Sep v0.11.0 — nugetz

nietras/Sepv0.11.0

Name: Sep
Author: nietras

.NET 8.0.NET 9.0.NET 10.0

World's Fastest .NET CSV Parser. Modern, minimal, fast, zero allocation, reading and writing of separated values (csv, tsv etc.). Cross-platform, trimmable and AOT/NativeAOT compatible.

github.com ↗

License

MIT

Deps

Install Size

—

Vulns

✓ 0

Published

Jan 20, 2026

Get Started

$ dotnet add package Sep

Readme

Sep - the World's Fastest .NET CSV Parser

var text = """
           A;B;C;D;E;F
           Sep;🚀;1;1.2;0.1;0.5
           CSV;✅;2;2.2;0.2;1.5
           """;

using var reader = Sep.Reader().FromText(text);   // Infers separator 'Sep' from header
using var writer = reader.Spec.Writer().ToText(); // Writer defined from reader 'Spec'
                                                  // Use .FromFile(...)/ToFile(...) for files
var idx = reader.Header.IndexOf("B");
var nms = new[] { "E", "F" };

foreach (var readRow in reader)           // Read one row at a time
{
    var a = readRow["A"].Span;            // Column as ReadOnlySpan<char>
    var b = readRow[idx].ToString();      // Column to string (might be pooled)
    var c = readRow["C"].Parse<int>();    // Parse any T : ISpanParsable<T>
    var d = readRow["D"].Parse<float>();  // Parse float/double fast via csFastFloat
    var s = readRow[nms].Parse<double>(); // Parse multiple columns as Span<T>
                                          // - Sep handles array allocation and reuse
    foreach (ref var v in s) { v *= 10; }

    using var writeRow = writer.NewRow(); // Start new row. Row written on Dispose.
    writeRow["A"].Set(a);                 // Set by ReadOnlySpan<char>
    writeRow["B"].Set(b);                 // Set by string
    writeRow["C"].Set($"{c * 2}");        // Set via InterpolatedStringHandler, no allocs
    writeRow["D"].Format(d / 2);          // Format any T : ISpanFormattable
    writeRow[nms].Format(s);              // Format multiple columns directly
    // Columns are added on first access as ordered, header written when first row written
}

var expected = """
               A;B;C;D;E;F
               Sep;🚀;2;0.6;1;5
               CSV;✅;4;1.1;2;15
               
               """;                       // Empty line at end is for line ending,
                                          // which is always written.
Assert.AreEqual(expected, writer.ToString());

// Above example code is for demonstration purposes only.
// Short names and repeated constants are only for demonstration.

Term	Description
`Sep`	Short for separator, also called delimiter. E.g. comma (`,`) is the separator for the separated values in a `csv`-file.
`Header`	Optional first row defining names of columns.
`Row`	A row is a collection of col(umn)s, which may span multiple lines. Also called record.
`Col`	Short for column, also called field.
`Line`	Horizontal set of characters until a line ending; `\r\n`, `\r`, `\n`.
`Index`	0-based that is `RowIndex` will be 0 for first row (or the header if present).
`Number`	1-based that is `LineNumber` will be 1 for the first line (as in `notepad`). Given a row may span multiple lines a row can have a From line number and a ToExcl line number matching the C# range indexing syntax `[LineNumberFrom..LineNumberToExcl]`.

public readonly record struct Sep(char Separator);

using var reader = Sep.Reader().FromFile("titanic.csv");

using var reader = Sep.Auto.Reader().FromFile("titanic.csv");

using var reader = Sep.New(',').Reader().FromFile("titanic.csv");

var sep = new Sep(',');
using var reader = sep.Reader().FromFile("titanic.csv");

using var writer = Sep.Writer().ToFile("titanic.csv");

using var writer = Sep.New(',').Writer().ToFile("titanic.csv");

using var reader = Sep.Reader().FromFile("titanic.csv");
using var writer = reader.Spec.Writer().ToFile("titanic-survivors.csv");

Sep/Spec => SepReaderOptions => SepReader => Row => Col(s) => Span/ToString/Parse
Sep/Spec => SepWriterOptions => SepWriter => Row => Col(s) => Set/Format

using var reader = Sep.Reader(o => o).FromFile/FromText/From...;
var header = reader.Header;
var _ = header.IndexOf/IndicesOf/NamesStartingWith...;
foreach (var row in reader)
{
    var _ = row[colName/colNames].Span/ToString/Parse<T>...;
    var _ = row[colIndex/colIndices].Span/ToString/Parse<T>...;
}

/// <summary>
/// Specifies the separator used, if `null` then automatic detection 
/// is used based on first row in source.
/// </summary>
public Sep? Sep { get; init; } = null;
/// <summary>
/// Specifies initial internal `char` buffer length.
/// </summary>
/// <remarks>
/// The length will likely be rounded up to the nearest power of 2. A
/// smaller buffer may end up being used if the underlying source for <see
/// cref="System.IO.TextReader"/> is known to be smaller. Prefer to keep the
/// default length as that has been tuned for performance and cache sizes.
/// Avoid making this unnecessarily large as that will likely not improve
/// performance and may waste memory.
/// </remarks>
public int InitialBufferLength { get; init; } = SepDefaults.InitialBufferLength;
/// <summary>
/// Specifies the culture used for parsing. 
/// May be `null` for default culture.
/// </summary>
public CultureInfo? CultureInfo { get; init; } = SepDefaults.CultureInfo;
/// <summary>
/// Indicates whether the first row is a header row.
/// </summary>
public bool HasHeader { get; init; } = true;
/// <summary>
/// Specifies <see cref="IEqualityComparer{T}" /> to use 
/// for comparing header column names and looking up index.
/// </summary>
public IEqualityComparer<string> ColNameComparer { get; init; } = SepDefaults.ColNameComparer;
/// <summary>
/// Specifies the method factory used to convert a column span 
/// of `char`s to a `string`.
/// </summary>
public SepCreateToString CreateToString { get; init; } = SepToString.Direct;
/// <summary>
/// Disables using [csFastFloat](https://github.com/CarlVerret/csFastFloat)
/// for parsing `float` and `double`.
/// </summary>
public bool DisableFastFloat { get; init; } = false;
/// <summary>
/// Disables checking if column count is the same for all rows.
/// </summary>
public bool DisableColCountCheck { get; init; } = false;
/// <summary>
/// Disables detecting and parsing quotes.
/// </summary>
public bool DisableQuotesParsing { get; init; } = false;
/// <summary>
/// Unescape quotes on column access.
/// </summary>
/// <remarks>
/// When true, if a column starts with a quote then the two outermost quotes
/// are removed and every second inner quote is removed. Note that
/// unquote/unescape happens in-place, which means the <see
/// cref="SepReader.Row.Span" /> will be modified and contain "garbage"
/// state after unescaped cols before next col. This is for efficiency to
/// avoid allocating secondary memory for unescaped columns. Header
/// columns/names will also be unescaped.
/// Requires <see cref="DisableQuotesParsing"/> to be false.
/// </remarks>
public bool Unescape { get; init; } = false;
/// <summary>
/// Option for trimming spaces (` ` - ASCII 32) on column access.
/// </summary>
/// <remarks>
/// By default no trimming is done. See <see cref="SepTrim"/> for options.
/// Note that trimming may happen in-place e.g. if also unescaping, which
/// means the <see cref="SepReader.Row.Span" /> will be modified and contain
/// "garbage" state for trimmed/unescaped cols. This is for efficiency to
/// avoid allocating secondary memory for trimmed/unescaped columns. Header
/// columns/names will also be trimmed. Note that only the space ` ` (ASCII
/// 32) character is trimmed, not any whitespace character.
/// </remarks>
public SepTrim Trim { get; init; } = SepTrim.None;
/// <summary>
/// Forwarded to <see
/// cref="System.Threading.Tasks.ValueTask.ConfigureAwait(bool)"/> or
/// similar when async methods are called.
/// </summary>
public bool AsyncContinueOnCapturedContext { get; init; } = false;

