| 51 |      1 | // Scala Lecture 1
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|  |      2 | //=================
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| 14 |      3 | 
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| 478 |      4 | // - List, Sets, Ints, Strings, ... 
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| 444 |      5 | // - Value assignments (val vs var)
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|  |      6 | // - How to define functions? (What is returned?)
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|  |      7 | // - If-Conditions
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|  |      8 | // - For-Comprehensions (guards, with/without yield)
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| 468 |      9 | // - String-Interpolations
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| 444 |     10 | //
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|  |     11 | //
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| 468 |     12 | 
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| 360 |     13 | 
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| 26 |     14 | // Value assignments
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| 123 |     15 | // (their names should be lower case)
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| 199 |     16 | //====================================
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| 21 |     17 | 
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| 360 |     18 | 
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| 353 |     19 | val x = 42
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|  |     20 | val y = 3 + 4 
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|  |     21 | val z = x / y
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| 478 |     22 | val x = 0
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| 468 |     23 | println(z)
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| 353 |     24 | 
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| 360 |     25 | 
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| 353 |     26 | // (you cannot reassign values: z = 9 will give an error)
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| 478 |     27 | var z = 9
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|  |     28 | z = 10
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| 125 |     29 | 
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|  |     30 | 
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|  |     31 | 
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|  |     32 | 
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| 25 |     33 | // Collections
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|  |     34 | //=============
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| 310 |     35 | 
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| 14 |     36 | List(1,2,3,1)
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|  |     37 | Set(1,2,3,1)
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|  |     38 | 
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| 356 |     39 | // picking an element in a list
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|  |     40 | val lst = List(1, 2, 3, 1)
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|  |     41 | 
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| 478 |     42 | 
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| 356 |     43 | lst(0)
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|  |     44 | lst(2)
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|  |     45 | 
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|  |     46 | // head and tail
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|  |     47 | lst.head
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|  |     48 | lst.tail
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|  |     49 | 
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|  |     50 | // some alterative syntax for lists
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|  |     51 | 
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|  |     52 | Nil     // empty list
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|  |     53 | 
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|  |     54 | 1 :: 2 :: 3 :: Nil
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|  |     55 | List(1, 2, 3) ::: List(4, 5, 6)
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|  |     56 | 
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|  |     57 | // also
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|  |     58 | List(1, 2, 3) ++ List(3, 6, 5)
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|  |     59 | Set(1, 2, 3) ++ Set(3, 6, 5)
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|  |     60 | 
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| 268 |     61 | // ranges
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| 14 |     62 | 1 to 10
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|  |     63 | (1 to 10).toList
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| 314 |     64 | (1 to 10).toList.toString
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| 14 |     65 | 
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|  |     66 | (1 until 10).toList
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|  |     67 | 
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| 308 |     68 | 
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| 268 |     69 | // Equality in Scala is structural
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|  |     70 | //=================================
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| 478 |     71 | val a = "Dave2"
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| 199 |     72 | val b = "Dave"
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|  |     73 | 
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| 202 |     74 | if (a == b) println("Equal") else println("Unequal")
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| 199 |     75 | 
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|  |     76 | Set(1,2,3) == Set(3,1,2)
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|  |     77 | List(1,2,3) == List(3,1,2)
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|  |     78 | 
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|  |     79 | 
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| 314 |     80 | // this applies to "concrete" values...pretty much 
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|  |     81 | // everything; but for example you cannot compare 
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|  |     82 | // functions (later), and also not arrays
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| 313 |     83 | 
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|  |     84 | Array(1) == Array(1)
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| 199 |     85 | 
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|  |     86 | 
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| 25 |     87 | // Printing/Strings
