Aggs: Make it possible to configure missing values.

Most aggregations (terms, histogram, stats, percentiles, geohash-grid) now
support a new `missing` option which defines the value to consider when a
field does not have a value. This can be handy if you eg. want a terms
aggregation to handle the same way documents that have "N/A" or no value
for a `tag` field.

This works in a very similar way to the `missing` option on the `sort`
element.

One known issue is that this option sometimes cannot make the right decision
in the unmapped case: it needs to replace all values with the `missing` value
but might not know what kind of values source should be produced (numerics,
strings, geo points?). For this reason, we might want to add an `unmapped_type`
option in the future like we did for sorting.

Related to #5324

docs/reference/aggregations/bucket/datehistogram-aggregation.asciidoc

@@ -123,3 +123,26 @@ settings and filter the returned buckets based on a `min_doc_count` setting (by
 bucket that matches documents and the last one are returned). This histogram also supports the `extended_bounds`
 setting, which enables extending the bounds of the histogram beyond the data itself (to read more on why you'd want to
 do that please refer to the explanation <<search-aggregations-bucket-histogram-aggregation-extended-bounds,here>>).
+
+==== Missing value
+
+The `missing` parameter defines how documents that are missing a value should be treated.
+By default they will be ignored but it is also possible to treat them as if they
+had a value.
+
+[source,js]
+--------------------------------------------------
+{
+    "aggs" : {
+        "publish_date" : {
+             "datehistogram" : {
+                 "field" : "publish_date",
+                 "interval": "year",
+                 "missing": "2000-01-01" <1>
+             }
+         }
+    }
+}
+--------------------------------------------------
+
+<1> Documents without a value in the `publish_date` field will fall into the same bucket as documents that have the value `2000-01-01`.

docs/reference/aggregations/bucket/histogram-aggregation.asciidoc

@@ -317,3 +317,26 @@ Response:
     }
 }
 --------------------------------------------------
+
+==== Missing value
+
+The `missing` parameter defines how documents that are missing a value should be treated.
+By default they will be ignored but it is also possible to treat them as if they
+had a value.
+
+[source,js]
+--------------------------------------------------
+{
+    "aggs" : {
+        "quantity" : {
+             "histogram" : {
+                 "field" : "quantity",
+                 "interval": 10,
+                 "missing": 0 <1>
+             }
+         }
+    }
+}
+--------------------------------------------------
+
+<1> Documents without a value in the `quantity` field will fall into the same bucket as documents that have the value `0`. 

docs/reference/aggregations/bucket/terms-aggregation.asciidoc

@@ -655,3 +655,25 @@ in inner aggregations.
 <1> experimental[] the possible values are `map`, `global_ordinals`, `global_ordinals_hash` and `global_ordinals_low_cardinality`
 
 Please note that Elasticsearch will ignore this execution hint if it is not applicable and that there is no backward compatibility guarantee on these hints.
+
+==== Missing value
+
+The `missing` parameter defines how documents that are missing a value should be treated.
+By default they will be ignored but it is also possible to treat them as if they
+had a value.
+
+[source,js]
+--------------------------------------------------
+{
+    "aggs" : {
+        "tags" : {
+             "terms" : {
+                 "field" : "tags",
+                 "missing": "N/A" <1>
+             }
+         }
+    }
+}
+--------------------------------------------------
+
+<1> Documents without a value in the `tags` field will fall into the same bucket as documents that have the value `N/A`. 

docs/reference/aggregations/metrics/avg-aggregation.asciidoc

@@ -72,4 +72,26 @@ It turned out that the exam was way above the level of the students and a grade
         }
     }
 }
---------------------------------------------------
+--------------------------------------------------
+
+==== Missing value
+
+The `missing` parameter defines how documents that are missing a value should be treated.
+By default they will be ignored but it is also possible to treat them as if they
+had a value.
+
+[source,js]
+--------------------------------------------------
+{
+    "aggs" : {
+        "grade_avg" : {
+            "avg" : {
+                "field" : "grade",
+                "missing": 10 <1>
+            }
+        }
+    }
+}
+--------------------------------------------------
+
+<1> Documents without a value in the `grade` field will fall into the same bucket as documents that have the value `10`.

docs/reference/aggregations/metrics/cardinality-aggregation.asciidoc

@@ -155,3 +155,24 @@ however since hashes need to be computed on the fly.
 
 TIP: The `script` parameter expects an inline script. Use `script_id` for indexed scripts and `script_file` for scripts in the `config/scripts/` directory.
 
+==== Missing value
+
+The `missing` parameter defines how documents that are missing a value should be treated.
+By default they will be ignored but it is also possible to treat them as if they
+had a value.
+
+[source,js]
+--------------------------------------------------
+{
+    "aggs" : {
+        "tag_cardinality" : {
+            "cardinality" : {
+                "field" : "tag",
+                "missing": "N/A" <1>
+            }
+        }
+    }
+}
+--------------------------------------------------
+
+<1> Documents without a value in the `tag` field will fall into the same bucket as documents that have the value `N/A`.

docs/reference/aggregations/metrics/extendedstats-aggregation.asciidoc

@@ -116,4 +116,26 @@ It turned out that the exam was way above the level of the students and a grade
         }
     }
 }
---------------------------------------------------
+--------------------------------------------------
+
+==== Missing value
+
+The `missing` parameter defines how documents that are missing a value should be treated.
+By default they will be ignored but it is also possible to treat them as if they
+had a value.
+
+[source,js]
+--------------------------------------------------
+{
+    "aggs" : {
+        "grades_stats" : {
+            "extended_stats" : {
+                "field" : "grade",
+                "missing": 0 <1>
+            }
+        }
+    }
+}
+--------------------------------------------------
+
+<1> Documents without a value in the `grade` field will fall into the same bucket as documents that have the value `0`.

docs/reference/aggregations/metrics/max-aggregation.asciidoc

@@ -67,3 +67,24 @@ Let's say that the prices of the documents in our index are in USD, but we would
 }
 --------------------------------------------------
 
+==== Missing value
+
+The `missing` parameter defines how documents that are missing a value should be treated.
+By default they will be ignored but it is also possible to treat them as if they
+had a value.
+
+[source,js]
+--------------------------------------------------
+{
+    "aggs" : {
+        "grade_max" : {
+            "max" : {
+                "field" : "grade",
+                "missing": 10 <1>
+            }
+        }
+    }
+}
+--------------------------------------------------
+
+<1> Documents without a value in the `grade` field will fall into the same bucket as documents that have the value `10`.

docs/reference/aggregations/metrics/min-aggregation.asciidoc

@@ -66,3 +66,25 @@ Let's say that the prices of the documents in our index are in USD, but we would
     }
 }
 --------------------------------------------------
+
+==== Missing value
+
+The `missing` parameter defines how documents that are missing a value should be treated.
+By default they will be ignored but it is also possible to treat them as if they
+had a value.
+
+[source,js]
+--------------------------------------------------
+{
+    "aggs" : {
+        "grade_min" : {
+            "min" : {
+                "field" : "grade",
+                "missing": 10 <1>
+            }
+        }
+    }
+}
+--------------------------------------------------
+
+<1> Documents without a value in the `grade` field will fall into the same bucket as documents that have the value `10`. 

docs/reference/aggregations/metrics/percentile-aggregation.asciidoc

@@ -190,3 +190,25 @@ A "node" uses roughly 32 bytes of memory, so under worst-case scenarios (large a
 of data which arrives sorted and in-order) the default settings will produce a
 TDigest roughly 64KB in size.  In practice data tends to be more random and
 the TDigest will use less memory.
+
+==== Missing value
+
+The `missing` parameter defines how documents that are missing a value should be treated.
+By default they will be ignored but it is also possible to treat them as if they
+had a value.
+
+[source,js]
+--------------------------------------------------
+{
+    "aggs" : {
+        "grade_percentiles" : {
+            "percentiles" : {
+                "field" : "grade",
+                "missing": 10 <1>
+            }
+        }
+    }
+}
+--------------------------------------------------
+
+<1> Documents without a value in the `grade` field will fall into the same bucket as documents that have the value `10`.

