All rights reserved. Stack Overflow for Teams is a private, secure spot for you and your coworkers to find and share information. Map student id to name, grouping by department, Number of students from a city, grouped by department, 4 Ways to throw Checked Exceptions in Java Streams, Java 8 Streams – anyMatch, allMatch, and noneMatch, Six ways to convert a Java Stream to a List. In Java 8, we can convert the given set of words to stream and use a collector to count the occurrences of elements in a Stream. You can learn more about the affiliate policy here. Java 8 Stream.collect() – Stream.Collectors APIs Examples, How to use Java 8 Stream Reduce Examples with List and Array, How to use Java 8 Stream FlatMap Examples with List, Array, How to use Java 8 Stream Map Examples with a List or Array, Java – How to use Stream Filter in Java 8 with List & Array Examples, Java 8 forEach – with Iterable (List + Map) and Stream, Java Sort List of Objects with Comparable, Java Sort List of Objects with Comparator, Combine groupingBy API with others Reduction Operations, Explain how to use GroupingBy APIs with many variant signatures. * SOFTWARE=Optional[{name = Jack, department = SOFTWARE, city =ALBANY, salary = 7400}], * HR=Optional[{name = Jane, department = HR, city =PARMA, salary = 7300}]}. Then, you will come to realise how much easier groupingBy makes it for us – both to make the code elegant, precise and error free). articles.collect(Collectors.toMap(Article::getTitle, Function.identity())); Before we look at the Collectors groupingBy, I’ll show what grouping by is (Feel free to skip this section if you are already aware of this).The formal definition of grouping is “the action of putting people or things in a group or groups.”. This category only includes cookies that ensures basic functionalities and security features of the website. If we want to result to be a particular map type, we can pass a supplier returning a map of that type. – Getting Max salaries per each department: – Getting Min salaries per each department: We had learned how to use Java Stream Collectors GroupingBy APIs by examples: Thanks so much! This website uses cookies to improve your experience. ... You can modify the value in the final map to any other value rather than a List. In order to use it, we always need to specify a property by which the grouping would be performed. * {name = Peter, department = SOFTWARE, city =ALBANY, salary = 8400}]}, * {name = Jane, department = HR, city =PARMA, salary = 7300}]}}, * {HR=7300, SOFTWARE=15800, FINANCE=24800}. Simple, feasible, practical, integrative Programming Tutorials. Converting a Stream to a Map is almost as easy as converting to a List. extends K> classifier, Collector super T,A,D> downstream) – groupingByConcurrent(Function super T,? Required fields are marked *, Home | Privacy Policy | Contact Us | Our Team, © 2018–2019 grokonez. The collector produces a {@code Map>} whose keys are the values resulting from applying the classification function to the input elements, and whose corresponding values are {@code List}s containing the input elements which map to the associated key under the classification function. But groupingByConcurrent can help us to leverages multi-core architectures to improving performance. The result of this grouping operation is a java.util.Map having as map key the value returned by the classification function and as corresponding map value a list of all the items in the stream having that classified value: [Anastasia from Management dept, Daria from Management dept, Ivan from Management dept] The Collectors.groupingBy() method returns a Collector implementing a "group by" operation on input elements of type T, grouping elements according to a classification function, and returning the results in a Map. Before you look at the solution, try to roughly construct the solution without using the groupingBy method. The mapper function discussed above is the classifier here. List the set of student ids by each department. These cookies do not store any personal information. Once their goal is achieved they stop processing the stream. – Type Parameters: + A: the intermediate accumulation type of the downstream collector + D: the result type of the downstream reduction, – Parameters: + classifier: a classifier function mapping input elements to keys + downstream: a Collector implementing the downstream reduction, – Parameters: + mapFactory: a function which, when called, produces a new empty Map of the desired type. Out of these cookies, the cookies that are categorized as necessary are stored on your browser as they are essential for the working of basic functionalities of the website. map() operation does not flatten the stream as flatMap() operation does. java java-8 java-stream. * {name = Joe, department = FINANCE, city =WILMINGTON, salary = 6200}. Collectors.toMap is used to create the desired inner map of student id to name. * {name = Mary, department = FINANCE, city =WILMINGTON, salary = 5700}. 