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|  |     88 | //==================
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| 14 |     89 | 
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|  |     90 | println("test")
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| 15 |     91 | 
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| 268 |     92 | val tst = "This is a " ++ "test" 
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| 310 |     93 | 
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| 313 |     94 | print(tst) 
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|  |     95 | println(tst) 
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| 14 |     96 | 
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|  |     97 | val lst = List(1,2,3,1)
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|  |     98 | 
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|  |     99 | println(lst.toString)
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| 268 |    100 | 
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|  |    101 | println(lst.mkString)
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| 202 |    102 | println(lst.mkString(","))
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| 14 |    103 | 
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|  |    104 | // some methods take more than one argument
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| 314 |    105 | 
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| 202 |    106 | println(lst.mkString("{", ",", "}"))
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| 14 |    107 | 
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| 268 |    108 | // (in this case .mkString can take no, one, 
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|  |    109 | // or three arguments...this has to do with
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|  |    110 | // default arguments)
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| 32 |    111 | 
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| 200 |    112 | 
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| 25 |    113 | // Conversion methods
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|  |    114 | //====================
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| 14 |    115 | 
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|  |    116 | List(1,2,3,1).toString
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|  |    117 | List(1,2,3,1).toSet
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| 268 |    118 | 
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| 310 |    119 | "hello".toList
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| 356 |    120 | "hello".toSet
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| 310 |    121 | 
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|  |    122 | 
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| 14 |    123 | 1.toDouble
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|  |    124 | 
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| 356 |    125 | 1   // an Int
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|  |    126 | 1L  // a Long
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|  |    127 | 1F  // a Float
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|  |    128 | 1D  // a Double
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| 25 |    129 | 
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| 468 |    130 | // useful methods for lists
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|  |    131 | //=========================
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| 32 |    132 | 
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|  |    133 | List(1,2,3,4).length
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| 25 |    134 | List(1,2,3,4).reverse
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| 32 |    135 | List(1,2,3,4).max
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|  |    136 | List(1,2,3,4).min
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|  |    137 | List(1,2,3,4).sum
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|  |    138 | List(1,2,3,4).take(2).sum
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|  |    139 | List(1,2,3,4).drop(2).sum
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| 199 |    140 | List(1,2,3,4,3).indexOf(3)
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| 32 |    141 | 
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| 36 |    142 | "1,2,3,4,5".split(",").mkString("\n")
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| 202 |    143 | "1,2,3,4,5".split(",").toList
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| 36 |    144 | "1,2,3,4,5".split(",3,").mkString("\n")
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| 25 |    145 | 
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| 200 |    146 | 
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|  |    147 | 
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| 268 |    148 | // Types (see slide)
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|  |    149 | //===================
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| 25 |    150 | 
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|  |    151 | /* Scala is a strongly typed language
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|  |    152 |  
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| 268 |    153 |  * base types
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| 14 |    154 | 
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| 25 |    155 |     Int, Long, BigInt, Float, Double
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|  |    156 |     String, Char
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| 268 |    157 |     Boolean...
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| 25 |    158 | 
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| 268 |    159 |  * compound types 
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| 12 |    160 | 
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| 268 |    161 |     List[Int]
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| 25 |    162 |     Set[Double]
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|  |    163 |     Pairs: (Int, String)        
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|  |    164 |     List[(BigInt, String)]
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| 200 |    165 |     Option[Int]
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| 268 |    166 | 
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|  |    167 |  * user-defined types (later)
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|  |    168 | 
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| 25 |    169 | */
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| 12 |    170 | 
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| 23 |    171 | 
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| 268 |    172 | // you can make the type of a value explicit
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| 356 |    173 | val name = "bob"
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| 247 |    174 | 
