progs/lecture2.scala
author Christian Urban <christian.urban@kcl.ac.uk>
Tue, 17 Nov 2020 00:34:55 +0000
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permissions -rw-r--r--
updated
Ignore whitespace changes - Everywhere: Within whitespace: At end of lines:
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// Scala Lecture 2
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//=================
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// String Interpolations
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//=======================
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def cube(n: Int) : Int = n * n * n
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val n = 3
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println("The cube of " + n + " is " + cube(n) + ".")
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println(s"The cube of $n is ${cube(n)}.")
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// or even
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println(s"The cube of $n is ${n * n * n}.")
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// helpful for debugging purposes
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//
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//     "The most effective debugging tool is still careful 
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//          thought, coupled with judiciously placed print 
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//                                             statements."
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//       — Brian W. Kernighan, in Unix for Beginners (1979)
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def gcd_db(a: Int, b: Int) : Int = {
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  println(s"Function called with $a and $b.")
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  if (b == 0) a else gcd_db(b, a % b)
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}
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gcd_db(48, 18)
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// you can also implement your own string interpolations
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import scala.language.implicitConversions
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import scala.language.reflectiveCalls
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implicit def sring_inters(sc: StringContext) = new {
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    def i(args: Any*): String = s"\t${sc.s(args:_*)}\n"
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    def l(args: Any*): String = s"${sc.s(args:_*)}:\n"
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}
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// this allows you to write things like
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i"add ${3+2}" 
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l"some_fresh_name"
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// The Option Type
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//=================
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// in Java, if something unusually happens, you return null 
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// or raise an exception
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//
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//in Scala you use Options instead
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//   - if the value is present, you use Some(value)
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//   - if no value is present, you use None
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List(7,2,3,4,5,6).find(_ < 4)
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List(5,6,7,8,9).find(_ < 4)
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// Int:      ..., 0, 1, 2,...
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// Boolean:  true false
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//
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// List[Int]: Nil, List(_) 
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//
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// Option[Int]: None, Some(0), Some(1), ...
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// Option[...]: None, Some(_)
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def safe_div(x: Int, y: Int) : Option[Int] = 
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  if (y == 0) None else Some(x / y)
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List(1,2,3,4,5,6).indexOf(7)
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def my_min(ls: List[Int]) : Option[Int] = ls.minOption
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my_min(List(1,2,3,4))
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// better error handling with Options (no exceptions)
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//
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//  Try(something).getOrElse(what_to_do_in_case_of_an_exception)
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//
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import scala.util._
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import io.Source
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val my_url = "https://nms.kcl.ac.uk/christian.urban2/"
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Source.fromURL(my_url)("ISO-8859-1").mkString
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Try(Source.fromURL(my_url)("ISO-8859-1").mkString).getOrElse("")
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Try(Some(Source.fromURL(my_url)("ISO-8859-1").mkString)).getOrElse(None)
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// the same for files
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Try(Some(Source.fromFile("test.txt")("ISO-8859-1").mkString)).getOrElse(None)
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// how to implement a function for reading 
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// (lines) something from files...
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//
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def get_contents(name: String) : List[String] = 
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  Source.fromFile(name)("ISO-8859-1").getLines.toList
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get_contents("text.txt")
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get_contents("test.txt")
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// slightly better - return Nil
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def get_contents(name: String) : List[String] = 
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  Try(Source.fromFile(name)("ISO-8859-1").getLines.toList).getOrElse(List())
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get_contents("text.txt")
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// much better - you record in the type that things can go wrong 
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def get_contents(name: String) : Option[List[String]] = 
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  Try(Some(Source.fromFile(name)("ISO-8859-1").getLines.toList)).getOrElse(None)
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get_contents("text.txt")
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get_contents("test.txt")
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// operations on options
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val lst = List(None, Some(1), Some(2), None, Some(3))
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lst.flatten
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Some(1).get
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None.get
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Some(1).isDefined
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None.isDefined
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for (x <- lst) yield x.getOrElse(0)
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val ps = List((3, 0), (4, 2), (6, 2), 
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              (2, 0), (1, 0), (1, 1))
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// division where possible
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for ((x, y) <- ps) yield {
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  if (y == 0) None else Some(x / y)
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}
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// getOrElse is for setting a default value
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val lst = List(None, Some(1), Some(2), None, Some(3))
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// a function that turns strings into numbers 
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// (similar to .toInt)
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Integer.parseInt("1234")
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   167
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   168
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def get_me_an_int(s: String) : Option[Int] = 
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 Try(Some(Integer.parseInt(s))).getOrElse(None)
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317
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// This may not look any better than working with null in Java, but to
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// see the value, you have to put yourself in the shoes of the
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// consumer of the get_me_an_int function, and imagine you didn't
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// write that function.
