diff --git a/core/src/main/java/com/airbnb/aerosolve/core/transforms/FloatToStringTransform.java b/core/src/main/java/com/airbnb/aerosolve/core/transforms/FloatToStringTransform.java
new file mode 100644
index 00000000..c642b382
--- /dev/null
+++ b/core/src/main/java/com/airbnb/aerosolve/core/transforms/FloatToStringTransform.java
@@ -0,0 +1,75 @@
+package com.airbnb.aerosolve.core.transforms;
+
+import com.airbnb.aerosolve.core.FeatureVector;
+import com.airbnb.aerosolve.core.util.Util;
+import com.typesafe.config.Config;
+import lombok.extern.slf4j.Slf4j;
+
+import java.util.Collection;
+import java.util.HashSet;
+import java.util.Map;
+import java.util.Set;
+
+/**
+ * Similar to MoveFloatToStringAndFloat, however, just move defined float value into String Feature
+ * not using bucket. This is used when there are certain number of incorrect data,
+ * i.e. x = 0 doesn't mean it is worse than x = 0.00001, it just somewhere in the pipeline
+ * make null = 0, so before we fixed the pipeline, convert it to string feature.
+ */
+@Slf4j
+public class FloatToStringTransform implements Transform {
+  private String fieldName;
+  private Collection<String> keys;
+  private Set<Double> values;
+  private String stringOutputName;
+
+  @Override
+  public void configure(Config config, String key) {
+    fieldName = config.getString(key + ".field1");
+    if (config.hasPath(key + ".keys")) {
+      keys = config.getStringList(key + ".keys");
+    }
+    values = new HashSet<>(config.getDoubleList(key + ".values"));
+    stringOutputName = config.getString(key + ".string_output");
+  }
+
+  @Override
+  public void doTransform(FeatureVector featureVector) {
+    Map<String, Map<String, Double>> floatFeatures = featureVector.floatFeatures;
+
+    if (floatFeatures == null || floatFeatures.isEmpty()) {
+      return;
+    }
+
+    Map<String, Double> input = floatFeatures.get(fieldName);
+
+    if (input == null || input.isEmpty()) {
+      return;
+    }
+
+    Util.optionallyCreateStringFeatures(featureVector);
+    Map<String, Set<String>> stringFeatures = featureVector.getStringFeatures();
+    Set<String> stringOutput = Util.getOrCreateStringFeature(stringOutputName, stringFeatures);
+    Collection<String> localKeys = (keys == null)? input.keySet() : keys;
+    log.debug("k {} {}", localKeys, input);
+    for (String key : localKeys) {
+      moveFloatToStringAndFloat(
+          input, key, values, stringOutput);
+    }
+  }
+
+  private void moveFloatToStringAndFloat(
+      Map<String, Double> input,
+      String key, Set<Double> values,
+      Set<String> stringOutput) {
+    if (input.containsKey(key)) {
+      Double inputFloatValue = input.get(key);
+
+      if (values.contains(inputFloatValue)) {
+        String movedFloat = key + "=" + inputFloatValue;
+        stringOutput.add(movedFloat);
+        input.remove(key);
+      }
+    }
+  }
+}
diff --git a/core/src/main/java/com/airbnb/aerosolve/core/transforms/MoveFloatToStringAndFloatTransform.java b/core/src/main/java/com/airbnb/aerosolve/core/transforms/MoveFloatToStringAndFloatTransform.java
index 23687d98..f7ad6ac6 100644
--- a/core/src/main/java/com/airbnb/aerosolve/core/transforms/MoveFloatToStringAndFloatTransform.java
+++ b/core/src/main/java/com/airbnb/aerosolve/core/transforms/MoveFloatToStringAndFloatTransform.java
@@ -58,12 +58,9 @@ public void doTransform(FeatureVector featureVector) {
     Set<String> stringOutput = Util.getOrCreateStringFeature(stringOutputName, stringFeatures);
 
     Map<String, Double> floatOutput = Util.getOrCreateFloatFeature(floatOutputName, floatFeatures);
+    Collection<String> localKeys = (keys == null)? input.keySet() : keys;
 