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| 444 |    175 | val name : String = "bob"
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| 14 |    176 | 
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| 265 |    177 | // type errors
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| 468 |    178 | math.sqrt("64")
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| 265 |    179 | 
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|  |    180 | // produces
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|  |    181 | //
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| 468 |    182 | // Type Mismatch Error:
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|  |    183 | //   Found   : ("64" : String)
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|  |    184 | //   Required: Double
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|  |    185 | //
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| 265 |    186 | 
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| 268 |    187 | 
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| 25 |    188 | // Pairs/Tuples
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|  |    189 | //==============
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| 14 |    190 | 
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|  |    191 | val p = (1, "one")
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|  |    192 | p._1
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|  |    193 | p._2
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|  |    194 | 
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|  |    195 | val t = (4,1,2,3)
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|  |    196 | t._4
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|  |    197 | 
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| 25 |    198 | 
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| 200 |    199 | List(("one", 1), ("two", 2), ("three", 3))
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|  |    200 | 
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| 310 |    201 | 
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| 25 |    202 | // Function Definitions
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|  |    203 | //======================
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| 14 |    204 | 
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| 314 |    205 | 
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| 123 |    206 | def incr(x: Int) : Int = x + 1
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|  |    207 | def double(x: Int) : Int = x + x
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|  |    208 | def square(x: Int) : Int = x * x
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| 14 |    209 | 
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| 202 |    210 | def str(x: Int) : String = x.toString
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| 268 |    211 | 
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| 356 |    212 | 
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| 268 |    213 | incr(3)
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|  |    214 | double(4)
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| 25 |    215 | square(6)
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| 268 |    216 | str(3)
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| 21 |    217 | 
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|  |    218 | 
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| 314 |    219 | // The general scheme for a function: you have to give a 
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|  |    220 | // type to each argument and a return type of the function
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| 36 |    221 | //
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|  |    222 | //  def fname(arg1: ty1, arg2: ty2,..., argn: tyn): rty = {
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| 468 |    223 | //     ....
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| 36 |    224 | //  }
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|  |    225 | 
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|  |    226 | 
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| 478 |    227 | // > LENGTH OF LIST EXAMPLE
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|  |    228 | def len(xs: List[Int], acc: Int) : Int = {
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|  |    229 |    if (xs == Nil) acc
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|  |    230 |    else foo(xs.tail, acc + 1)
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|  |    231 | }
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|  |    232 | 
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|  |    233 | def len(xs: List[Int]) : Int = foo(xs, 0)
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|  |    234 | 
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|  |    235 | len(List(1,2,3,4,1))
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|  |    236 | 
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|  |    237 | 
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|  |    238 | def len(xs: List[Int]) : Int = {
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|  |    239 |     if (xs == Nil) 0
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|  |    240 |     else (1 + len(xs.tail))
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|  |    241 | }    
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|  |    242 | 
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|  |    243 | 
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|  |    244 | 
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|  |    245 | len(List(1,2,3,4,1))
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|  |    246 | 
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|  |    247 | 
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|  |    248 | 
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|  |    249 | def len(xs: List[Int]) : Int = xs match {
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|  |    250 |    case Nil => 0
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|  |    251 |    case x :: xs => 1 + len(xs)
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|  |    252 | }
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|  |    253 | 
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|  |    254 | len(List(1,2,3,4,1))
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|  |    255 | 
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|  |    256 | 
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| 36 |    257 | 
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| 123 |    258 | // If-Conditionals
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|  |    259 | //=================
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| 14 |    260 | 
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| 468 |    261 | // - Scala used to not have a then-keyword
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| 310 |    262 | // - !!both if-else branches need to be present!!