docs/reference/aggregations/metrics/percentile-rank-aggregation.asciidoc

@@ -86,3 +86,25 @@ script to generate values which percentile ranks are calculated on
 <2> Scripting supports parameterized input just like any other script
 
 TIP: The `script` parameter expects an inline script. Use `script_id` for indexed scripts and `script_file` for scripts in the `config/scripts/` directory.
+
+==== Missing value
+
+The `missing` parameter defines how documents that are missing a value should be treated.
+By default they will be ignored but it is also possible to treat them as if they
+had a value.
+
+[source,js]
+--------------------------------------------------
+{
+    "aggs" : {
+        "grade_ranks" : {
+            "percentile_ranks" : {
+                "field" : "grade",
+                "missing": 10 <1>
+            }
+        }
+    }
+}
+--------------------------------------------------
+
+<1> Documents without a value in the `grade` field will fall into the same bucket as documents that have the value `10`.

docs/reference/aggregations/metrics/stats-aggregation.asciidoc

@@ -78,4 +78,26 @@ It turned out that the exam was way above the level of the students and a grade
         }
     }
 }
---------------------------------------------------
+--------------------------------------------------
+
+==== Missing value
+
+The `missing` parameter defines how documents that are missing a value should be treated.
+By default they will be ignored but it is also possible to treat them as if they
+had a value.
+
+[source,js]
+--------------------------------------------------
+{
+    "aggs" : {
+        "grades_stats" : {
+            "stats" : {
+                "field" : "grade",
+                "missing": 0 <1>
+            }
+        }
+    }
+}
+--------------------------------------------------
+
+<1> Documents without a value in the `grade` field will fall into the same bucket as documents that have the value `0`.

docs/reference/aggregations/metrics/sum-aggregation.asciidoc

@@ -77,3 +77,25 @@ Computing the sum of squares over all stock tick changes:
     }
 }
 --------------------------------------------------
+
+==== Missing value
+
+The `missing` parameter defines how documents that are missing a value should be treated.
+By default they will be ignored but it is also possible to treat them as if they
+had a value.
+
+[source,js]
+--------------------------------------------------
+{
+    "aggs" : {
+        "total_time" : {
+            "sum" : {
+                "field" : "took",
+                "missing": 100 <1>
+            }
+        }
+    }
+}
+--------------------------------------------------
+
+<1> Documents without a value in the `took` field will fall into the same bucket as documents that have the value `100`.

src/main/java/org/elasticsearch/common/geo/GeoUtils.java

@@ -409,19 +409,24 @@ public class GeoUtils {
             return point.reset(lat, lon);
         } else if(parser.currentToken() == Token.VALUE_STRING) {
             String data = parser.text();
-            int comma = data.indexOf(',');
-            if(comma > 0) {
-                lat = Double.parseDouble(data.substring(0, comma).trim());
-                lon = Double.parseDouble(data.substring(comma + 1).trim());
-                return point.reset(lat, lon);
-            } else {
-                return point.resetFromGeoHash(data);
-            }
+            return parseGeoPoint(data, point);
         } else {
             throw new ElasticsearchParseException("geo_point expected");
         }
     }
 
+    /** parse a {@link GeoPoint} from a String */
+    public static GeoPoint parseGeoPoint(String data, GeoPoint point) {
+        int comma = data.indexOf(',');
+        if(comma > 0) {
+            double lat = Double.parseDouble(data.substring(0, comma).trim());
+            double lon = Double.parseDouble(data.substring(comma + 1).trim());
+            return point.reset(lat, lon);
+        } else {
+            return point.resetFromGeoHash(data);
+        }
+    }
+
     private GeoUtils() {
     }
 }

src/main/java/org/elasticsearch/search/aggregations/ValuesSourceAggregationBuilder.java

@@ -34,6 +34,7 @@ public abstract class ValuesSourceAggregationBuilder<B extends ValuesSourceAggre
     private String script;
     private String lang;
     private Map<String, Object> params;
+    private Object missing;
 
     /**
      * Constructs a new builder.
@@ -117,6 +118,14 @@ public abstract class ValuesSourceAggregationBuilder<B extends ValuesSourceAggre
         return (B) this;
     }
 
+    /**
+     * Configure the value to use when documents miss a value.
+     */
+    public B missing(Object missingValue) {
+        this.missing = missingValue;
+        return (B) this;
+    }
+
     @Override
     protected final XContentBuilder internalXContent(XContentBuilder builder, Params params) throws IOException {
         builder.startObject();
@@ -132,6 +141,9 @@ public abstract class ValuesSourceAggregationBuilder<B extends ValuesSourceAggre
         if (this.params != null) {
             builder.field("params").map(this.params);
         }
+        if (missing != null) {
+            builder.field("missing", missing);
+        }
 
         doInternalXContent(builder, params);
         return builder.endObject();

src/main/java/org/elasticsearch/search/aggregations/bucket/terms/GlobalOrdinalsStringTermsAggregator.java

@@ -58,7 +58,7 @@ import java.util.Map;
  */
 public class GlobalOrdinalsStringTermsAggregator extends AbstractStringTermsAggregator {
 
-    protected final ValuesSource.Bytes.WithOrdinals.FieldData valuesSource;
+    protected final ValuesSource.Bytes.WithOrdinals valuesSource;
     protected final IncludeExclude.OrdinalsFilter includeExclude;
 
     // TODO: cache the acceptedglobalValues per aggregation definition.
@@ -71,7 +71,7 @@ public class GlobalOrdinalsStringTermsAggregator extends AbstractStringTermsAggr
 
     protected RandomAccessOrds globalOrds;
 
-    public GlobalOrdinalsStringTermsAggregator(String name, AggregatorFactories factories, ValuesSource.Bytes.WithOrdinals.FieldData valuesSource,
+    public GlobalOrdinalsStringTermsAggregator(String name, AggregatorFactories factories, ValuesSource.Bytes.WithOrdinals valuesSource,
                                                Terms.Order order, BucketCountThresholds bucketCountThresholds,
                                                IncludeExclude.OrdinalsFilter includeExclude, AggregationContext aggregationContext, Aggregator parent, SubAggCollectionMode collectionMode, boolean showTermDocCountError, List<Reducer> reducers, Map<String, Object> metaData) throws IOException {
         super(name, factories, aggregationContext, parent, order, bucketCountThresholds, collectionMode, showTermDocCountError, reducers,
@@ -334,7 +334,7 @@ public class GlobalOrdinalsStringTermsAggregator extends AbstractStringTermsAggr
 
         private RandomAccessOrds segmentOrds;
 
-        public LowCardinality(String name, AggregatorFactories factories, ValuesSource.Bytes.WithOrdinals.FieldData valuesSource,
+        public LowCardinality(String name, AggregatorFactories factories, ValuesSource.Bytes.WithOrdinals valuesSource,
                               Terms.Order order, BucketCountThresholds bucketCountThresholds, AggregationContext aggregationContext, Aggregator parent, SubAggCollectionMode collectionMode, boolean showTermDocCountError, List<Reducer> reducers, Map<String, Object> metaData) throws IOException {
             super(name, factories, valuesSource, order, bucketCountThresholds, null, aggregationContext, parent, collectionMode, showTermDocCountError, reducers, metaData);
             assert factories == null || factories.count() == 0;

src/main/java/org/elasticsearch/search/aggregations/bucket/terms/TermsAggregatorFactory.java

@@ -69,7 +69,7 @@ public class TermsAggregatorFactory extends ValuesSourceAggregatorFactory<Values
                               Terms.Order order, TermsAggregator.BucketCountThresholds bucketCountThresholds, IncludeExclude includeExclude,
                               AggregationContext aggregationContext, Aggregator parent, SubAggCollectionMode subAggCollectMode, boolean showTermDocCountError, List<Reducer> reducers, Map<String, Object> metaData) throws IOException {
                 final IncludeExclude.OrdinalsFilter filter = includeExclude == null ? null : includeExclude.convertToOrdinalsFilter();
-                return new GlobalOrdinalsStringTermsAggregator(name, factories, (ValuesSource.Bytes.WithOrdinals.FieldData) valuesSource, order, bucketCountThresholds, filter, aggregationContext, parent, subAggCollectMode, showTermDocCountError, reducers, metaData);
+                return new GlobalOrdinalsStringTermsAggregator(name, factories, (ValuesSource.Bytes.WithOrdinals) valuesSource, order, bucketCountThresholds, filter, aggregationContext, parent, subAggCollectMode, showTermDocCountError, reducers, metaData);
             }
 
