diff --git a/asterixdb/asterix-external-data/pom.xml b/asterixdb/asterix-external-data/pom.xml
index ff9fcb0..460f57d 100644
--- a/asterixdb/asterix-external-data/pom.xml
+++ b/asterixdb/asterix-external-data/pom.xml
@@ -170,6 +170,7 @@
             <exclude>src/test/resources/classad/**</exclude> <!-- HTCondor (license in LICENSE file) -->
             <exclude>src/test/resources/record.json</exclude> <!-- https://issues.apache.org/jira/browse/ASTERIXDB-1850 -->
             <exclude>src/test/resources/change_feed.csv</exclude>
+            <exclude>src/test/resources/test_tweets.txt</exclude>
           </excludes>
         </configuration>
       </plugin>
diff --git a/asterixdb/asterix-external-data/src/main/java/org/apache/asterix/external/parser/TweetParser.java b/asterixdb/asterix-external-data/src/main/java/org/apache/asterix/external/parser/TweetParser.java
index 1b29c887..be49863 100644
--- a/asterixdb/asterix-external-data/src/main/java/org/apache/asterix/external/parser/TweetParser.java
+++ b/asterixdb/asterix-external-data/src/main/java/org/apache/asterix/external/parser/TweetParser.java
@@ -24,16 +24,16 @@
 import org.apache.asterix.builders.IARecordBuilder;
 import org.apache.asterix.builders.IAsterixListBuilder;
 import org.apache.asterix.builders.ListBuilderFactory;
+import org.apache.asterix.builders.OrderedListBuilder;
 import org.apache.asterix.builders.RecordBuilderFactory;
-import org.apache.asterix.builders.UnorderedListBuilder;
 import org.apache.asterix.common.exceptions.ErrorCode;
 import org.apache.asterix.common.exceptions.RuntimeDataException;
 import org.apache.asterix.external.api.IRawRecord;
 import org.apache.asterix.external.api.IRecordDataParser;
-import org.apache.asterix.om.base.AMutablePoint;
 import org.apache.asterix.om.base.ANull;
 import org.apache.asterix.om.types.ARecordType;
 import org.apache.asterix.om.types.ATypeTag;
+import org.apache.asterix.om.types.AUnionType;
 import org.apache.asterix.om.types.BuiltinType;
 import org.apache.asterix.om.types.IAType;
 import org.apache.asterix.om.util.container.IObjectPool;
@@ -59,25 +59,28 @@
 
     public TweetParser(ARecordType recordType) {
         this.recordType = recordType;
-        aPoint = new AMutablePoint(0, 0);
     }
 
-    private void parseUnorderedList(JsonNode jArray, DataOutput output) throws IOException {
+    private void parseArrayList(JsonNode jArray, DataOutput output) throws IOException {
         ArrayBackedValueStorage itemBuffer = getTempBuffer();
-        UnorderedListBuilder unorderedListBuilder = (UnorderedListBuilder) getUnorderedListBuilder();
+        OrderedListBuilder arrayBuilder = (OrderedListBuilder) getArrayBuilder();
 
-        unorderedListBuilder.reset(null);
+        arrayBuilder.reset(null);
         for (int iter1 = 0; iter1 < jArray.size(); iter1++) {
             itemBuffer.reset();
             if (writeField(jArray.get(iter1), null, itemBuffer.getDataOutput())) {
-                unorderedListBuilder.addItem(itemBuffer);
+                arrayBuilder.addItem(itemBuffer);
             }
         }
-        unorderedListBuilder.write(output, true);
+        arrayBuilder.write(output, true);
     }
 
-    private boolean writeField(JsonNode fieldObj, IAType fieldType, DataOutput out) throws IOException {
+    private boolean writeField(JsonNode fieldObj, IAType originalFieldType, DataOutput out) throws IOException {
         boolean writeResult = true;
+        IAType fieldType = originalFieldType;
+        if (originalFieldType instanceof AUnionType) {
+            fieldType = ((AUnionType) originalFieldType).getActualType();
+        }
         if (fieldType != null) {
             switch (fieldType.getTypeTag()) {
                 case STRING:
@@ -103,6 +106,9 @@
                 case OBJECT:
                     writeRecord(fieldObj, out, (ARecordType) fieldType);
                     break;
+                case ARRAY:
+                    parseArrayList(fieldObj, out);
+                    break;
                 default:
                     writeResult = false;
             }
@@ -126,7 +132,7 @@
                 utf8Writer.writeUTF8(fieldObj.asText(), out);
             } else if (fieldObj.isArray()) {
                 if ((fieldObj).size() != 0) {
-                    parseUnorderedList(fieldObj, out);
+                    parseArrayList(fieldObj, out);
                 } else {
                     writeResult = false;
                 }
@@ -159,6 +165,7 @@
         String[] curFNames = null;
         int fieldN;
         int attrIdx;
+        int expectedFieldsCount = 0;
 