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| 189 |    263 | 
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| 143 |    264 | def fact(n: Int) : Int = 
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| 14 |    265 |   if (n == 0) 1 else n * fact(n - 1)
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|  |    266 | 
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| 468 |    267 | 
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|  |    268 | // Scala 3 introduced if-then-else - maybe people 
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|  |    269 | // desperately needed it 
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|  |    270 | def fact(n: Int) : Int = 
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|  |    271 |   if n == 0 then 1 else n * fact(n - 1)
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|  |    272 | 
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| 36 |    273 | fact(5)
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|  |    274 | fact(150)
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|  |    275 | 
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| 25 |    276 | /* boolean operators
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|  |    277 |  
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|  |    278 |    ==     equals
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| 359 |    279 |    !=     not equals
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| 25 |    280 |    !      not
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|  |    281 |    && ||  and, or
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|  |    282 | */
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| 15 |    283 | 
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|  |    284 | 
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| 359 |    285 | def fib(n: Int) : Int = {
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| 14 |    286 |   if (n == 0) 1 else
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| 26 |    287 |     if (n == 1) 1 else fib(n - 1) + fib(n - 2)
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| 359 |    288 | }
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|  |    289 | 
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|  |    290 | fib(9)
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|  |    291 | 
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|  |    292 | 
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| 26 |    293 | //gcd - Euclid's algorithm
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|  |    294 | 
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| 202 |    295 | def gcd(a: Int, b: Int) : Int = {
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|  |    296 |   if (b == 0) a 
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| 272 |    297 |   else  gcd(b, a % b)
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| 202 |    298 | }
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| 26 |    299 | 
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|  |    300 | gcd(48, 18)
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|  |    301 | 
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| 14 |    302 | 
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| 123 |    303 | def power(x: Int, n: Int) : Int =
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| 199 |    304 |   if (n == 0) 1 else x * power(x, n - 1) 
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| 123 |    305 | 
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|  |    306 | power(5, 5)
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|  |    307 | 
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| 356 |    308 | // BTW: no returns!!
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|  |    309 | // "last" line (expression) in a function determines the 
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|  |    310 | // result
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| 123 |    311 | 
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| 359 |    312 | def average(xs: List[Int]) : Int = {
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|  |    313 |   if (xs.length == 0) 0 
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|  |    314 |   else xs.sum / xs.length
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|  |    315 | }
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|  |    316 | 
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| 468 |    317 | average(List(3,4,5))
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| 359 |    318 | average(List())
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| 468 |    319 | average(Nil)
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| 359 |    320 | 
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| 32 |    321 | 
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| 26 |    322 | // For-Comprehensions (not For-Loops)
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|  |    323 | //====================================
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| 14 |    324 | 
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| 360 |    325 | val lst = (1 to 10).toList
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|  |    326 | for (n <- lst) yield n * n 
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|  |    327 | 
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|  |    328 | 
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|  |    329 | for (n <- lst) yield { 
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|  |    330 |   square(n) + double(n)
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| 202 |    331 | }
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| 14 |    332 | 
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| 25 |    333 | for (n <- (1 to 10).toList; 
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| 478 |    334 |      m <- (1 to 5).toList) yield (n, m)
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| 21 |    335 | 
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|  |    336 | 
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| 268 |    337 | // you can assign the result of a for-comprehension
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|  |    338 | // to a value
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| 26 |    339 | val mult_table = 
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|  |    340 |   for (n <- (1 to 10).toList; 
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| 360 |    341 |        m <- (1 to 10).toList) yield n * m
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| 26 |    342 | 
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| 478 |    343 | println(mult_table.mkString(","))
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|  |    344 | mult_table.sliding(10,10).toList
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|  |    345 | 
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|  |    346 | 
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|  |    347 | .mkString("\n")
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| 26 |    348 | 
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| 360 |    349 | // for-comprehensions also work for other