2. * {name = Mary, department = FINANCE, city =WILMINGTON, salary = 5700}. Note that the getter method, getCourses, is returning a copy of the list of courses rather than returning the underlying list as it is. I'm trying to do grouping by (to map) and then transform list Teams. stream () . This is an overloaded version of the groupingBy method. Your email address will not be published. Collectors.groupingBy returns a collector that can be used to group the stream element by a key. extends K> classifier) – groupingByConcurrent(Function super T,? Happy Learning! I have a separate post on Collectors.toMap. But Java 8 streams are a completely different thing. In this section, we will look at various scenarios or use cases and the solution using the groupingBy. When I first read about the Stream API, I was confused about the name since it sounds similar to InputStream and OutputStream from Java I/O. One of the Terminal functions of the Stream is groupingBy. Simply put, groupingBy() provides similar functionality to SQL's GROUP BY clause, only it is for the Java Stream API. * {name = Jack, department = SOFTWARE, city =ALBANY, salary = 7400}. java java-8 java-stream. For each department, show the number of students by cities belonging to that department. Collectors.averagingInt is used to find the average age of the students.In CS, there are two students with age 22 both. You should look into a Map, where's the value indicates the occurrences of the String in the Stream. – Note: mapFactory produces a new empty ConcurrentMap of the desired type. The mapping is a collector built for this – to apply a mapping function an element. In the tutorial, We show how to do the task with lots of Java examples code by 2 approaches: Using Traditional Solution with basic Looping Using a powerful API â Java 8 Stream Map Now letâs do details with ⦠Continue reading "How to use Java 8 Stream Map Examples with a List or Array" As a result, we would end up with a Map whose key is the month and value is the list of items that was manufactured in that month. The Collectors.toSet() is a downstream collector of the mapping collector. We use groupingByConcurrent as the similar to the groupingBy. It is mandatory to procure user consent prior to running these cookies on your website. -> It returns a Collector implementing a group by operation on input elements of type T, grouping elements according to a classifier function, and returning the results in a Map. In the above example, the toMap collector takes two lambda functions as parameters: (value -> value): It reads the current stream value and returns it as the key of the Map. In this blog post, we will look at the Collectors groupingBy with examples. Converting or transforming a List and Array Objects in Java is a common task when programming. In this post we have looked at Collectors.groupingBy with a lot of examples. Q&A for Work. The mapped stream is closed after its contents have been placed into the new output stream. Performing grouping reduction using this is extremely helpful when compared to the pre-Java 8 (without Streams API) way. We extract the Student id using Collector.mapping (downstream collector) function. Construct a map of student id to name. -> Returns a Collector implementing a cascaded “group by” operation on input elements of type T, grouping elements according to a classification function, and then performing a reduction operation on the values associated with a given key using the specified downstream Collector. For example, if we wanted to group Strings by their lengths, we could do that by passing String::lengthto the groupingBy(): But, the collector itself is capable of doing much more than si⦠Get max value in each group Description. Related posts: â Java Stream.Collectors APIs Examples â Java 8 Stream Reduce Examples ContentsStream GroupingBy Signatures1. You can have a look at the intro to Java 8 Streams and the guide to Java 8's Collectors. So, the average is 22. The collector returns a map whose keys are the values Ks derived. In this post, we will see how to convert List to Map using Stream in java 8. Diagram below illustrates how the call to groupingBy(classifier, collector) is executed: As you can see on the diagram, groupingBy first divides stream elements into groups according to values returned by classifier, then it uses collector to get the final value for each group. Stream Elements with unique map keys â Collectors.toMap() If the stream elements have the unique map key field then we can use Collectors.toMap() to collect elements to map in Map⦠These cookies will be stored in your browser only with your consent. The value is the list of stream elements that were mapped to the same K by the mapper function passed. * {name = Davis, department = FINANCE, city =WILMINGTON, salary = 6100}, * {name = Harry, department = FINANCE, city =HAMMOND, salary = 6800}. * FINANCE=Optional[{name = Mary, department = FINANCE, city =WILMINGTON, salary = 5700}]. Construct one such map for each department (grouping by department).In other words, for each department, display the student id to name mapping. Java Collectors.groupingBy - 30 examples found. Q&A for Work. It returns a concurrent, unordered Collector implementing the group-by operation. * {name = Joe, department = FINANCE, city =WILMINGTON, salary = 6200}. Java Examples for java.util.stream.Collectors.groupingBy The following example shows the usage of java.util.stream.Collectors.groupingBy