Average Score.\r\n3. Average Conversion rate.\r\n4. Bin Centers.\r\n\r\nOverall BrierScore for the scores is also computed, which is a default metric as well.\r\n\r\nAdded unit tests for the evaluator\r\n","created_at":"2018-09-07T12:18:03Z","updated_at":"2018-09-07T15:04:38Z","closed_at":null,"merged_at":null,"merge_commit_sha":"0f83c2028146e1278c7179d823f4ea1a55b213e0","assignee":null,"assignees":[],"requested_reviewers":[{"login":"leahmcguire","id":9258550,"node_id":"MDQ6VXNlcjkyNTg1NTA=","avatar_url":"https://avatars1.githubusercontent.com/u/9258550?v=4","gravatar_id":"","url":"https://api.github.com/users/leahmcguire","html_url":"https://github.com/leahmcguire","followers_url":"https://api.github.com/users/leahmcguire/followers","following_url":"https://api.github.com/users/leahmcguire/following{/other_user}","gists_url":"https://api.github.com/users/leahmcguire/gists{/gist_id}","starred_url":"https://api.github.com/users/leahmcguire/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/leahmcguire/subscriptions","organizations_url":"https://api.github.com/users/leahmcguire/orgs","repos_url":"https://api.github.com/users/leahmcguire/repos","events_url":"https://api.github.com/users/leahmcguire/events{/privacy}","received_events_url":"https://api.github.com/users/leahmcguire/received_events","type":"User","site_admin":false}],"requested_teams":[],"labels":[{"id":1015076088,"node_id":"MDU6TGFiZWwxMDE1MDc2MDg4","url":"https://api.github.com/repos/salesforce/TransmogrifAI/labels/cla:signed","name":"cla:signed","color":"5ebc41","default":false}],"milestone":null,"commits_url":"https://api.github.com/repos/salesforce/TransmogrifAI/pulls/119/commits","review_comments_url":"https://api.github.com/repos/salesforce/TransmogrifAI/pulls/119/comments","review_comment_url":"https://api.github.com/repos/salesforce/TransmogrifAI/pulls/comments{/number}","comments_url":"https://api.github.com/repos/salesforce/TransmogrifAI/issues/119/comments","statuses_url":"https://api.github.com/repos/salesforce/TransmogrifAI/statuses/0eebe3dbbfb025fe1145e1c2f36fdaecc37e9b89","head":{"label":"gokulsfdc:op/bin_evaluator","ref":"op/bin_evaluator","sha":"0eebe3dbbfb025fe1145e1c2f36fdaecc37e9b89","user":{"login":"gokulsfdc","id":7522696,"node_id":"MDQ6VXNlcjc1MjI2OTY=","avatar_url":"https://avatars1.githubusercontent.com/u/7522696?v=4","gravatar_id":"","url":"https://api.github.com/users/gokulsfdc","html_url":"https://github.com/gokulsfdc","followers_url":"https://api.github.com/users/gokulsfdc/followers","following_url":"https://api.github.com/users/gokulsfdc/following{/other_user}","gists_url":"https://api.github.com/users/gokulsfdc/gists{/gist_id}","starred_url":"https://api.github.com/users/gokulsfdc/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/gokulsfdc/subscriptions","organizations_url":"https://api.github.com/users/gokulsfdc/orgs","repos_url":"https://api.github.com/users/gokulsfdc/repos","events_url":"https://api.github.com/users/gokulsfdc/events{/privacy}","received_events_url":"https://api.github.com/users/gokulsfdc/received_events","type":"User","site_admin":false},"repo":{"id":145403961,"node_id":"MDEwOlJlcG9zaXRvcnkxNDU0MDM5NjE=","name":"TransmogrifAI","full_name":"gokulsfdc/TransmogrifAI","owner":{"login":"gokulsfdc","id":7522696,"node_id":"MDQ6VXNlcjc1MjI2OTY=","avatar_url":"https://avatars1.githubusercontent.com/u/7522696?v=4","gravatar_id":"","url":"https://api.github.com/users/gokulsfdc","html_url":"https://github.com/gokulsfdc","followers_url":"https://api.github.com/users/gokulsfdc/followers","following_url":"https://api.github.com/users/gokulsfdc/following{/other_user}","gists_url":"https://api.github.com/users/gokulsfdc/gists{/gist_id}","starred_url":"https://api.github.com/users/gokulsfdc/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/gokulsfdc/subscriptions","organizations_url":"https://api.github.com/users/gokulsfdc/orgs","repos_url":"https://api.github.com/users/gokulsfdc/repos","events_url":"https://api.github.com/users/gokulsfdc/events{/privacy}","received_events_url":"https://api.github.com/users/gokulsfdc/received_events","type":"User","site_admin":false},"private":false,"html_url":"https://github.com/gokulsfdc/TransmogrifAI","description":"TransmogrifAI 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