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|  |    350 | // collections
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| 314 |    351 | 
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| 202 |    352 | for (n <- Set(10,12,4,5,7,8,10)) yield n * n
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| 189 |    353 | 
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| 314 |    354 | for (n <- (1 to 10)) yield {
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| 478 |    355 | 
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| 314 |    356 |   n * n  
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|  |    357 | }
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|  |    358 | 
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| 360 |    359 | // with if-predicates / filters
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| 25 |    360 | 
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| 478 |    361 | val xs = for (n <- (1 to 3).toList; 
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|  |    362 |      m <- (1 to 3).toList) yield (n,m)
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|  |    363 | 
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|  |    364 | xs.filter{case (m, n) => (n + m) % 2 == 0}    
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|  |    365 | 
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| 32 |    366 | for (n <- (1 to 3).toList; 
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|  |    367 |      m <- (1 to 3).toList;
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| 314 |    368 |      if (n + m) % 2 == 0) yield (n, m)
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| 32 |    369 | 
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|  |    370 | 
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| 26 |    371 | // with patterns
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|  |    372 | 
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| 199 |    373 | val lst = List((1, 4), (2, 3), (3, 2), (4, 1))
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| 26 |    374 | 
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| 478 |    375 | ` yield m + n 
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| 199 |    376 | 
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|  |    377 | for (p <- lst) yield p._1 + p._2 
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| 26 |    378 | 
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| 25 |    379 | 
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| 308 |    380 | // general pattern of for-yield 
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|  |    381 | // (yield can be several lines)
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| 189 |    382 | 
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| 360 |    383 | for (pat <- ...) yield {
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| 189 |    384 |   // potentially complicated
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|  |    385 |   // calculation of a result
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|  |    386 | }
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|  |    387 | 
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| 360 |    388 | // For without yield
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|  |    389 | //===================
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|  |    390 | 
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|  |    391 | // with only a side-effect (no list is produced),
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|  |    392 | // has no "yield"
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|  |    393 | 
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| 478 |    394 | val xs = for (n <- (1 to 10).toList) yield println(n * n)
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| 360 |    395 | 
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| 478 |    396 | xs.tail
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|  |    397 | 
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|  |    398 | val foo = for (n <- (1 to 10).toList) yield n * n
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| 360 |    399 | 
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| 468 |    400 | 
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| 360 |    401 | // BTW: a roundabout way of printing out a list, say
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|  |    402 | val lst = ('a' to 'm').toList
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|  |    403 | 
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|  |    404 | for (i <- (0 until lst.length)) println(lst(i))
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|  |    405 | 
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| 468 |    406 | // ...why not just the following? Why making your life 
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|  |    407 | // so complicated?
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| 360 |    408 | for (c <- lst) println(c)
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|  |    409 | 
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|  |    410 | 
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|  |    411 | 
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| 200 |    412 | // Functions producing multiple outputs
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|  |    413 | //======================================
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| 189 |    414 | 
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| 314 |    415 | def get_ascii(c: Char) : (Char, Int) = 
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|  |    416 |   (c, c.toInt)
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| 200 |    417 | 
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|  |    418 | get_ascii('a')
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|  |    419 | 
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|  |    420 | 
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|  |    421 | // .maxBy, sortBy with pairs
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| 314 |    422 | def get_length(s: String) : (String, Int) = 
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|  |    423 |   (s, s.length) 
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| 200 |    424 | 
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|  |    425 | val lst = List("zero", "one", "two", "three", "four", "ten")
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|  |    426 | val strs = for (s <- lst) yield get_length(s)
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|  |    427 | 
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|  |    428 | strs.sortBy(_._2)
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|  |    429 | strs.sortBy(_._1)
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|  |    430 | 
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|  |    431 | strs.maxBy(_._2)
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|  |    432 | strs.maxBy(_._1)
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|  |    433 | 
