Auto-detect CSV Separator

Introduction

CSV files are very popular for storing tabular data because they are simple textual files with a very few rules. This makes them very interoperable because CSV readers and writers are relatively easy to implement. Interoperability is, probably, the first reason why someone would choose to save the data in CSV format.

Auto-detect CSV separator WPF application screenshot
Figure 1: CSV Separator Detector

Although rules for writing and reading CSV files, which are explained in the next chapter, are relatively well-known and widely accepted, one rule is an exception - determining a character that will be used as a separator. CSV files, as the name Comma Separated Values says, should use a comma [,] as the separator but there are many CSV files that use a semicolon [;] or horizontal tab [\t] as a separator.

So, in order to build a generic CSV reader that will read CSV files regardless of the separator, the reader must first figure out which character is used as a separator. This article gives one possible solution to this problem.

CSV Format

Rules for writing CSV files are pretty simple:

  • if value contains separator character or new line character or begins with a quote - enclose the value in quotes,
  • if value is enclosed in quotes - any quote character contained in the value should be followed by additional quote character.

These two simple rules enable us to write CSV writers easily, in just afew minutes. Implementing a CSV reader is much more problematic because a CSV stream has to be parsed sequentially, character by character and additional state storage has to be provided - which effectively makes a CSV reader a state machine. There are a lot of CSV readers out there that have the wrong implementation because they do not follow the rules stated above.

Implementation

Now that we have defined the rules for CSV files, we can implement a CSV reader that is able to find out which character is used as a separator.

Here is an entire C# source code of the method that detects separator in CSV stream:

public static char Detect(TextReader reader, int rowCount, IList separators)
{
    IList separatorsCount = new int[separators.Count];

    int character;

    int row = 0;

    bool quoted = false;
    bool firstChar = true;

    while (row < rowCount)
    {
        character = reader.Read();

        switch (character)
        {
            case '"':
                if (quoted)
                {
                    if (reader.Peek() != '"') // Value is quoted and current character is " and next character is not ".
                        quoted = false;
                    else
                        reader.Read(); // Value is quoted and current and next characters are "" - read (skip) peeked qoute.
                }
                else
                {
                    if (firstChar) // Set value as quoted only if this quote is the first char in the value.
                        quoted = true;
                }
                break;
            case '\n':
                if (!quoted)
                {
                    ++row;
                    firstChar = true;
                    continue;
                }
                break;
            case -1:
                row = rowCount;
                break;
            default:
                if (!quoted)
                {
                    int index = separators.IndexOf((char)character);
                    if (index != -1)
                    {
                        ++separatorsCount[index];
                        firstChar = true;
                        continue;
                    }
                }
                break;
        }

        if (firstChar)
            firstChar = false;
    }

    int maxCount = separatorsCount.Max();

    return maxCount == 0 ? '\0' : separators[separatorsCount.IndexOf(maxCount)];
}
The CSV stream is represented with the reader parameter that is used for reading characters from the CSV stream; parameter rowCount tells the method how many rows should be read before determining separator and the separators parameter is a list of characters that tells the method which characters are possible separators.

Method maintains internal state with these parameters:

  • separatorsCount - used for counting the number of occurrences of possible separator as a separator in CSV stream,
  • character - last character that was read from the CSV stream,
  • row - index of the currently processing row in the CSV stream,
  • quoted - true if characters that are read next are enclosed in quotes, otherwise false,
  • firstChar - true if next character that is to be read is the first character of the next entry in CSV stream. This parameter is needed because we consider a value to be enclosed in quotes only if an opening quote is the first character of the CSV entry.

When rowCount rows are read or CSV stream is read to the end, method returns the first of the possible separators that has the maximum number of occurrences as a separator in the CSV stream. If any of the possible separators never occurred as a separator in theCSV stream, '\0' is returned.

Method takes care when reading quotes, separators and new line characters that are part of the quoted value. In this case, if a quote is read, method will peek into the CSV stream to see if the next character is also a quote, otherwise it will consider this quote to be a closing quote. New line and separator characters are ignored if contained in a quoted value.

For example, in the following Employees.csv file:

Name,Surname,Salary
John,Doe,"$2,130"
Fred;Nurk;"$1,500"
Hans;Meier;"$1,650"
Ivan;Horvat;"$3,200"
Method detects that the CSV separator is [;] although the total number of occurrences of [;] is 6 and the total number of occurrences of [,] is 9. That is because the last 4 occurrences of [,] are enclosed in quotes so they don't qualify as a possible separator. So, the total number of occurrences of [,] as separators is 5 and total number of occurrences of [;] as separators is 6, which makes [;] the most probable CSV separator.

Bundled with this article is WPF solution that demonstrates auto detection of CSV separator in action. The solution can be downloaded here. The application is located in bin/Release folder. The original article can be viewed here.

Alternative

It shouldn't be too hard to derive the entire CSV reader from the code presented in this article, but tabular data can come in many different formats and implementing a reader and a writer for each of them may not be so easy and could really hurt your productivity.

For that reason, could use some third party component, which supports various file formats. This will probably cost you some money, but formats like XLS, XLSX, CSV, ODS, HTML are likely to be supported within the same API, so your application will be able to target different file formats using the same code.



About the Author

Josip Kremenic

Josip Kremenic works as a developer at GemBox Software. He primarily works on GemBox.Spreadsheet - an Excel .NET component for reading and writing XLS, XLSX, CSV, HTML and ODS files, and on GemBox.Ppc - Advanced AdWords API for .NET.

Downloads

Comments

  • There are no comments yet. Be the first to comment!

Leave a Comment
  • Your email address will not be published. All fields are required.

Top White Papers and Webcasts

  • Live Event Date: August 14, 2014 @ 2:00 p.m. ET / 11:00 a.m. PT Data protection has long been considered "overhead" by many organizations in the past, many chalking it up to an insurance policy or an extended warranty you may never use. The realities of today makes data protection a must-have, as we live in a data-driven society -- the digital assets we create, share, and collaborate with others on must be managed and protected for many purposes. Check out this upcoming eSeminar and join Seagate Cloud …

  • Protecting business operations means shifting the priorities around availability from disaster recovery to business continuity. Enterprises are shifting their focus from recovery from a disaster to preventing the disaster in the first place. With this change in mindset, disaster recovery is no longer the first line of defense; the organizations with a smarter business continuity practice are less impacted when disasters strike. This SmartSelect will provide insight to help guide your enterprise toward better …

Most Popular Programming Stories

More for Developers

Latest Developer Headlines

RSS Feeds