Index and query documents
Learn how to use the Redis query engine with JSON and hash documents.
This example shows how to create a search index for JSON documents and run queries against the index. It then goes on to show the slight differences in the equivalent code for hash documents.
Initialize
Make sure that you have Redis Open Source or another Redis server available. Also install the Jedis client library if you haven't already done so.
Add the following dependencies. All of them are applicable to both JSON and hash,
except for the Path
and JSONObject
classes, which are specific to JSON (see
Path for a description of the
JSON path syntax).
import redis.clients.jedis.UnifiedJedis;
import redis.clients.jedis.exceptions.JedisDataException;
import redis.clients.jedis.json.Path2;
import redis.clients.jedis.search.*;
import redis.clients.jedis.search.aggr.*;
import redis.clients.jedis.search.schemafields.*;
import org.json.JSONObject;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
public class HomeJsonExample {
public void run() {
UnifiedJedis jedis = new UnifiedJedis("redis://localhost:6379");
JSONObject user1 = new JSONObject()
.put("name", "Paul John")
.put("email", "[email protected]")
.put("age", 42)
.put("city", "London");
JSONObject user2 = new JSONObject()
.put("name", "Eden Zamir")
.put("email", "[email protected]")
.put("age", 29)
.put("city", "Tel Aviv");
JSONObject user3 = new JSONObject()
.put("name", "Paul Zamir")
.put("email", "[email protected]")
.put("age", 35)
.put("city", "Tel Aviv");
SchemaField[] schema = {
TextField.of("$.name").as("name"),
TextField.of("$.city").as("city"),
NumericField.of("$.age").as("age")
};
String createResult = jedis.ftCreate("idx:users",
FTCreateParams.createParams()
.on(IndexDataType.JSON)
.addPrefix("user:"),
schema
);
System.out.println(createResult); // >>> OK
String user1Set = jedis.jsonSet("user:1", new Path2("$"), user1);
String user2Set = jedis.jsonSet("user:2", new Path2("$"), user2);
String user3Set = jedis.jsonSet("user:3", new Path2("$"), user3);
SearchResult findPaulResult = jedis.ftSearch("idx:users",
"Paul @age:[30 40]"
);
System.out.println(findPaulResult.getTotalResults()); // >>> 1
List<Document> paulDocs = findPaulResult.getDocuments();
for (Document doc: paulDocs) {
System.out.println(doc.getId());
}
// >>> user:3
SearchResult citiesResult = jedis.ftSearch("idx:users",
"Paul",
FTSearchParams.searchParams()
.returnFields("city")
);
System.out.println(citiesResult.getTotalResults()); // >>> 2
for (Document doc: citiesResult.getDocuments()) {
System.out.println(doc.getId());
}
// >>> user:1
// >>> user:3
AggregationResult aggResult = jedis.ftAggregate("idx:users",
new AggregationBuilder("*")
.groupBy("@city", Reducers.count().as("count"))
);
System.out.println(aggResult.getTotalResults()); // >>> 2
for (Row cityRow: aggResult.getRows()) {
System.out.printf("%s - %d%n",
cityRow.getString("city"), cityRow.getLong("count"));
}
// >>> London - 1
// >>> Tel Aviv - 2
SchemaField[] hashSchema = {
TextField.of("name"),
TextField.of("city"),
NumericField.of("age")
};
String hashCreateResult = jedis.ftCreate("hash-idx:users",
FTCreateParams.createParams()
.on(IndexDataType.HASH)
.addPrefix("huser:"),
hashSchema
);
System.out.println(hashCreateResult); // >>> OK
Map<String, String> user1Info = new HashMap<>();
user1Info.put("name", "Paul John");
user1Info.put("email", "[email protected]");
user1Info.put("age", "42");
user1Info.put("city", "London");
long huser1Set = jedis.hset("huser:1", user1Info);
System.out.println(huser1Set); // >>> 4
Map<String, String> user2Info = new HashMap<>();
user2Info.put("name", "Eden Zamir");
user2Info.put("email", "[email protected]");
user2Info.put("age", "29");
user2Info.put("city", "Tel Aviv");
long huser2Set = jedis.hset("huser:2", user2Info);
System.out.println(huser2Set); // >>> 4
Map<String, String> user3Info = new HashMap<>();
user3Info.put("name", "Paul Zamir");
user3Info.put("email", "[email protected]");
user3Info.put("age", "35");
user3Info.put("city", "Tel Aviv");
long huser3Set = jedis.hset("huser:3", user3Info);
System.out.println(huser3Set); // >>> 4
SearchResult findPaulHashResult = jedis.ftSearch("hash-idx:users",
"Paul @age:[30 40]"
);
System.out.println(findPaulHashResult.getTotalResults()); // >>> 1
List<Document> paulHashDocs = findPaulHashResult.getDocuments();
for (Document doc: paulHashDocs) {
System.out.println(doc.getId());
}
// >>> user:3
jedis.close();
}
}
Create data
Create some test data to add to the database:
import redis.clients.jedis.UnifiedJedis;
import redis.clients.jedis.exceptions.JedisDataException;
import redis.clients.jedis.json.Path2;
import redis.clients.jedis.search.*;
import redis.clients.jedis.search.aggr.*;
import redis.clients.jedis.search.schemafields.*;
import org.json.JSONObject;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
public class HomeJsonExample {
public void run() {
UnifiedJedis jedis = new UnifiedJedis("redis://localhost:6379");
JSONObject user1 = new JSONObject()
.put("name", "Paul John")
.put("email", "[email protected]")
.put("age", 42)
.put("city", "London");
JSONObject user2 = new JSONObject()
.put("name", "Eden Zamir")
.put("email", "[email protected]")
.put("age", 29)
.put("city", "Tel Aviv");
JSONObject user3 = new JSONObject()
.put("name", "Paul Zamir")
.put("email", "[email protected]")
.put("age", 35)
.put("city", "Tel Aviv");
SchemaField[] schema = {
TextField.of("$.name").as("name"),
TextField.of("$.city").as("city"),
NumericField.of("$.age").as("age")
};
String createResult = jedis.ftCreate("idx:users",
FTCreateParams.createParams()
.on(IndexDataType.JSON)
.addPrefix("user:"),
schema
);
System.out.println(createResult); // >>> OK
String user1Set = jedis.jsonSet("user:1", new Path2("$"), user1);
String user2Set = jedis.jsonSet("user:2", new Path2("$"), user2);
String user3Set = jedis.jsonSet("user:3", new Path2("$"), user3);
SearchResult findPaulResult = jedis.ftSearch("idx:users",
"Paul @age:[30 40]"
);
System.out.println(findPaulResult.getTotalResults()); // >>> 1
List<Document> paulDocs = findPaulResult.getDocuments();
for (Document doc: paulDocs) {
System.out.println(doc.getId());
}
// >>> user:3
SearchResult citiesResult = jedis.ftSearch("idx:users",