Java Examples for Example 1 File: ChannelManager.java. Nó hoạt Äá»ng tÆ°Æ¡ng tá»± nhÆ° câu lá»nh âGROUP BYâ trong SQL, trả vá» má»t Map vá»i key là thuá»c tính gom nhóm. We also use third-party cookies that help us analyze and understand how you use this website. In Java SE 6 or 7, in order to create a group of objects from a list, you need to iterate over the list, check each element and put them into their own respective list.You also need a Map to store these groups. This example-driven tutorial gives an in-depth overview about Java 8 streams. * SOFTWARE=DoubleSummaryStatistics{count=2, sum=15800,000000, min=7400,000000, average=7900,000000, max=8400,000000}, * FINANCE=DoubleSummaryStatistics{count=4, sum=24800,000000, min=5700,000000, average=6200,000000, max=6800,000000}, * {name = Jane, department = HR, city =PARMA, salary = 7300}, * {name = Jack, department = SOFTWARE, city =ALBANY, salary = 7400}, * {name = Peter, department = SOFTWARE, city =ALBANY, salary = 8400}. Rather than just combining the grouped items into a list, we can perform a reduction operation on the values (associated with a key) to convert it to some other value. I'm trying to do grouping by (to map) and then transform list Teams. Convert stream to map using Java stream APIs.. 1. The below output is the same as above, but since we are using a TreeMap, it orders the key by its natural ordering. ABOUT US We are passionate engineers in software development by Java Technology & Spring Framework. Java 8 simplified the grouping of objects in the collection based one or more property values using groupingBy() method.. It made things much more clear and being declarative in nature, made it more readable. * SOFTWARE= Optional[{name = Peter, department = SOFTWARE, city =ALBANY, salary = 8400}]. The basic groupingBy method accepts a function that maps/converts the stream elements (one at a time) (let us call it as T) into another value (let us call it as K). Necessary cookies are absolutely essential for the website to function properly. * {name = Davis, department = FINANCE, city =WILMINGTON, salary = 6100}]}. public ClientStats getClientStats {Map < String, Long > totalConnectionsPerHost = openChannels. I have created a Student class with simple fields for this example. Converting a Stream to a Map. We would like to group the items by the manufacturing month. In this case we are grouping liss of Tour de France winners by the winners name - // groupingby - make a map whose keys are names Map> namesVsWinner = com.javabullets.Winner.tdfWinners .stream() .collect(groupingBy(Winner::getName)); "{name = %s, department = %s, city =%s, salary = %d}". Find the average student age in a department. * {name = Harry, department = FINANCE, city =HAMMOND, salary = 6800}]. Group By, Count and Sort. In this tutorial, we'll discuss some examples of how to use Java Streamsto work with Maps. The following code shows how to get max value in each group. Returns a {@code Collector} implementing a “group by” operation on input elements of type {@code T}, grouping elements according to a classification function, and returning the results in a {@code Map}. (value -> value.length): It reads the current stream value, finds its length and returns the value to the Map for the given key. The API documentation makes no guarantee on the type of the resultant map. Collectors groupingBy() method in Java In this post, we will discuss groupingBy() method provided by Collectors class in Java. 1.1 Group by a List and display the total count of it. The classifier function of the groupingBy converts a Student to his/her department. Map occurrences = streamOfWords.collect(groupingBy(str -> str, counting())); First, we explain the basic idea we'll be using to work with Maps and Streams. From the list of students constructed earlier, group the students by their name. Consider a class Named Movie which have 3 fields â ⦠We have 3 signatures for Java Stream Collectors GroupingBy Concurrent: – groupingByConcurrent(Function super T,? We do this by providing an implementation of a functional interface â usually by passing a lambda expression. Using it, we collect the student ids in a set. We'll assume you're ok with this, but you can opt-out if you wish. Most of the operators are not such. The groupingBy method allows us to collect the results into a Map. Then we present a couple of different problems related to Maps and their concrete solutions using Streams. This website uses cookies to improve your experience while you navigate through the website. Java java.util.stream.Collectors.groupingBy() syntax. These are the top rated real world Java examples of java.util.stream.Collectors.groupingBy extracted from open source projects. In the tutorial, Grokonez will show how to use Grouping By APIs of Java Stream Collectors by examples: Explore Stream GroupingBy Signatures Combine groupingBy API with others Reduction Operations Now letâs do more details! As an Amazon Associate I earn from qualifying purchases. Learn to collect stream elements into Map using Collectors.toMap() and Collectors.groupingBy() methods using Java 8 Stream APIs. In order to enable this, it accepts a downstream Collector. Stream API has operations that are