             @Override
@@ -103,7 +103,7 @@ public class TermsAggregatorFactory extends ValuesSourceAggregatorFactory<Values
                 if (includeExclude != null || factories.count() > 0) {
                     return GLOBAL_ORDINALS.create(name, factories, valuesSource, order, bucketCountThresholds, includeExclude, aggregationContext, parent, subAggCollectMode, showTermDocCountError, reducers, metaData);
                 }
-                return new GlobalOrdinalsStringTermsAggregator.LowCardinality(name, factories, (ValuesSource.Bytes.WithOrdinals.FieldData) valuesSource, order, bucketCountThresholds, aggregationContext, parent, subAggCollectMode, showTermDocCountError, reducers, metaData);
+                return new GlobalOrdinalsStringTermsAggregator.LowCardinality(name, factories, (ValuesSource.Bytes.WithOrdinals) valuesSource, order, bucketCountThresholds, aggregationContext, parent, subAggCollectMode, showTermDocCountError, reducers, metaData);
             }
 
             @Override

src/main/java/org/elasticsearch/search/aggregations/metrics/ValuesSourceMetricsAggregationBuilder.java

@@ -36,6 +36,7 @@ public abstract class ValuesSourceMetricsAggregationBuilder<B extends ValuesSour
     private String lang;
     private String format;
     private Map<String, Object> params;
+    private Object missing;
 
     protected ValuesSourceMetricsAggregationBuilder(String name, String type) {
         super(name, type);
@@ -84,6 +85,14 @@ public abstract class ValuesSourceMetricsAggregationBuilder<B extends ValuesSour
         return (B) this;
     }
 
+    /**
+     * Configure the value to use when documents miss a value.
+     */
+    public B missing(Object missingValue) {
+        this.missing = missingValue;
+        return (B) this;
+    }
+
     @Override
     protected void internalXContent(XContentBuilder builder, Params params) throws IOException {
         if (field != null) {
@@ -105,5 +114,9 @@ public abstract class ValuesSourceMetricsAggregationBuilder<B extends ValuesSour
         if (this.params != null && !this.params.isEmpty()) {
             builder.field("params").map(this.params);
         }
+
+        if (missing != null) {
+            builder.field("missing", missing);
+        }
     }
 }

src/main/java/org/elasticsearch/search/aggregations/support/AggregationContext.java

@@ -18,17 +18,24 @@
  */
 package org.elasticsearch.search.aggregations.support;
 
+import org.apache.lucene.util.BytesRef;
 import org.elasticsearch.cache.recycler.PageCacheRecycler;
+import org.elasticsearch.common.Nullable;
+import org.elasticsearch.common.geo.GeoPoint;
+import org.elasticsearch.common.geo.GeoUtils;
 import org.elasticsearch.common.util.BigArrays;
 import org.elasticsearch.index.fielddata.IndexFieldData;
 import org.elasticsearch.index.fielddata.IndexGeoPointFieldData;
 import org.elasticsearch.index.fielddata.IndexNumericFieldData;
 import org.elasticsearch.index.fielddata.IndexOrdinalsFieldData;
 import org.elasticsearch.index.fielddata.plain.ParentChildIndexFieldData;
+import org.elasticsearch.index.mapper.core.DateFieldMapper;
+import org.elasticsearch.search.SearchParseException;
 import org.elasticsearch.search.aggregations.AggregationExecutionException;
 import org.elasticsearch.search.internal.SearchContext;
 
 import java.io.IOException;
+import java.util.Date;
 
 /**
  *
@@ -53,11 +60,78 @@ public class AggregationContext {
         return searchContext.bigArrays();
     }
 
-    /** Get a value source given its configuration and the depth of the aggregator in the aggregation tree. */
-    public <VS extends ValuesSource> VS valuesSource(ValuesSourceConfig<VS> config) throws IOException {
+    /** Get a value source given its configuration. A return value of null indicates that
+     *  no value source could be built. */
+    @Nullable
+    public <VS extends ValuesSource> VS valuesSource(ValuesSourceConfig<VS> config, SearchContext context) throws IOException {
         assert config.valid() : "value source config is invalid - must have either a field context or a script or marked as unmapped";
-        assert !config.unmapped : "value source should not be created for unmapped fields";
 
+        final VS vs;
+        if (config.unmapped) {
+            if (config.missing == null) {
+                // otherwise we will have values because of the missing value
+                vs = null;
+            } else if (ValuesSource.Numeric.class.isAssignableFrom(config.valueSourceType)) {
+                vs = (VS) ValuesSource.Numeric.EMPTY;
+            } else if (ValuesSource.GeoPoint.class.isAssignableFrom(config.valueSourceType)) {
+                vs = (VS) ValuesSource.GeoPoint.EMPTY;
+            } else if (ValuesSource.class.isAssignableFrom(config.valueSourceType)
+                    || ValuesSource.Bytes.class.isAssignableFrom(config.valueSourceType)
+                    || ValuesSource.Bytes.WithOrdinals.class.isAssignableFrom(config.valueSourceType)) {
+                vs = (VS) ValuesSource.Bytes.EMPTY;
+            } else {
+                throw new SearchParseException(searchContext, "Can't deal with unmapped ValuesSource type " + config.valueSourceType, null);
+            }
+        } else {
+            vs = originalValuesSource(config);
+        }
+
+        if (config.missing == null) {
+            return vs;
+        }
+
+        if (vs instanceof ValuesSource.Bytes) {
+            final BytesRef missing = new BytesRef(config.missing.toString());
+            if (vs instanceof ValuesSource.Bytes.WithOrdinals) {
+                return (VS) MissingValues.replaceMissing((ValuesSource.Bytes.WithOrdinals) vs, missing);
+            } else {
+                return (VS) MissingValues.replaceMissing((ValuesSource.Bytes) vs, missing);
+            }
+        } else if (vs instanceof ValuesSource.Numeric) {
+            Number missing = null;
+            if (config.missing instanceof Number) {
+                missing = (Number) config.missing;
+            } else {
+                if (config.fieldContext != null && config.fieldContext.mapper() instanceof DateFieldMapper) {
+                    final DateFieldMapper mapper = (DateFieldMapper) config.fieldContext.mapper();
+                    try {
+                        missing = mapper.dateTimeFormatter().parser().parseDateTime(config.missing.toString()).getMillis();
+                    } catch (IllegalArgumentException e) {
+                        throw new SearchParseException(context, "Expected a date value in [missing] but got [" + config.missing + "]", null, e);
+                    }
+                } else {
+                    try {
+                        missing = Double.parseDouble(config.missing.toString());
+                    } catch (NumberFormatException e) {
+                        throw new SearchParseException(context, "Expected a numeric value in [missing] but got [" + config.missing + "]", null, e);
+                    }
+                }
+            }
+            return (VS) MissingValues.replaceMissing((ValuesSource.Numeric) vs, missing);
+        } else if (vs instanceof ValuesSource.GeoPoint) {
+            // TODO: also support the structured formats of geo points
+            final GeoPoint missing = GeoUtils.parseGeoPoint(config.missing.toString(), new GeoPoint());
+            return (VS) MissingValues.replaceMissing((ValuesSource.GeoPoint) vs, missing);
+        } else {
+            // Should not happen
+            throw new SearchParseException(searchContext, "Can't apply missing values on a " + vs.getClass(), null);
+        }
+    }
+
+    /**
+     * Return the original values source, before we apply `missing`.
+     */
+    private <VS extends ValuesSource> VS originalValuesSource(ValuesSourceConfig<VS> config) throws IOException {
         if (config.fieldContext == null) {
             if (ValuesSource.Numeric.class.isAssignableFrom(config.valueSourceType)) {
                 return (VS) numericScript(config);
@@ -111,7 +185,7 @@ public class AggregationContext {
     }
 
     private ValuesSource.GeoPoint geoPointField(ValuesSourceConfig<?> config) throws IOException {
-        return new ValuesSource.GeoPoint((IndexGeoPointFieldData) config.fieldContext.indexFieldData());
+        return new ValuesSource.GeoPoint.Fielddata((IndexGeoPointFieldData) config.fieldContext.indexFieldData());
     }
 