         ArrayBackedValueStorage fieldValueBuffer = getTempBuffer();
         ArrayBackedValueStorage fieldNameBuffer = getTempBuffer();
@@ -167,6 +174,11 @@
         if (curRecType != null) {
             curTypes = curRecType.getFieldTypes();
             curFNames = curRecType.getFieldNames();
+            for (IAType curType : curTypes) {
+                if (!(curType instanceof AUnionType)) {
+                    expectedFieldsCount++;
+                }
+            }
         }
 
         recBuilder.reset(curRecType);
@@ -178,10 +190,11 @@
             for (int iter1 = 0; iter1 < fieldN; iter1++) {
                 fieldValueBuffer.reset();
                 DataOutput fieldOutput = fieldValueBuffer.getDataOutput();
-                if (obj.get(curFNames[iter1]).isNull()) {
+                if (obj.get(curFNames[iter1]).isNull() && !(curTypes[iter1] instanceof AUnionType)) {
                     if (curRecType.isClosedField(curFNames[iter1])) {
                         throw new RuntimeDataException(ErrorCode.PARSER_TWEET_PARSER_CLOSED_FIELD_NULL,
-                                curFNames[iter1]);                    } else {
+                                curFNames[iter1]);
+                    } else {
                         continue;
                     }
                 } else {
@@ -198,7 +211,7 @@
             Iterator<String> iter = obj.fieldNames();
             while (iter.hasNext()) {
                 attrName = iter.next();
-                if (obj.get(attrName).isNull() || obj.size() == 0) {
+                if (obj.get(attrName) == null || obj.get(attrName).isNull() || obj.size() == 0) {
                     continue;
                 }
                 attrIdx = checkAttrNameIdx(curFNames, attrName);
@@ -219,7 +232,7 @@
                     }
                 }
             }
-            if (curRecType != null && closedFieldCount < curFNames.length) {
+            if (curRecType != null && closedFieldCount < expectedFieldsCount) {
                 throw new HyracksDataException("Non-null field is null");
             }
         }
@@ -230,8 +243,8 @@
         return recordBuilderPool.allocate(ATypeTag.OBJECT);
     }
 
-    private IAsterixListBuilder getUnorderedListBuilder() {
-        return listBuilderPool.allocate(ATypeTag.MULTISET);
+    private IAsterixListBuilder getArrayBuilder() {
+        return listBuilderPool.allocate(ATypeTag.ARRAY);
     }
 