Input	Valid	CsvHelper	CsvHelper¹	Sylvan	Sep²
`a`	True	`a`	`a`	`a`	`a`
`""`	True
`""""`	True	`"`	`"`	`"`	`"`
`""""""`	True	`""`	`""`	`""`	`""`
`"a"`	True	`a`	`a`	`a`	`a`
`"a""a"`	True	`a"a`	`a"a`	`a"a`	`a"a`
`"a""a""a"`	True	`a"a"a`	`a"a"a`	`a"a"a`	`a"a"a`
`a""a`	False	EXCEPTION	`a""a`	`a""a`	`a""a`
`a"a"a`	False	EXCEPTION	`a"a"a`	`a"a"a`	`a"a"a`
`·""·`	False	EXCEPTION	`·""·`	`·""·`	`·""·`
`·"a"·`	False	EXCEPTION	`·"a"·`	`·"a"·`	`·"a"·`
`·""`	False	EXCEPTION	`·""`	`·""`	`·""`
`·"a"`	False	EXCEPTION	`·"a"`	`·"a"`	`·"a"`
`a"""a`	False	EXCEPTION	`a"""a`	`a"""a`	`a"""a`
`"a"a"a"`	False	EXCEPTION	`aa"a"`	`a"a"a`	`aa"a`
`""·`	False	EXCEPTION	`·`	`"`	`·`
`"a"·`	False	EXCEPTION	`a·`	`a"`	`a·`
`"a"""a`	False	EXCEPTION	`aa`	EXCEPTION	`a"a`
`"a"""a"`	False	EXCEPTION	`aa"`	`a"a<NULL>`	`a"a"`
`""a"`	False	EXCEPTION	`a"`	`"a`	`a"`
`"a"a"`	False	EXCEPTION	`aa"`	`a"a`	`aa"`
`""a"a""`	False	EXCEPTION	`a"a""`	`"a"a"`	`a"a"`
`"""`	False			EXCEPTION	`"`
`"""""`	False	`"`	`"`	EXCEPTION	`""`

Input	CsvHelper Trim	CsvHelper InsideQuotes	CsvHelper All¹	Sep Outer	Sep AfterUnescape	Sep All²
`a`	`a`	`a`	`a`	`a`	`a`	`a`
`·a`	`a`	`·a`	`a`	`a`	`a`	`a`
`a·`	`a`	`a·`	`a`	`a`	`a`	`a`
`·a·`	`a`	`·a·`	`a`	`a`	`a`	`a`
`·a·a·`	`a·a`	`·a·a·`	`a·a`	`a·a`	`a·a`	`a·a`
`"a"`	`a`	`a`	`a`	`a`	`a`	`a`
`"·a"`	`·a`	`a`	`a`	`·a`	`a`	`a`
`"a·"`	`a·`	`a`	`a`	`a·`	`a`	`a`
`"·a·"`	`·a·`	`a`	`a`	`·a·`	`a`	`a`
`"·a·a·"`	`·a·a·`	`a·a`	`a·a`	`·a·a·`	`a·a`	`a·a`
`·"a"·`	`a`	`·"a"·`	`a`	`a`	`"a"`	`a`
`·"·a"·`	`·a`	`·"·a"·`	`a`	`·a`	`"·a"`	`a`
`·"a·"·`	`a·`	`·"a·"·`	`a`	`a·`	`"a·"`	`a`
`·"·a·"·`	`·a·`	`·"·a·"·`	`a`	`·a·`	`"·a·"`	`a`
`·"·a·a·"·`	`·a·a·`	`·"·a·a·"·`	`a·a`	`·a·a·`	`"·a·a·"`	`a·a`

var text = """
           Key;Value
           A;"1
           2
           3"
           B;"Apple
           Banana
           Orange
           Pear"
           """;
using var reader = Sep.Reader().FromText(text);
foreach (var row in reader)
{
    // Hover over reader, row or col when breaking here
    var col = row[1];
    if (Debugger.IsAttached && row.RowIndex == 2) { Debugger.Break(); }
    Debug.WriteLine(col.ToString());
}

String Length=55

2:[5..9] = "B;\"Apple\r\nBanana\r\nOrange\r\nPear\""

<ROWINDEX>:[<LINENUMBERRANGE>] = "<ROW>"

00:'Key'   = "B"
01:'Value' = "\"Apple\r\nBanana\r\nOrange\r\nPear\""

"\"Apple\r\nBanana\r\nOrange\r\nPear\""

using var reader = Sep.Reader().FromText(text);
foreach (var row in reader)
{ }

using var reader = Sep.Reader().FromText(text);
while (reader.MoveNext())
{
    var row = reader.Current;
}

using var reader = Sep.Reader().FromText(text);
SepReader.Row[] rows = reader.ToArray();

using var reader = Sep.Reader().FromText(text);
SepReader[] rows = reader.ToArray();

var text = """
           Key;Value
           A;1.1
           B;2.2
           """;
using var reader = Sep.Reader().FromText(text);
IEnumerable<SepReader.Row> enumerable = reader;
// Currently, most LINQ methods do not work for ref types. See below.
//
// The type 'SepReader.Row' may not be a ref struct or a type parameter
// allowing ref structs in order to use it as parameter 'TSource' in the
// generic type or method 'Enumerable.Select<TSource,
// TResult>(IEnumerable<TSource>, Func<TSource, TResult>)'
//
// enumerable.Select(row => row["Key"].ToString()).ToArray();

var text = """
           Key;Value
           A;1.1
           B;2.2
           """;
var expected = new (string Key, double Value)[] {
    ("A", 1.1),
    ("B", 2.2),
};

using var reader = Sep.Reader().FromText(text);
var actual = Enumerate(reader).ToArray();

CollectionAssert.AreEqual(expected, actual);

static IEnumerable<(string Key, double Value)> Enumerate(SepReader reader)
{
    foreach (var row in reader)
    {
        yield return (row["Key"].ToString(), row["Value"].Parse<double>());
    }
}

var text = """
           Key;Value
           A;1.1
           B;2.2
           """;
var expected = new (string Key, double Value)[] {
    ("A", 1.1),
    ("B", 2.2),
};

using var reader = Sep.Reader().FromText(text);
var actual = Enumerate(reader,
    row => (row["Key"].ToString(), row["Value"].Parse<double>()))
    .ToArray();

CollectionAssert.AreEqual(expected, actual);

static IEnumerable<T> Enumerate<T>(SepReader reader, SepReader.RowFunc<T> select)
{
    foreach (var row in reader)
    {
        yield return select(row);
    }
}

var text = """
           Key;Value
           A;1.1
           B;2.2
           """;
var expected = new (string Key, double Value)[] {
    ("B", 2.2),
};

using var reader = Sep.Reader().FromText(text);
var actual = reader.Enumerate(
    row => (row["Key"].ToString(), row["Value"].Parse<double>()))
    .Where(kv => kv.Item1.StartsWith('B'))
    .ToArray();

CollectionAssert.AreEqual(expected, actual);

var text = """
           Key;Value
           A;1.1
           B;2.2
           """;
var expected = new (string Key, double Value)[] {
    ("B", 2.2),
};

using var reader = Sep.Reader().FromText(text);
var actual = Enumerate(reader).ToArray();

CollectionAssert.AreEqual(expected, actual);

static IEnumerable<(string Key, double Value)> Enumerate(SepReader reader)
{
    foreach (var row in reader)
    {
        var keyCol = row["Key"];
        if (keyCol.Span.StartsWith("B"))
        {
            yield return (keyCol.ToString(), row["Value"].Parse<double>());
        }
    }
}

static IEnumerable<T> Enumerate<T>(this SepReader reader, SepReader.RowTryFunc<T> trySelect)
{
    foreach (var row in reader)
    {
        if (trySelect(row, out var value))
        {
            yield return value;
        }
    }
}

var text = """
           Key;Value
           A;1.1
           B;2.2
           """;
var expected = new (string Key, double Value)[] {
    ("B", 2.2),
};

using var reader = Sep.Reader().FromText(text);
var actual = reader.Enumerate((SepReader.Row row, out (string Key, double Value) kv) =>
{
    var keyCol = row["Key"];
    if (keyCol.Span.StartsWith("B"))
    {
        kv = (keyCol.ToString(), row["Value"].Parse<double>());
        return true;
    }
    kv = default;
    return false;
}).ToArray();