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//
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// In Java, if you didn't write this function, you'd have to depend on
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// the Javadoc of the get_me_an_int. If you didn't look at the Javadoc, 
318
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// you might not know that get_me_an_int could return null, and your 
317
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// code could potentially throw a NullPointerException.
310
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317
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// even Scala is not immune to problems like this:
310
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317
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List(5,6,7,8,9).indexOf(7)
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List(5,6,7,8,9).indexOf(10)
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List(5,6,7,8,9)(-1)
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320
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Try({
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  val x = 3
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  val y = 0
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  Some(x / y)
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}).getOrElse(None)
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323
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// minOption 
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// maxOption 
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// minByOption 
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// maxByOption
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204
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// Higher-Order Functions
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//========================
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   206
// functions can take functions as arguments
319
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// and produce functions as result
204
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def even(x: Int) : Boolean = x % 2 == 0
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def odd(x: Int) : Boolean = x % 2 == 1
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val lst = (1 to 10).toList
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lst.filter(even)
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lst.count(odd)
212
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lst.find(even)
320
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lst.exists(even)
212
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362
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lst.find(_ < 4)
320
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lst.filter(_ < 4) 
362
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def less4(x: Int) : Boolean = x < 4
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   223
lst.find(less4)
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   224
lst.find(_ < 4)
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   225
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   226
lst.filter(x => x % 2 == 0)
318
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   227
lst.filter(_ % 2 == 0)
204
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   228
320
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   229
362
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lst.sortWith((x, y) => x < y)
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   231
lst.sortWith(_ > _)
204
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   232
318
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   233
// but this only works when the arguments are clear, but 
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   234
// not with multiple occurences
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   235
lst.find(n => odd(n) && n > 2)
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   236
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   237
362
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   238
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   239
val ps = List((3, 0), (3, 2), (4, 2), (2, 2), 
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   240
              (2, 0), (1, 1), (1, 0))
318
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   241
212
c86e40fb3b21 updated
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   242
def lex(x: (Int, Int), y: (Int, Int)) : Boolean = 
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   243
  if (x._1 == y._1) x._2 < y._2 else x._1 < y._1
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   244
c86e40fb3b21 updated
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   245
ps.sortWith(lex)
204
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parents: 192
diff changeset
   246
320
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   247
ps.sortBy(x => x._1)
204
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parents: 192
diff changeset
   248
ps.sortBy(_._2)
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parents: 192
diff changeset
   249
1b04ea68dca6 updated
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parents: 192
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   250
ps.maxBy(_._1)
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parents: 192
diff changeset
   251
ps.maxBy(_._2)
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parents: 192
diff changeset
   252
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diff changeset
   253
212
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   254
// maps (lower-case)
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   255
//===================
204
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parents: 192
diff changeset
   256
212
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   257
def double(x: Int): Int = x + x
204
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   258
def square(x: Int): Int = x * x
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parents: 192
diff changeset
   259
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   260
val lst = (1 to 10).toList
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parents: 192
diff changeset
   261
362
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   262
lst.map(square)
212
c86e40fb3b21 updated
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parents: 204
diff changeset
   263
lst.map(x => (double(x), square(x)))
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parents: 204
diff changeset
   264
362
fc9394f4f0ea updated
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parents: 361
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   265
// works also for strings
fc9394f4f0ea updated
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parents: 361
diff changeset
   266
def tweet(c: Char) = c.toUpper
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parents: 361
diff changeset
   267
fc9394f4f0ea updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   268
"Hello World".map(tweet)
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parents: 361
diff changeset
   269
fc9394f4f0ea updated
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parents: 361
diff changeset
   270
fc9394f4f0ea updated
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parents: 361
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   271
// this can be iterated