"Paul",
FTSearchParams.searchParams()
.returnFields("city")
);
System.out.println(citiesResult.getTotalResults()); // >>> 2
for (Document doc: citiesResult.getDocuments()) {
System.out.println(doc.getId());
}
// >>> user:1
// >>> user:3
AggregationResult aggResult = jedis.ftAggregate("idx:users",
new AggregationBuilder("*")
.groupBy("@city", Reducers.count().as("count"))
);
System.out.println(aggResult.getTotalResults()); // >>> 2
for (Row cityRow: aggResult.getRows()) {
System.out.printf("%s - %d%n",
cityRow.getString("city"), cityRow.getLong("count"));
}
// >>> London - 1
// >>> Tel Aviv - 2
SchemaField[] hashSchema = {
TextField.of("name"),
TextField.of("city"),
NumericField.of("age")
};
String hashCreateResult = jedis.ftCreate("hash-idx:users",
FTCreateParams.createParams()
.on(IndexDataType.HASH)
.addPrefix("huser:"),
hashSchema
);
System.out.println(hashCreateResult); // >>> OK
Map<String, String> user1Info = new HashMap<>();
user1Info.put("name", "Paul John");
user1Info.put("email", "[email protected]");
user1Info.put("age", "42");
user1Info.put("city", "London");
long huser1Set = jedis.hset("huser:1", user1Info);
System.out.println(huser1Set); // >>> 4
Map<String, String> user2Info = new HashMap<>();
user2Info.put("name", "Eden Zamir");
user2Info.put("email", "[email protected]");
user2Info.put("age", "29");
user2Info.put("city", "Tel Aviv");
long huser2Set = jedis.hset("huser:2", user2Info);
System.out.println(huser2Set); // >>> 4
Map<String, String> user3Info = new HashMap<>();
user3Info.put("name", "Paul Zamir");
user3Info.put("email", "[email protected]");
user3Info.put("age", "35");
user3Info.put("city", "Tel Aviv");
long huser3Set = jedis.hset("huser:3", user3Info);
System.out.println(huser3Set); // >>> 4
SearchResult findPaulHashResult = jedis.ftSearch("hash-idx:users",
"Paul @age:[30 40]"
);
System.out.println(findPaulHashResult.getTotalResults()); // >>> 1
List<Document> paulHashDocs = findPaulHashResult.getDocuments();
for (Document doc: paulHashDocs) {
System.out.println(doc.getId());
}
// >>> user:3
jedis.close();
}
}
Add the index
Connect to your Redis database. The code below shows the most basic connection but see Connect to the server to learn more about the available connection options.
import redis.clients.jedis.UnifiedJedis;
import redis.clients.jedis.exceptions.JedisDataException;
import redis.clients.jedis.json.Path2;
import redis.clients.jedis.search.*;
import redis.clients.jedis.search.aggr.*;
import redis.clients.jedis.search.schemafields.*;
import org.json.JSONObject;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
public class HomeJsonExample {
public void run() {
UnifiedJedis jedis = new UnifiedJedis("redis://localhost:6379");
JSONObject user1 = new JSONObject()
.put("name", "Paul John")
.put("email", "[email protected]")
.put("age", 42)
.put("city", "London");
JSONObject user2 = new JSONObject()
.put("name", "Eden Zamir")
.put("email", "[email protected]")
.put("age", 29)
.put("city", "Tel Aviv");
JSONObject user3 = new JSONObject()
.put("name", "Paul Zamir")
.put("email", "[email protected]")
.put("age", 35)
.put("city", "Tel Aviv");
SchemaField[] schema = {
TextField.of("$.name").as("name"),
TextField.of("$.city").as("city"),
NumericField.of("$.age").as("age")
};
String createResult = jedis.ftCreate("idx:users",
FTCreateParams.createParams()
.on(IndexDataType.JSON)
.addPrefix("user:"),
schema
);
System.out.println(createResult); // >>> OK
String user1Set = jedis.jsonSet("user:1", new Path2("$"), user1);
String user2Set = jedis.jsonSet("user:2", new Path2("$"), user2);
String user3Set = jedis.jsonSet("user:3", new Path2("$"), user3);
SearchResult findPaulResult = jedis.ftSearch("idx:users",
"Paul @age:[30 40]"
);
System.out.println(findPaulResult.getTotalResults()); // >>> 1
List<Document> paulDocs = findPaulResult.getDocuments();
for (Document doc: paulDocs) {
System.out.println(doc.getId());
}
// >>> user:3
SearchResult citiesResult = jedis.ftSearch("idx:users",
"Paul",
FTSearchParams.searchParams()
.returnFields("city")
);
System.out.println(citiesResult.getTotalResults()); // >>> 2
for (Document doc: citiesResult.getDocuments()) {
System.out.println(doc.getId());
}
// >>> user:1
// >>> user:3
AggregationResult aggResult = jedis.ftAggregate("idx:users",
new AggregationBuilder("*")
.groupBy("@city", Reducers.count().as("count"))
);
System.out.println(aggResult.getTotalResults()); // >>> 2
for (Row cityRow: aggResult.getRows()) {
System.out.printf("%s - %d%n",
cityRow.getString("city"), cityRow.getLong("count"));
}
// >>> London - 1
// >>> Tel Aviv - 2
SchemaField[] hashSchema = {
TextField.of("name"),
TextField.of("city"),
NumericField.of("age")
};
String hashCreateResult = jedis.ftCreate("hash-idx:users",
FTCreateParams.createParams()
.on(IndexDataType.HASH)
.addPrefix("huser:"),
hashSchema
);
System.out.println(hashCreateResult); // >>> OK
Map<String, String> user1Info = new HashMap<>();
user1Info.put("name", "Paul John");
user1Info.put("email", "[email protected]");
user1Info.put("age", "42");
user1Info.put("city", "London");
long huser1Set = jedis.hset("huser:1", user1Info);
System.out.println(huser1Set); // >>> 4
Map<String, String> user2Info = new HashMap<>();
user2Info.put("name", "Eden Zamir");
user2Info.put("email", "[email protected]");
user2Info.put("age", "29");
user2Info.put("city", "Tel Aviv");
long huser2Set = jedis.hset("huser:2", user2Info);
System.out.println(huser2Set); // >>> 4
Map<String, String> user3Info = new HashMap<>();
user3Info.put("name", "Paul Zamir");
user3Info.put("email", "[email protected]");
user3Info.put("age", "35");
user3Info.put("city", "Tel Aviv");
long huser3Set = jedis.hset("huser:3", user3Info);
System.out.println(huser3Set); // >>> 4
SearchResult findPaulHashResult = jedis.ftSearch("hash-idx:users",
"Paul @age:[30 40]"
);
System.out.println(findPaulHashResult.getTotalResults()); // >>> 1
List<Document> paulHashDocs = findPaulHashResult.getDocuments();
for (Document doc: paulHashDocs) {
System.out.println(doc.getId());
}
// >>> user:3
jedis.close();
}
}
Create an index. In this example, only JSON documents with the key prefix user:
are indexed. For more information, see Query syntax.