CollectionAssert.AreEqual(expected, actual);

using var reader = Sep.Reader().FromFile("very-long.csv");
var results = reader.ParallelEnumerate(ParseRow)
                    .AsParallel().AsOrdered()
                    .Select(LoadData) // Expensive load
                    .ToList();

using var writer = Sep.Writer(o => o).ToFile/ToText/To...;
foreach (var data in EnumerateData())
{
    using var row = writer.NewRow();
    var _ = row[colName/colNames].Set/Format<T>...;
    var _ = row[colIndex/colIndices].Set/Format<T>...;
}

/// <summary>
/// Specifies the separator used.
/// </summary>
public Sep Sep { get; init; }
/// <summary>
/// Specifies the culture used for parsing. 
/// May be `null` for default culture.
/// </summary>
public CultureInfo? CultureInfo { get; init; }
/// <summary>
/// Specifies whether to write a header row 
/// before data rows. Requires all columns 
/// to have a name. Otherwise, columns can be
/// added by indexing alone.
/// </summary>
public bool WriteHeader { get; init; } = true;
/// <summary>
/// Disables checking if column count is the 
/// same for all rows.
/// </summary>
/// <remarks>
/// When true, the <see cref="ColNotSetOption"/>
/// will define how columns that are not set
/// are handled. For example, whether to skip
/// or write an empty column if a column has
/// not been set for a given row.
/// <para>
/// If any columns are skipped, then columns of
/// a row may, therefore, be out of sync with
/// column names if <see cref="WriteHeader"/>
/// is true.
/// </para>
/// As such, any number of columns can be
/// written as long as done sequentially.
/// </remarks>
public bool DisableColCountCheck { get; init; } = false;
/// <summary>
/// Specifies how to handle columns that are 
/// not set.
/// </summary>
public SepColNotSetOption ColNotSetOption { get; init; } = SepColNotSetOption.Throw;
/// <summary>
/// Specifies whether to escape column names 
/// and values when writing.
/// </summary>
/// <remarks>
/// When true, if a column contains a separator 
/// (e.g. `;`), carriage return (`\r`), line 
/// feed (`\n` or quote (`"`) then the column 
/// is prefixed and suffixed with quotes `"` 
/// and any quote in the column is escaped by
/// adding an extra quote so it becomes `""`.
/// Note that escape applies to column names 
/// too, but only the written name.
/// </remarks>
public bool Escape { get; init; } = false;
/// <summary>
/// Forwarded to <see
/// cref="System.Threading.Tasks.ValueTask.ConfigureAwait(bool)"/> or
/// similar when async methods are called.
/// </summary>
public bool AsyncContinueOnCapturedContext { get; init; } = false;

var text = """
           A;B;C;D;E;F
           Sep;🚀;1;1.2;0.1;0.5
           CSV;✅;2;2.2;0.2;1.5
           
           """; // Empty line at end is for line ending

using var reader = await Sep.Reader().FromTextAsync(text);
await using var writer = reader.Spec.Writer().ToText();
await foreach (var readRow in reader)
{
    await using var writeRow = writer.NewRow(readRow);
}
Assert.AreEqual(text, writer.ToString());

75fcf875-017d-4579-bfd9-791d3e6767f0,2020-11-28T01:50:41.2449947+00:00,Akinzekeel.BlazorGrid,0.9.1-preview,2020-11-27T22:42:54.3100000+00:00,AvailableAssets,RuntimeAssemblies,,,net5.0,,,,,,lib/net5.0/BlazorGrid.dll,BlazorGrid.dll,.dll,lib,net5.0,.NETCoreApp,5.0.0.0,,,0.0.0.0
75fcf875-017d-4579-bfd9-791d3e6767f0,2020-11-28T01:50:41.2449947+00:00,Akinzekeel.BlazorGrid,0.9.1-preview,2020-11-27T22:42:54.3100000+00:00,AvailableAssets,CompileLibAssemblies,,,net5.0,,,,,,lib/net5.0/BlazorGrid.dll,BlazorGrid.dll,.dll,lib,net5.0,.NETCoreApp,5.0.0.0,,,0.0.0.0
75fcf875-017d-4579-bfd9-791d3e6767f0,2020-11-28T01:50:41.2449947+00:00,Akinzekeel.BlazorGrid,0.9.1-preview,2020-11-27T22:42:54.3100000+00:00,AvailableAssets,ResourceAssemblies,,,net5.0,,,,,,lib/net5.0/de/BlazorGrid.resources.dll,BlazorGrid.resources.dll,.dll,lib,net5.0,.NETCoreApp,5.0.0.0,,,0.0.0.0
75fcf875-017d-4579-bfd9-791d3e6767f0,2020-11-28T01:50:41.2449947+00:00,Akinzekeel.BlazorGrid,0.9.1-preview,2020-11-27T22:42:54.3100000+00:00,AvailableAssets,MSBuildFiles,,,any,,,,,,build/Microsoft.AspNetCore.StaticWebAssets.props,Microsoft.AspNetCore.StaticWebAssets.props,.props,build,any,Any,0.0.0.0,,,0.0.0.0
75fcf875-017d-4579-bfd9-791d3e6767f0,2020-11-28T01:50:41.2449947+00:00,Akinzekeel.BlazorGrid,0.9.1-preview,2020-11-27T22:42:54.3100000+00:00,AvailableAssets,MSBuildFiles,,,any,,,,,,build/Akinzekeel.BlazorGrid.props,Akinzekeel.BlazorGrid.props,.props,build,any,Any,0.0.0.0,,,0.0.0.0

using var reader = Sep.Reader(o => o with
{
    HasHeader = false,
    CreateToString = SepToString.PoolPerCol(maximumStringLength: 128),
})
.From(CreateReader());

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep______	Row	50000	3.586 ms	1.00	29	8110.7	71.7	1.03 KB	1.00
Sep_Async	Row	50000	3.646 ms	1.02	29	7978.2	72.9	1.03 KB	1.00
Sep_Unescape	Row	50000	3.564 ms	0.99	29	8161.3	71.3	1.15 KB	1.12
Sylvan___	Row	50000	4.421 ms	1.23	29	6578.6	88.4	7.66 KB	7.47
ReadLine_	Row	50000	22.687 ms	6.33	29	1282.0	453.7	88608.3 KB	86,414.19
CsvHelper	Row	50000	63.425 ms	17.69	29	458.6	1268.5	20.12 KB	19.62

Sep______	Cols	50000	4.788 ms	1.00	29	6075.3	95.8	1.03 KB	1.00
Sep_Unescape	Cols	50000	5.757 ms	1.20	29	5052.2	115.1	1.04 KB	1.00
Sylvan___	Cols	50000	8.431 ms	1.76	29	3450.1	168.6	8.03 KB	7.78
ReadLine_	Cols	50000	24.198 ms	5.05	29	1202.0	484.0	88608.32 KB	85,841.93
CsvHelper	Cols	50000	110.904 ms	23.17	29	262.3	2218.1	445.93 KB	432.01

Sep______	Asset	50000	40.065 ms	1.00	29	726.0	801.3	13802.85 KB	1.00
Sep_MT___	Asset	50000	28.673 ms	0.72	29	1014.4	573.5	13858.63 KB	1.00
Sylvan___	Asset	50000	51.127 ms	1.28	29	568.9	1022.5	13962.26 KB	1.01
ReadLine_	Asset	50000	122.110 ms	3.05	29	238.2	2442.2	102134.64 KB	7.40
CsvHelper	Asset	50000	127.405 ms	3.18	29	228.3	2548.1	13974.95 KB	1.01

Sep______	Asset	1000000	860.730 ms	1.00	581	676.0	860.7	266670.27 KB	1.00
Sep_MT___	Asset	1000000	500.834 ms	0.58	581	1161.8	500.8	274965.85 KB	1.03
Sylvan___	Asset	1000000	1,039.885 ms	1.21	581	559.6	1039.9	266826.6 KB	1.00
ReadLine_	Asset	1000000	2,666.458 ms	3.10	581	218.2	2666.5	2038838.18 KB	7.65
CsvHelper	Asset	1000000	2,589.531 ms	3.01	581	224.7	2589.5	266841.23 KB	1.00