 }

src/main/java/org/elasticsearch/search/aggregations/support/MissingValues.java

@@ -0,0 +1,337 @@
+/*
+ * Licensed to Elasticsearch under one or more contributor
+ * license agreements. See the NOTICE file distributed with
+ * this work for additional information regarding copyright
+ * ownership. Elasticsearch 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.
+ */
+
+package org.elasticsearch.search.aggregations.support;
+
+import org.apache.lucene.index.LeafReaderContext;
+import org.apache.lucene.index.RandomAccessOrds;
+import org.apache.lucene.index.SortedNumericDocValues;
+import org.apache.lucene.util.BytesRef;
+import org.elasticsearch.common.geo.GeoPoint;
+import org.elasticsearch.index.fielddata.AbstractRandomAccessOrds;
+import org.elasticsearch.index.fielddata.MultiGeoPointValues;
+import org.elasticsearch.index.fielddata.SortedBinaryDocValues;
+import org.elasticsearch.index.fielddata.SortedNumericDoubleValues;
+
+import java.io.IOException;
+
+/**
+ * Utility class that allows to return views of {@link ValuesSource}s that
+ * replace the missing value with a configured value.
+ */
+public enum MissingValues {
+    ;
+
+    // TODO: we could specialize the single value case
+
+    public static ValuesSource.Bytes replaceMissing(final ValuesSource.Bytes valuesSource, final BytesRef missing) {
+        return new ValuesSource.Bytes() {
+            @Override
+            public SortedBinaryDocValues bytesValues(LeafReaderContext context) throws IOException {
+                SortedBinaryDocValues values = valuesSource.bytesValues(context);
+                return replaceMissing(values, missing);
+            }
+        };
+    }
+
+    static SortedBinaryDocValues replaceMissing(final SortedBinaryDocValues values, final BytesRef missing) {
+        return new SortedBinaryDocValues() {
+
+            private int count;
+
+            @Override
+            public BytesRef valueAt(int index) {
+                if (count > 0) {
+                    return values.valueAt(index);
+                } else if (index == 0) {
+                    return missing;
+                } else {
+                    throw new IndexOutOfBoundsException();
+                }
+            }
+
+            @Override
+            public void setDocument(int docId) {
+                values.setDocument(docId);
+                count = values.count();
+            }
+
+            @Override
+            public int count() {
+                return count == 0 ? 1 : count;
+            }
+        };
+    }
+
+    public static ValuesSource.Numeric replaceMissing(final ValuesSource.Numeric valuesSource, final Number missing) {
+        final boolean missingIsFloat = missing.longValue() != (long) missing.doubleValue();
+        final boolean isFloatingPoint = valuesSource.isFloatingPoint() || missingIsFloat;
+        return new ValuesSource.Numeric() {
+
+            @Override
+            public boolean isFloatingPoint() {
+                return isFloatingPoint;
+            }
+
+            @Override
+            public SortedBinaryDocValues bytesValues(LeafReaderContext context) throws IOException {
+                return replaceMissing(valuesSource.bytesValues(context), new BytesRef(missing.toString()));
+            }
+
+            @Override
+            public SortedNumericDocValues longValues(LeafReaderContext context) throws IOException {
+                final SortedNumericDocValues values = valuesSource.longValues(context);
+                return replaceMissing(values, missing.longValue());
+            }
+
+            @Override
+            public SortedNumericDoubleValues doubleValues(LeafReaderContext context) throws IOException {
+                final SortedNumericDoubleValues values = valuesSource.doubleValues(context);
+                return replaceMissing(values, missing.doubleValue());
+            }
+        };
+    }
+
+    static SortedNumericDocValues replaceMissing(final SortedNumericDocValues values, final long missing) {
+        return new SortedNumericDocValues() {
+
+            private int count;
+
+            @Override
+            public void setDocument(int doc) {
+                values.setDocument(doc);
+                count = values.count();
+            }
+
+            @Override
+            public long valueAt(int index) {
+                if (count > 0) {
+                    return values.valueAt(index);
+                } else if (index == 0) {
+                    return missing;
+                } else {
+                    throw new IndexOutOfBoundsException();
+                }
+            }
+
+            @Override
+            public int count() {
+                return count == 0 ? 1 : count;
+            }
+
+        };
+    }
+
+    static SortedNumericDoubleValues replaceMissing(final SortedNumericDoubleValues values, final double missing) {
+        return new SortedNumericDoubleValues() {
+
+            private int count;
+
+            @Override
+            public void setDocument(int doc) {
+                values.setDocument(doc);
+                count = values.count();
+            }
+
+            @Override
+            public double valueAt(int index) {
+                if (count > 0) {
+                    return values.valueAt(index);
+                } else if (index == 0) {
+                    return missing;
+                } else {
+                    throw new IndexOutOfBoundsException();
+                }
+            }
+
+            @Override
+            public int count() {
+                return count == 0 ? 1 : count;
+            }
+
+        };
+    }
+
+    public static ValuesSource.Bytes replaceMissing(final ValuesSource.Bytes.WithOrdinals valuesSource, final BytesRef missing) {
+        return new ValuesSource.Bytes.WithOrdinals() {
+            @Override
+            public SortedBinaryDocValues bytesValues(LeafReaderContext context) throws IOException {
+                SortedBinaryDocValues values = valuesSource.bytesValues(context);
+                return replaceMissing(values, missing);
+            }
+
+            @Override
+            public RandomAccessOrds ordinalsValues(LeafReaderContext context) {
+                RandomAccessOrds values = valuesSource.ordinalsValues(context);
+                return replaceMissing(values, missing);
+            }
+
+            @Override
+            public RandomAccessOrds globalOrdinalsValues(LeafReaderContext context) {
+                RandomAccessOrds values = valuesSource.globalOrdinalsValues(context);
+                return replaceMissing(values, missing);
+            }
+        };
+    }
+
+    static RandomAccessOrds replaceMissing(final RandomAccessOrds values, final BytesRef missing) {
+        final long missingOrd = values.lookupTerm(missing);
+        if (missingOrd >= 0) {
+            // The value already exists
+            return replaceMissingOrd(values, missingOrd);
+        } else {
+            final long insertedOrd = -1 - missingOrd;
+            return insertOrd(values, insertedOrd, missing);
+        }
+    }
+
+    static RandomAccessOrds replaceMissingOrd(final RandomAccessOrds values, final long missingOrd) {
+        return new AbstractRandomAccessOrds() {
+
+            private int cardinality = 0;
+
+            @Override
+            public void doSetDocument(int docID) {
+                values.setDocument(docID);
+                cardinality = values.cardinality();
+            }
+
+            @Override
+            public BytesRef lookupOrd(long ord) {
+                return values.lookupOrd(ord);
+            }
+
+            @Override
+            public long getValueCount() {
+                return values.getValueCount();
+            }
+
+            @Override
+            public long ordAt(int index) {
+                if (cardinality > 0) {
+                    return values.ordAt(index);
+                } else if (index == 0) {
+                    return missingOrd;
+                } else {
+                    throw new IndexOutOfBoundsException();
+                }
+            }
+
+            @Override
+            public int cardinality() {
+                return cardinality == 0 ? 1 : cardinality;
+            }
+        };
+    }
+
+    static RandomAccessOrds insertOrd(final RandomAccessOrds values, final long insertedOrd, final BytesRef missingValue) {
+        return new AbstractRandomAccessOrds() {
+
+            private int cardinality = 0;
+
+            @Override
+            public void doSetDocument(int docID) {
+                values.setDocument(docID);
+                cardinality = values.cardinality();
+            }
+
+            @Override
+            public BytesRef lookupOrd(long ord) {
+                if (ord < insertedOrd) {
+                    return values.lookupOrd(ord);
+                } else if (ord > insertedOrd) {
+                    return values.lookupOrd(ord - 1);
+                } else {
+                    return missingValue;
+                }
+            }
+
+            @Override
+            public long getValueCount() {
+                return 1 + values.getValueCount();
+            }
+
+            @Override
+            public long ordAt(int index) {
+                if (cardinality > 0) {
+                    final long ord = values.ordAt(index);
+                    if (ord < insertedOrd) {
+                        return ord;
+                    } else {
+                        return ord + 1;
+                    }
+                } else if (index == 0) {
+                    return insertedOrd;
+                } else {
+                    throw new IndexOutOfBoundsException();
+                }
+            }
+
+            @Override
+            public int cardinality() {
+                return cardinality == 0 ? 1 : cardinality;
+            }
+        };
+    }
+
+    public static ValuesSource.GeoPoint replaceMissing(final ValuesSource.GeoPoint valuesSource, final GeoPoint missing) {
+        return new ValuesSource.GeoPoint() {
+
+            @Override
+            public SortedBinaryDocValues bytesValues(LeafReaderContext context) throws IOException {
+                return replaceMissing(valuesSource.bytesValues(context), new BytesRef(missing.toString()));
+            }
+
+            @Override
+            public MultiGeoPointValues geoPointValues(LeafReaderContext context) {
+                final MultiGeoPointValues values = valuesSource.geoPointValues(context);
+                return replaceMissing(values, missing);
+            }
+        };
+    }
+
+    static MultiGeoPointValues replaceMissing(final MultiGeoPointValues values, final GeoPoint missing) {
+        return new MultiGeoPointValues() {
+
+            private int count;
+
+            @Override
+            public GeoPoint valueAt(int index) {
+                if (count > 0) {
+                    return values.valueAt(index);
+                } else if (index == 0) {
+                    return missing;
+                } else {
+                    throw new IndexOutOfBoundsException();
+                }
+            }
+
+            @Override
+            public void setDocument(int docId) {
+                values.setDocument(docId);
+                count = values.count();
+            }
+
+            @Override
+            public int count() {
+                return count == 0 ? 1 : count;
+            }
+        };
+    }
+}