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|  |    434 | 
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| 199 |    435 | 
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| 310 |    436 | 
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|  |    437 | 
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| 199 |    438 | // Aside: concurrency 
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| 468 |    439 | // scala-cli --extra-jars scala-parallel-collections_3-1.0.4.jar 
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| 308 |    440 | 
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| 32 |    441 | for (n <- (1 to 10)) println(n)
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| 268 |    442 | 
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|  |    443 | import scala.collection.parallel.CollectionConverters._
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|  |    444 | 
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| 32 |    445 | for (n <- (1 to 10).par) println(n)
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|  |    446 | 
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|  |    447 | 
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| 36 |    448 | // for measuring time
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| 140 |    449 | def time_needed[T](n: Int, code: => T) = {
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| 32 |    450 |   val start = System.nanoTime()
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| 140 |    451 |   for (i <- (0 to n)) code
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| 32 |    452 |   val end = System.nanoTime()
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| 140 |    453 |   (end - start) / 1.0e9
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| 32 |    454 | }
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|  |    455 | 
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| 468 |    456 | val list = (1L to 10_000_000L).toList
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| 32 |    457 | time_needed(10, for (n <- list) yield n + 42)
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|  |    458 | time_needed(10, for (n <- list.par) yield n + 42)
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|  |    459 | 
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| 308 |    460 | // ...but par does not make everything faster
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|  |    461 | 
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| 273 |    462 | list.sum
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|  |    463 | list.par.sum
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|  |    464 | 
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|  |    465 | time_needed(10, list.sum)
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|  |    466 | time_needed(10, list.par.sum)
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| 32 |    467 | 
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| 140 |    468 | 
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| 308 |    469 | // Mutable vs Immutable
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|  |    470 | //======================
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| 200 |    471 | //
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| 308 |    472 | // Remember:
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| 200 |    473 | // - no vars, no ++i, no +=
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|  |    474 | // - no mutable data-structures (no Arrays, no ListBuffers)
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| 137 |    475 | 
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| 329 |    476 | // But what the heck....lets try to count to 1 Mio in parallel
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| 478 |    477 | // 
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|  |    478 | // requires
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|  |    479 | // scala-cli --extra-jars scala- parallel-collections_3-1.0.4.jar
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|  |    480 | 
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| 441 |    481 | import scala.collection.parallel.CollectionConverters._
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| 329 |    482 | 
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| 478 |    483 | def test() = {
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|  |    484 |   var cnt = 0
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| 329 |    485 | 
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| 478 |    486 |   for(i <- (1 to 100_000)) cnt += 1
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| 329 |    487 | 
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| 478 |    488 |   println(s"Should be 100000: $cnt")
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|  |    489 | }
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| 329 |    490 | 
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| 478 |    491 | test()
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| 329 |    492 | 
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|  |    493 | // Or
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| 313 |    494 | // Q: Count how many elements are in the intersections of 
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|  |    495 | //    two sets?
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| 268 |    496 | // A; IMPROPER WAY (mutable counter)
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| 200 |    497 | 
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|  |    498 | def count_intersection(A: Set[Int], B: Set[Int]) : Int = {
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|  |    499 |   var count = 0
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| 468 |    500 |   for (x <- A.par; if B contains x) count += 1 
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| 200 |    501 |   count
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|  |    502 | }
 | 
| 32 |    503 | 
 | 
| 308 |    504 | val A = (0 to 999).toSet
 | 
|  |    505 | val B = (0 to 999 by 4).toSet
 | 
| 200 |    506 | 
 | 
|  |    507 | count_intersection(A, B)
 | 
|  |    508 | 
 | 
|  |    509 | // but do not try to add .par to the for-loop above
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|  |    510 | 
 | 
| 32 |    511 | 
 | 
| 200 |    512 | //propper parallel version
 | 
|  |    513 | def count_intersection2(A: Set[Int], B: Set[Int]) : Int = 
 | 
|  |    514 |   A.par.count(x => B contains x)
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|  |    515 | 
 | 
|  |    516 | count_intersection2(A, B)
 | 
|  |    517 | 
 | 
| 32 |    518 | 
 | 
| 468 |    519 | 
 | 
|  |    520 | // String Interpolations
 | 
|  |    521 | //=======================
 | 
|  |    522 | 
 | 
|  |    523 | def cube(n: Int) : Int = n * n * n
 | 
|  |    524 | 
 | 
|  |    525 | val n = 3
 | 
|  |    526 | println("The cube of " + n + " is " + cube(n) + ".")
 | 
|  |    527 | 
 | 
|  |    528 | println(s"The cube of $n is ${cube(n)}.")
 | 
| 265 |    529 | 
 | 
| 468 |    530 | // or even
 | 
|  |    531 | 
 | 
|  |    532 | println(s"The cube of $n is ${n * n * n}.")