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep______	Row	50000	3.449 ms	1.00	29	8461.8	69.0	1.02 KB	1.00
Sep_Async	Row	50000	3.650 ms	1.06	29	7995.5	73.0	1.02 KB	1.00
Sep_Unescape	Row	50000	3.565 ms	1.03	29	8184.9	71.3	1.02 KB	1.00
Sylvan___	Row	50000	4.536 ms	1.32	29	6432.6	90.7	7.66 KB	7.50
ReadLine_	Row	50000	20.179 ms	5.85	29	1446.1	403.6	88608.27 KB	86,744.62
CsvHelper	Row	50000	62.865 ms	18.23	29	464.2	1257.3	20.07 KB	19.64

Sep______	Cols	50000	5.030 ms	1.00	29	5801.5	100.6	1.03 KB	1.00
Sep_Unescape	Cols	50000	5.806 ms	1.15	29	5025.7	116.1	1.03 KB	1.00
Sylvan___	Cols	50000	7.502 ms	1.49	29	3889.7	150.0	7.67 KB	7.46
ReadLine_	Cols	50000	21.399 ms	4.25	29	1363.7	428.0	88608.28 KB	86,167.97
CsvHelper	Cols	50000	109.575 ms	21.78	29	266.3	2191.5	448.88 KB	436.51

Sep______	Asset	50000	52.163 ms	1.00	29	559.4	1043.3	13803.17 KB	1.00
Sep_MT___	Asset	50000	32.842 ms	0.63	29	888.5	656.8	13920.79 KB	1.01
Sylvan___	Asset	50000	58.391 ms	1.12	29	499.8	1167.8	13962.64 KB	1.01
ReadLine_	Asset	50000	171.508 ms	3.30	29	170.1	3430.2	102134.46 KB	7.40
CsvHelper	Asset	50000	132.390 ms	2.55	29	220.4	2647.8	13971.94 KB	1.01

Sep______	Asset	1000000	992.044 ms	1.00	583	588.5	992.0	266670.83 KB	1.00
Sep_MT___	Asset	1000000	487.203 ms	0.49	583	1198.2	487.2	269058.01 KB	1.01
Sylvan___	Asset	1000000	1,195.871 ms	1.21	583	488.2	1195.9	266826.02 KB	1.00
ReadLine_	Asset	1000000	3,254.174 ms	3.28	583	179.4	3254.2	2038843.73 KB	7.65
CsvHelper	Asset	1000000	2,644.197 ms	2.67	583	220.8	2644.2	266841.13 KB	1.00

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep______	Row	50000	2.230 ms	1.00	29	13088.4	44.6	1.09 KB	1.00
Sep_Async	Row	50000	2.379 ms	1.07	29	12264.0	47.6	1.02 KB	0.93
Sep_Unescape	Row	50000	2.305 ms	1.03	29	12657.6	46.1	1.02 KB	0.93
Sylvan___	Row	50000	2.993 ms	1.33	29	9750.2	59.9	7.65 KB	7.52
ReadLine_	Row	50000	12.106 ms	5.36	29	2410.5	242.1	88608.25 KB	87,077.59
CsvHelper	Row	50000	43.313 ms	19.19	29	673.7	866.3	20.04 KB	19.69

Sep______	Cols	50000	3.211 ms	1.00	29	9089.3	64.2	1.02 KB	1.00
Sep_Unescape	Cols	50000	3.845 ms	1.20	29	7589.1	76.9	1.02 KB	1.00
Sylvan___	Cols	50000	5.065 ms	1.58	29	5760.9	101.3	7.66 KB	7.52
ReadLine_	Cols	50000	12.850 ms	4.00	29	2270.9	257.0	88608.25 KB	86,910.78
CsvHelper	Cols	50000	68.999 ms	21.49	29	422.9	1380.0	445.85 KB	437.31

Sep______	Asset	50000	33.615 ms	1.00	29	868.1	672.3	13802.47 KB	1.00
Sep_MT___	Asset	50000	20.231 ms	0.60	29	1442.4	404.6	13992.1 KB	1.01
Sylvan___	Asset	50000	34.762 ms	1.03	29	839.5	695.2	13962.2 KB	1.01
ReadLine_	Asset	50000	97.204 ms	2.89	29	300.2	1944.1	102133.9 KB	7.40
CsvHelper	Asset	50000	83.550 ms	2.49	29	349.3	1671.0	13970.66 KB	1.01

Sep______	Asset	1000000	629.552 ms	1.00	583	927.3	629.6	266669.13 KB	1.00
Sep_MT___	Asset	1000000	261.089 ms	0.41	583	2236.0	261.1	267793.45 KB	1.00
Sylvan___	Asset	1000000	761.171 ms	1.21	583	767.0	761.2	266825.09 KB	1.00
ReadLine_	Asset	1000000	1,636.526 ms	2.60	583	356.7	1636.5	2038835.59 KB	7.65
CsvHelper	Asset	1000000	1,754.461 ms	2.79	583	332.7	1754.5	266833.16 KB	1.00

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep______	Row	50000	1.365 ms	1.00	29	21384.9	27.3	1.01 KB	1.00
Sep_Async	Row	50000	1.455 ms	1.07	29	20059.6	29.1	1.01 KB	1.00
Sep_Unescape	Row	50000	1.399 ms	1.02	29	20865.5	28.0	1.01 KB	1.00
Sylvan___	Row	50000	1.934 ms	1.42	29	15085.4	38.7	7.72 KB	7.63
ReadLine_	Row	50000	8.833 ms	6.47	29	3303.7	176.7	88608.25 KB	87,581.89
CsvHelper	Row	50000	24.072 ms	17.64	29	1212.3	481.4	20 KB	19.76

Sep______	Cols	50000	1.895 ms	1.00	29	15399.8	37.9	1.02 KB	1.00
Sep_Unescape	Cols	50000	2.321 ms	1.22	29	12573.8	46.4	1.02 KB	1.00
Sylvan___	Cols	50000	3.141 ms	1.66	29	9290.5	62.8	7.66 KB	7.54
ReadLine_	Cols	50000	9.248 ms	4.88	29	3155.2	185.0	88608.25 KB	87,245.04
CsvHelper	Cols	50000	44.453 ms	23.46	29	656.4	889.1	445.7 KB	438.84

Sep______	Asset	50000	26.486 ms	1.00	29	1101.7	529.7	13802.57 KB	1.00
Sep_MT___	Asset	50000	16.693 ms	0.63	29	1748.1	333.9	13992.75 KB	1.01
Sylvan___	Asset	50000	29.711 ms	1.12	29	982.2	594.2	13963.15 KB	1.01
ReadLine_	Asset	50000	82.744 ms	3.13	29	352.7	1654.9	102134.11 KB	7.40
CsvHelper	Asset	50000	54.704 ms	2.07	29	533.4	1094.1	13970.84 KB	1.01

Sep______	Asset	1000000	473.474 ms	1.00	583	1233.0	473.5	266668.7 KB	1.00
Sep_MT___	Asset	1000000	207.790 ms	0.44	583	2809.5	207.8	268542.84 KB	1.01
Sylvan___	Asset	1000000	573.016 ms	1.21	583	1018.8	573.0	266825.02 KB	1.00
ReadLine_	Asset	1000000	1,303.550 ms	2.75	583	447.8	1303.5	2038835.55 KB	7.65
CsvHelper	Asset	1000000	1,149.642 ms	2.43	583	507.8	1149.6	266841.26 KB	1.00

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep______	Row	50000	3.049 ms	1.00	29	9539.7	61.0	1780 B	1.00
Sep_Async	Row	50000	3.090 ms	1.01	29	9412.3	61.8	968 B	0.54
Sep_Unescape	Row	50000	2.995 ms	0.98	29	9711.6	59.9	967 B	0.54
Sylvan___	Row	50000	19.494 ms	6.39	29	1492.1	389.9	6958 B	3.91
ReadLine_	Row	50000	18.381 ms	6.03	29	1582.4	367.6	90734884 B	50,974.65
CsvHelper	Row	50000	43.358 ms	14.22	29	670.8	867.2	20692 B	11.62

Sep______	Cols	50000	4.070 ms	1.00	29	7146.0	81.4	974 B	1.00
Sep_Unescape	Cols	50000	4.508 ms	1.11	29	6452.2	90.2	975 B	1.00
Sylvan___	Cols	50000	21.949 ms	5.39	29	1325.1	439.0	6725 B	6.90
ReadLine_	Cols	50000	19.604 ms	4.82	29	1483.7	392.1	90734891 B	93,156.97
CsvHelper	Cols	50000	71.862 ms	17.66	29	404.7	1437.2	457440 B	469.65