src/main/java/org/elasticsearch/search/aggregations/support/ValuesSource.java

@@ -68,6 +68,25 @@ public abstract class ValuesSource {
 
     public static abstract class Bytes extends ValuesSource {
 
+        public static final WithOrdinals EMPTY = new WithOrdinals() {
+
+            @Override
+            public RandomAccessOrds ordinalsValues(LeafReaderContext context) {
+                return DocValues.emptySortedSet();
+            }
+
+            @Override
+            public RandomAccessOrds globalOrdinalsValues(LeafReaderContext context) {
+                return DocValues.emptySortedSet();
+            }
+
+            @Override
+            public SortedBinaryDocValues bytesValues(LeafReaderContext context) throws IOException {
+                return org.elasticsearch.index.fielddata.FieldData.emptySortedBinary(context.reader().maxDoc());
+            }
+
+        };
+
         @Override
         public Bits docsWithValue(LeafReaderContext context) throws IOException {
             final SortedBinaryDocValues bytes = bytesValues(context);
@@ -94,7 +113,16 @@ public abstract class ValuesSource {
 
             public abstract RandomAccessOrds globalOrdinalsValues(LeafReaderContext context);
 
-            public abstract long globalMaxOrd(IndexSearcher indexSearcher);
+            public long globalMaxOrd(IndexSearcher indexSearcher) {
+                IndexReader indexReader = indexSearcher.getIndexReader();
+                if (indexReader.leaves().isEmpty()) {
+                    return 0;
+                } else {
+                    LeafReaderContext atomicReaderContext = indexReader.leaves().get(0);
+                    RandomAccessOrds values = globalOrdinalsValues(atomicReaderContext);
+                    return values.getValueCount();
+                }
+            }
 
             public static class FieldData extends WithOrdinals {
 
@@ -122,20 +150,6 @@ public abstract class ValuesSource {
                     final AtomicOrdinalsFieldData atomicFieldData = global.load(context);
                     return atomicFieldData.getOrdinalsValues();
                 }
-
-                @Override
-                public long globalMaxOrd(IndexSearcher indexSearcher) {
-                    IndexReader indexReader = indexSearcher.getIndexReader();
-                    if (indexReader.leaves().isEmpty()) {
-                        return 0;
-                    } else {
-                        LeafReaderContext atomicReaderContext = indexReader.leaves().get(0);
-                        IndexOrdinalsFieldData globalFieldData = indexFieldData.loadGlobal(indexReader);
-                        AtomicOrdinalsFieldData afd = globalFieldData.load(atomicReaderContext);
-                        RandomAccessOrds values = afd.getOrdinalsValues();
-                        return values.getValueCount();
-                    }
-                }
             }
         }
 
@@ -212,6 +226,30 @@ public abstract class ValuesSource {
 
     public static abstract class Numeric extends ValuesSource {
 
+        public static final Numeric EMPTY = new Numeric() {
+
+            @Override
+            public boolean isFloatingPoint() {
+                return false;
+            }
+
+            @Override
+            public SortedNumericDocValues longValues(LeafReaderContext context) {
+                return DocValues.emptySortedNumeric(context.reader().maxDoc());
+            }
+
+            @Override
+            public SortedNumericDoubleValues doubleValues(LeafReaderContext context) throws IOException {
+                return org.elasticsearch.index.fielddata.FieldData.emptySortedNumericDoubles(context.reader().maxDoc());
+            }
+
+            @Override
+            public SortedBinaryDocValues bytesValues(LeafReaderContext context) throws IOException {
+                return org.elasticsearch.index.fielddata.FieldData.emptySortedBinary(context.reader().maxDoc());
+            }
+
+        };
+
         /** Whether the underlying data is floating-point or not. */
         public abstract boolean isFloatingPoint();
 
@@ -452,13 +490,21 @@ public abstract class ValuesSource {
         }
     }
 
-    public static class GeoPoint extends ValuesSource {
+    public static abstract class GeoPoint extends ValuesSource {
 
-        protected final IndexGeoPointFieldData indexFieldData;
+        public static final GeoPoint EMPTY = new GeoPoint() {
 
-        public GeoPoint(IndexGeoPointFieldData indexFieldData) {
-            this.indexFieldData = indexFieldData;
-        }
+            @Override
+            public MultiGeoPointValues geoPointValues(LeafReaderContext context) {
+                return org.elasticsearch.index.fielddata.FieldData.emptyMultiGeoPoints(context.reader().maxDoc());
+            }
+
+            @Override
+            public SortedBinaryDocValues bytesValues(LeafReaderContext context) throws IOException {
+                return org.elasticsearch.index.fielddata.FieldData.emptySortedBinary(context.reader().maxDoc());
+            }
+
+        };
 
         @Override
         public Bits docsWithValue(LeafReaderContext context) {
@@ -470,13 +516,24 @@ public abstract class ValuesSource {
             }
         }
 
-        @Override
-        public SortedBinaryDocValues bytesValues(LeafReaderContext context) {
-            return indexFieldData.load(context).getBytesValues();
-        }
+        public abstract MultiGeoPointValues geoPointValues(LeafReaderContext context);
 
-        public org.elasticsearch.index.fielddata.MultiGeoPointValues geoPointValues(LeafReaderContext context) {
-            return indexFieldData.load(context).getGeoPointValues();
+        public static class Fielddata extends GeoPoint {
+
+            protected final IndexGeoPointFieldData indexFieldData;
+
+            public Fielddata(IndexGeoPointFieldData indexFieldData) {
+                this.indexFieldData = indexFieldData;
+            }
+
+            @Override
+            public SortedBinaryDocValues bytesValues(LeafReaderContext context) {
+                return indexFieldData.load(context).getBytesValues();
+            }
+
+            public org.elasticsearch.index.fielddata.MultiGeoPointValues geoPointValues(LeafReaderContext context) {
+                return indexFieldData.load(context).getGeoPointValues();
+            }
         }
     }
 

src/main/java/org/elasticsearch/search/aggregations/support/ValuesSourceAggregatorFactory.java

