|         |      1 // Preliminary Part about Code Similarity | 
|         |      2 //======================================== | 
|         |      3  | 
|         |      4  | 
|         |      5 object C2 {  | 
|         |      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 } |