Sep______	Asset	50000	31.638 ms	1.00	29	919.3	632.8	14134042 B	1.00
Sep_MT___	Asset	50000	20.132 ms	0.64	29	1444.7	402.6	14312402 B	1.01
Sylvan___	Asset	50000	52.805 ms	1.67	29	550.8	1056.1	14296822 B	1.01
ReadLine_	Asset	50000	93.011 ms	2.95	29	312.7	1860.2	104585942 B	7.40
CsvHelper	Asset	50000	77.498 ms	2.46	29	375.3	1550.0	14306376 B	1.01

Sep______	Asset	1000000	563.469 ms	1.00	581	1032.7	563.5	273070312 B	1.00
Sep_MT___	Asset	1000000	454.372 ms	0.81	581	1280.6	454.4	283171600 B	1.04
Sylvan___	Asset	1000000	1,066.748 ms	1.89	581	545.5	1066.7	273235400 B	1.00
ReadLine_	Asset	1000000	1,778.023 ms	3.16	581	327.3	1778.0	2087769280 B	7.65
CsvHelper	Asset	1000000	1,593.827 ms	2.83	581	365.1	1593.8	273247744 B	1.00

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep______	Row	50000	4.770 ms	1.00	29	6117.7	95.4	972 B	1.00
Sep_Async	Row	50000	5.006 ms	1.05	29	5829.1	100.1	972 B	1.00
Sep_Unescape	Row	50000	4.789 ms	1.00	29	6092.9	95.8	970 B	1.00
Sylvan___	Row	50000	19.965 ms	4.19	29	1461.6	399.3	6656 B	6.85
ReadLine_	Row	50000	24.603 ms	5.16	29	1186.1	492.1	90734858 B	93,348.62
CsvHelper	Row	50000	52.364 ms	10.98	29	557.3	1047.3	20435 B	21.02

Sep______	Cols	50000	6.103 ms	1.00	29	4781.5	122.1	955 B	1.00
Sep_Unescape	Cols	50000	6.852 ms	1.12	29	4258.9	137.0	953 B	1.00
Sylvan___	Cols	50000	24.055 ms	3.94	29	1213.1	481.1	6686 B	7.00
ReadLine_	Cols	50000	25.907 ms	4.25	29	1126.4	518.1	90734829 B	95,010.29
CsvHelper	Cols	50000	89.741 ms	14.70	29	325.2	1794.8	456396 B	477.90

Sep______	Asset	50000	45.045 ms	1.00	29	647.8	900.9	14134146 B	1.00
Sep_MT___	Asset	50000	28.571 ms	0.64	29	1021.4	571.4	14198453 B	1.00
Sylvan___	Asset	50000	66.218 ms	1.47	29	440.7	1324.4	14296192 B	1.01
ReadLine_	Asset	50000	131.307 ms	2.92	29	222.2	2626.1	104585118 B	7.40
CsvHelper	Asset	50000	110.400 ms	2.46	29	264.3	2208.0	14305660 B	1.01

Sep______	Asset	1000000	907.416 ms	1.00	583	643.3	907.4	273069856 B	1.00
Sep_MT___	Asset	1000000	425.985 ms	0.47	583	1370.4	426.0	281372840 B	1.03
Sylvan___	Asset	1000000	1,374.743 ms	1.52	583	424.6	1374.7	273228480 B	1.00
ReadLine_	Asset	1000000	2,282.225 ms	2.52	583	255.8	2282.2	2087766512 B	7.65
CsvHelper	Asset	1000000	2,247.721 ms	2.48	583	259.7	2247.7	273249784 B	1.00

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep______	Asset	50000	32.70 ms	1.00	29	889.5	653.9	13.48 MB	1.00
Sep_MT___	Asset	50000	16.64 ms	0.51	29	1748.0	332.8	13.53 MB	1.00
Sylvan___	Asset	50000	44.32 ms	1.36	29	656.2	886.5	13.63 MB	1.01
ReadLine_	Asset	50000	58.67 ms	1.79	29	495.7	1173.4	99.74 MB	7.40
CsvHelper	Asset	50000	120.06 ms	3.67	29	242.3	2401.2	13.64 MB	1.01

Sep______	Asset	1000000	667.19 ms	1.00	581	872.1	667.2	260.41 MB	1.00
Sep_MT___	Asset	1000000	343.62 ms	0.52	581	1693.4	343.6	269.07 MB	1.03
Sylvan___	Asset	1000000	884.52 ms	1.33	581	657.8	884.5	260.57 MB	1.00
ReadLine_	Asset	1000000	1,238.66 ms	1.86	581	469.8	1238.7	1991.05 MB	7.65
CsvHelper	Asset	1000000	2,422.78 ms	3.63	581	240.2	2422.8	260.58 MB	1.00

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep______	Asset	50000	32.427 ms	1.00	29	899.9	648.5	13.48 MB	1.00
Sep_MT___	Asset	50000	9.377 ms	0.29	29	3112.1	187.5	13.57 MB	1.01
Sylvan___	Asset	50000	43.724 ms	1.35	29	667.4	874.5	13.63 MB	1.01
ReadLine_	Asset	50000	48.915 ms	1.51	29	596.6	978.3	99.74 MB	7.40
CsvHelper	Asset	50000	118.160 ms	3.64	29	247.0	2363.2	13.65 MB	1.01

Sep______	Asset	1000000	680.684 ms	1.00	583	857.6	680.7	260.41 MB	1.00
Sep_MT___	Asset	1000000	264.669 ms	0.39	583	2205.7	264.7	262.35 MB	1.01
Sylvan___	Asset	1000000	910.222 ms	1.34	583	641.4	910.2	260.57 MB	1.00
ReadLine_	Asset	1000000	1,043.395 ms	1.54	583	559.5	1043.4	1991.05 MB	7.65
CsvHelper	Asset	1000000	2,433.801 ms	3.58	583	239.9	2433.8	260.58 MB	1.00

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep______	Asset	50000	20.951 ms	1.00	29	1392.9	419.0	13.48 MB	1.00
Sep_MT___	Asset	50000	6.614 ms	0.32	29	4411.8	132.3	13.64 MB	1.01
Sylvan___	Asset	50000	27.761 ms	1.33	29	1051.2	555.2	13.63 MB	1.01
ReadLine_	Asset	50000	33.516 ms	1.60	29	870.7	670.3	99.74 MB	7.40
CsvHelper	Asset	50000	77.007 ms	3.68	29	378.9	1540.1	13.64 MB	1.01

Sep______	Asset	1000000	432.887 ms	1.00	583	1348.6	432.9	260.41 MB	1.00
Sep_MT___	Asset	1000000	119.430 ms	0.28	583	4888.1	119.4	261.39 MB	1.00
Sylvan___	Asset	1000000	559.550 ms	1.29	583	1043.3	559.6	260.57 MB	1.00
ReadLine_	Asset	1000000	573.637 ms	1.33	583	1017.7	573.6	1991.05 MB	7.65
CsvHelper	Asset	1000000	1,537.602 ms	3.55	583	379.7	1537.6	260.58 MB	1.00

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep______	Asset	50000	14.536 ms	1.00	29	2007.5	290.7	13.48 MB	1.00
Sep_MT___	Asset	50000	3.606 ms	0.25	29	8091.8	72.1	13.65 MB	1.01
Sylvan___	Asset	50000	20.457 ms	1.41	29	1426.5	409.1	13.63 MB	1.01
ReadLine_	Asset	50000	20.307 ms	1.40	29	1437.0	406.1	99.74 MB	7.40
CsvHelper	Asset	50000	54.022 ms	3.72	29	540.2	1080.4	13.64 MB	1.01

Sep______	Asset	1000000	291.979 ms	1.00	583	1999.4	292.0	260.41 MB	1.00
Sep_MT___	Asset	1000000	72.213 ms	0.25	583	8084.1	72.2	261.63 MB	1.00
Sylvan___	Asset	1000000	413.265 ms	1.42	583	1412.6	413.3	260.57 MB	1.00
ReadLine_	Asset	1000000	377.033 ms	1.29	583	1548.4	377.0	1991.04 MB	7.65
CsvHelper	Asset	1000000	1,005.323 ms	3.44	583	580.7	1005.3	260.58 MB	1.00