@@ -57,10 +57,10 @@ public abstract class ValuesSourceAggregatorFactory<VS extends ValuesSource> ext
     @Override
     public Aggregator createInternal(AggregationContext context, Aggregator parent, boolean collectsFromSingleBucket,
             List<Reducer> reducers, Map<String, Object> metaData) throws IOException {
-        if (config.unmapped()) {
+        VS vs = context.valuesSource(config, context.searchContext());
+        if (vs == null) {
             return createUnmapped(context, parent, reducers, metaData);
         }
-        VS vs = context.valuesSource(config);
         return doCreateInternal(vs, context, parent, collectsFromSingleBucket, reducers, metaData);
     }
 

src/main/java/org/elasticsearch/search/aggregations/support/ValuesSourceConfig.java

@@ -35,6 +35,7 @@ public class ValuesSourceConfig<VS extends ValuesSource> {
     boolean unmapped = false;
     String formatPattern;
     ValueFormat format;
+    Object missing;
 
     public ValuesSourceConfig(Class<VS> valueSourceType) {
         this.valueSourceType = valueSourceType;

src/main/java/org/elasticsearch/search/aggregations/support/ValuesSourceParser.java

@@ -68,6 +68,7 @@ public class ValuesSourceParser<VS extends ValuesSource> {
         Map<String, Object> params = null;
         ValueType valueType = null;
         String format = null;
+        Object missing = null;
     }
 
     private final String aggName;
@@ -90,6 +91,10 @@ public class ValuesSourceParser<VS extends ValuesSource> {
     }
 
     public boolean token(String currentFieldName, XContentParser.Token token, XContentParser parser) throws IOException {
+        if ("missing".equals(currentFieldName) && token.isValue()) {
+            input.missing = parser.objectText();
+            return true;
+        }
         if (token == XContentParser.Token.VALUE_STRING) {
             if ("field".equals(currentFieldName)) {
                 input.field = parser.text();
@@ -146,6 +151,7 @@ public class ValuesSourceParser<VS extends ValuesSource> {
                 valuesSourceType = ValuesSource.Bytes.class;
             }
             ValuesSourceConfig<VS> config = new ValuesSourceConfig<VS>(valuesSourceType);
+            config.missing = input.missing;
             config.format = resolveFormat(input.format, valueType);
             config.script = createScript();
             config.scriptValueType = valueType;
@@ -156,6 +162,7 @@ public class ValuesSourceParser<VS extends ValuesSource> {
         if (mapper == null) {
             Class<VS> valuesSourceType = valueType != null ? (Class<VS>) valueType.getValuesSourceType() : this.valuesSourceType;
             ValuesSourceConfig<VS> config = new ValuesSourceConfig<>(valuesSourceType);
+            config.missing = input.missing;
             config.format = resolveFormat(input.format, valueType);
             config.unmapped = true;
             if (valueType != null) {
@@ -181,6 +188,7 @@ public class ValuesSourceParser<VS extends ValuesSource> {
         }
 
         config.fieldContext = new FieldContext(input.field, indexFieldData, mapper);
+        config.missing = input.missing;
         config.script = createScript();
         config.format = resolveFormat(input.format, mapper);
         return config;