import redis.clients.jedis.UnifiedJedis;
import redis.clients.jedis.exceptions.JedisDataException;
import redis.clients.jedis.json.Path2;
import redis.clients.jedis.search.*;
import redis.clients.jedis.search.aggr.*;
import redis.clients.jedis.search.schemafields.*;
import org.json.JSONObject;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
public class HomeJsonExample {
public void run() {
UnifiedJedis jedis = new UnifiedJedis("redis://localhost:6379");
JSONObject user1 = new JSONObject()
.put("name", "Paul John")
.put("email", "[email protected]")
.put("age", 42)
.put("city", "London");
JSONObject user2 = new JSONObject()
.put("name", "Eden Zamir")
.put("email", "[email protected]")
.put("age", 29)
.put("city", "Tel Aviv");
JSONObject user3 = new JSONObject()
.put("name", "Paul Zamir")
.put("email", "[email protected]")
.put("age", 35)
.put("city", "Tel Aviv");
SchemaField[] schema = {
TextField.of("$.name").as("name"),
TextField.of("$.city").as("city"),
NumericField.of("$.age").as("age")
};
String createResult = jedis.ftCreate("idx:users",
FTCreateParams.createParams()
.on(IndexDataType.JSON)
.addPrefix("user:"),
schema
);
System.out.println(createResult); // >>> OK
String user1Set = jedis.jsonSet("user:1", new Path2("$"), user1);
String user2Set = jedis.jsonSet("user:2", new Path2("$"), user2);
String user3Set = jedis.jsonSet("user:3", new Path2("$"), user3);
SearchResult findPaulResult = jedis.ftSearch("idx:users",
"Paul @age:[30 40]"
);
System.out.println(findPaulResult.getTotalResults()); // >>> 1
List<Document> paulDocs = findPaulResult.getDocuments();
for (Document doc: paulDocs) {
System.out.println(doc.getId());
}
// >>> user:3
SearchResult citiesResult = jedis.ftSearch("idx:users",
"Paul",
FTSearchParams.searchParams()
.returnFields("city")
);
System.out.println(citiesResult.getTotalResults()); // >>> 2
for (Document doc: citiesResult.getDocuments()) {
System.out.println(doc.getId());
}
// >>> user:1
// >>> user:3
AggregationResult aggResult = jedis.ftAggregate("idx:users",
new AggregationBuilder("*")
.groupBy("@city", Reducers.count().as("count"))
);
System.out.println(aggResult.getTotalResults()); // >>> 2
for (Row cityRow: aggResult.getRows()) {
System.out.printf("%s - %d%n",
cityRow.getString("city"), cityRow.getLong("count"));
}
// >>> London - 1
// >>> Tel Aviv - 2
SchemaField[] hashSchema = {
TextField.of("name"),
TextField.of("city"),
NumericField.of("age")
};
String hashCreateResult = jedis.ftCreate("hash-idx:users",
FTCreateParams.createParams()
.on(IndexDataType.HASH)
.addPrefix("huser:"),
hashSchema
);
System.out.println(hashCreateResult); // >>> OK
Map<String, String> user1Info = new HashMap<>();
user1Info.put("name", "Paul John");
user1Info.put("email", "[email protected]");
user1Info.put("age", "42");
user1Info.put("city", "London");
long huser1Set = jedis.hset("huser:1", user1Info);
System.out.println(huser1Set); // >>> 4
Map<String, String> user2Info = new HashMap<>();
user2Info.put("name", "Eden Zamir");
user2Info.put("email", "[email protected]");
user2Info.put("age", "29");
user2Info.put("city", "Tel Aviv");
long huser2Set = jedis.hset("huser:2", user2Info);
System.out.println(huser2Set); // >>> 4
Map<String, String> user3Info = new HashMap<>();
user3Info.put("name", "Paul Zamir");
user3Info.put("email", "[email protected]");
user3Info.put("age", "35");
user3Info.put("city", "Tel Aviv");
long huser3Set = jedis.hset("huser:3", user3Info);
System.out.println(huser3Set); // >>> 4
SearchResult findPaulHashResult = jedis.ftSearch("hash-idx:users",
"Paul @age:[30 40]"
);
System.out.println(findPaulHashResult.getTotalResults()); // >>> 1
List<Document> paulHashDocs = findPaulHashResult.getDocuments();
for (Document doc: paulHashDocs) {
System.out.println(doc.getId());
}
// >>> user:3
jedis.close();
}
}
Add the data
Add the three sets of user data to the database as
JSON objects.