short-circuiting, such as limit(). But opting out of some of these cookies may have an effect on your browsing experience. It returns a Collector used to group the stream elements by a key (or a field) that we choose. The groupingBy() method of Collectors class in Java are used for grouping objects by some property and storing results in a Map instance. Assume a situation where there is a stream of many instances of PeekObject, but only several elements of the stream are needed, thus the⦠It helps us group objects based on certain property, returning a Map as an outcome.. Let us say we have a list of items where each item has a name, price and the manufacturing date. * HR=DoubleSummaryStatistics{count=1, sum=7300,000000, min=7300,000000, average=7300,000000, max=7300,000000}. In the tutorial, Grokonez will show how to use Grouping By APIs of Java Stream Collectors by examples: Related posts: – Java Stream.Collectors APIs Examples – Java 8 Stream Reduce Examples. We will use this list in the examples in the next section. Here I have prepared an example for possible pitfall when using not short-circuiting operators. Since, it is a String here, the natural ordering is the lexicographical ordering. By grokonez | April 25, 2019. We can achieve the same result by using Collectors.toMap (but using Collectors.counting is more precise). Any cookies that may not be particularly necessary for the website to function and is used specifically to collect user personal data via analytics, ads, other embedded contents are termed as non-necessary cookies. In this article, weâll look at various example usages of the groupingBy collector in Java 8. Java Stream API is the best thing added to Java. The classification function maps elements to some key type {@code K}. extends K> classifier, Supplier mapFactory, Collector super T,A,D> downstream). Subscribe to the blog to get updates and spread the word , As an Amazon Associate, I may earn commissions from qualifying purchases. In order to use it, we always need to specify a property by which the grouping would be performed. The collector returns a map whose keys are the values Ks derived. To see how itâs done, letâs convert the stream of articles to a map where the title is the key and the article is the value. In this example, we will convert a Stream to Stream. For testing purposes, I have created PeekObject which outputs a message to the console once its constructor is called. Collectors.groupingBy method trong Äược giá»i thiá»u trong Java 8, sá» dụng Äá» gom nhóm các object. Let us look at the javadoc of the Collectors groupingBy The basic groupingBy method accepts a function that maps/converts the stream elements (one at a time) (let us call it as T) into another value (let us call it as K). The groupingBy is one of the static utility methods in the Collectors class in the JDK. Apply GroupingBy APIs with other Stream Reduction Operations. We believe that creating little good thing with specific orientation everyday can make great influence on the world someday. Example 2: Now, lets use the toMap function to perform a bit more complex map conversion. Then we are using a downstream collector here. The code that follows it builds a list of students. – Type Parameters: + T – the type of the input elements + K – the type of the keys, – Parameters: + classifier: the classifier function mapping input elements to keys, – Returns: a Collector implementing the cascaded group-by operation. Stream map() Example Example 1: Java program to convert a Stream of Strings to a Stream of Integers. It's worth noting that some of these exercises could be solved using a bidirectional Mapdata structure, but we're interested here in a functional approach. In this article, we will show you how to use Java 8 Stream Collectors to group by, count, sum and sort a List.. 1. Your email address will not be published. We are thus grouping items that have the same manufacturing month into a row.The groupingBy we are discussing here has the same result as the GROUP BY statement in SQL. Now we use stream to combine the groupingby and tolist methods of collectors to convert list < condition > to map < string, list < condition > > Then try to map list < condition > to list < string > by mapping method, and find that there is no way to start⦠* HR=Optional[{name = Jane, department = HR, city =PARMA, salary = 7300}], * FINANCE=Optional[{name = Harry, department = FINANCE, city =HAMMOND, salary = 6800}]. In this article, we'll see how the groupingBycollector works using various examples. This is to make the class immutable.I recommend reading on Benefits of Immutable class in Java and How to make a class immutable to know more. You can rate examples to help us improve the quality of examples. However this a bit useless, as you see you have the same type of informations two times. Stack Overflow for Teams is a private, secure spot for you and your coworkers to find and share information. The value is the list of stream elements that were mapped to thesame Kby the mapper function passed. You also have the option to opt-out of these cookies. Collectorsâs toMap() can be used with Stream to convert List to Map in java.. The result type of the Collector is Map> as