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep______	Asset	50000	25.60 ms	1.00	29	1136.3	512.0	13.48 MB	1.00
Sep_MT___	Asset	50000	18.61 ms	0.73	29	1562.6	372.3	13.57 MB	1.01
Sylvan___	Asset	50000	66.50 ms	2.61	29	437.4	1330.0	13.63 MB	1.01
ReadLine_	Asset	50000	53.19 ms	2.08	29	546.9	1063.8	99.74 MB	7.40
CsvHelper	Asset	50000	91.97 ms	3.60	29	316.2	1839.5	13.64 MB	1.01

Sep______	Asset	1000000	594.24 ms	1.02	581	979.2	594.2	260.41 MB	1.00
Sep_MT___	Asset	1000000	300.93 ms	0.51	581	1933.6	300.9	271.08 MB	1.04
Sylvan___	Asset	1000000	974.34 ms	1.66	581	597.2	974.3	260.57 MB	1.00
ReadLine_	Asset	1000000	1,102.38 ms	1.88	581	527.8	1102.4	1991.05 MB	7.65
CsvHelper	Asset	1000000	1,547.16 ms	2.64	581	376.1	1547.2	260.58 MB	1.00

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep______	Asset	50000	34.83 ms	1.00	29	837.8	696.6	13.48 MB	1.00
Sep_MT___	Asset	50000	11.85 ms	0.34	29	2462.6	237.0	13.53 MB	1.00
Sylvan___	Asset	50000	58.84 ms	1.69	29	496.0	1176.7	13.63 MB	1.01
ReadLine_	Asset	50000	46.17 ms	1.33	29	632.0	923.5	99.74 MB	7.40
CsvHelper	Asset	50000	103.20 ms	2.97	29	282.8	2064.1	13.64 MB	1.01

Sep______	Asset	1000000	699.14 ms	1.00	583	835.0	699.1	260.41 MB	1.00
Sep_MT___	Asset	1000000	219.50 ms	0.31	583	2659.6	219.5	268.09 MB	1.03
Sylvan___	Asset	1000000	1,181.98 ms	1.69	583	493.9	1182.0	260.57 MB	1.00
ReadLine_	Asset	1000000	1,025.30 ms	1.47	583	569.4	1025.3	1991.04 MB	7.65
CsvHelper	Asset	1000000	2,104.55 ms	3.01	583	277.4	2104.5	260.58 MB	1.00

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep______	Row	50000	10.57 ms	1.00	33	3147.7	211.5	1.06 KB	1.00
Sep_Async	Row	50000	10.56 ms	1.00	33	3152.0	211.2	1.06 KB	1.00
Sep_Unescape	Row	50000	10.44 ms	0.99	33	3188.5	208.8	1.06 KB	1.00
Sylvan___	Row	50000	23.18 ms	2.19	33	1435.6	463.7	7.73 KB	7.29
ReadLine_	Row	50000	26.19 ms	2.48	33	1270.8	523.8	108778.8 KB	102,568.59
CsvHelper	Row	50000	77.54 ms	7.33	33	429.2	1550.8	20.28 KB	19.12

Sep______	Cols	50000	11.85 ms	1.00	33	2808.1	237.0	1.07 KB	1.00
Sep_Unescape	Cols	50000	13.74 ms	1.16	33	2422.9	274.7	1.08 KB	1.01
Sylvan___	Cols	50000	27.56 ms	2.33	33	1207.5	551.2	7.75 KB	7.26
ReadLine_	Cols	50000	28.25 ms	2.38	33	1178.1	565.0	108778.81 KB	101,818.56
CsvHelper	Cols	50000	106.81 ms	9.01	33	311.6	2136.1	445.94 KB	417.41

Sep______	Asset	50000	47.05 ms	1.00	33	707.4	940.9	13802.84 KB	1.00
Sep_MT___	Asset	50000	30.50 ms	0.65	33	1091.2	610.0	13860.99 KB	1.00
Sylvan___	Asset	50000	69.36 ms	1.47	33	479.9	1387.2	13962.38 KB	1.01
ReadLine_	Asset	50000	148.40 ms	3.16	33	224.3	2968.0	122305.51 KB	8.86
CsvHelper	Asset	50000	126.52 ms	2.69	33	263.1	2530.3	13971.3 KB	1.01

Sep______	Asset	1000000	990.05 ms	1.00	665	672.5	990.0	266670.43 KB	1.00
Sep_MT___	Asset	1000000	573.36 ms	0.58	665	1161.2	573.4	271926.59 KB	1.02
Sylvan___	Asset	1000000	1,426.57 ms	1.44	665	466.7	1426.6	266828.59 KB	1.00
ReadLine_	Asset	1000000	3,090.02 ms	3.12	665	215.5	3090.0	2442321.23 KB	9.16
CsvHelper	Asset	1000000	2,609.20 ms	2.64	665	255.2	2609.2	266834.35 KB	1.00

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep______	Row	50000	11.24 ms	1.00	33	2970.2	224.7	1.06 KB	1.00
Sep_Async	Row	50000	13.00 ms	1.16	33	2567.1	260.0	1.06 KB	1.00
Sep_Unescape	Row	50000	10.34 ms	0.92	33	3229.0	206.7	1.04 KB	0.99
Sylvan___	Row	50000	26.59 ms	2.37	33	1255.1	531.9	7.72 KB	7.31
ReadLine_	Row	50000	24.04 ms	2.14	33	1388.3	480.8	108778.78 KB	103,042.99
CsvHelper	Row	50000	71.28 ms	6.34	33	468.3	1425.6	20.21 KB	19.14

Sep______	Cols	50000	12.42 ms	1.00	33	2686.7	248.5	1.05 KB	1.00
Sep_Unescape	Cols	50000	13.22 ms	1.06	33	2524.0	264.5	1.07 KB	1.01
Sylvan___	Cols	50000	30.14 ms	2.43	33	1107.3	602.8	7.73 KB	7.35
ReadLine_	Cols	50000	26.19 ms	2.11	33	1274.3	523.8	108778.79 KB	103,425.70
CsvHelper	Cols	50000	101.12 ms	8.14	33	330.1	2022.4	445.86 KB	423.92

Sep______	Asset	50000	59.60 ms	1.00	33	560.0	1192.0	13803.13 KB	1.00
Sep_MT___	Asset	50000	42.87 ms	0.72	33	778.6	857.4	13947 KB	1.01
Sylvan___	Asset	50000	79.36 ms	1.33	33	420.6	1587.2	13962.4 KB	1.01
ReadLine_	Asset	50000	197.46 ms	3.32	33	169.0	3949.2	122304.88 KB	8.86
CsvHelper	Asset	50000	126.66 ms	2.13	33	263.5	2533.2	13971.72 KB	1.01

Sep______	Asset	1000000	1,114.98 ms	1.00	667	598.9	1115.0	266678.59 KB	1.00
Sep_MT___	Asset	1000000	666.45 ms	0.60	667	1001.9	666.4	268990.3 KB	1.01
Sylvan___	Asset	1000000	1,613.38 ms	1.45	667	413.9	1613.4	266825.61 KB	1.00
ReadLine_	Asset	1000000	4,194.02 ms	3.76	667	159.2	4194.0	2442318.66 KB	9.16
CsvHelper	Asset	1000000	2,549.93 ms	2.29	667	261.9	2549.9	266834.65 KB	1.00

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep______	Row	50000	7.046 ms	1.00	33	4737.2	140.9	1.04 KB	1.00
Sep_Async	Row	50000	8.137 ms	1.15	33	4101.8	162.7	1.04 KB	1.00
Sep_Unescape	Row	50000	7.473 ms	1.06	33	4466.7	149.5	1.04 KB	1.00
Sylvan___	Row	50000	17.571 ms	2.38	33	1899.5	351.4	7.69 KB	7.41
ReadLine_	Row	50000	14.336 ms	1.94	33	2328.2	286.7	108778.75 KB	104,689.33
CsvHelper	Row	50000	52.672 ms	7.12	33	633.7	1053.4	20.05 KB	19.29