-    if (keys == null) {
-      keys = input.keySet();
-    }
-
-    for (String key : keys) {
+    for (String key : localKeys) {
       moveFloatToStringAndFloat(
         input, key, bucket, minBucket, maxBucket, stringOutput, floatOutput);
     }
diff --git a/core/src/test/java/com/airbnb/aerosolve/core/transforms/FloatToStringTransformTest.java b/core/src/test/java/com/airbnb/aerosolve/core/transforms/FloatToStringTransformTest.java
new file mode 100644
index 00000000..adf46752
--- /dev/null
+++ b/core/src/test/java/com/airbnb/aerosolve/core/transforms/FloatToStringTransformTest.java
@@ -0,0 +1,92 @@
+package com.airbnb.aerosolve.core.transforms;
+
+import com.airbnb.aerosolve.core.FeatureVector;
+import com.typesafe.config.Config;
+import com.typesafe.config.ConfigFactory;
+import org.junit.Test;
+
+import java.util.HashMap;
+import java.util.Map;
+import java.util.Set;
+
+import static org.junit.Assert.assertEquals;
+import static org.junit.Assert.assertNotNull;
+import static org.junit.Assert.assertTrue;
+
+public class FloatToStringTransformTest {
+  public String makeConfig() {
+    return "test_float_to_string_and_float {\n" +
+        " transform : float_to_string\n" +
+        " field1 : floatFeature1\n" +
+        " keys : [a, b, g]\n" +
+        " values : [0.0, 10.0]\n" +
+        " string_output : stringOutput\n" +
+        "}";
+  }
+
+  public FeatureVector makeFeatureVector() {
+    Map<String, Map<String, Double>> floatFeatures = new HashMap<>();
+
+    Map<String, Double> floatFeature1 = new HashMap<>();
+
+    floatFeature1.put("a", 0.0);
+    floatFeature1.put("b", 10.0);
+    floatFeature1.put("c", 21.3);
+    floatFeature1.put("d", 10.1);
+    floatFeature1.put("e", 11.01);
+    floatFeature1.put("f", -1.01);
+    floatFeature1.put("g", 0d);
+
+    floatFeatures.put("floatFeature1", floatFeature1);
+
+    FeatureVector featureVector = new FeatureVector();
+    featureVector.setFloatFeatures(floatFeatures);
+    return featureVector;
+  }
+
+  @Test
+  public void testEmptyFeatureVector() {
+    Config config = ConfigFactory.parseString(makeConfig());
+    Transform transform = TransformFactory.createTransform(
+        config, "test_float_to_string_and_float");
+    FeatureVector featureVector = new FeatureVector();
+    transform.doTransform(featureVector);
+
+    assertTrue(featureVector.getStringFeatures() == null);
+    assertTrue(featureVector.getFloatFeatures() == null);
+  }
+
+  @Test
+  public void testTransform() {
+    Config config = ConfigFactory.parseString(makeConfig());
+    Transform transform = TransformFactory.createTransform(
+        config, "test_float_to_string_and_float");
+    FeatureVector featureVector = makeFeatureVector();
+
+    transform.doTransform(featureVector);
+
+    Map<String, Set<String>> stringFeatures = featureVector.getStringFeatures();
+    Map<String, Map<String, Double>> floatFeatures = featureVector.getFloatFeatures();
+
+    assertNotNull(stringFeatures);
+    assertEquals(1, stringFeatures.size());
+
+    assertNotNull(floatFeatures);
+    assertEquals(1, floatFeatures.size());
+
+    Set<String> stringOutput = stringFeatures.get("stringOutput");
+    Map<String, Double> floatOutput = floatFeatures.get("floatFeature1");
+
+    assertEquals(3, stringOutput.size());
+    assertEquals(4, floatOutput.size());
+
+    assertTrue(stringOutput.contains("a=0.0"));
+    assertTrue(stringOutput.contains("b=10.0"));
+    assertTrue(stringOutput.contains("g=0.0"));
+
+    assertEquals(21.3, floatOutput.get("c"), 0.0);
+    assertEquals(10.1, floatOutput.get("d"), 0.0);
+    assertEquals(11.01, floatOutput.get("e"), 0.0);
+    assertEquals(-1.01, floatOutput.get("f"), 0.0);
+  }
+}