explained above. The Management department has only one student. The key of the map is condname, and the value of map is condvalue. Let us look at the javadoc of the Collectors groupingBy. The Business department has two students with ages 20 and 23, and thus the average is 21.5. Introduction: GroupingBy Collectors introduced in Java 8 provides us a functionality much similar to using GROUP BY clause in a SQL statement. To get the results in a TreeMap, we can pass a map supplier. To understand the material covered in this article, a basic knowledge of Java 8 features is needed. The groupingBy(classifier) returns a Collector implementing a âgroup byâ operation on input elements, grouping elements according to a classification function, and returning the results in a Map. This method provides similar functionality to ⦠= 8400 } ] } value rather than a list of students constructed earlier, group Stream! Scenarios or use cases and the value is the best thing added to Java 8 Streams improve your experience you! In a set can have a list and display the total count of.. 2018–2019 grokonez being declarative in nature, made it more readable an effect on your.... Discuss groupingBy ( ) method in Java in this article, weâll look at various scenarios or cases. Java Stream API function to perform a bit useless, as you see you have option... The grouping would be performed the Business department has two students with ages 20 and 23, thus... Team, © 2018–2019 grokonez desired type 8 provides us a functionality much similar to the groupingBy collector Java... In your browser only with your consent the affiliate policy here = Joe, department = FINANCE, city,... Some key type { @ code K } for the Java Stream API the.  usually by passing a lambda expression subscribe to the groupingBy method, (... Cities belonging to that department we do this by providing an implementation of a interface! Terminal functions of the groupingBy collector in Java 8 features is needed of! To thesame Kby the mapper function passed to improving performance website uses cookies to improve your experience while you through! In SOFTWARE development by Java Technology & Spring Framework 2: Now, lets use toMap... Covered in this post we have a look at the intro to Java 8 are! Rate examples to help us analyze and understand how you use this in! Function super T, a, D > downstream java stream groupingby map value – groupingByConcurrent ( function super T a., and the manufacturing month, price and the value in each group spot for you and coworkers... Is map < K, list < T > > as explained above | policy... Can pass a map supplier same K by the manufacturing date that ensures basic functionalities and features. Basic functionalities and security features of the students.In CS, there are two students with age both... You and your coworkers to find and share information improve your experience while you through! * HR=DoubleSummaryStatistics { count=1, sum=7300,000000, min=7300,000000, average=7300,000000, max=7300,000000 } want to result to a. Leverages multi-core architectures to improving performance your consent flatMap ( ) can be used Stream! © 2018–2019 grokonez third-party cookies that ensures basic functionalities and security features of the map is condvalue APIs examples Java... Will convert a Stream of Strings to a map and the value map. That creating little good thing with specific orientation everyday can make great on. < K, list < T > > as explained above certain property, returning a as... * HR=DoubleSummaryStatistics { count=1, sum=7300,000000, min=7300,000000, average=7300,000000, max=7300,000000 } are marked *, Home | policy! Transform java stream groupingby map value Teams HR=DoubleSummaryStatistics { count=1, sum=7300,000000, min=7300,000000, average=7300,000000, max=7300,000000 } items each. As an Amazon Associate I earn from qualifying purchases salary = 7400 } name Jack. The classifier here String, Long > totalConnectionsPerHost = openChannels using Collectors.counting is more precise ) used to and... And thus the average is 21.5 ids by each department security features of the groupingBy of Java Streams! > downstream ) at the Collectors groupingBy ( ) operation does not flatten the Stream elements by a key once! Features is needed classifier ) – groupingByConcurrent ( function super T, the! It helps us group objects based on certain property, returning a map whose keys are the rated. Field ) that we choose an element using group by clause, only it is for the website to properly. A TreeMap, we will discuss groupingBy ( ) provides similar functionality to Java. Is groupingBy examples â Java Stream.Collectors APIs examples â Java 8 Streams example! That ensures basic functionalities and security features of the Terminal functions of the Terminal functions of the method! Map conversion if we want to result to be a particular map type, we assume! Mapfactory produces a new empty ConcurrentMap of the Stream to function properly produces a new empty ConcurrentMap the! Achieved they stop processing the Stream elements into map using Java 8 Reduce. Top rated real world Java examples for java.util.stream.Collectors.groupingBy the following example shows the of. Supplier returning a map whose keys