Sep______	Cols	50000	8.126 ms	1.00	33	4107.5	162.5	1.04 KB	1.00
Sep_Unescape	Cols	50000	9.748 ms	1.20	33	3424.0	195.0	1.05 KB	1.01
Sylvan___	Cols	50000	20.503 ms	2.52	33	1628.0	410.1	7.7 KB	7.39
ReadLine_	Cols	50000	16.513 ms	2.03	33	2021.3	330.3	108778.76 KB	104,394.99
CsvHelper	Cols	50000	74.224 ms	9.13	33	449.7	1484.5	445.85 KB	427.88

Sep______	Asset	50000	39.523 ms	1.00	33	844.5	790.5	13802.63 KB	1.00
Sep_MT___	Asset	50000	23.386 ms	0.59	33	1427.2	467.7	13981.76 KB	1.01
Sylvan___	Asset	50000	50.803 ms	1.29	33	657.0	1016.1	13962.08 KB	1.01
ReadLine_	Asset	50000	114.306 ms	2.89	33	292.0	2286.1	122304.45 KB	8.86
CsvHelper	Asset	50000	88.786 ms	2.25	33	375.9	1775.7	13970.43 KB	1.01

Sep______	Asset	1000000	752.681 ms	1.00	667	887.1	752.7	266669 KB	1.00
Sep_MT___	Asset	1000000	377.733 ms	0.50	667	1767.7	377.7	267992.5 KB	1.00
Sylvan___	Asset	1000000	1,091.345 ms	1.45	667	611.8	1091.3	266825.09 KB	1.00
ReadLine_	Asset	1000000	2,615.390 ms	3.47	667	255.3	2615.4	2442319.06 KB	9.16
CsvHelper	Asset	1000000	1,756.409 ms	2.33	667	380.2	1756.4	266839.53 KB	1.00

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep______	Row	50000	4.233 ms	1.00	33	7884.4	84.7	1.03 KB	1.00
Sep_Async	Row	50000	4.577 ms	1.08	33	7291.9	91.5	1.02 KB	1.00
Sep_Unescape	Row	50000	4.435 ms	1.05	33	7526.1	88.7	1.03 KB	1.00
Sylvan___	Row	50000	11.399 ms	2.69	33	2928.1	228.0	7.67 KB	7.48
ReadLine_	Row	50000	9.827 ms	2.32	33	3396.6	196.5	108778.75 KB	106,085.18
CsvHelper	Row	50000	27.453 ms	6.48	33	1215.8	549.1	20 KB	19.51

Sep______	Cols	50000	4.995 ms	1.00	33	6681.9	99.9	1.03 KB	1.00
Sep_Unescape	Cols	50000	5.515 ms	1.10	33	6052.4	110.3	1.03 KB	1.00
Sylvan___	Cols	50000	12.760 ms	2.55	33	2615.9	255.2	7.67 KB	7.46
ReadLine_	Cols	50000	10.853 ms	2.17	33	3075.3	217.1	108778.74 KB	105,782.94
CsvHelper	Cols	50000	41.586 ms	8.33	33	802.6	831.7	445.7 KB	433.42

Sep______	Asset	50000	28.426 ms	1.00	33	1174.2	568.5	13802.71 KB	1.00
Sep_MT___	Asset	50000	20.467 ms	0.72	33	1630.8	409.3	13993.59 KB	1.01
Sylvan___	Asset	50000	38.589 ms	1.36	33	864.9	771.8	13962.21 KB	1.01
ReadLine_	Asset	50000	100.029 ms	3.52	33	333.7	2000.6	122305.28 KB	8.86
CsvHelper	Asset	50000	52.035 ms	1.83	33	641.4	1040.7	13971.41 KB	1.01

Sep______	Asset	1000000	521.217 ms	1.00	667	1281.1	521.2	266668.73 KB	1.00
Sep_MT___	Asset	1000000	270.971 ms	0.52	667	2464.1	271.0	268699.4 KB	1.01
Sylvan___	Asset	1000000	776.453 ms	1.49	667	859.9	776.5	266824.44 KB	1.00
ReadLine_	Asset	1000000	1,850.722 ms	3.55	667	360.8	1850.7	2442318.88 KB	9.16
CsvHelper	Asset	1000000	1,117.789 ms	2.14	667	597.3	1117.8	266833.25 KB	1.00

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep______	Row	50000	9.290 ms	1.00	33	3582.6	185.8	997 B	1.00
Sep_Async	Row	50000	9.339 ms	1.01	33	3563.8	186.8	1012 B	1.02
Sep_Unescape	Row	50000	9.897 ms	1.07	33	3363.0	197.9	1201 B	1.20
Sylvan___	Row	50000	23.249 ms	2.51	33	1431.6	465.0	6958 B	6.98
ReadLine_	Row	50000	22.531 ms	2.44	33	1477.1	450.6	111389493 B	111,724.67
CsvHelper	Row	50000	46.522 ms	5.03	33	715.4	930.4	20764 B	20.83

Sep______	Cols	50000	8.664 ms	1.00	33	3841.6	173.3	999 B	1.00
Sep_Unescape	Cols	50000	9.746 ms	1.12	33	3415.0	194.9	1170 B	1.17
Sylvan___	Cols	50000	22.858 ms	2.64	33	1456.0	457.2	6725 B	6.73
ReadLine_	Cols	50000	22.199 ms	2.56	33	1499.2	444.0	111389493 B	111,500.99
CsvHelper	Cols	50000	71.417 ms	8.24	33	466.0	1428.3	456636 B	457.09

Sep______	Asset	50000	36.004 ms	1.00	33	924.4	720.1	14134024 B	1.00
Sep_MT___	Asset	50000	22.068 ms	0.61	33	1508.1	441.4	14233705 B	1.01
Sylvan___	Asset	50000	51.940 ms	1.45	33	640.8	1038.8	14296832 B	1.01
ReadLine_	Asset	50000	136.529 ms	3.80	33	243.8	2730.6	125241136 B	8.86
CsvHelper	Asset	50000	88.008 ms	2.45	33	378.2	1760.2	14307374 B	1.01

Sep______	Asset	1000000	733.901 ms	1.00	665	907.2	733.9	273075208 B	1.00
Sep_MT___	Asset	1000000	469.473 ms	0.64	665	1418.2	469.5	281562856 B	1.03
Sylvan___	Asset	1000000	1,154.378 ms	1.57	665	576.8	1154.4	273228848 B	1.00
ReadLine_	Asset	1000000	2,877.672 ms	3.92	665	231.4	2877.7	2500938080 B	9.16
CsvHelper	Asset	1000000	1,962.262 ms	2.68	665	339.3	1962.3	273242672 B	1.00

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep______	Row	50000	9.740 ms	1.00	33	3426.9	194.8	995 B	1.00
Sep_Async	Row	50000	10.119 ms	1.04	33	3298.6	202.4	954 B	0.96
Sep_Unescape	Row	50000	10.247 ms	1.05	33	3257.2	204.9	976 B	0.98
Sylvan___	Row	50000	23.525 ms	2.42	33	1418.8	470.5	6683 B	6.72
ReadLine_	Row	50000	30.016 ms	3.08	33	1112.0	600.3	111389426 B	111,949.17
CsvHelper	Row	50000	63.934 ms	6.56	33	522.1	1278.7	20512 B	20.62

Sep______	Cols	50000	10.978 ms	1.00	33	3040.4	219.6	954 B	1.00
Sep_Unescape	Cols	50000	12.836 ms	1.17	33	2600.3	256.7	954 B	1.00
Sylvan___	Cols	50000	29.183 ms	2.66	33	1143.7	583.7	6874 B	7.21
ReadLine_	Cols	50000	30.967 ms	2.82	33	1077.8	619.3	111389422 B	116,760.40
CsvHelper	Cols	50000	98.644 ms	8.99	33	338.4	1972.9	456312 B	478.31

Sep______	Asset	50000	49.729 ms	1.00	33	671.2	994.6	14133888 B	1.00
Sep_MT___	Asset	50000	28.551 ms	0.58	33	1169.0	571.0	14193244 B	1.00
Sylvan___	Asset	50000	70.563 ms	1.42	33	473.0	1411.3	14296674 B	1.01
ReadLine_	Asset	50000	165.448 ms	3.34	33	201.7	3309.0	125240196 B	8.86
CsvHelper	Asset	50000	117.307 ms	2.37	33	284.5	2346.1	14306942 B	1.01

