// Calculating term frequency
System.out.println("Please enter the required word :");
Scanner scan = new Scanner(System.in);
String word = scan.nextLine();
String[] array = word.split(" ");
int filename = 11;
String[] fileName = new String[filename];
int a = 0;
int totalCount = 0;
int wordCount = 0;
for (a = 0; a < filename; a++) {
try {
System.out.println("The word inputted is " + word);
File file = new File(
"C:\\Users\\user\\fypworkspace\\TextRenderer\\abc" + a
+ ".txt");
System.out.println(" _________________");
System.out.print("| File = abc" + a + ".txt | \t\t \n");
for (int i = 0; i < array.length; i++) {
totalCount = 0;
wordCount = 0;
Scanner s = new Scanner(file);
{
while (s.hasNext()) {
totalCount++;
if (s.next().equals(array[i]))
wordCount++;
}
System.out.print(array[i] + " ---> Word count = "
+ "\t\t " + "|" + wordCount + "|");
System.out.print(" Total count = " + "\t\t " + "|"
+ totalCount + "|");
System.out.printf(" Term Frequency = | %8.4f |",
(double) wordCount / totalCount);
System.out.println("\t ");
}
}
} catch (FileNotFoundException e) {
System.out.println("File is not found");
}
}
System.out.println("Please enter the required word :");
Scanner scan2 = new Scanner(System.in);
String word2 = scan2.nextLine();
String[] array2 = word2.split(" ");
int numofDoc;
for (int b = 0; b < array2.length; b++) {
numofDoc = 0;
for (int i = 0; i < filename; i++) {
try {
BufferedReader in = new BufferedReader(new FileReader(
"C:\\Users\\user\\fypworkspace\\TextRenderer\\abc"
+ i + ".txt"));
int matchedWord = 0;
Scanner s2 = new Scanner(in);
{
while (s2.hasNext()) {
if (s2.next().equals(array2[b]))
matchedWord++;
}
}
if (matchedWord > 0)
numofDoc++;
} catch (IOException e) {
System.out.println("File not found.");
}
}
System.out.println(array2[b]
+ " --> This number of files that contain the term "
+ numofDoc);
double inverseTF = Math.log10((float) numDoc / numofDoc);
System.out.println(array2[b] + " --> IDF " + inverseTF );
double TFIDF = (((double) wordCount / totalCount) * inverseTF );
System.out.println(array2[b] + " --> TFIDF " + TFIDF);
}
}
Hi, this is my code for calculating term frequency and TF-IDF. The first code calculates the term frequency for each file of a given string. The second code is supposed to calculate TF-IDF for each file using the value from the above. But I only received one value. It's supposed to provide TF-IDF value for each document.
Example output for term frequency :
The word input is 'is'
| File = abc0.txt |
is ---> Word count = |2| Total count = |150| Term Frequency = | 0.0133 |
The word inputted is 'is'
| File = abc1.txt |
is ---> Word count = |0| Total count = |9| Term Frequency = | 0.0000 |
The TF-IDF
is --> This number of files that contain the term 7
is --> IDF 0.1962946357308887
is --> TFIDF 0.0028607962606519654 <<< I suppose to get one value per file, means that i have 10 files, it suppose to give me 10 different values for each different file. But, it only prints one result only. Can someone point my mistake?
int
, is very confusing. – Jon Skeet