If you use keys with the user:
prefix then Redis will index the
objects automatically as you add them:
import redis.clients.jedis.UnifiedJedis;
import redis.clients.jedis.exceptions.JedisDataException;
import redis.clients.jedis.json.Path2;
import redis.clients.jedis.search.*;
import redis.clients.jedis.search.aggr.*;
import redis.clients.jedis.search.schemafields.*;
import org.json.JSONObject;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
public class HomeJsonExample {
public void run() {
UnifiedJedis jedis = new UnifiedJedis("redis://localhost:6379");
JSONObject user1 = new JSONObject()
.put("name", "Paul John")
.put("email", "[email protected]")
.put("age", 42)
.put("city", "London");
JSONObject user2 = new JSONObject()
.put("name", "Eden Zamir")
.put("email", "[email protected]")
.put("age", 29)
.put("city", "Tel Aviv");
JSONObject user3 = new JSONObject()
.put("name", "Paul Zamir")
.put("email", "[email protected]")
.put("age", 35)
.put("city", "Tel Aviv");
SchemaField[] schema = {
TextField.of("$.name").as("name"),
TextField.of("$.city").as("city"),
NumericField.of("$.age").as("age")
};
String createResult = jedis.ftCreate("idx:users",
FTCreateParams.createParams()
.on(IndexDataType.JSON)
.addPrefix("user:"),
schema
);
System.out.println(createResult); // >>> OK
String user1Set = jedis.jsonSet("user:1", new Path2("$"), user1);
String user2Set = jedis.jsonSet("user:2", new Path2("$"), user2);
String user3Set = jedis.jsonSet("user:3", new Path2("$"), user3);
SearchResult findPaulResult = jedis.ftSearch("idx:users",
"Paul @age:[30 40]"
);
System.out.println(findPaulResult.getTotalResults()); // >>> 1
List<Document> paulDocs = findPaulResult.getDocuments();
for (Document doc: paulDocs) {
System.out.println(doc.getId());
}
// >>> user:3
SearchResult citiesResult = jedis.ftSearch("idx:users",
"Paul",
FTSearchParams.searchParams()
.returnFields("city")
);
System.out.println(citiesResult.getTotalResults()); // >>> 2
for (Document doc: citiesResult.getDocuments()) {
System.out.println(doc.getId());
}
// >>> user:1
// >>> user:3
AggregationResult aggResult = jedis.ftAggregate("idx:users",
new AggregationBuilder("*")
.groupBy("@city", Reducers.count().as("count"))
);
System.out.println(aggResult.getTotalResults()); // >>> 2
for (Row cityRow: aggResult.getRows()) {
System.out.printf("%s - %d%n",
cityRow.getString("city"), cityRow.getLong("count"));
}
// >>> London - 1
// >>> Tel Aviv - 2
SchemaField[] hashSchema = {
TextField.of("name"),
TextField.of("city"),
NumericField.of("age")
};
String hashCreateResult = jedis.ftCreate("hash-idx:users",
FTCreateParams.createParams()
.on(IndexDataType.HASH)
.addPrefix("huser:"),
hashSchema
);
System.out.println(hashCreateResult); // >>> OK
Map<String, String> user1Info = new HashMap<>();
user1Info.put("name", "Paul John");
user1Info.put("email", "[email protected]");
user1Info.put("age", "42");
user1Info.put("city", "London");
long huser1Set = jedis.hset("huser:1", user1Info);
System.out.println(huser1Set); // >>> 4
Map<String, String> user2Info = new HashMap<>();
user2Info.put("name", "Eden Zamir");
user2Info.put("email", "[email protected]");
user2Info.put("age", "29");
user2Info.put("city", "Tel Aviv");
long huser2Set = jedis.hset("huser:2", user2Info);
System.out.println(huser2Set); // >>> 4
Map<String, String> user3Info = new HashMap<>();
user3Info.put("name", "Paul Zamir");
user3Info.put("email", "[email protected]");
user3Info.put("age", "35");
user3Info.put("city", "Tel Aviv");
long huser3Set = jedis.hset("huser:3", user3Info);
System.out.println(huser3Set); // >>> 4
SearchResult findPaulHashResult = jedis.ftSearch("hash-idx:users",
"Paul @age:[30 40]"
);
System.out.println(findPaulHashResult.getTotalResults()); // >>> 1
List<Document> paulHashDocs = findPaulHashResult.getDocuments();
for (Document doc: paulHashDocs) {
System.out.println(doc.getId());
}
// >>> user:3
jedis.close();
}
}
Query the data
You can now use the index to search the JSON objects. The
query
below searches for objects that have the text "Paul" in any field
and have an age
value in the range 30 to 40:
import redis.clients.jedis.UnifiedJedis;
import redis.clients.jedis.exceptions.JedisDataException;
import redis.clients.jedis.json.Path2;
import redis.clients.jedis.search.*;
import redis.clients.jedis.search.aggr.*;
import redis.clients.jedis.search.schemafields.*;
import org.json.JSONObject;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
public class HomeJsonExample {
public void run() {
UnifiedJedis jedis = new UnifiedJedis("redis://localhost:6379");
JSONObject user1 = new JSONObject()
.put("name", "Paul John")
.put("email", "[email protected]")
.put("age", 42)
.put("city", "London");
JSONObject user2 = new JSONObject()
.put("name", "Eden Zamir")
.put("email", "[email protected]")
.put("age", 29)
.put("city", "Tel Aviv");
JSONObject user3 = new JSONObject()
.put("name", "Paul Zamir")
.put("email", "[email protected]")
.put("age", 35)
.put("city", "Tel Aviv");
SchemaField[] schema = {
TextField.of("$.name").as("name"),
TextField.of("$.city").as("city"),
NumericField.of("$.age").as("age")
};
String createResult = jedis.ftCreate("idx:users",
FTCreateParams.createParams()
.on(IndexDataType.JSON)
.addPrefix("user:"),
schema
);
System.out.println(createResult); // >>> OK
String user1Set = jedis.jsonSet("user:1", new Path2("$"), user1);
String user2Set = jedis.jsonSet("user:2", new Path2("$"), user2);
String user3Set = jedis.jsonSet("user:3", new Path2("$"), user3);
SearchResult findPaulResult = jedis.ftSearch("idx:users",
"Paul @age:[30 40]"
);
System.out.println(findPaulResult.getTotalResults()); // >>> 1
List<Document> paulDocs = findPaulResult.getDocuments();
for (Document doc: paulDocs) {
System.out.println(doc.getId());
}
// >>> user:3
SearchResult citiesResult = jedis.ftSearch("idx:users",
"Paul",
FTSearchParams.searchParams()
.returnFields("city")
);