     private ArrayBackedValueStorage getTempBuffer() {
diff --git a/asterixdb/asterix-external-data/src/test/java/org/apache/asterix/external/parser/test/TweetParserTest.java b/asterixdb/asterix-external-data/src/test/java/org/apache/asterix/external/parser/test/TweetParserTest.java
new file mode 100644
index 0000000..5389310
--- /dev/null
+++ b/asterixdb/asterix-external-data/src/test/java/org/apache/asterix/external/parser/test/TweetParserTest.java
@@ -0,0 +1,109 @@
+/*
+ * 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.
+ */
+
+package org.apache.asterix.external.parser.test;
+
+import static org.apache.asterix.om.types.BuiltinType.AFLOAT;
+import static org.apache.asterix.om.types.BuiltinType.AINT64;
+import static org.apache.asterix.om.types.BuiltinType.AMISSING;
+import static org.apache.asterix.om.types.BuiltinType.ANULL;
+
+import java.io.ByteArrayOutputStream;
+import java.io.DataOutput;
+import java.io.DataOutputStream;
+import java.io.IOException;
+import java.net.URISyntaxException;
+import java.nio.file.Files;
+import java.nio.file.Paths;
+import java.util.ArrayList;
+import java.util.List;
+
+import org.apache.asterix.external.input.record.GenericRecord;
+import org.apache.asterix.external.parser.TweetParser;
+import org.apache.asterix.om.types.AOrderedListType;
+import org.apache.asterix.om.types.ARecordType;
+import org.apache.asterix.om.types.AUnionType;
+import org.apache.asterix.om.types.IAType;
+import org.apache.hyracks.api.exceptions.HyracksDataException;
+import org.junit.Assert;
+import org.junit.Test;
+
+import junit.extensions.PA;
+
+public class TweetParserTest {
+
+    @Test
+    public void openRecordTypeTest() throws IOException, URISyntaxException {
+        String[] ids = { "720549057849114629", "668950503552864257", "668945640186101761", "263602997047730177",
+                "668948268605403136", "741701526859567104" };
+        // contruct type
+        IAType geoFieldType = new ARecordType("GeoType", new String[] { "coordinates" },
+                new IAType[] { new AOrderedListType(AFLOAT, "point") }, true);
+        List<IAType> unionTypeList = new ArrayList<>();
+        unionTypeList.add(geoFieldType);
+        unionTypeList.add(ANULL);
+        unionTypeList.add(AMISSING);
+        IAType geoUnionType = new AUnionType(unionTypeList, "GeoType?");
+        ARecordType tweetRecordType = new ARecordType("TweetType", new String[] { "id", "geo" },
+                new IAType[] { AINT64, geoUnionType }, true);
+
+        TweetParser parser = new TweetParser(tweetRecordType);
+
+        List<String> lines = Files.readAllLines(Paths.get(getClass().getResource("/test_tweets.txt").toURI()));
+        ByteArrayOutputStream is = new ByteArrayOutputStream();
+        DataOutput output = new DataOutputStream(is);
+        for (int iter1 = 0; iter1 < lines.size(); iter1++) {
+            GenericRecord<String> record = new GenericRecord<>();
+            record.set(lines.get(iter1));
+            try {
+                parser.parse(record, output);
+            } catch (HyracksDataException e) {
+                e.printStackTrace();
+                Assert.fail("Unexpected failure in parser.");
+            }
+            Assert.assertTrue((PA.getValue(parser, "aInt64")).toString().equals(ids[iter1]));
+        }
+    }
+
+    @Test
+    public void closedRecordTypeTest() throws IOException, URISyntaxException {
+        // contruct type
+        IAType geoFieldType = new ARecordType("GeoType", new String[] { "coordinates" },
+                new IAType[] { new AOrderedListType(AFLOAT, "point") }, true);
+        ARecordType tweetRecordType = new ARecordType("TweetType", new String[] { "id", "geo" },
+                new IAType[] { AINT64, geoFieldType }, true);
+
+        TweetParser parser = new TweetParser(tweetRecordType);
+        List<String> lines = Files.readAllLines(Paths.get(getClass().getResource("/test_tweets.txt").toURI()));
+        ByteArrayOutputStream is = new ByteArrayOutputStream();
+        DataOutput output = new DataOutputStream(is);
+        int regularCount = 0;
+        for (int iter1 = 0; iter1 < lines.size(); iter1++) {
+            GenericRecord<String> record = new GenericRecord<>();
+            record.set(lines.get(iter1));
+            try {
+                parser.parse(record, output);
