Cara: Mengomputasi Nilai Kolom dalam File Teks CSV (LINQ) (Visual Basic)

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Contoh ini menunjukkan cara melakukan penghitungan agregat seperti Sum, Average, Min, dan Max pada kolom file .csv. Prinsip contoh yang ditampilkan di sini dapat diterapkan pada jenis teks terstruktur lainnya.

Untuk membuat file sumber

  1. Salin baris berikut ke dalam file bernama scores.csv dan simpan di folder proyek Anda. Asumsikan bahwa kolom pertama mewakili ID siswa, dan kolom berikutnya mewakili skor dari empat ujian.

    111, 97, 92, 81, 60
112, 75, 84, 91, 39
113, 88, 94, 65, 91
114, 97, 89, 85, 82
115, 35, 72, 91, 70
116, 99, 86, 90, 94
117, 93, 92, 80, 87
118, 92, 90, 83, 78
119, 68, 79, 88, 92
120, 99, 82, 81, 79
121, 96, 85, 91, 60
122, 94, 92, 91, 91

Contoh

Class SumColumns

    Public Shared Sub Main()

        Dim lines As String() = System.IO.File.ReadAllLines("../../../scores.csv")

        ' Specifies the column to compute
        ' This value could be passed in at run time.
        Dim exam = 3

        ' Spreadsheet format:
        ' Student ID    Exam#1  Exam#2  Exam#3  Exam#4
        ' 111,          97,     92,     81,     60
        ' one is added to skip over the first column
        ' which holds the student ID.
        SumColumn(lines, exam + 1)
        Console.WriteLine()
        MultiColumns(lines)

        ' Keep the console window open in debug mode.
        Console.WriteLine("Press any key to exit...")
        Console.ReadKey()

    End Sub

    Shared Sub SumColumn(ByVal lines As IEnumerable(Of String), ByVal col As Integer)

        ' This query performs two steps:
        ' split the string into a string array
        ' convert the specified element to
        ' integer and select it.
        Dim columnQuery = From line In lines
                           Let x = line.Split(",")
                           Select Convert.ToInt32(x(col))

        ' Execute and cache the results for performance.
        ' Only needed with very large files.
        Dim results = columnQuery.ToList()

        ' Perform aggregate calculations
        ' on the column specified by col.
        Dim avgScore = Aggregate score In results Into Average(score)
        Dim minScore = Aggregate score In results Into Min(score)
        Dim maxScore = Aggregate score In results Into Max(score)

        Console.WriteLine("Single Column Query:")
        Console.WriteLine("Exam #{0}: Average:{1:##.##} High Score:{2} Low Score:{3}",
                     col, avgScore, maxScore, minScore)

    End Sub

    Shared Sub MultiColumns(ByVal lines As IEnumerable(Of String))

        Console.WriteLine("Multi Column Query:")

        ' Create the query. It will produce nested sequences.
        ' multiColQuery performs these steps:
        ' 1) convert the string to a string array
        ' 2) skip over the "Student ID" column and take the rest
        ' 3) convert each field to an int and select that
        '    entire sequence as one row in the results.
        Dim multiColQuery = From line In lines
                            Let fields = line.Split(",")
                            Select From str In fields Skip 1
                                        Select Convert.ToInt32(str)

        Dim results = multiColQuery.ToList()

        ' Find out how many columns we have.
        Dim columnCount = results(0).Count()

        ' Perform aggregate calculations on each column.
        ' One loop for each score column in scores.
        ' We can use a for loop because we have already
        ' executed the multiColQuery in the call to ToList.

        For j As Integer = 0 To columnCount - 1
            Dim column = j
            Dim res2 = From row In results
                       Select row.ElementAt(column)

            ' Perform aggregate calculations
            ' on the column specified by col.
            Dim avgScore = Aggregate score In res2 Into Average(score)
            Dim minScore = Aggregate score In res2 Into Min(score)
            Dim maxScore = Aggregate score In res2 Into Max(score)

            ' Add 1 to column numbers because exams in this course start with #1
            Console.WriteLine("Exam #{0} Average: {1:##.##} High Score: {2} Low Score: {3}",
                              column + 1, avgScore, maxScore, minScore)

        Next
    End Sub

End Class
' Output:
' Single Column Query:
' Exam #4: Average:76.92 High Score:94 Low Score:39

' Multi Column Query:
' Exam #1 Average: 86.08 High Score: 99 Low Score: 35
' Exam #2 Average: 86.42 High Score: 94 Low Score: 72
' Exam #3 Average: 84.75 High Score: 91 Low Score: 65
' Exam #4 Average: 76.92 High Score: 94 Low Score: 39

Kueri bekerja dengan menggunakan metode Split untuk mengonversi setiap baris teks menjadi larik. Setiap elemen larik mewakili kolom. Akhirnya, teks di setiap kolom diubah menjadi representasi numerik teks. Jika file Anda adalah file yang dipisahkan tab, cukup perbarui argumen dalam metode Split ke \t.

Mengkompilasi kode

Buat proyek aplikasi konsol Visual Basic, dengan Imports pernyataan untuk namespace Layanan System.Linq.

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