|      1 // Preliminary Part about Code Similarity |         | 
|      2 //======================================== |         | 
|      3  |         | 
|      4  |         | 
|      5 object CW7a {  |         | 
|      6  |         | 
|      7 //(1) Complete the clean function below. It should find |         | 
|      8 //    all words in a string using the regular expression |         | 
|      9 //    \w+  and the library function  |         | 
|     10 // |         | 
|     11 //         some_regex.findAllIn(some_string) |         | 
|     12 // |         | 
|     13 //    The words should be Returned as a list of strings. |         | 
|     14  |         | 
|     15 def clean(s: String) : List[String] =  |         | 
|     16   ("""\w+""".r).findAllIn(s).toList |         | 
|     17  |         | 
|     18  |         | 
|     19 //(2) The function occurrences calculates the number of times   |         | 
|     20 //    strings occur in a list of strings. These occurrences should  |         | 
|     21 //    be calculated as a Map from strings to integers. |         | 
|     22  |         | 
|     23 def occurrences(xs: List[String]): Map[String, Int] = |         | 
|     24   (for (x <- xs.distinct) yield (x, xs.count(_ == x))).toMap |         | 
|     25  |         | 
|     26 //(3) This functions calculates the dot-product of two documents |         | 
|     27 //    (list of strings). For this it calculates the occurrence |         | 
|     28 //    maps from (2) and then multiplies the corresponding occurrences.  |         | 
|     29 //    If a string does not occur in a document, the product is zero. |         | 
|     30 //    The function finally sums up all products.  |         | 
|     31  |         | 
|     32 def prod(lst1: List[String], lst2: List[String]) : Int = { |         | 
|     33     val words = (lst1 ::: lst2).distinct |         | 
|     34     val occs1 = occurrences(lst1) |         | 
|     35     val occs2 = occurrences(lst2) |         | 
|     36     words.map{ w => occs1.getOrElse(w, 0) * occs2.getOrElse(w, 0) }.sum |         | 
|     37 }           |         | 
|     38  |         | 
|     39 //(4) Complete the functions overlap and similarity. The overlap of |         | 
|     40 //    two documents is calculated by the formula given in the assignment |         | 
|     41 //    description. The similarity of two strings is given by the overlap |         | 
|     42 //    of the cleaned (see (1)) strings.   |         | 
|     43  |         | 
|     44 def overlap(lst1: List[String], lst2: List[String]) : Double = { |         | 
|     45     val m1 = prod(lst1, lst1) |         | 
|     46     val m2 = prod(lst2, lst2)  |         | 
|     47     prod(lst1, lst2).toDouble / (List(m1, m2).max) |         | 
|     48 } |         | 
|     49  |         | 
|     50 def similarity(s1: String, s2: String) : Double = |         | 
|     51   overlap(clean(s1), clean(s2)) |         | 
|     52  |         | 
|     53  |         | 
|     54 /* |         | 
|     55  |         | 
|     56  |         | 
|     57 val list1 = List("a", "b", "b", "c", "d")  |         | 
|     58 val list2 = List("d", "b", "d", "b", "d") |         | 
|     59  |         | 
|     60 occurrences(List("a", "b", "b", "c", "d"))   // Map(a -> 1, b -> 2, c -> 1, d -> 1) |         | 
|     61 occurrences(List("d", "b", "d", "b", "d"))   // Map(d -> 3, b -> 2) |         | 
|     62  |         | 
|     63 prod(list1,list2) // 7  |         | 
|     64  |         | 
|     65 overlap(list1, list2)   // 0.5384615384615384 |         | 
|     66 overlap(list2, list1)   // 0.5384615384615384 |         | 
|     67 overlap(list1, list1)   // 1.0 |         | 
|     68 overlap(list2, list2)   // 1.0 |         | 
|     69  |         | 
|     70 // Plagiarism examples from  |         | 
|     71 // https://desales.libguides.com/avoidingplagiarism/examples |         | 
|     72  |         | 
|     73 val orig1 = """There is a strong market demand for eco-tourism in |         | 
|     74 Australia. Its rich and diverse natural heritage ensures Australia's |         | 
|     75 capacity to attract international ecotourists and gives Australia a |         | 
|     76 comparative advantage in the highly competitive tourism industry.""" |         | 
|     77  |         | 
|     78 val plag1 = """There is a high market demand for eco-tourism in |         | 
|     79 Australia. Australia has a comparative advantage in the highly |         | 
|     80 competitive tourism industry due to its rich and varied natural |         | 
|     81 heritage which ensures Australia's capacity to attract international |         | 
|     82 ecotourists.""" |         | 
|     83  |         | 
|     84 similarity(orig1, plag1) |         | 
|     85  |         | 
|     86  |         | 
|     87 // Plagiarism examples from  |         | 
|     88 // https://www.utc.edu/library/help/tutorials/plagiarism/examples-of-plagiarism.php |         | 
|     89  |         | 
|     90 val orig2 = """No oil spill is entirely benign. Depending on timing and |         | 
|     91 location, even a relatively minor spill can cause significant harm to |         | 
|     92 individual organisms and entire populations. Oil spills can cause |         | 
|     93 impacts over a range of time scales, from days to years, or even |         | 
|     94 decades for certain spills. Impacts are typically divided into acute |         | 
|     95 (short-term) and chronic (long-term) effects. Both types are part of a |         | 
|     96 complicated and often controversial equation that is addressed after |         | 
|     97 an oil spill: ecosystem recovery.""" |         | 
|     98  |         | 
|     99 val plag2 = """There is no such thing as a "good" oil spill. If the |         | 
|    100 time and place are just right, even a small oil spill can cause damage |         | 
|    101 to sensitive ecosystems. Further, spills can cause harm days, months, |         | 
|    102 years, or even decades after they occur. Because of this, spills are |         | 
|    103 usually broken into short-term (acute) and long-term (chronic) |         | 
|    104 effects. Both of these types of harm must be addressed in ecosystem |         | 
|    105 recovery: a controversial tactic that is often implemented immediately |         | 
|    106 following an oil spill.""" |         | 
|    107  |         | 
|    108 overlap(clean(orig2), clean(plag2)) |         | 
|    109 similarity(orig2, plag2) |         | 
|    110  |         | 
|    111 // The punchline: everything above 0.6 looks suspicious and  |         | 
|    112 // should be looked at by staff. |         | 
|    113  |         | 
|    114 */ |         | 
|    115  |         | 
|    116  |         | 
|    117 } |         |