src/test/java/org/elasticsearch/search/aggregations/MissingValueTests.java

@@ -0,0 +1,195 @@
+/*
+ * Licensed to Elasticsearch under one or more contributor
+ * license agreements. See the NOTICE file distributed with
+ * this work for additional information regarding copyright
+ * ownership. Elasticsearch 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.
+ */
+
+package org.elasticsearch.search.aggregations;
+
+import org.elasticsearch.action.search.SearchResponse;
+import org.elasticsearch.common.geo.GeoPoint;
+import org.elasticsearch.search.aggregations.bucket.histogram.DateHistogramInterval;
+import org.elasticsearch.search.aggregations.bucket.histogram.Histogram;
+import org.elasticsearch.search.aggregations.bucket.terms.Terms;
+import org.elasticsearch.search.aggregations.metrics.cardinality.Cardinality;
+import org.elasticsearch.search.aggregations.metrics.geobounds.GeoBounds;
+import org.elasticsearch.search.aggregations.metrics.percentiles.Percentiles;
+import org.elasticsearch.search.aggregations.metrics.stats.Stats;
+import org.elasticsearch.test.ElasticsearchIntegrationTest;
+
+import static org.elasticsearch.search.aggregations.AggregationBuilders.cardinality;
+import static org.elasticsearch.search.aggregations.AggregationBuilders.dateHistogram;
+import static org.elasticsearch.search.aggregations.AggregationBuilders.geoBounds;
+import static org.elasticsearch.search.aggregations.AggregationBuilders.histogram;
+import static org.elasticsearch.search.aggregations.AggregationBuilders.percentiles;
+import static org.elasticsearch.search.aggregations.AggregationBuilders.stats;
+import static org.elasticsearch.search.aggregations.AggregationBuilders.terms;
+import static org.elasticsearch.test.hamcrest.ElasticsearchAssertions.assertAcked;
+import static org.elasticsearch.test.hamcrest.ElasticsearchAssertions.assertSearchResponse;
+
+@ElasticsearchIntegrationTest.SuiteScopeTest
+public class MissingValueTests extends ElasticsearchIntegrationTest {
+
+    @Override
+    protected int maximumNumberOfShards() {
+        return 2;
+    }
+
+    @Override
+    protected void setupSuiteScopeCluster() throws Exception {
+        assertAcked(prepareCreate("idx").addMapping("type", "date", "type=date", "location", "type=geo_point").get());
+        indexRandom(true,
+                client().prepareIndex("idx", "type", "1").setSource(),
+                client().prepareIndex("idx", "type", "2").setSource("str", "foo", "long", 3L, "double", 5.5, "date", "2015-05-07", "location", "1,2"));
+    }
+
+    public void testUnmappedTerms() {
+        SearchResponse response = client().prepareSearch("idx").addAggregation(terms("my_terms").field("non_existing_field").missing("bar")).get();
+        assertSearchResponse(response);
+        Terms terms = response.getAggregations().get("my_terms");
+        assertEquals(1, terms.getBuckets().size());
+        assertEquals(2, terms.getBucketByKey("bar").getDocCount());
+    }
+
+    public void testStringTerms() {
+        SearchResponse response = client().prepareSearch("idx").addAggregation(terms("my_terms").field("str").missing("bar")).get();
+        assertSearchResponse(response);
+        Terms terms = response.getAggregations().get("my_terms");
+        assertEquals(2, terms.getBuckets().size());
+        assertEquals(1, terms.getBucketByKey("foo").getDocCount());
+        assertEquals(1, terms.getBucketByKey("bar").getDocCount());
+
+        response = client().prepareSearch("idx").addAggregation(terms("my_terms").field("str").missing("foo")).get();
+        assertSearchResponse(response);
+        terms = response.getAggregations().get("my_terms");
+        assertEquals(1, terms.getBuckets().size());
+        assertEquals(2, terms.getBucketByKey("foo").getDocCount());
+    }
+
+    public void testLongTerms() {
+        SearchResponse response = client().prepareSearch("idx").addAggregation(terms("my_terms").field("long").missing(4)).get();
+        assertSearchResponse(response);
+        Terms terms = response.getAggregations().get("my_terms");
+        assertEquals(2, terms.getBuckets().size());
+        assertEquals(1, terms.getBucketByKey("3").getDocCount());
+        assertEquals(1, terms.getBucketByKey("4").getDocCount());
+
+        response = client().prepareSearch("idx").addAggregation(terms("my_terms").field("long").missing(3)).get();
+        assertSearchResponse(response);
+        terms = response.getAggregations().get("my_terms");
+        assertEquals(1, terms.getBuckets().size());
+        assertEquals(2, terms.getBucketByKey("3").getDocCount());
+    }
+
+    public void testDoubleTerms() {
+        SearchResponse response = client().prepareSearch("idx").addAggregation(terms("my_terms").field("double").missing(4.5)).get();
+        assertSearchResponse(response);
+        Terms terms = response.getAggregations().get("my_terms");
+        assertEquals(2, terms.getBuckets().size());
+        assertEquals(1, terms.getBucketByKey("4.5").getDocCount());
+        assertEquals(1, terms.getBucketByKey("5.5").getDocCount());
+
+        response = client().prepareSearch("idx").addAggregation(terms("my_terms").field("double").missing(5.5)).get();
+        assertSearchResponse(response);
+        terms = response.getAggregations().get("my_terms");
+        assertEquals(1, terms.getBuckets().size());
+        assertEquals(2, terms.getBucketByKey("5.5").getDocCount());
+    }
+
+    public void testUnmappedHistogram() {
+        SearchResponse response = client().prepareSearch("idx").addAggregation(histogram("my_histogram").field("non-existing_field").interval(5).missing(12)).get();
+        assertSearchResponse(response);
+        Histogram histogram = response.getAggregations().get("my_histogram");
+        assertEquals(1, histogram.getBuckets().size());
+        assertEquals(10L, histogram.getBuckets().get(0).getKey());
+        assertEquals(2, histogram.getBuckets().get(0).getDocCount());
+    }
+
+    public void testHistogram() {
+        SearchResponse response = client().prepareSearch("idx").addAggregation(histogram("my_histogram").field("long").interval(5).missing(7)).get();
+        assertSearchResponse(response);
+        Histogram histogram = response.getAggregations().get("my_histogram");
+        assertEquals(2, histogram.getBuckets().size());
+        assertEquals(0L, histogram.getBuckets().get(0).getKey());
+        assertEquals(1, histogram.getBuckets().get(0).getDocCount());
+        assertEquals(5L, histogram.getBuckets().get(1).getKey());
+        assertEquals(1, histogram.getBuckets().get(1).getDocCount());
+
+        response = client().prepareSearch("idx").addAggregation(histogram("my_histogram").field("long").interval(5).missing(3)).get();
+        assertSearchResponse(response);
+        histogram = response.getAggregations().get("my_histogram");
+        assertEquals(1, histogram.getBuckets().size());
+        assertEquals(0L, histogram.getBuckets().get(0).getKey());
+        assertEquals(2, histogram.getBuckets().get(0).getDocCount());
+    }
+
+    public void testDateHistogram() {
+        SearchResponse response = client().prepareSearch("idx").addAggregation(dateHistogram("my_histogram").field("date").interval(DateHistogramInterval.YEAR).missing("2014-05-07")).get();
+        assertSearchResponse(response);
+        Histogram histogram = response.getAggregations().get("my_histogram");
+        assertEquals(2, histogram.getBuckets().size());
+        assertEquals("2014-01-01T00:00:00.000Z", histogram.getBuckets().get(0).getKeyAsString());
+        assertEquals(1, histogram.getBuckets().get(0).getDocCount());
+        assertEquals("2015-01-01T00:00:00.000Z", histogram.getBuckets().get(1).getKeyAsString());
+        assertEquals(1, histogram.getBuckets().get(1).getDocCount());
+
+        response = client().prepareSearch("idx").addAggregation(dateHistogram("my_histogram").field("date").interval(DateHistogramInterval.YEAR).missing("2015-05-07")).get();
+        assertSearchResponse(response);
+        histogram = response.getAggregations().get("my_histogram");
+        assertEquals(1, histogram.getBuckets().size());
+        assertEquals("2015-01-01T00:00:00.000Z", histogram.getBuckets().get(0).getKeyAsString());
+        assertEquals(2, histogram.getBuckets().get(0).getDocCount());
+    }
+
+    public void testCardinality() {
+        SearchResponse response = client().prepareSearch("idx").addAggregation(cardinality("card").field("long").missing(2)).get();
+        assertSearchResponse(response);
+        Cardinality cardinality = response.getAggregations().get("card");
+        assertEquals(2, cardinality.getValue());
+    }
+
+    public void testPercentiles() {
+        SearchResponse response = client().prepareSearch("idx").addAggregation(percentiles("percentiles").field("long").missing(1000)).get();
+        assertSearchResponse(response);
+        Percentiles percentiles = response.getAggregations().get("percentiles");
+        assertEquals(1000, percentiles.percentile(100), 0);
+    }
+
+    public void testStats() {
+        SearchResponse response = client().prepareSearch("idx").addAggregation(stats("stats").field("long").missing(5)).get();
+        assertSearchResponse(response);
+        Stats stats = response.getAggregations().get("stats");
+        assertEquals(2, stats.getCount());
+        assertEquals(4, stats.getAvg(), 0);
+    }
+
+    public void testUnmappedGeoBounds() {
+        SearchResponse response = client().prepareSearch("idx").addAggregation(geoBounds("bounds").field("non_existing_field").missing("2,1")).get();
+        assertSearchResponse(response);
+        GeoBounds bounds = response.getAggregations().get("bounds");
+        assertEquals(new GeoPoint(2,1), bounds.bottomRight());
+        assertEquals(new GeoPoint(2,1), bounds.topLeft());
+    }
+
+    public void testGeoBounds() {
+        SearchResponse response = client().prepareSearch("idx").addAggregation(geoBounds("bounds").field("location").missing("2,1")).get();
+        assertSearchResponse(response);
+        GeoBounds bounds = response.getAggregations().get("bounds");
+        assertEquals(new GeoPoint(1,2), bounds.bottomRight());
+        assertEquals(new GeoPoint(2,1), bounds.topLeft());
+    }
+
+}

src/test/java/org/elasticsearch/search/aggregations/support/MissingValuesTests.java

