While developing applications, we often need to generate random numbers. Java provides support to generate random numbers primarily through the java.lang.Math and java.util.Random classes.

In this post, I will discuss different ways to generate random numbers based on different types of requirements.

Random Numbers using the Math Class

Java provides the Math class in the java.util package to generate random numbers.

The Math class contains the static Math.random()method to generate random numbers of double type.
The random() method returns a double value with a positive sign, greater than or equal to 0.0 and less than 1.0. When you call Math.random(), under the hood, a java.util.Random pseudorandom-number generator object is created and used.

You can use the Math.random() method with or without passing parameters. If you provide parameters, the method produces random numbers within the given parameters.

The code to use the Math.random() method is this.

The getRandomNumber() method uses the Math.random() method to return a positive double value, that is greater than or equal to 0.0 and less than 1.0.

The output of running the code is this.

Random Numbers within a Given Range

For generating random numbers between a given a range, you need to specify the range. A standard expression for accomplishing this is:

Let us break this expression into steps:

    1. First, multiply the magnitude of the range of values you want to cover by the result that Math.random() produces.
      Math.random() * ( max - min )This returns a value in the range [0, max min] where max is excluded. For example, if you want [5,10] you need to cover 5 integer values. So you can use Math.random()*5. This would return a value in the range [0,5], where 5 is not included.
    2. Next, shift this range up to the range that you are targeting. You do this by adding the min value.

(Math.random() * ( max - min )) + min

But, this still does not include the maximum value.

    1. To get the max value included, you need to add 1 to your range parameter (max - min). This will return a random double within the specified range.

double x = (Math.random()*((max-min)+1))+min;

There are different ways of implementing the above expression. Let us look at a couple of them.

Random Double within a Given Range

By default, the Math.random() method returns a random number of the type double whenever it is called. The code to generate a random double value between a specified range is this.

You can call the preceding method from the main method by passing the arguments like this.

The output is this.

Random Integer within a Given Range

The code to generate a random integer value between a specified range is this.

The preceding getRandomIntegerBetweenRange() method produces a random integer between the given range. As Math.random() method generates random numbers of double type, you need to truncate the decimal part and cast it to int in order to get the integer random number. You can call this method from the main method by passing the arguments as follow:

The output is this.

Note: You can pass a range of negative values to generate a random negative number within the range.

Random Number Generation using the Random Class

You can use the java.util.Random class to generate random numbers of different types, such as int, float, double, long, and boolean.

To generate random numbers, first, create an instance of the Random class and then call one of the random value generator methods, such as nextInt(), nextDouble(), or nextLong().

The nextInt() method of Random accepts a bound integer and returns a random integer from 0 (inclusive) to the specified bound (exclusive).

The code to use the nextInt() method is this.

The code to use the nextInt() method to generate an integer within a range is this.

The nextFloat() and nextDouble() methods allow generating float and double values between 0.0 and 1.0.

The code to use both the methods is this.

New Random Number Generation Features in Java 8

Java 8 has introduced a new method ints() in the java.util.Random class. The ints() method returns an unlimited stream of pseudorandom int values. You can limit the random numbers between a specified range by providing the minimum and the maximum values.

The code to use the Random.ints() method to generate random integer values within a specified range is this.

The getRandomNumberInts() method generates a stream of random integers between the min (inclusive) and max (exclusive). As ints() method produces an IntStream, the code calls the findFirst() method that returns an OptionalInt object that describes the first element of this stream. The code then calls the getAsInt()method to return the int value in OptionalInt.

The code to use the Random.ints() method to generate a stream of specified random integer values is this.

The code to call the preceding method is this.

The output of the preceding code is this.

The code to use the Random.ints() method to generate a stream of a specified number of random integer values between a range is this.

The code to call the preceding method is this.

The output of the preceding code is this.

In addition to ints(), some other frequently used methods that Java 8 introduces to the Random class which can return a sequential stream of random numbers are:

      • LongStream longs()
      • DoubleStream doubles()


The java.util.Random class implements what is generally called a linear congruential generator (LCG). It is designed to be fast but does not meet requirements for real-time use. For example, use in unique session ID generation on a web server, scientific experiments, cryptography, or lotteries and sweepstakes where monetary stake is involved. For such scenarios, there are other alternatives, which I will cover in a later post.

For the impatient readers, you can have a look at the SecureRandom class and Xorshift random number generators.

Also, an interesting resource is random.org, a true random number service that generates randomness via atmospheric noise.


The majority of the time when you’re working with Maps in Java, you’ll be accessing the map values via the key. There are times you need to walk the map like a list. There’s a number of ways to do this in Java, which have grown over time as the language has evolved.

Let’s take a closer look at walking over Map entries in Java using JUnit. For the series of examples below, I’m going to prepare a map for each test like this:

This is a simple HashMap in Java. I’m using generics to say the Map key is an integer, and the Map value is a String. For this example, I’m creating a map with some of the various JVM languages.

Using an Iterator over Map Entries

If you’re still stuck using Java 1.4, you might use an Iterator to walk the Map entries. But hopefully, you’re not still on Java 1.4! But there is plenty of legacy code out there still doing this.

Here is an example of using an Iterator over a map. I’m tossing in the use of Generics, so this code snippet is not Java 1.4 compliant. I’m also using the older style while loop.

You can see is using this technique, I need to do a cast:

I cringe a little every time I need to do a hard cast like this. It’s generally a code smell.

Using For Each over Map Entries

Java 1.5 gave us for each loops. A much nicer syntax for doing loop operations. Here is an example of using a for each loop over Map entries.

You can see the code is a little cleaner now. Also gone now is the cast, so this code smells better!

Using Java 8’s forEach over Map Entries

While the Java 7 release was rather boring for developers, Java 8 has brought us some really nice features to work with. We have a new forEach statement we can use in conjunction with lambdas. Here is an example of using Java 8 lambdas to iterate over Map entries.

You can see Java 8 really allows us to clean up the code. No casts here. You can also see we’re skipping over explicitly dealing with the Map.Entry object in the lambda. Even though we’re taking a shortcut here, we still have the type safety of Java.


I given you 3 different ways of walking over a list of map entries in Java. In my examples here you can see how the code has become cleaner as the Java programming language has evolved over the years.