badillo-christian/allaboutscala

Source code for www.allaboutscala.com tutorials

Source Code For Scala Tutorials From www.allaboutscala.com

Introduction

The Scala programming language is rapidly growing in popularity! Sadly, most of the online tutorials do not provide a step-by-step guide :(

At www.allaboutscala.com, we provide a complete beginner's tutorial to help you learn Scala in small, simple and easy steps.

• Tutorials are organized such that they allow you to learn gradually.
• Tutorials are written by taking into account the complete beginner.
• Tutorials will make you proficient with the same professional tools used by the Scala experts.

The Tutorials

Scala Introduction: A general overview of Scala

• 1: Introduction
• 2: What is Scala programming language
• 3: Scala functional programming features and more!

Chapter 1: Getting familiar with the IntelliJ IDEA

• 1: Introduction
• 2: Scala Environment Setup – Install Java Development Kit (JDK)
• 3: Scala Environment Setup – How to install the IntelliJ IDE
• 4: Scala Environment Setup – How to install Scala plugin in IntelliJ
• 5: Scala Tutorial – Your first Scala Hello World application
• 6: Where is the main method to launch Scala application
• 7: IntelliJ Run Configuration – Running Your Scala application
• 8: IntelliJ Debug Configuration – Debugging Your Scala Application
• 9: IntelliJ Project Structure – Getting Started With Scala Project
• 10: IntelliJ Project Structure – Scala Project Classpath
• 11: IntelliJ Import Dependencies – Getting Started With build.sbt
• 12: IntelliJ Import Dependencies – SBT Dependencies And Maven
• 13: IntelliJ Manage Configurations – Settings, Preferences
• 14: IntelliJ Keyboard Shortcuts – Navigation Shortcuts
• 15: IntelliJ Keyboard Shortcuts – Search Shortcuts
• 16: IntelliJ Keyboard Shortcuts – Compile, Debug, Run

Chapter 2: Learning the basic foundation of Scala

• 1: Introduction
• 2: Scala Basic Tutorial – How To Declare Variables And Types
• 3: Scala String Interpolation – Print And Format Variables
• 4: Scala – How To Escape Characters And Create Multi-line String
• 5: An Overview Of Scala Type Inference
• 6: How To Use If Else Statement And Expression
• 7: Learn How To Use For Comprehension
• 8: Learn How To Use Range
• 9: Learn How To Use While And Do While Loop
• 10: Learn How To Use Pattern Matching
• 11: Learn How To Use Tuples
• 12: Learn How To Use Option – Avoid Null
• 13: Learn The Scala Class And Type Hierarchy
• 14: Learn How To Create And Use Enumerations

Chapter 3: Thinking In Terms Of Functions

• 1: Introduction
• 2: Learn How To Create And Use Functions
• 3: Learn How To Create Function With Parameters
• 4: Learn How To Use Option In Function Parameters
• 5: Learn How To Create Function With Option Return Type
• 6: Learn How To Create Function With Implicit Parameter
• 7: Learn How To Create Implicit Function
• 8: Learn How To Create Typed Function
• 9: Learn How To Create Polymorphic Function With Generic Return Type
• 10: Learn How To Create Variable Argument Function
• 11: Learn How To Create Functions As Symbols
• 12: Learn How To Create Function Currying With Parameter Groups
• 13: Learn How To Create Higher Order Function - Function As Parameter
• 14: Learn How To Create Higher Order Function - Call By Name Function
• 15: Learn How To Create Higher Order Function - With Callback Parameter
• 16: Learn How To Create Function Using The Val Keyword Instead Of Def
• 17: Learn Function Composition Using AndThen
• 18: Learn Function Composition Using Compose
• 19: Learn How To Create Tail Recursive Function - @annotation.tailrec
• 20: Learn How To Create Tail Recursive Function - scala.util.control.TailCalls._
• 21: Learn How To Create Trampoline Tail Recursive Function Using scala.util.control.TailCalls._
• 22: Learn How To Create Partial Function Using the PartialFunction Trait
• 23: Learn How To Create Nested Function

Chapter 4: Think you know Object Oriented using classes?