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parents: 361
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   272
fc9394f4f0ea updated
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parents: 361
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   273
lst.map(square).filter(_ > 4)
fc9394f4f0ea updated
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parents: 361
diff changeset
   274
fc9394f4f0ea updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   275
(lst.map(square)
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parents: 361
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   276
   .find(_ > 4)
fc9394f4f0ea updated
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parents: 361
diff changeset
   277
   .map(square))
fc9394f4f0ea updated
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parents: 361
diff changeset
   278
fc9394f4f0ea updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   279
lst.map(square).find(_ > 4)
204
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parents: 192
diff changeset
   280
319
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   281
// this is actually how for-comprehensions are
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   282
// defined in Scala
204
1b04ea68dca6 updated
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parents: 192
diff changeset
   283
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   284
lst.map(n => square(n))
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parents: 192
diff changeset
   285
for (n <- lst) yield square(n)
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parents: 192
diff changeset
   286
318
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   287
// lets define our own higher-order functions
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Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   288
// type of functions is for example Int => Int
204
1b04ea68dca6 updated
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parents: 192
diff changeset
   289
212
c86e40fb3b21 updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   290
204
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Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   291
def my_map_int(lst: List[Int], f: Int => Int) : List[Int] = {
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parents: 192
diff changeset
   292
  if (lst == Nil) Nil
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parents: 192
diff changeset
   293
  else f(lst.head) :: my_map_int(lst.tail, f)
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parents: 192
diff changeset
   294
}
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parents: 192
diff changeset
   295
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   296
my_map_int(lst, square)
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parents: 192
diff changeset
   297
1b04ea68dca6 updated
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parents: 192
diff changeset
   298
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   299
// same function using pattern matching: a kind
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parents: 192
diff changeset
   300
// of switch statement on steroids (see more later on)
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parents: 192
diff changeset
   301
319
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   302
def my_map_int(lst: List[Int], f: Int => Int) : List[Int] = 
362
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parents: 361
diff changeset
   303
  lst match {
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parents: 361
diff changeset
   304
    case Nil => Nil
fc9394f4f0ea updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   305
    case x::xs => f(x)::my_map_int(xs, f)
fc9394f4f0ea updated
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parents: 361
diff changeset
   306
  }
204
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parents: 192
diff changeset
   307
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   308
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   309
// other function types
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   310
//
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   311
// f1: (Int, Int) => Int
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   312
// f2: List[String] => Option[Int]
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   313
// ... 
212
c86e40fb3b21 updated
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parents: 204
diff changeset
   314
val lst = (1 to 10).toList
204
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parents: 192
diff changeset
   315
320
90aed247c8cf updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   316
lst.sum
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parents: 319
diff changeset
   317
90aed247c8cf updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   318
val lst = List(1,2,3,4)
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parents: 319
diff changeset
   319
90aed247c8cf updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   320
lst.head
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Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   321
lst.tail
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parents: 319
diff changeset
   322
90aed247c8cf updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   323
def sumOf(f: Int => Int, lst: List[Int]): Int = 
90aed247c8cf updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   324
lst match {
204
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   325
  case Nil => 0
320
90aed247c8cf updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   326
  case x::foo => f(x) + sumOf(f, foo)
204
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   327
}
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   328
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   329
def sum_squares(lst: List[Int]) = sumOf(square, lst)
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   330
def sum_cubes(lst: List[Int])   = sumOf(x => x * x * x, lst)
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   331
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   332
sum_squares(lst)
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   333
sum_cubes(lst)
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   334
318
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   335
// lets try a factorial
212
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parents: 204
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   336
def fact(n: Int) : Int = 
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parents: 204
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   337
  if (n == 0) 1 else n * fact(n - 1)
204
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parents: 192
diff changeset
   338
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parents: 192
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   339
def sum_fact(lst: List[Int]) = sumOf(fact, lst)
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parents: 192
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   340
sum_fact(lst)
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parents: 192
diff changeset
   341
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parents: 192
diff changeset
   342
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parents: 192
diff changeset
   343
318
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   344
// sometimes it is needed that you specify the type. 