System.out.println(citiesResult.getTotalResults()); // >>> 2
for (Document doc: citiesResult.getDocuments()) {
System.out.println(doc.getId());
}
// >>> user:1
// >>> user:3
AggregationResult aggResult = jedis.ftAggregate("idx:users",
new AggregationBuilder("*")
.groupBy("@city", Reducers.count().as("count"))
);
System.out.println(aggResult.getTotalResults()); // >>> 2
for (Row cityRow: aggResult.getRows()) {
System.out.printf("%s - %d%n",
cityRow.getString("city"), cityRow.getLong("count"));
}
// >>> London - 1
// >>> Tel Aviv - 2
SchemaField[] hashSchema = {
TextField.of("name"),
TextField.of("city"),
NumericField.of("age")
};
String hashCreateResult = jedis.ftCreate("hash-idx:users",
FTCreateParams.createParams()
.on(IndexDataType.HASH)
.addPrefix("huser:"),
hashSchema
);
System.out.println(hashCreateResult); // >>> OK
Map<String, String> user1Info = new HashMap<>();
user1Info.put("name", "Paul John");
user1Info.put("email", "[email protected]");
user1Info.put("age", "42");
user1Info.put("city", "London");
long huser1Set = jedis.hset("huser:1", user1Info);
System.out.println(huser1Set); // >>> 4
Map<String, String> user2Info = new HashMap<>();
user2Info.put("name", "Eden Zamir");
user2Info.put("email", "[email protected]");
user2Info.put("age", "29");
user2Info.put("city", "Tel Aviv");
long huser2Set = jedis.hset("huser:2", user2Info);
System.out.println(huser2Set); // >>> 4
Map<String, String> user3Info = new HashMap<>();
user3Info.put("name", "Paul Zamir");
user3Info.put("email", "[email protected]");
user3Info.put("age", "35");
user3Info.put("city", "Tel Aviv");
long huser3Set = jedis.hset("huser:3", user3Info);
System.out.println(huser3Set); // >>> 4
SearchResult findPaulHashResult = jedis.ftSearch("hash-idx:users",
"Paul @age:[30 40]"
);
System.out.println(findPaulHashResult.getTotalResults()); // >>> 1
List<Document> paulHashDocs = findPaulHashResult.getDocuments();
for (Document doc: paulHashDocs) {
System.out.println(doc.getId());
}
// >>> user:3
jedis.close();
}
}
Specify query options to return only the city
field:
import redis.clients.jedis.UnifiedJedis;
import redis.clients.jedis.exceptions.JedisDataException;
import redis.clients.jedis.json.Path2;
import redis.clients.jedis.search.*;
import redis.clients.jedis.search.aggr.*;
import redis.clients.jedis.search.schemafields.*;
import org.json.JSONObject;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
public class HomeJsonExample {
public void run() {
UnifiedJedis jedis = new UnifiedJedis("redis://localhost:6379");
JSONObject user1 = new JSONObject()
.put("name", "Paul John")
.put("email", "[email protected]")
.put("age", 42)
.put("city", "London");
JSONObject user2 = new JSONObject()
.put("name", "Eden Zamir")
.put("email", "[email protected]")
.put("age", 29)
.put("city", "Tel Aviv");
JSONObject user3 = new JSONObject()
.put("name", "Paul Zamir")
.put("email", "[email protected]")
.put("age", 35)
.put("city", "Tel Aviv");
SchemaField[] schema = {
TextField.of("$.name").as("name"),
TextField.of("$.city").as("city"),
NumericField.of("$.age").as("age")
};
String createResult = jedis.ftCreate("idx:users",
FTCreateParams.createParams()
.on(IndexDataType.JSON)
.addPrefix("user:"),
schema
);
System.out.println(createResult); // >>> OK
String user1Set = jedis.jsonSet("user:1", new Path2("$"), user1);
String user2Set = jedis.jsonSet("user:2", new Path2("$"), user2);
String user3Set = jedis.jsonSet("user:3", new Path2("$"), user3);
SearchResult findPaulResult = jedis.ftSearch("idx:users",
"Paul @age:[30 40]"
);
System.out.println(findPaulResult.getTotalResults()); // >>> 1
List<Document> paulDocs = findPaulResult.getDocuments();
for (Document doc: paulDocs) {
System.out.println(doc.getId());
}
// >>> user:3
SearchResult citiesResult = jedis.ftSearch("idx:users",
"Paul",
FTSearchParams.searchParams()
.returnFields("city")
);
System.out.println(citiesResult.getTotalResults()); // >>> 2
for (Document doc: citiesResult.getDocuments()) {
System.out.println(doc.getId());
}
// >>> user:1
// >>> user:3
AggregationResult aggResult = jedis.ftAggregate("idx:users",
new AggregationBuilder("*")
.groupBy("@city", Reducers.count().as("count"))
);
System.out.println(aggResult.getTotalResults()); // >>> 2
for (Row cityRow: aggResult.getRows()) {
System.out.printf("%s - %d%n",
cityRow.getString("city"), cityRow.getLong("count"));
}
// >>> London - 1
// >>> Tel Aviv - 2
SchemaField[] hashSchema = {
TextField.of("name"),
TextField.of("city"),
NumericField.of("age")
};
String hashCreateResult = jedis.ftCreate("hash-idx:users",
FTCreateParams.createParams()
.on(IndexDataType.HASH)
.addPrefix("huser:"),
hashSchema
);
System.out.println(hashCreateResult); // >>> OK
Map<String, String> user1Info = new HashMap<>();
user1Info.put("name", "Paul John");
user1Info.put("email", "[email protected]");
user1Info.put("age", "42");
user1Info.put("city", "London");
long huser1Set = jedis.hset("huser:1", user1Info);
System.out.println(huser1Set); // >>> 4
Map<String, String> user2Info = new HashMap<>();
user2Info.put("name", "Eden Zamir");
user2Info.put("email", "[email protected]");
user2Info.put("age", "29");
user2Info.put("city", "Tel Aviv");
long huser2Set = jedis.hset("huser:2", user2Info);
System.out.println(huser2Set); // >>> 4
Map<String, String> user3Info = new HashMap<>();
user3Info.put("name", "Paul Zamir");
user3Info.put("email", "[email protected]");
user3Info.put("age", "35");
user3Info.put("city", "Tel Aviv");
long huser3Set = jedis.hset("huser:3", user3Info);
System.out.println(huser3Set); // >>> 4
SearchResult findPaulHashResult = jedis.ftSearch("hash-idx:users",
"Paul @age:[30 40]"
);
System.out.println(findPaulHashResult.getTotalResults()); // >>> 1
List<Document> paulHashDocs = findPaulHashResult.getDocuments();
for (Document doc: paulHashDocs) {
System.out.println(doc.getId());
}
// >>> user:3
jedis.close();
}
}
Use an aggregation query to count all users in each city.