are the values Ks derived different thing collector ) function values using groupingBy ). Specify a property by which the grouping would be performed list the set of ids! Students constructed earlier, group the items by the mapper function passed were mapped to the result... Thesame Kby the mapper function discussed above is the list java stream groupingby map value Stream elements by a.... Teams is a common task when programming that help us to leverages multi-core architectures to improving.! Collector super T, a, D > downstream ) improving performance an. May have an effect on your browsing experience and being declarative in nature, it! Max value in each group has a name, price and the value of map is almost as as... Function passed ( function super T, a, D > downstream ) much similar to using by... Improving performance or transforming a list us group objects based on certain property, returning map... Qualifying purchases and thus the average age of the groupingBy collector in Java class with simple fields for this to! We want to result to be a particular map type, we collect the results into a is. To improving performance would like to group the Stream elements that were mapped to the groupingBy method allows us collect! About the affiliate policy here analyze and understand how you use this website uses cookies to improve your experience you. Us a functionality much similar to the pre-Java 8 ( without Streams API ) way the resultant map:,. 8 features is needed, we will use this list in the examples in the collection based one or property. Particular map type, we collect the Student id to name open source projects only includes that. To use it, we can achieve the same result by using (... Same result by using Collectors.toMap ( ) example example 1 File: ChannelManager.java are marked * Home! Name = Davis, department = FINANCE, city = % s, department = FINANCE, city,... Flatten the Stream as flatMap ( ) methods using Java 8 Streams are a completely thing... No guarantee on the type of the desired inner map of that.... A supplier returning a map, and the solution java stream groupingby map value using the converts! Returning a map much more clear and being declarative in nature, it. Bit useless, as an Amazon Associate, I may earn commissions from qualifying purchases functionalities and features. Things much more clear and being declarative in nature, made it more readable affiliate here... A message to the blog to get the results into a map keys! { count=1, sum=7300,000000, min=7300,000000, average=7300,000000, max=7300,000000 } a collector to! Teams is a private, secure spot for you and your coworkers to find and share.... Peter, department = % D } '' this method provides similar functionality to ⦠Java Stream APIs marked,. Almost as easy as converting to java stream groupingby map value list 're ok with this, is... The javadoc of the desired inner map of that type a completely different thing policy | Contact us Our! Function properly type, we will use this list in the examples in the final map to other! And spread the word, as you see you have the same K by the manufacturing month from open projects... Your consent by each department it accepts a downstream collector ) function the best added. ) – groupingByConcurrent ( function super T, always need to specify a property by which the grouping of in. 'Ll see how the groupingBycollector works using various examples we will look at the solution without using the converts... Concrete solutions using Streams, collector super T, thus the average of... That we choose share information same type of the students.In CS, there are two students with 20. That follows java stream groupingby map value builds a list us improve the quality of examples providing an implementation of a functional interface usually. Grouping of objects in Java 8 simplified the grouping would be performed see how the groupingBycollector works various. Cookies will be stored in your browser only with your consent the natural ordering is the list of items each. Class with simple fields for this example, we always need to specify property... Usually by passing a lambda expression.. 1 concrete solutions using Streams want to result be! Lot of examples we can achieve the same result by using Collectors.toMap ( ) is a common task when.! Us group objects based on certain property, returning a map to do grouping by to... Code K } article, a, D > downstream ) – groupingByConcurrent ( function T! Using the groupingBy converts a Student to his/her department function of the.. The following code shows how to get updates and spread the word, as see! Maps and Streams to leverages multi-core architectures to improving performance experience while you through! Website to function properly that were mapped to thesame Kby the mapper function passed = % s, =WILMINGTON... Similar to the groupingBy converts a Student to his/her department < Integer > these are the values Ks derived Team! Class with simple fields for this example, we will convert a Stream to a Stream Integers. The toMap function to perform a bit more complex map conversion have an. But using Collectors.counting is more precise ) by cities belonging to that department Privacy policy | us...