317
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parents: 316
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   345
(1 to 100).filter((x: Int) => x % 2 == 0).sum 
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parents: 316
diff changeset
   346
319
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   347
// in this case it is clear that x must be an Int
317
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parents: 316
diff changeset
   348
(1 to 100).filter(x => x % 2 == 0).sum
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parents: 316
diff changeset
   349
319
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parents: 318
diff changeset
   350
// When each parameter (only x in this case) is used only once
317
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parents: 316
diff changeset
   351
// you can use the wizardy placeholder syntax
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parents: 316
diff changeset
   352
(1 to 100).filter(_ % 2 == 0).sum
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parents: 316
diff changeset
   353
07583fbe4f95 updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   354
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parents: 316
diff changeset
   355
318
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diff changeset
   356
// Option Type and maps
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parents: 317
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   357
//======================
317
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parents: 316
diff changeset
   358
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parents: 316
diff changeset
   359
// a function that turns strings into numbers (similar to .toInt)
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   360
Integer.parseInt("12u34")
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parents: 316
diff changeset
   361
318
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parents: 317
diff changeset
   362
import scala.util._
317
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parents: 316
diff changeset
   363
07583fbe4f95 updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   364
def get_me_an_int(s: String) : Option[Int] = 
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parents: 316
diff changeset
   365
 Try(Some(Integer.parseInt(s))).getOrElse(None)
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parents: 316
diff changeset
   366
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parents: 316
diff changeset
   367
val lst = List("12345", "foo", "5432", "bar", "x21", "456")
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parents: 316
diff changeset
   368
for (x <- lst) yield get_me_an_int(x)
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parents: 316
diff changeset
   369
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parents: 316
diff changeset
   370
// summing up all the numbers
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parents: 316
diff changeset
   371
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parents: 316
diff changeset
   372
lst.map(get_me_an_int).flatten.sum
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parents: 316
diff changeset
   373
lst.map(get_me_an_int).flatten.sum
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parents: 316
diff changeset
   374
07583fbe4f95 updated
Christian Urban <urbanc@in.tum.de>
parents: 316
diff changeset
   375
lst.flatMap(get_me_an_int).sum
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parents: 316
diff changeset
   376
318
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parents: 317
diff changeset
   377
// maps on Options
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parents: 317
diff changeset
   378
320
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parents: 319
diff changeset
   379
get_me_an_int("12345").map(even)
318
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parents: 317
diff changeset
   380
get_me_an_int("12u34").map(even)
317
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parents: 316
diff changeset
   381
320
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parents: 319
diff changeset
   382
def my_map_option(o: Option[Int], f : Int => Int) : Option[Int] = {
90aed247c8cf updated
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parents: 319
diff changeset
   383
o match {
90aed247c8cf updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   384
   case None => None
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Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   385
   case Some(foo) => Some(f(foo))
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Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   386
}}
90aed247c8cf updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   387
90aed247c8cf updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   388
my_map_option(Some(4), square)
90aed247c8cf updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   389
my_map_option(None, square)
90aed247c8cf updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   390
204
1b04ea68dca6 updated
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parents: 192
diff changeset
   391
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   392
212
c86e40fb3b21 updated
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parents: 204
diff changeset
   393
// Map type (upper-case)
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parents: 204
diff changeset
   394
//=======================
204
1b04ea68dca6 updated
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parents: 192
diff changeset
   395
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   396
// Note the difference between map and Map
1b04ea68dca6 updated
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parents: 192
diff changeset
   397
320
90aed247c8cf updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   398
val ascii = ('a' to 'z').map(c => (c, c.toInt)).toList
90aed247c8cf updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   399
90aed247c8cf updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   400
val ascii_Map = ascii.toMap
90aed247c8cf updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   401
90aed247c8cf updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   402
204
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   403
def factors(n: Int) : List[Int] =
318
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   404
  (2 until n).toList.filter(n % _ == 0)
204
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   405
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   406
var ls = (1 to 10).toList
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   407
val facs = ls.map(n => (n, factors(n)))
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   408
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   409
facs.find(_._1 == 4)
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   410
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   411
// works for lists of pairs
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   412
facs.toMap
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   413
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   414
320
90aed247c8cf updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   415
facs.toMap.get(40)
212
c86e40fb3b21 updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   416
facs.toMap.getOrElse(42, Nil)
204
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   417
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   418
val facsMap = facs.toMap
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   419
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   420
val facsMap0 = facsMap + (0 -> List(1,2,3,4,5))
318
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   421
facsMap0.get(0)
204
1b04ea68dca6 updated
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parents: 192
diff changeset
   422
318
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   423
val facsMap2 = facsMap + (1 -> List(1,2,3,4,5))
204
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   424
facsMap.get(1)
318
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   425
facsMap2.get(1)
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   426
319
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   427
// groupBy function on Maps
204
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   428
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   429
val ls = List("one", "two", "three", "four", "five")
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   430
ls.groupBy(_.length)
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   431
320
90aed247c8cf updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   432
ls.groupBy(_.length).get(5)
204
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   433
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   434
51
0e60e6c24b99 updated
Christian Urban <urbanc@in.tum.de>
parents: 39
diff changeset
   435
192
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   436
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   437
// Pattern Matching
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   438
//==================
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   439
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   440
// A powerful tool which is supposed to come to Java in a few years
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   441
// time (https://www.youtube.com/watch?v=oGll155-vuQ)...Scala already
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   442
// has it for many years ;o)
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   443
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   444
// The general schema:
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   445
//
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   446
//    expression match {
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   447
//       case pattern1 => expression1
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   448
//       case pattern2 => expression2
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   449
//       ...