import redis.clients.jedis.UnifiedJedis;
import redis.clients.jedis.exceptions.JedisDataException;
import redis.clients.jedis.json.Path2;
import redis.clients.jedis.search.*;
import redis.clients.jedis.search.aggr.*;
import redis.clients.jedis.search.schemafields.*;
import org.json.JSONObject;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
public class HomeJsonExample {
public void run() {
UnifiedJedis jedis = new UnifiedJedis("redis://localhost:6379");
JSONObject user1 = new JSONObject()
.put("name", "Paul John")
.put("email", "[email protected]")
.put("age", 42)
.put("city", "London");
JSONObject user2 = new JSONObject()
.put("name", "Eden Zamir")
.put("email", "[email protected]")
.put("age", 29)
.put("city", "Tel Aviv");
JSONObject user3 = new JSONObject()
.put("name", "Paul Zamir")
.put("email", "[email protected]")
.put("age", 35)
.put("city", "Tel Aviv");
SchemaField[] schema = {
TextField.of("$.name").as("name"),
TextField.of("$.city").as("city"),
NumericField.of("$.age").as("age")
};
String createResult = jedis.ftCreate("idx:users",
FTCreateParams.createParams()
.on(IndexDataType.JSON)
.addPrefix("user:"),
schema
);
System.out.println(createResult); // >>> OK
String user1Set = jedis.jsonSet("user:1", new Path2("$"), user1);
String user2Set = jedis.jsonSet("user:2", new Path2("$"), user2);
String user3Set = jedis.jsonSet("user:3", new Path2("$"), user3);
SearchResult findPaulResult = jedis.ftSearch("idx:users",
"Paul @age:[30 40]"
);
System.out.println(findPaulResult.getTotalResults()); // >>> 1
List<Document> paulDocs = findPaulResult.getDocuments();
for (Document doc: paulDocs) {
System.out.println(doc.getId());
}
// >>> user:3
SearchResult citiesResult = jedis.ftSearch("idx:users",
"Paul",
FTSearchParams.searchParams()
.returnFields("city")
);
System.out.println(citiesResult.getTotalResults()); // >>> 2
for (Document doc: citiesResult.getDocuments()) {
System.out.println(doc.getId());
}
// >>> user:1
// >>> user:3
AggregationResult aggResult = jedis.ftAggregate("idx:users",
new AggregationBuilder("*")
.groupBy("@city", Reducers.count().as("count"))
);
System.out.println(aggResult.getTotalResults()); // >>> 2
for (Row cityRow: aggResult.getRows()) {
System.out.printf("%s - %d%n",
cityRow.getString("city"), cityRow.getLong("count"));
}
// >>> London - 1
// >>> Tel Aviv - 2
SchemaField[] hashSchema = {
TextField.of("name"),
TextField.of("city"),
NumericField.of("age")
};
String hashCreateResult = jedis.ftCreate("hash-idx:users",
FTCreateParams.createParams()
.on(IndexDataType.HASH)
.addPrefix("huser:"),
hashSchema
);
System.out.println(hashCreateResult); // >>> OK
Map<String, String> user1Info = new HashMap<>();
user1Info.put("name", "Paul John");
user1Info.put("email", "[email protected]");
user1Info.put("age", "42");
user1Info.put("city", "London");
long huser1Set = jedis.hset("huser:1", user1Info);
System.out.println(huser1Set); // >>> 4
Map<String, String> user2Info = new HashMap<>();
user2Info.put("name", "Eden Zamir");
user2Info.put("email", "[email protected]");
user2Info.put("age", "29");
user2Info.put("city", "Tel Aviv");
long huser2Set = jedis.hset("huser:2", user2Info);
System.out.println(huser2Set); // >>> 4
Map<String, String> user3Info = new HashMap<>();
user3Info.put("name", "Paul Zamir");
user3Info.put("email", "[email protected]");
user3Info.put("age", "35");
user3Info.put("city", "Tel Aviv");
long huser3Set = jedis.hset("huser:3", user3Info);
System.out.println(huser3Set); // >>> 4
SearchResult findPaulHashResult = jedis.ftSearch("hash-idx:users",
"Paul @age:[30 40]"
);
System.out.println(findPaulHashResult.getTotalResults()); // >>> 1
List<Document> paulHashDocs = findPaulHashResult.getDocuments();
for (Document doc: paulHashDocs) {
System.out.println(doc.getId());
}
// >>> user:3
jedis.close();
}
}
Differences with hash documents
Indexing for hash documents is very similar to JSON indexing but you need to specify some slightly different options.
When you create the schema for a hash index, you don't need to
add aliases for the fields, since you use the basic names to access
the fields anyway. Also, you must use IndexDataType.HASH
for the On()
option of FTCreateParams
when you create the index. The code below shows these
changes with a new index called hash-idx:users
, which is otherwise the same as
the idx:users
index used for JSON documents in the previous examples.