+                regularCount++;
+            } catch (HyracksDataException e) {
+                Assert.assertTrue(e.toString().contains("Non-null") && (iter1 == 0 || iter1 == 1));
+            }
+        }
+        Assert.assertTrue(regularCount == 4);
+    }
+}
diff --git a/asterixdb/asterix-external-data/src/test/resources/test_tweets.txt b/asterixdb/asterix-external-data/src/test/resources/test_tweets.txt
new file mode 100644
index 0000000..ed8869a
--- /dev/null
+++ b/asterixdb/asterix-external-data/src/test/resources/test_tweets.txt
@@ -0,0 +1,6 @@
+{"created_at":"Thu Apr 14 09:47:37 +0000 2016","id":720549057849114629,"id_str":"720549057849114629","text":"Pumpins and mother lovin humpins! https:\/\/t.co\/UFY2ptZEDE","source":"\u003ca href=\"http:\/\/twitter.com\/download\/iphone\" rel=\"nofollow\"\u003eTwitter for iPhone\u003c\/a\u003e","truncated":false,"in_reply_to_status_id":null,"in_reply_to_status_id_str":null,"in_reply_to_user_id":null,"in_reply_to_user_id_str":null,"in_reply_to_screen_name":null,"user":{"id":22718875,"id_str":"22718875","name":"Austin Ireland","screen_name":"fastirish","location":"GaageBox2.0","url":null,"description":"CrossFit, raising elite offspring and tattoos. O, and tiny dogs!! #garagebox2.0 #unaffiliated","protected":false,"verified":false,"followers_count":206,"friends_count":336,"listed_count":10,"favourites_count":888,"statuses_count":1775,"created_at":"Wed Mar 04 02:14:49 +0000 2009","utc_offset":-14400,"time_zone":"Eastern Time (US & Canada)","geo_enabled":true,"lang":"en","contributors_enabled":false,"is_translator":false,"profile_background_color":"352726","profile_background_image_url":"http:\/\/abs.twimg.com\/images\/themes\/theme5\/bg.gif","profile_background_image_url_https":"https:\/\/abs.twimg.com\/images\/themes\/theme5\/bg.gif","profile_background_tile":false,"profile_link_color":"D02B55","profile_sidebar_border_color":"829D5E","profile_sidebar_fill_color":"99CC33","profile_text_color":"3E4415","profile_use_background_image":true,"profile_image_url":"http:\/\/pbs.twimg.com\/profile_images\/712092320099868672\/YUUcDgwG_normal.jpg","profile_image_url_https":"https:\/\/pbs.twimg.com\/profile_images\/712092320099868672\/YUUcDgwG_normal.jpg","profile_banner_url":"https:\/\/pbs.twimg.com\/profile_banners\/22718875\/1458315357","default_profile":false,"default_profile_image":false,"following":null,"follow_request_sent":null,"notifications":null},"geo":null,"coordinates":null,"place":{"id":"07d9d0f1fd482001","url":"https:\/\/api.twitter.com\/1.1\/geo\/id\/07d9d0f1fd482001.json","place_type":"poi","name":"Steeplechase","full_name":"Steeplechase","country_code":"US","country":"United States","bounding_box":{"type":"Polygon","coordinates":[[[-75.655008,38.355629],[-75.655008,38.355629],[-75.655008,38.355629],[-75.655008,38.355629]]]},"attributes":{}},"contributors":null,"is_quote_status":false,"retweet_count":0,"favorite_count":0,"entities":{"hashtags":[],"urls":[],"user_mentions":[],"symbols":[],"media":[{"id":720549047702986752,"id_str":"720549047702986752","indices":[34,57],"media_url":"http:\/\/pbs.twimg.com\/media\/Cf_nio-VIAAd6wB.jpg","media_url_https":"https:\/\/pbs.twimg.com\/media\/Cf_nio-VIAAd6wB.jpg","url":"https:\/\/t.co\/UFY2ptZEDE","display_url":"pic.twitter.com\/UFY2ptZEDE","expanded_url":"http:\/\/twitter.com\/fastirish\/status\/720549057849114629\/photo\/1","type":"photo","sizes":{"small":{"w":340,"h":453,"resize":"fit"},"large":{"w":960,"h":1280,"resize":"fit"},"medium":{"w":600,"h":800,"resize":"fit"},"thumb":{"w":150,"h":150,"resize":"crop"}}}]},"extended_entities":{"media":[{"id":720549047702986752,"id_str":"720549047702986752","indices":[34,57],"media_url":"http:\/\/pbs.twimg.com\/media\/Cf_nio-VIAAd6wB.jpg","media_url_https":"https:\/\/pbs.twimg.com\/media\/Cf_nio-VIAAd6wB.jpg","url":"https:\/\/t.co\/UFY2ptZEDE","display_url":"pic.twitter.com\/UFY2ptZEDE","expanded_url":"http:\/\/twitter.com\/fastirish\/status\/720549057849114629\/photo\/1","type":"photo","sizes":{"small":{"w":340,"h":453,"resize":"fit"},"large":{"w":960,"h":1280,"resize":"fit"},"medium":{"w":600,"h":800,"resize":"fit"},"thumb":{"w":150,"h":150,"resize":"crop"}}}]},"favorited":false,"retweeted":false,"possibly_sensitive":false,"filter_level":"low","lang":"en","timestamp_ms":"1460627257202"}
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