 | 
|  |    533 | 
 | 
|  |    534 | // helpful for debugging purposes
 | 
|  |    535 | //
 | 
|  |    536 | //     "The most effective debugging tool is still careful 
 | 
|  |    537 | //          thought, coupled with judiciously placed print 
 | 
|  |    538 | //                                             statements."
 | 
|  |    539 | //       — Brian W. Kernighan, in Unix for Beginners (1979)
 | 
| 265 |    540 | 
 | 
| 310 |    541 | 
 | 
|  |    542 | 
 | 
| 468 |    543 | def gcd_db(a: Int, b: Int) : Int = {
 | 
|  |    544 |   println(s"Function called with $a and $b.")
 | 
|  |    545 |   if (b == 0) a else gcd_db(b, a % b)
 | 
|  |    546 | }
 | 
| 367 |    547 | 
 | 
| 468 |    548 | gcd_db(48, 18)
 | 
| 367 |    549 | 
 | 
| 468 |    550 | // you can also implement your own string interpolations
 | 
| 367 |    551 | 
 | 
| 468 |    552 | extension (sc: StringContext) {
 | 
|  |    553 |     def i(args: Any*): String = s"\t${sc.s(args:_*)}\n"
 | 
|  |    554 |     def l(args: Any*): String = s"${sc.s(args:_*)}:\n"
 | 
|  |    555 | }
 | 
| 367 |    556 | 
 | 
| 468 |    557 | // this allows you to write things like
 | 
| 367 |    558 | 
 | 
| 468 |    559 | i"add ${3+2}" 
 | 
|  |    560 | l"some_fresh_name"
 | 
| 32 |    561 | 
 | 
|  |    562 | // Further Information
 | 
|  |    563 | //=====================
 | 
|  |    564 | 
 | 
| 468 |    565 | // We are going to use Scala 3 and the scala-cli repl (easier to use)
 | 
|  |    566 | //
 | 
|  |    567 | //  https://scala-cli.virtuslab.org
 | 
|  |    568 | //
 | 
|  |    569 | //
 | 
| 200 |    570 | // The Scala homepage and general information is at
 | 
| 32 |    571 | //
 | 
|  |    572 | //  http://www.scala-lang.org
 | 
| 123 |    573 | //	http://docs.scala-lang.org
 | 
|  |    574 | //
 | 
|  |    575 | //
 | 
| 468 |    576 | // It should be fairly easy to install the scala-cli binary and
 | 
| 200 |    577 | // run Scala on the commandline. People also use Scala with 
 | 
| 468 |    578 | // Vim and Jedit. I currently settled on Codium
 | 
| 123 |    579 | //
 | 
| 200 |    580 | //   https://code.visualstudio.com
 | 
| 123 |    581 | //
 | 
| 200 |    582 | // There are also plugins for Eclipse and IntelliJ - YMMV.
 | 
|  |    583 | // Finally there are online editors specifically designed for 
 | 
|  |    584 | // running Scala applications (but do not blame me if you lose 
 | 
|  |    585 | // all what you typed in):
 | 
| 123 |    586 | //
 | 
| 200 |    587 | //   https://scalafiddle.io 
 | 
|  |    588 | //   https://scastie.scala-lang.org
 | 
| 124 |    589 | //
 | 
| 123 |    590 | //
 | 
|  |    591 | //
 | 
|  |    592 | // Scala Library Docs
 | 
| 124 |    593 | //====================
 | 
| 123 |    594 | //
 | 
| 468 |    595 | //  https://dotty.epfl.ch/api/index.html
 | 
| 123 |    596 | //
 | 
|  |    597 | // Scala Tutorials
 | 
|  |    598 | //
 | 
|  |    599 | //  http://docs.scala-lang.org/tutorials/
 | 
|  |    600 | //
 | 
|  |    601 | // There are also a massive number of Scala tutorials on youtube
 | 
| 200 |    602 | // and there are tons of books and free material. Google is your 
 | 
| 468 |    603 | // friend. Just make sure you follow newer material about Scala 3.
 | 
| 32 |    604 | 
 | 
|  |    605 | 
 |