import redis.clients.jedis.UnifiedJedis;
import redis.clients.jedis.exceptions.JedisDataException;
import redis.clients.jedis.json.Path2;
import redis.clients.jedis.search.*;
import redis.clients.jedis.search.aggr.*;
import redis.clients.jedis.search.schemafields.*;
import org.json.JSONObject;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
public class HomeJsonExample {
public void run() {
UnifiedJedis jedis = new UnifiedJedis("redis://localhost:6379");
JSONObject user1 = new JSONObject()
.put("name", "Paul John")
.put("email", "[email protected]")
.put("age", 42)
.put("city", "London");
JSONObject user2 = new JSONObject()
.put("name", "Eden Zamir")
.put("email", "[email protected]")
.put("age", 29)
.put("city", "Tel Aviv");
JSONObject user3 = new JSONObject()
.put("name", "Paul Zamir")
.put("email", "[email protected]")
.put("age", 35)
.put("city", "Tel Aviv");
SchemaField[] schema = {
TextField.of("$.name").as("name"),
TextField.of("$.city").as("city"),
NumericField.of("$.age").as("age")
};
String createResult = jedis.ftCreate("idx:users",
FTCreateParams.createParams()
.on(IndexDataType.JSON)
.addPrefix("user:"),
schema
);
System.out.println(createResult); // >>> OK
String user1Set = jedis.jsonSet("user:1", new Path2("$"), user1);
String user2Set = jedis.jsonSet("user:2", new Path2("$"), user2);
String user3Set = jedis.jsonSet("user:3", new Path2("$"), user3);
SearchResult findPaulResult = jedis.ftSearch("idx:users",
"Paul @age:[30 40]"
);
System.out.println(findPaulResult.getTotalResults()); // >>> 1
List<Document> paulDocs = findPaulResult.getDocuments();
for (Document doc: paulDocs) {
System.out.println(doc.getId());
}
// >>> user:3
SearchResult citiesResult = jedis.ftSearch("idx:users",
"Paul",
FTSearchParams.searchParams()
.returnFields("city")
);
System.out.println(citiesResult.getTotalResults()); // >>> 2
for (Document doc: citiesResult.getDocuments()) {
System.out.println(doc.getId());
}
// >>> user:1
// >>> user:3
AggregationResult aggResult = jedis.ftAggregate("idx:users",
new AggregationBuilder("*")
.groupBy("@city", Reducers.count().as("count"))
);
System.out.println(aggResult.getTotalResults()); // >>> 2
for (Row cityRow: aggResult.getRows()) {
System.out.printf("%s - %d%n",
cityRow.getString("city"), cityRow.getLong("count"));
}
// >>> London - 1
// >>> Tel Aviv - 2
SchemaField[] hashSchema = {
TextField.of("name"),
TextField.of("city"),
NumericField.of("age")
};
String hashCreateResult = jedis.ftCreate("hash-idx:users",
FTCreateParams.createParams()
.on(IndexDataType.HASH)
.addPrefix("huser:"),
hashSchema
);
System.out.println(hashCreateResult); // >>> OK
Map<String, String> user1Info = new HashMap<>();
user1Info.put("name", "Paul John");
user1Info.put("email", "[email protected]");
user1Info.put("age", "42");
user1Info.put("city", "London");
long huser1Set = jedis.hset("huser:1", user1Info);
System.out.println(huser1Set); // >>> 4
Map<String, String> user2Info = new HashMap<>();
user2Info.put("name", "Eden Zamir");
user2Info.put("email", "[email protected]");
user2Info.put("age", "29");
user2Info.put("city", "Tel Aviv");
long huser2Set = jedis.hset("huser:2", user2Info);
System.out.println(huser2Set); // >>> 4
Map<String, String> user3Info = new HashMap<>();
user3Info.put("name", "Paul Zamir");
user3Info.put("email", "[email protected]");
user3Info.put("age", "35");
user3Info.put("city", "Tel Aviv");
long huser3Set = jedis.hset("huser:3", user3Info);
System.out.println(huser3Set); // >>> 4
SearchResult findPaulHashResult = jedis.ftSearch("hash-idx:users",
"Paul @age:[30 40]"
);
System.out.println(findPaulHashResult.getTotalResults()); // >>> 1
List<Document> paulHashDocs = findPaulHashResult.getDocuments();
for (Document doc: paulHashDocs) {
System.out.println(doc.getId());
}
// >>> user:3
jedis.close();
}
}
Use hset()
to add the hash
documents instead of jsonSet()
.
import redis.clients.jedis.UnifiedJedis;
import redis.clients.jedis.exceptions.JedisDataException;
import redis.clients.jedis.json.Path2;
import redis.clients.jedis.search.*;
import redis.clients.jedis.search.aggr.*;
import redis.clients.jedis.search.schemafields.*;
import org.json.JSONObject;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
public class HomeJsonExample {
public void run() {
UnifiedJedis jedis = new UnifiedJedis("redis://localhost:6379");
JSONObject user1 = new JSONObject()
.put("name", "Paul John")
.put("email", "[email protected]")
.put("age", 42)
.put("city", "London");
JSONObject user2 = new JSONObject()
.put("name", "Eden Zamir")
.put("email", "[email protected]")
.put("age", 29)
.put("city", "Tel Aviv");
JSONObject user3 = new JSONObject()
.put("name", "Paul Zamir")
.put("email", "[email protected]")
.put("age", 35)
.put("city", "Tel Aviv");
SchemaField[] schema = {
TextField.of("$.name").as("name"),
TextField.of("$.city").as("city"),
NumericField.of("$.age").as("age")
};
String createResult = jedis.ftCreate("idx:users",
FTCreateParams.createParams()
.on(IndexDataType.JSON)
.addPrefix("user:"),
schema
);
System.out.println(createResult); // >>> OK
String user1Set = jedis.jsonSet("user:1", new Path2("$"), user1);
String user2Set = jedis.jsonSet("user:2", new Path2("$"), user2);
String user3Set = jedis.jsonSet("user:3", new Path2("$"), user3);
SearchResult findPaulResult = jedis.ftSearch("idx:users",
"Paul @age:[30 40]"
);
System.out.println(findPaulResult.getTotalResults()); // >>> 1
List<Document> paulDocs = findPaulResult.getDocuments();
for (Document doc: paulDocs) {
System.out.println(doc.getId());
}
// >>> user:3
SearchResult citiesResult = jedis.ftSearch("idx:users",
"Paul",
FTSearchParams.searchParams()
.returnFields("city")
);
System.out.println(citiesResult.getTotalResults()); // >>> 2
for (Document doc: citiesResult.getDocuments()) {
System.out.println(doc.getId());
}
// >>> user:1
// >>> user:3
AggregationResult aggResult = jedis.ftAggregate("idx:users",