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   450
//       case patternN => expressionN
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   451
//    }
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   452
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   453
319
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   454
// recall
192
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   455
val lst = List(None, Some(1), Some(2), None, Some(3)).flatten
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   456
320
90aed247c8cf updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   457
def my_flatten(xs: List[Option[Int]]): List[Int] = 
90aed247c8cf updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   458
xs match {
212
c86e40fb3b21 updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   459
  case Nil => Nil 
c86e40fb3b21 updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   460
  case None::rest => my_flatten(rest)
318
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   461
  case Some(v)::rest => v :: my_flatten(rest)
192
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   462
}
58
93a2b6e4b84c updated
Christian Urban <urbanc@in.tum.de>
parents: 57
diff changeset
   463
319
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   464
my_flatten(List(None, Some(1), Some(2), None, Some(3)))
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   465
58
93a2b6e4b84c updated
Christian Urban <urbanc@in.tum.de>
parents: 57
diff changeset
   466
318
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   467
// another example with a default case
192
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   468
def get_me_a_string(n: Int): String = n match {
212
c86e40fb3b21 updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   469
  case 0 | 1 | 2 => "small"
192
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   470
}
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   471
320
90aed247c8cf updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   472
get_me_a_string(3)
192
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   473
212
c86e40fb3b21 updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   474
192
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   475
// you can also have cases combined
266
31e5218f43de updated to 2.13
Christian Urban <urbanc@in.tum.de>
parents: 212
diff changeset
   476
def season(month: String) : String = month match {
192
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   477
  case "March" | "April" | "May" => "It's spring"
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   478
  case "June" | "July" | "August" => "It's summer"
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   479
  case "September" | "October" | "November" => "It's autumn"
204
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   480
  case "December" => "It's winter"
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   481
  case "January" | "February" => "It's unfortunately winter"
192
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   482
}
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   483
 
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   484
println(season("November"))
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   485
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   486
// What happens if no case matches?
212
c86e40fb3b21 updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   487
println(season("foobar"))
192
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   488
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   489
318
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   490
// days of some months
266
31e5218f43de updated to 2.13
Christian Urban <urbanc@in.tum.de>
parents: 212
diff changeset
   491
def days(month: String) : Int = month match {
31e5218f43de updated to 2.13
Christian Urban <urbanc@in.tum.de>
parents: 212
diff changeset
   492
  case "March" | "April" | "May" => 31
31e5218f43de updated to 2.13
Christian Urban <urbanc@in.tum.de>
parents: 212
diff changeset
   493
  case "June" | "July" | "August" => 30
31e5218f43de updated to 2.13
Christian Urban <urbanc@in.tum.de>
parents: 212
diff changeset
   494
}
31e5218f43de updated to 2.13
Christian Urban <urbanc@in.tum.de>
parents: 212
diff changeset
   495
31e5218f43de updated to 2.13
Christian Urban <urbanc@in.tum.de>
parents: 212
diff changeset
   496
204
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   497
// Silly: fizz buzz
192
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   498
def fizz_buzz(n: Int) : String = (n % 3, n % 5) match {
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   499
  case (0, 0) => "fizz buzz"
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   500
  case (0, _) => "fizz"
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   501
  case (_, 0) => "buzz"
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   502
  case _ => n.toString  
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   503
}
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   504
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   505
for (n <- 0 to 20) 
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   506
 println(fizz_buzz(n))
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   507
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   508
278
57b5bba67467 updated
Christian Urban <urbanc@in.tum.de>
parents: 268
diff changeset
   509
57b5bba67467 updated
Christian Urban <urbanc@in.tum.de>
parents: 268
diff changeset
   510
309
c5f16a86ae92 updated
Christian Urban <urbanc@in.tum.de>
parents: 278
diff changeset
   511
// Recursion
c5f16a86ae92 updated
Christian Urban <urbanc@in.tum.de>
parents: 278
diff changeset
   512
//===========
c5f16a86ae92 updated
Christian Urban <urbanc@in.tum.de>
parents: 278
diff changeset
   513
318
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   514
// well-known example
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   515
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   516
def fib(n: Int) : Int = { 
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   517
  if (n == 0 || n == 1) 1
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   518
   else fib(n - 1) + fib(n - 2)
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   519
}
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   520
309
c5f16a86ae92 updated
Christian Urban <urbanc@in.tum.de>
parents: 278
diff changeset
   521
318
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   522
/* Say you have characters a, b, c.