@@ -0,0 +1,297 @@
+/*
+ * Licensed to Elasticsearch under one or more contributor
+ * license agreements. See the NOTICE file distributed with
+ * this work for additional information regarding copyright
+ * ownership. Elasticsearch 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.
+ */
+
+package org.elasticsearch.search.aggregations.support;
+
+import com.carrotsearch.randomizedtesting.generators.RandomPicks;
+import com.carrotsearch.randomizedtesting.generators.RandomStrings;
+
+import org.apache.lucene.index.RandomAccessOrds;
+import org.apache.lucene.index.SortedNumericDocValues;
+import org.apache.lucene.util.BytesRef;
+import org.apache.lucene.util.TestUtil;
+import org.elasticsearch.common.geo.GeoPoint;
+import org.elasticsearch.index.fielddata.AbstractRandomAccessOrds;
+import org.elasticsearch.index.fielddata.MultiGeoPointValues;
+import org.elasticsearch.index.fielddata.SortedBinaryDocValues;
+import org.elasticsearch.index.fielddata.SortedNumericDoubleValues;
+import org.elasticsearch.test.ElasticsearchTestCase;
+
+import java.util.Arrays;
+import java.util.HashSet;
+import java.util.Set;
+
+public class MissingValuesTests extends ElasticsearchTestCase {
+
+    public void testMissingBytes() {
+        final int numDocs = TestUtil.nextInt(random(), 1, 100);
+        final BytesRef[][] values = new BytesRef[numDocs][];
+        for (int i = 0; i < numDocs; ++i) {
+            values[i] = new BytesRef[random().nextInt(4)];
+            for (int j = 0; j < values[i].length; ++j) {
+                values[i][j] = new BytesRef(RandomStrings.randomAsciiOfLength(random(), 2));
+            }
+            Arrays.sort(values[i]);
+        }
+        SortedBinaryDocValues asBinaryValues = new SortedBinaryDocValues() {
+
+            int i = -1;
+
+            @Override
+            public BytesRef valueAt(int index) {
+                return values[i][index];
+            }
+
+            @Override
+            public void setDocument(int docId) {
+                i = docId;
+            }
+
+            @Override
+            public int count() {
+                return values[i].length;
+            }
+        };
+        final BytesRef missing = new BytesRef(RandomStrings.randomAsciiOfLength(random(), 2));
+        SortedBinaryDocValues withMissingReplaced = MissingValues.replaceMissing(asBinaryValues, missing);
+        for (int i = 0; i < numDocs; ++i) {
+            withMissingReplaced.setDocument(i);
+            if (values[i].length > 0) {
+                assertEquals(values[i].length, withMissingReplaced.count());
+                for (int j = 0; j < values[i].length; ++j) {
+                    assertEquals(values[i][j], withMissingReplaced.valueAt(j));
+                }
+            } else {
+                assertEquals(1, withMissingReplaced.count());
+                assertEquals(missing, withMissingReplaced.valueAt(0));
+            }
+        }
+    }
+
+    public void testMissingOrds() {
+        final int numDocs = TestUtil.nextInt(random(), 1, 100);
+        final int numOrds = TestUtil.nextInt(random(), 1, 10);
+
+        final Set<BytesRef> valueSet = new HashSet<>();
+        while (valueSet.size() < numOrds) {
+            valueSet.add(new BytesRef(RandomStrings.randomAsciiOfLength(random(), 5)));
+        }
+        final BytesRef[] values = valueSet.toArray(new BytesRef[numOrds]);
+        Arrays.sort(values);
+
+        final int[][] ords = new int[numDocs][];
+        for (int i = 0; i < numDocs; ++i) {
+            ords[i] = new int[random().nextInt(numOrds)];
+            for (int j = 0; j < ords[i].length; ++j) {
+                ords[i][j] = j;
+            }
+            for (int j = ords[i].length - 1; j >= 0; --j) {
+                final int maxOrd = j == ords[i].length - 1 ? numOrds : ords[i][j+1];
+                ords[i][j] = TestUtil.nextInt(random(), ords[i][j], maxOrd - 1);
+            }
+        }
+        RandomAccessOrds asRandomAccessOrds = new AbstractRandomAccessOrds() {
+
+            int i = -1;
+
+            @Override
+            public void doSetDocument(int docID) {
+                i = docID;
+            }
+
+            @Override
+            public BytesRef lookupOrd(long ord) {
+                return values[(int) ord];
+            }
+
+            @Override
+            public long getValueCount() {
+                return values.length;
+            }
+
+            @Override
+            public long ordAt(int index) {
+                return ords[i][index];
+            }
+
+            @Override
+            public int cardinality() {
+                return ords[i].length;
+            }
+        };
+
+        final BytesRef existingMissing = RandomPicks.randomFrom(random(), values);
+        final BytesRef missingMissing = new BytesRef(RandomStrings.randomAsciiOfLength(random(), 5));
+
+        for (BytesRef missing : Arrays.asList(existingMissing, missingMissing)) {
+            RandomAccessOrds withMissingReplaced = MissingValues.replaceMissing(asRandomAccessOrds, missing);
+            if (valueSet.contains(missing)) {
+                assertEquals(values.length, withMissingReplaced.getValueCount());
+            } else {
+                assertEquals(values.length + 1, withMissingReplaced.getValueCount());
+            }
+            for (int i = 0; i < numDocs; ++i) {
+                withMissingReplaced.setDocument(i);
+                if (ords[i].length > 0) {
+                    assertEquals(ords[i].length, withMissingReplaced.cardinality());
+                    for (int j = 0; j < ords[i].length; ++j) {
+                        assertEquals(values[ords[i][j]], withMissingReplaced.lookupOrd(withMissingReplaced.ordAt(j)));
+                    }
+                } else {
+                    assertEquals(1, withMissingReplaced.cardinality());
+                    assertEquals(missing, withMissingReplaced.lookupOrd(withMissingReplaced.ordAt(0)));
+                }
+            }
+        }
+    }
+
+    public void testMissingLongs() {
+        final int numDocs = TestUtil.nextInt(random(), 1, 100);
+        final int[][] values = new int[numDocs][];
+        for (int i = 0; i < numDocs; ++i) {
+            values[i] = new int[random().nextInt(4)];
+            for (int j = 0; j < values[i].length; ++j) {
+                values[i][j] = randomInt();
+            }
+            Arrays.sort(values[i]);
+        }
+        SortedNumericDocValues asNumericValues = new SortedNumericDocValues() {
+
+            int i = -1;
+
+            @Override
+            public long valueAt(int index) {
+                return values[i][index];
+            }
+
+            @Override
+            public void setDocument(int docId) {
+                i = docId;
+            }
+
+            @Override
+            public int count() {
+                return values[i].length;
+            }
+        };
+        final long missing = randomInt();
+        SortedNumericDocValues withMissingReplaced = MissingValues.replaceMissing(asNumericValues, missing);
+        for (int i = 0; i < numDocs; ++i) {
+            withMissingReplaced.setDocument(i);
+            if (values[i].length > 0) {
+                assertEquals(values[i].length, withMissingReplaced.count());
+                for (int j = 0; j < values[i].length; ++j) {
+                    assertEquals(values[i][j], withMissingReplaced.valueAt(j));
+                }
+            } else {
+                assertEquals(1, withMissingReplaced.count());
+                assertEquals(missing, withMissingReplaced.valueAt(0));
+            }
+        }
+    }
+
+    public void testMissingDoubles() {
+        final int numDocs = TestUtil.nextInt(random(), 1, 100);
+        final double[][] values = new double[numDocs][];
+        for (int i = 0; i < numDocs; ++i) {
+            values[i] = new double[random().nextInt(4)];
+            for (int j = 0; j < values[i].length; ++j) {
+                values[i][j] = randomDouble();
+            }
+            Arrays.sort(values[i]);
+        }
+        SortedNumericDoubleValues asNumericValues = new SortedNumericDoubleValues() {
+
+            int i = -1;
+
+            @Override
+            public double valueAt(int index) {
+                return values[i][index];
+            }
+
+            @Override
+            public void setDocument(int docId) {
+                i = docId;
+            }
+
+            @Override
+            public int count() {
+                return values[i].length;
+            }
+        };
+        final long missing = randomInt();
+        SortedNumericDoubleValues withMissingReplaced = MissingValues.replaceMissing(asNumericValues, missing);
+        for (int i = 0; i < numDocs; ++i) {
+            withMissingReplaced.setDocument(i);
+            if (values[i].length > 0) {
+                assertEquals(values[i].length, withMissingReplaced.count());
+                for (int j = 0; j < values[i].length; ++j) {
+                    assertEquals(values[i][j], withMissingReplaced.valueAt(j), 0);
+                }
+            } else {
+                assertEquals(1, withMissingReplaced.count());
+                assertEquals(missing, withMissingReplaced.valueAt(0), 0);
+            }
+        }
+    }
+
+    public void testMissingGeoPoints() {
+        final int numDocs = TestUtil.nextInt(random(), 1, 100);
+        final GeoPoint[][] values = new GeoPoint[numDocs][];
+        for (int i = 0; i < numDocs; ++i) {
+            values[i] = new GeoPoint[random().nextInt(4)];
+            for (int j = 0; j < values[i].length; ++j) {
+                values[i][j] = new GeoPoint(randomDouble() * 90, randomDouble() * 180);
+            }
+        }
+        MultiGeoPointValues asGeoValues = new MultiGeoPointValues() {
+
+            int i = -1;
+
+            @Override
+            public GeoPoint valueAt(int index) {
+                return values[i][index];
+            }
+
+            @Override
+            public void setDocument(int docId) {
+                i = docId;
+            }
+
+            @Override
+            public int count() {
+                return values[i].length;
+            }
+        };
+        final GeoPoint missing = new GeoPoint(randomDouble() * 90, randomDouble() * 180);
+        MultiGeoPointValues withMissingReplaced = MissingValues.replaceMissing(asGeoValues, missing);
+        for (int i = 0; i < numDocs; ++i) {
+            withMissingReplaced.setDocument(i);
+            if (values[i].length > 0) {
+                assertEquals(values[i].length, withMissingReplaced.count());
+                for (int j = 0; j < values[i].length; ++j) {
+                    assertEquals(values[i][j], withMissingReplaced.valueAt(j));
+                }
+            } else {
+                assertEquals(1, withMissingReplaced.count());
+                assertEquals(missing, withMissingReplaced.valueAt(0));
+            }
+        }
+    }
+}