new AggregationBuilder("*")
.groupBy("@city", Reducers.count().as("count"))
);
System.out.println(aggResult.getTotalResults()); // >>> 2
for (Row cityRow: aggResult.getRows()) {
System.out.printf("%s - %d%n",
cityRow.getString("city"), cityRow.getLong("count"));
}
// >>> London - 1
// >>> Tel Aviv - 2
SchemaField[] hashSchema = {
TextField.of("name"),
TextField.of("city"),
NumericField.of("age")
};
String hashCreateResult = jedis.ftCreate("hash-idx:users",
FTCreateParams.createParams()
.on(IndexDataType.HASH)
.addPrefix("huser:"),
hashSchema
);
System.out.println(hashCreateResult); // >>> OK
Map<String, String> user1Info = new HashMap<>();
user1Info.put("name", "Paul John");
user1Info.put("email", "[email protected]");
user1Info.put("age", "42");
user1Info.put("city", "London");
long huser1Set = jedis.hset("huser:1", user1Info);
System.out.println(huser1Set); // >>> 4
Map<String, String> user2Info = new HashMap<>();
user2Info.put("name", "Eden Zamir");
user2Info.put("email", "[email protected]");
user2Info.put("age", "29");
user2Info.put("city", "Tel Aviv");
long huser2Set = jedis.hset("huser:2", user2Info);
System.out.println(huser2Set); // >>> 4
Map<String, String> user3Info = new HashMap<>();
user3Info.put("name", "Paul Zamir");
user3Info.put("email", "[email protected]");
user3Info.put("age", "35");
user3Info.put("city", "Tel Aviv");
long huser3Set = jedis.hset("huser:3", user3Info);
System.out.println(huser3Set); // >>> 4
SearchResult findPaulHashResult = jedis.ftSearch("hash-idx:users",
"Paul @age:[30 40]"
);
System.out.println(findPaulHashResult.getTotalResults()); // >>> 1
List<Document> paulHashDocs = findPaulHashResult.getDocuments();
for (Document doc: paulHashDocs) {
System.out.println(doc.getId());
}
// >>> user:3
jedis.close();
}
}
The query commands work the same here for hash as they do for JSON (but
the name of the hash index is different). The results are returned in
a List
of Document
objects, as with JSON:
import redis.clients.jedis.UnifiedJedis;
import redis.clients.jedis.exceptions.JedisDataException;
import redis.clients.jedis.json.Path2;
import redis.clients.jedis.search.*;
import redis.clients.jedis.search.aggr.*;
import redis.clients.jedis.search.schemafields.*;
import org.json.JSONObject;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
public class HomeJsonExample {
public void run() {
UnifiedJedis jedis = new UnifiedJedis("redis://localhost:6379");
JSONObject user1 = new JSONObject()
.put("name", "Paul John")
.put("email", "[email protected]")
.put("age", 42)
.put("city", "London");
JSONObject user2 = new JSONObject()
.put("name", "Eden Zamir")
.put("email", "[email protected]")
.put("age", 29)
.put("city", "Tel Aviv");
JSONObject user3 = new JSONObject()
.put("name", "Paul Zamir")
.put("email", "[email protected]")
.put("age", 35)
.put("city", "Tel Aviv");
SchemaField[] schema = {
TextField.of("$.name").as("name"),
TextField.of("$.city").as("city"),
NumericField.of("$.age").as("age")
};
String createResult = jedis.ftCreate("idx:users",
FTCreateParams.createParams()
.on(IndexDataType.JSON)
.addPrefix("user:"),
schema
);
System.out.println(createResult); // >>> OK
String user1Set = jedis.jsonSet("user:1", new Path2("$"), user1);
String user2Set = jedis.jsonSet("user:2", new Path2("$"), user2);
String user3Set = jedis.jsonSet("user:3", new Path2("$"), user3);
SearchResult findPaulResult = jedis.ftSearch("idx:users",
"Paul @age:[30 40]"
);
System.out.println(findPaulResult.getTotalResults()); // >>> 1
List<Document> paulDocs = findPaulResult.getDocuments();
for (Document doc: paulDocs) {
System.out.println(doc.getId());
}
// >>> user:3
SearchResult citiesResult = jedis.ftSearch("idx:users",
"Paul",
FTSearchParams.searchParams()
.returnFields("city")
);
System.out.println(citiesResult.getTotalResults()); // >>> 2
for (Document doc: citiesResult.getDocuments()) {
System.out.println(doc.getId());
}
// >>> user:1
// >>> user:3
AggregationResult aggResult = jedis.ftAggregate("idx:users",
new AggregationBuilder("*")
.groupBy("@city", Reducers.count().as("count"))
);
System.out.println(aggResult.getTotalResults()); // >>> 2
for (Row cityRow: aggResult.getRows()) {
System.out.printf("%s - %d%n",
cityRow.getString("city"), cityRow.getLong("count"));
}
// >>> London - 1
// >>> Tel Aviv - 2
SchemaField[] hashSchema = {
TextField.of("name"),
TextField.of("city"),
NumericField.of("age")
};
String hashCreateResult = jedis.ftCreate("hash-idx:users",
FTCreateParams.createParams()
.on(IndexDataType.HASH)
.addPrefix("huser:"),
hashSchema
);
System.out.println(hashCreateResult); // >>> OK
Map<String, String> user1Info = new HashMap<>();
user1Info.put("name", "Paul John");
user1Info.put("email", "[email protected]");
user1Info.put("age", "42");
user1Info.put("city", "London");
long huser1Set = jedis.hset("huser:1", user1Info);
System.out.println(huser1Set); // >>> 4
Map<String, String> user2Info = new HashMap<>();
user2Info.put("name", "Eden Zamir");
user2Info.put("email", "[email protected]");
user2Info.put("age", "29");
user2Info.put("city", "Tel Aviv");
long huser2Set = jedis.hset("huser:2", user2Info);
System.out.println(huser2Set); // >>> 4
Map<String, String> user3Info = new HashMap<>();
user3Info.put("name", "Paul Zamir");
user3Info.put("email", "[email protected]");
user3Info.put("age", "35");
user3Info.put("city", "Tel Aviv");
long huser3Set = jedis.hset("huser:3", user3Info);
System.out.println(huser3Set); // >>> 4
SearchResult findPaulHashResult = jedis.ftSearch("hash-idx:users",
"Paul @age:[30 40]"
);
System.out.println(findPaulHashResult.getTotalResults()); // >>> 1
List<Document> paulHashDocs = findPaulHashResult.getDocuments();
for (Document doc: paulHashDocs) {
System.out.println(doc.getId());
}
// >>> user:3
jedis.close();
}
}
More information
See the Redis query engine docs for a full description of all query features with examples.