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// Main Part 1 about a really dumb investment strategy
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//===================================================
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388
Christian Urban <christian.urban@kcl.ac.uk> 
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     4  | 
object M1 {
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388
Christian Urban <christian.urban@kcl.ac.uk> 
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     5  | 
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Christian Urban <christian.urban@kcl.ac.uk> 
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//two test portfolios
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Christian Urban <christian.urban@kcl.ac.uk> 
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Christian Urban <christian.urban@kcl.ac.uk> 
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val blchip_portfolio = List("GOOG", "AAPL", "MSFT", "IBM", "FB", "AMZN", "BIDU")
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Christian Urban <christian.urban@kcl.ac.uk> 
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val rstate_portfolio = List("PLD", "PSA", "AMT", "AIV", "AVB", "BXP", "CCI", 
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Christian Urban <christian.urban@kcl.ac.uk> 
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                            "DLR", "EQIX", "EQR", "ESS", "EXR", "FRT", "HCP") 
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Christian Urban <christian.urban@kcl.ac.uk> 
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Christian Urban <christian.urban@kcl.ac.uk> 
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import io.Source
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Christian Urban <christian.urban@kcl.ac.uk> 
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import scala.util._
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Christian Urban <christian.urban@kcl.ac.uk> 
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// ADD YOUR CODE BELOW
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//======================
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388
Christian Urban <christian.urban@kcl.ac.uk> 
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Christian Urban <christian.urban@kcl.ac.uk> 
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// (1) 
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def get_january_data(symbol: String, year: Int) : List[String] = {
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  Try(Source.fromFile(s"${symbol}.csv").getLines.toList.filter(_.startsWith(year.toString))).getOrElse(Nil)
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}
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// (2) 
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def get_first_price(symbol: String, year: Int) : Option[Double] = {
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  val list = get_january_data(symbol, year)
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  if (list == Nil) None else {
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    Some(list.head.split(",").toList(1).toDouble)
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  }
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Christian Urban <christian.urban@kcl.ac.uk> 
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}
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Christian Urban <christian.urban@kcl.ac.uk> 
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Christian Urban <christian.urban@kcl.ac.uk> 
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// (3) 
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def get_prices(portfolio: List[String], years: Range) : List[List[Option[Double]]] = {
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  for (n <- years.toList) yield{
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    for (m <- portfolio) yield{
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      get_first_price(m, n)
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    }
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Christian Urban <christian.urban@kcl.ac.uk> 
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  }
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Christian Urban <christian.urban@kcl.ac.uk> 
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}
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Christian Urban <christian.urban@kcl.ac.uk> 
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Christian Urban <christian.urban@kcl.ac.uk> 
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Christian Urban <christian.urban@kcl.ac.uk> 
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    42  | 
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    43  | 
// (4) 
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def get_delta(price_old: Option[Double], price_new: Option[Double]) : Option[Double] = {
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  if (price_old != None && price_new != None) Some((price_new.get - price_old.get) / price_old.get) else None
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Christian Urban <christian.urban@kcl.ac.uk> 
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    46  | 
}
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Christian Urban <christian.urban@kcl.ac.uk> 
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Christian Urban <christian.urban@kcl.ac.uk> 
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Christian Urban <christian.urban@kcl.ac.uk> 
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// (5) 
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def get_deltas(data: List[List[Option[Double]]]) :  List[List[Option[Double]]] = {
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  for (n <- data.tail) yield{
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    for (m <- n) yield{
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      get_delta(data(data.tail.indexOf(n))(n.indexOf(m)),m)
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    }
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  }
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}
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// (6) 
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def yearly_yield(data: List[List[Option[Double]]], balance: Long, index: Int) : Long = {
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  if(data.length == 0) balance else{
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    val equal = balance / data(index).flatten.length
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    val list = for(n <- data(index).flatten) yield n * equal
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    (balance + list.sum).toLong
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  }
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}
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388
Christian Urban <christian.urban@kcl.ac.uk> 
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460
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    68  | 
// (7) 
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def compound_yield(data: List[List[Option[Double]]], balance: Long, index: Int) : Long = {
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  val deltas = get_deltas(data)
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  if (deltas.length == 0) balance else{
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      if(deltas.length - 1 == index) yearly_yield(deltas, balance, index) else compound_yield(data, yearly_yield(deltas, balance, index), index + 1)
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  }
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}
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def investment(portfolio: List[String], years: Range, start_balance: Long) : Long = {
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  val list = get_prices(portfolio, years)
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  compound_yield(list, start_balance, 0)
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}
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//Test cases for the two portfolios given above
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//println("Real data: " + investment(rstate_portfolio, 1978 to 2019, 100))
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//println("Blue data: " + investment(blchip_portfolio, 1978 to 2019, 100))
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421
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388
Christian Urban <christian.urban@kcl.ac.uk> 
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    89  | 
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Christian Urban <christian.urban@kcl.ac.uk> 
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    90  | 
}
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Christian Urban <christian.urban@kcl.ac.uk> 
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    91  | 
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Christian Urban <christian.urban@kcl.ac.uk> 
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    92  | 
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Christian Urban <christian.urban@kcl.ac.uk> 
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    93  | 
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421
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    94  | 
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460
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    95  | 
// This template code is subject to copyright 
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// by King's College London, 2022. Do not 
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// make the template code public in any shape 
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// or form, and do not exchange it with other 
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    99  | 
// students under any circumstance.
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