• 1: Introduction
• 2: Learn How To Create Classes And Objects In Scala
• 3: Learn How To Create And Use Companion Objects
• 4: Learn How To Use Companion Objects' Apply Method As A Factory (Class Hierarchy Via Inheritance)
• 5: Learn How To Declare Values And Fields In Companion Object
• 6: Learn How To Declare And Use Singleton Object
• 7: Learn How To Define And Use Case Class
• 8: Learn How To Use Type Alias: Type Aliasing Versus Case Class
• 9: Learn How To Use Implicit Class - Extension Methods
• 10: Learn How To Use Package Object
• 11: Learn How To Extend Class - Class Inheritance
• 12: Learn How To Extend Case Class - Case Class Inheritance
• 13: Learn How To Create Type Class
• 14: Learn How To Create Covariance Type Class
• 15: Learn How To Create Contra-Variance Type Class

Chapter 5: Dependency Injection reinvented using traits

• 1: Introduction
• 2: Learn How To Create And Extend Trait In Scala
• 3: Learn How To Create Trait With Type Parameters
• 4: Learn How To Extend Multiple Traits
• 5: Learn How To Use Traits For Dependency Injection
• 6: Learn How To Use Traits For Dependency Injection Part 2 - Avoid Cake Pattern
• 7: Traits, Companion Object, Factory Pattern

Chapter 6: Immutable Collection

• 1: Introduction
• 2: Learn How To Use Scala's Immutable List
• 3: Learn How To Use Scala's Immutable ListSet
• 4: Learn How To Use Scala's Immutable ListMap
• 5: Learn How To Use Scala's Immutable Map
• 6: Learn How To Use Scala's Immutable HashMap
• 7: Learn How To Use Scala's Immutable TreeMap
• 8: Learn How To Use Scala's Immutable Queue
• 9: Learn How To Use Scala's Immutable Sequence
• 10: Learn How To Use Scala's Immutable Set
• 11: Learn How To Use Scala's Immutable HashSet
• 12: Learn How To Use Scala's Immutable TreeSet
• 13: Learn How To Use Scala’s Immutable SortedSet
• 14: Learn How To Use Scala's Immutable BitSet
• 15: Learn How To Use Scala's Immutable Stack
• 16: Learn How To Use Scala's Immutable Stream
• 17: Learn How To Use Scala's Immutable Vector

Chapter 7: Mutable Collection

• 1: Introduction
• 2: Learn How To Use Scala's Mutable Array
• 3: Learn How To Use Scala's Mutable ArrayBuffer
• 4: Learn How To Use Scala's Mutable ArrayStack
• 5: Learn How To Use Scala's Mutable ListBuffer
• 6: Learn How To Use Scala's Mutable Map
• 7: Learn How To Use Scala's Mutable HashMap
• 8:Learn How To Use Scala's Mutable ListMap
• 9: Learn How To Use Scala's Mutable LinkedHashMap
• 10: Learn How To Use Scala's Mutable Queue
• 11: Learn How To Use Scala's Mutable PriorityQueue
• 12: Learn How To Use Scala's Mutable Set
• 13: Learn How To Use Scala's Mutable HashSet
• 14: Learn How To Use Scala's Mutable SortedSet
• 15: Learn How To Use Scala's Mutable TreeSet
• 16: Learn How To Use Scala's Mutable LinkedHashSet
• 17: Learn How To Use Scala's Mutable BitSet