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   523
   What are all the combinations of a certain length?
309
c5f16a86ae92 updated
Christian Urban <urbanc@in.tum.de>
parents: 278
diff changeset
   524
318
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   525
   All combinations of length 2:
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   526
  
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   527
     aa, ab, ac, ba, bb, bc, ca, cb, cc
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   528
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   529
   Combinations of length 3:
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   530
   
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   531
     aaa, baa, caa, and so on......
309
c5f16a86ae92 updated
Christian Urban <urbanc@in.tum.de>
parents: 278
diff changeset
   532
*/
c5f16a86ae92 updated
Christian Urban <urbanc@in.tum.de>
parents: 278
diff changeset
   533
320
90aed247c8cf updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   534
def combs(cs: List[Char], n: Int) : List[String] = {
90aed247c8cf updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   535
  if (n == 0) List("")
90aed247c8cf updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   536
  else for (c <- cs; s <- combs(cs, n - 1)) yield s"$c$s"
90aed247c8cf updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   537
}
90aed247c8cf updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   538
90aed247c8cf updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   539
combs(List('a', 'b', 'c'), 3)
90aed247c8cf updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   540
90aed247c8cf updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   541
90aed247c8cf updated
Christian Urban <urbanc@in.tum.de>
parents: 319
diff changeset
   542
318
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   543
def combs(cs: List[Char], l: Int) : List[String] = {
309
c5f16a86ae92 updated
Christian Urban <urbanc@in.tum.de>
parents: 278
diff changeset
   544
  if (l == 0) List("")
318
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   545
  else for (c <- cs; s <- combs(cs, l - 1)) yield s"$c$s"
309
c5f16a86ae92 updated
Christian Urban <urbanc@in.tum.de>
parents: 278
diff changeset
   546
}
c5f16a86ae92 updated
Christian Urban <urbanc@in.tum.de>
parents: 278
diff changeset
   547
318
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   548
combs("abc".toList, 2)
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   549
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   550
329
828326d1b3b2 updated
Christian Urban <urbanc@in.tum.de>
parents: 323
diff changeset
   551
// When writing recursive functions you have to
828326d1b3b2 updated
Christian Urban <urbanc@in.tum.de>
parents: 323
diff changeset
   552
// think about three points
828326d1b3b2 updated
Christian Urban <urbanc@in.tum.de>
parents: 323
diff changeset
   553
// 
828326d1b3b2 updated
Christian Urban <urbanc@in.tum.de>
parents: 323
diff changeset
   554
// - How to start with a recursive function
828326d1b3b2 updated
Christian Urban <urbanc@in.tum.de>
parents: 323
diff changeset
   555
// - How to communicate between recursive calls
828326d1b3b2 updated
Christian Urban <urbanc@in.tum.de>
parents: 323
diff changeset
   556
// - Exit conditions
828326d1b3b2 updated
Christian Urban <urbanc@in.tum.de>
parents: 323
diff changeset
   557
828326d1b3b2 updated
Christian Urban <urbanc@in.tum.de>
parents: 323
diff changeset
   558
147
3e5d8657302f updated
Christian Urban <urbanc@in.tum.de>
parents: 95
diff changeset
   559
318
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   560
// A Recursive Web Crawler / Email Harvester
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   561
//===========================================
204
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   562
//
212
c86e40fb3b21 updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   563
// the idea is to look for links using the
c86e40fb3b21 updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   564
// regular expression "https?://[^"]*" and for
c86e40fb3b21 updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   565
// email addresses using another regex.
204
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   566
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   567
import io.Source
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   568
import scala.util._
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   569
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   570
// gets the first 10K of a web-page
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   571
def get_page(url: String) : String = {
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   572
  Try(Source.fromURL(url)("ISO-8859-1").take(10000).mkString).
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   573
    getOrElse { println(s"  Problem with: $url"); ""}
147
3e5d8657302f updated
Christian Urban <urbanc@in.tum.de>
parents: 95
diff changeset
   574
}
3e5d8657302f updated
Christian Urban <urbanc@in.tum.de>
parents: 95
diff changeset
   575
204
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   576
// regex for URLs and emails
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   577
val http_pattern = """"https?://[^"]*"""".r
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   578
val email_pattern = """([a-z0-9_\.-]+)@([\da-z\.-]+)\.([a-z\.]{2,6})""".r
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   579
268
d20583497c5b updated
Christian Urban <urbanc@in.tum.de>
parents: 266
diff changeset
   580
//test case:
212
c86e40fb3b21 updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   581
//email_pattern.findAllIn
c86e40fb3b21 updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   582
//  ("foo bla christian@kcl.ac.uk 1234567").toList
c86e40fb3b21 updated
Christian Urban <urbanc@in.tum.de>
parents: 204
diff changeset
   583
204
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   584
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   585
// drops the first and last character from a string
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   586
def unquote(s: String) = s.drop(1).dropRight(1)
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   587
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   588
def get_all_URLs(page: String): Set[String] = 
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   589
  http_pattern.findAllIn(page).map(unquote).toSet
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   590
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   591
// naive version of crawl - searches until a given depth,
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   592
// visits pages potentially more than once
318
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   593
def crawl(url: String, n: Int) : Unit = {
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   594
  if (n == 0) ()
204
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   595
  else {
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   596
    println(s"  Visiting: $n $url")
318
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   597
    for (u <- get_all_URLs(get_page(url))) crawl(u, n - 1)
204
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   598
  }
147
3e5d8657302f updated
Christian Urban <urbanc@in.tum.de>
parents: 95
diff changeset
   599
}
3e5d8657302f updated
Christian Urban <urbanc@in.tum.de>
parents: 95
diff changeset
   600
204
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   601
// some starting URLs for the crawler
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   602
val startURL = """https://nms.kcl.ac.uk/christian.urban/"""
147
3e5d8657302f updated
Christian Urban <urbanc@in.tum.de>
parents: 95
diff changeset
   603
204
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   604
crawl(startURL, 2)
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   605
1b04ea68dca6 updated
Christian Urban <urbanc@in.tum.de>
parents: 192
diff changeset
   606
318
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   607
// a primitive email harvester
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   608
def emails(url: String, n: Int) : Set[String] = {
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   609
  if (n == 0) Set()
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   610
  else {
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   611
    println(s"  Visiting: $n $url")
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   612
    val page = get_page(url)
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   613
    val new_emails = email_pattern.findAllIn(page).toSet
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   614
    new_emails ++ (for (u <- get_all_URLs(page)) yield emails(u, n - 1)).flatten
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   615
  }
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   616
}
55
6610c1dfa8a9 updated
Christian Urban <urbanc@in.tum.de>
parents: 53
diff changeset
   617
318
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   618
emails(startURL, 3)
55
6610c1dfa8a9 updated
Christian Urban <urbanc@in.tum.de>
parents: 53
diff changeset
   619
6610c1dfa8a9 updated
Christian Urban <urbanc@in.tum.de>
parents: 53
diff changeset
   620
318
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   621
// if we want to explore the internet "deeper", then we
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   622
// first have to parallelise the request of webpages:
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   623
//
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   624
// scala -cp scala-parallel-collections_2.13-0.2.0.jar 
f1215a72cd88 updated
Christian Urban <urbanc@in.tum.de>
parents: 317
diff changeset
   625
// import scala.collection.parallel.CollectionConverters._
55
6610c1dfa8a9 updated
Christian Urban <urbanc@in.tum.de>
parents: 53
diff changeset
   626
53
9f8751912560 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   627
9f8751912560 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   628
9f8751912560 updated
Christian Urban <urbanc@in.tum.de>
parents: 51
diff changeset
   629
192
cd2a9c969ef2 updated
Christian Urban <urbanc@in.tum.de>
parents: 174
diff changeset
   630
319
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   631
// Jumping Towers
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   632
//================
278
57b5bba67467 updated
Christian Urban <urbanc@in.tum.de>
parents: 268
diff changeset
   633
319
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   634
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   635
def moves(xs: List[Int], n: Int) : List[List[Int]] = (xs, n) match {
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   636
  case (Nil, _) => Nil
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   637
  case (xs, 0) => Nil
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   638
  case (x::xs, n) => (x::xs) :: moves(xs, n - 1)
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   639
}
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   640
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   641
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   642
moves(List(5,1,0), 1)
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   643
moves(List(5,1,0), 2)
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   644
moves(List(5,1,0), 5)
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   645
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   646