Chapter 8: Collection Functions

• 1: Introduction
• 2: Learn How To Use Aggregate Function
• 3: Learn How To Use Collect Function
• 4: Learn How To Use Diff Function
• 5: Learn How To Use Drop Function
• 6: Learn How To Use DropWhile Function
• 7: Learn How To Use Exists Function
• 8: Learn How To Use Filter And FilterNot Functions
• 9: Learn How To Use Find Function
• 10: Learn How To Use FlatMap Function
• 11: Learn How To Use Flatten Function
• 12: Learn How To Use Fold Function With Examples
• 13: Learn How To Use FoldLeft Function With Examples
• 14: Learn How To Use FoldRight Function With Examples
• 15: Learn How To Use Foreach Function With Examples
• 16: Learn How To Use GroupBy Function With Examples
• 17: Learn How To Use Head Function With Examples
• 18: Learn How To Use IsEmpty Function With Examples
• 19: Learn How To Use Intersect Function With Examples
• 20: Learn How To Use Last Function With Examples
• 21: Learn How To Use Map Function With Examples
• 22: Learn How To Use Max Function With Examples
• 23: Learn How To Use MaxBy Function With Examples
• 24: Learn How To Use Min Function With Examples
• 25: Learn How To Use MinBy Function With Examples
• 26: Learn How To Use MkString Function With Examples
• 27: Learn How To Use NonEmpty Function With Examples
• 28: Learn How To Use Par Function With Examples
• 29: Learn How To Use Partition Function With Examples
• 30: Learn How To Use Reduce Function With Examples
• 31: Learn How To Use ReduceLeft Function With Examples
• 32: Learn How To Use ReduceRight Function With Examples
• 33: Learn How To Use Reverse Function With Examples
• 34: Learn How To Use ReverseIterator Function With Examples
• 35: Learn How To Use Scan Function With Examples
• 36: Learn How To Use ScanLeft Function With Examples
• 37: Learn How To Use ScanRight Function With Examples
• 38: Learn How To Use Size Function With Examples
• 39: Learn How To Use Slice Function With Examples
• 40: Learn How To Use SortBy Function With Examples
• 41: Learn How To Use Sorted Function With Examples
• 42: Learn How To Use SortWith Function With Examples
• 43: Learn How To Use Tail Function With Examples
• 44: Learn How To Use Take Function With Examples
• 45: Learn How To Use TakeRight Function With Examples
• 46: Learn How To Use TakeWhile Function With Examples
• 47: Learn How To Use Transpose Function With Examples
• 48: Learn How To Use Union Function With Examples

Chapter 9: Futures

coming soon...

Chapter 10: Cheatsheet and Scala Test

Collection

• Convert Java collection

General

• Add line break
• Convert multi-line string into single line
• Check value of an Option
• Read file content as a String
• Create enum using sealed trait
• Int division and return float

Futures

• Cannot find an implicit ExecutionContext

Chapter 11: Learn SBT

Install SBT

• Install SBT on Windows
• Install SBT on Mac

sbt run

• Run a Scala main class

sbt test

• Run all tests
• Run only one specific test
• Run all integration tests
• Run a specific integration test
• Run one method in a test class

sbt debugging

• Analyze stacktrace in IntelliJ

sbt resources

• Show unmanaged classpaths
• Show unmanaged resources

Chapter 12: Learn Apache Spark 2

Chapter 12 - Part 1

Project Setup

• StackOverflow dataset
• Add Apache Spark 2.0 SBT dependencies
• Bootstrap a SparkSession

DataFrame SQL Query

• DataFrame Introduction
• Create a DataFrame from reading a CSV file
• DataFrame schema
• Select columns from a dataframe
• Filter by column value of a dataframe
• Count rows of a dataframe
• SQL like query
• Multiple filter chaining
• SQL IN clause
• SQL Group By
• SQL Group By with filter
• SQL order by
• Cast columns to specific data type
• Operate on a filtered dataframe
• DataFrame Join
• Join and select columns
• Join on explicit columns
• Inner Join
• Left Outer Join
• Right Outer Join
• Distinct

Chatper 12 - Part 2

Spark SQL

• Spark SQL Introduction
• Register temp table from dataframe
• List all tables in Spark's catalog
• List catalog tables using Spark SQL
• Select columns
• Filter by column value
• Count number of rows
• SQL like
• SQL where with and clause
• SQL IN clause
• SQL Group By
• SQL Group By with having clause
• SQL Order by
• Typed columns, filter and create temp table
• SQL Inner Join
• SQL Left Outer Join
• SQL Right Outer Join
• SQL Distinct
• Register User Defined Function (UDF)

Chapter 12 - Part 3

DataFrame Statistics

• DataFrame Statistics Introduction
• Create DataFrame from CSV
• Average
• Maximum
• Minimum
• Mean
• Sum
• Group by query with statistics
• DataFrame Statistics using describe() method
• Correlation
• Covariance
• Frequent Items
• Crosstab
• Stratified sampling using sampleBy
• Approximate Quantile
• Bloom Filter
• Count Min Sketch
• Sampling With Replacement

Chapter 12 - Part 4

DataFrame Operations

• DataFrame Operations Introduction
• Setup DataFrames
• Convert DataFrame row to Scala case class
• DataFrame row to Scala case class using map()
• Create DataFrame from collection
• DataFrame Union
• DataFrame Intersection
• Append column to DataFrame using withColumn() Stay in touch via Facebook and Twitter for upcoming tutorials!

Contact

Nadim Bahadoor at http://allaboutscala.com/contact/

License

Apache 2.0 License - see the LICENSE.TXT file