// checks whether a jump tour exists at all
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   647
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   648
def search(xs: List[Int]) : Boolean = xs match {
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   649
  case Nil => true
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   650
  case (x::xs) =>
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   651
    if (xs.length < x) true else moves(xs, x).exists(search(_))
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   652
}
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   653
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   654
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   655
search(List(5,3,2,5,1,1))
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   656
search(List(3,5,1,0,0,0,1))
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   657
search(List(3,5,1,0,0,0,0,1))
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   658
search(List(3,5,1,0,0,0,1,1))
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   659
search(List(3,5,1))
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   660
search(List(5,1,1))
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   661
search(Nil)
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   662
search(List(1))
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   663
search(List(5,1,1))
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   664
search(List(3,5,1,0,0,0,0,0,0,0,0,1))
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   665
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   666
// generate *all* jump tours
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   667
//    if we are only interested in the shortes one, we could
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   668
//    shortcircut the calculation and only return List(x) in
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   669
//    case where xs.length < x, because no tour can be shorter
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   670
//    than 1
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   671
// 
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   672
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   673
def jumps(xs: List[Int]) : List[List[Int]] = xs match {
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   674
  case Nil => Nil
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   675
  case (x::xs) => {
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   676
    val children = moves(xs, x)
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   677
    val results = children.map(cs => jumps(cs).map(x :: _)).flatten
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   678
    if (xs.length < x) List(x) :: results else results
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   679
  }
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   680
}
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   681
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   682
jumps(List(3,5,1,2,1,2,1))
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   683
jumps(List(3,5,1,2,3,4,1))
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   684
jumps(List(3,5,1,0,0,0,1))
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   685
jumps(List(3,5,1))
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   686
jumps(List(5,1,1))
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   687
jumps(Nil)
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   688
jumps(List(1))
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   689
jumps(List(5,1,2))
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   690
moves(List(1,2), 5)
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   691
jumps(List(1,5,1,2))
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   692
jumps(List(3,5,1,0,0,0,0,0,0,0,0,1))
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   693
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   694
jumps(List(5,3,2,5,1,1)).minBy(_.length)
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   695
jumps(List(1,3,5,8,9,2,6,7,6,8,9)).minBy(_.length)
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   696
jumps(List(1,3,6,1,0,9)).minBy(_.length)
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   697
jumps(List(2,3,1,1,2,4,2,0,1,1)).minBy(_.length)
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   698
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   699
ed7543c5d317 updated
Christian Urban <urbanc@in.tum.de>
parents: 318
diff changeset
   700
334
305e1dcdb3bc updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 329
diff changeset
   701
305e1dcdb3bc updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 329
diff changeset
   702
305e1dcdb3bc updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 329
diff changeset
   703
305e1dcdb3bc updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 329
diff changeset
   704
/*
305e1dcdb3bc updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 329
diff changeset
   705
 *               1
362
fc9394f4f0ea updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   706
 *             / |  \
fc9394f4f0ea updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   707
 *           /   |   \
fc9394f4f0ea updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   708
 *         /     |    \
fc9394f4f0ea updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   709
 *        2      3     8
fc9394f4f0ea updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   710
 *      /  \    / \   / \
fc9394f4f0ea updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   711
 *     4    5  6   7 9  10
fc9394f4f0ea updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   712
 * Preorder: 1,2,4,5,3,6,7,8,9,10
fc9394f4f0ea updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   713
 * InOrder: 4,2,5,1,6,3,7,9,8,10
fc9394f4f0ea updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   714
 * PostOrder: 4,5,2,6,7,3,9,10,8,1
fc9394f4f0ea updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 361
diff changeset
   715
 *
334
305e1dcdb3bc updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 329
diff changeset
   716
 
305e1dcdb3bc updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 329
diff changeset
   717
show inorder, preorder, postorder
305e1dcdb3bc updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 329
diff changeset
   718
305e1dcdb3bc updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 329
diff changeset
   719
305e1dcdb3bc updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 329
diff changeset
   720
305e1dcdb3bc updated
Christian Urban <christian.urban@kcl.ac.uk>
parents: 329
diff changeset
   721
*/