Sep______	Asset	1000000	1,027.672 ms	1.00	667	649.7	1027.7	273072096 B	1.00
Sep_MT___	Asset	1000000	469.985 ms	0.46	667	1420.7	470.0	279329376 B	1.02
Sylvan___	Asset	1000000	1,439.859 ms	1.40	667	463.7	1439.9	273227688 B	1.00
ReadLine_	Asset	1000000	2,952.028 ms	2.87	667	226.2	2952.0	2500934744 B	9.16
CsvHelper	Asset	1000000	2,354.660 ms	2.29	667	283.6	2354.7	273241544 B	1.00

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep______	Asset	50000	39.92 ms	1.00	33	833.6	798.5	13.48 MB	1.00
Sep_MT___	Asset	50000	22.60 ms	0.57	33	1472.9	451.9	13.53 MB	1.00
Sylvan___	Asset	50000	63.33 ms	1.59	33	525.5	1266.6	13.63 MB	1.01
ReadLine_	Asset	50000	67.28 ms	1.69	33	494.7	1345.5	119.44 MB	8.86
CsvHelper	Asset	50000	118.11 ms	2.96	33	281.8	2362.2	13.64 MB	1.01

Sep______	Asset	1000000	819.11 ms	1.00	665	812.8	819.1	260.41 MB	1.00
Sep_MT___	Asset	1000000	428.25 ms	0.52	665	1554.7	428.2	263.02 MB	1.01
Sylvan___	Asset	1000000	1,281.90 ms	1.57	665	519.4	1281.9	260.57 MB	1.00
ReadLine_	Asset	1000000	1,373.18 ms	1.68	665	484.9	1373.2	2385.08 MB	9.16
CsvHelper	Asset	1000000	2,404.07 ms	2.94	665	276.9	2404.1	260.58 MB	1.00

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep______	Asset	50000	39.91 ms	1.00	33	836.4	798.2	13.48 MB	1.00
Sep_MT___	Asset	50000	18.80 ms	0.47	33	1775.4	376.0	13.58 MB	1.01
Sylvan___	Asset	50000	67.17 ms	1.68	33	496.9	1343.5	13.63 MB	1.01
ReadLine_	Asset	50000	67.19 ms	1.68	33	496.8	1343.7	119.44 MB	8.86
CsvHelper	Asset	50000	113.44 ms	2.84	33	294.2	2268.9	13.64 MB	1.01

Sep______	Asset	1000000	871.42 ms	1.00	667	766.2	871.4	260.41 MB	1.00
Sep_MT___	Asset	1000000	343.11 ms	0.39	667	1946.0	343.1	261.3 MB	1.00
Sylvan___	Asset	1000000	1,358.88 ms	1.56	667	491.4	1358.9	260.57 MB	1.00
ReadLine_	Asset	1000000	1,157.77 ms	1.33	667	576.7	1157.8	2385.07 MB	9.16
CsvHelper	Asset	1000000	2,299.56 ms	2.64	667	290.4	2299.6	260.58 MB	1.00

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep______	Asset	50000	26.42 ms	1.00	33	1263.1	528.5	13.48 MB	1.00
Sep_MT___	Asset	50000	11.53 ms	0.44	33	2894.1	230.7	13.64 MB	1.01
Sylvan___	Asset	50000	43.05 ms	1.63	33	775.3	861.1	13.63 MB	1.01
ReadLine_	Asset	50000	37.30 ms	1.41	33	894.8	746.0	119.44 MB	8.86
CsvHelper	Asset	50000	78.91 ms	2.99	33	423.0	1578.1	13.64 MB	1.01

Sep______	Asset	1000000	538.48 ms	1.00	667	1240.0	538.5	260.43 MB	1.00
Sep_MT___	Asset	1000000	213.29 ms	0.40	667	3130.5	213.3	261.37 MB	1.00
Sylvan___	Asset	1000000	879.04 ms	1.63	667	759.6	879.0	260.57 MB	1.00
ReadLine_	Asset	1000000	642.57 ms	1.19	667	1039.1	642.6	2385.07 MB	9.16
CsvHelper	Asset	1000000	1,598.79 ms	2.97	667	417.6	1598.8	260.58 MB	1.00

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep______	Asset	50000	17.916 ms	1.00	33	1862.9	358.3	13.48 MB	1.00
Sep_MT___	Asset	50000	6.753 ms	0.38	33	4942.7	135.1	13.64 MB	1.01
Sylvan___	Asset	50000	30.678 ms	1.71	33	1088.0	613.6	13.63 MB	1.01
ReadLine_	Asset	50000	22.998 ms	1.28	33	1451.3	460.0	119.44 MB	8.86
CsvHelper	Asset	50000	47.582 ms	2.66	33	701.5	951.6	13.64 MB	1.01

Sep______	Asset	1000000	360.848 ms	1.00	667	1850.4	360.8	260.41 MB	1.00
Sep_MT___	Asset	1000000	143.101 ms	0.40	667	4666.0	143.1	261.69 MB	1.00
Sylvan___	Asset	1000000	624.089 ms	1.73	667	1069.9	624.1	260.57 MB	1.00
ReadLine_	Asset	1000000	419.179 ms	1.16	667	1592.9	419.2	2385.07 MB	9.16
CsvHelper	Asset	1000000	953.606 ms	2.64	667	700.2	953.6	260.58 MB	1.00

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep______	Asset	50000	31.85 ms	1.00	33	1045.1	636.9	13.48 MB	1.00
Sep_MT___	Asset	50000	12.27 ms	0.39	33	2712.4	245.4	13.6 MB	1.01
Sylvan___	Asset	50000	49.61 ms	1.56	33	670.9	992.2	13.63 MB	1.01
ReadLine_	Asset	50000	40.30 ms	1.27	33	825.9	805.9	119.44 MB	8.86
CsvHelper	Asset	50000	91.88 ms	2.89	33	362.2	1837.6	13.64 MB	1.01

Sep______	Asset	1000000	803.91 ms	1.01	665	828.2	803.9	260.41 MB	1.00
Sep_MT___	Asset	1000000	267.90 ms	0.34	665	2485.3	267.9	265.71 MB	1.02
Sylvan___	Asset	1000000	984.68 ms	1.24	665	676.2	984.7	260.57 MB	1.00
ReadLine_	Asset	1000000	1,483.17 ms	1.87	665	448.9	1483.2	2385.08 MB	9.16
CsvHelper	Asset	1000000	1,595.39 ms	2.01	665	417.3	1595.4	260.58 MB	1.00

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep______	Asset	50000	40.53 ms	1.00	33	823.4	810.7	13.48 MB	1.00
Sep_MT___	Asset	50000	14.65 ms	0.36	33	2278.6	293.0	13.53 MB	1.00
Sylvan___	Asset	50000	62.73 ms	1.55	33	532.1	1254.6	13.63 MB	1.01
ReadLine_	Asset	50000	54.84 ms	1.35	33	608.7	1096.7	119.44 MB	8.86
CsvHelper	Asset	50000	110.48 ms	2.73	33	302.1	2209.6	13.64 MB	1.01

Sep______	Asset	1000000	837.31 ms	1.00	667	797.4	837.3	260.41 MB	1.00
Sep_MT___	Asset	1000000	276.68 ms	0.33	667	2413.3	276.7	261.4 MB	1.00
Sylvan___	Asset	1000000	1,245.45 ms	1.49	667	536.1	1245.4	260.57 MB	1.00
ReadLine_	Asset	1000000	1,247.39 ms	1.49	667	535.3	1247.4	2385.08 MB	9.16
CsvHelper	Asset	1000000	2,256.19 ms	2.69	667	295.9	2256.2	260.58 MB	1.00

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep_	Cols	50000	12.70 ms	1.00	41	3282.3	253.9	1.07 KB	1.00
Sep_Trim	Cols	50000	18.17 ms	1.43	41	2293.5	363.4	1.1 KB	1.02
Sep_TrimUnescape	Cols	50000	19.20 ms	1.51	41	2170.4	384.0	1.11 KB	1.03
Sep_TrimUnescapeTrim	Cols	50000	20.91 ms	1.65	41	1992.9	418.2	1.87 KB	1.74
CsvHelper_TrimUnescape	Cols	50000	144.27 ms	11.36	41	288.9	2885.3	457.89 KB	426.65
CsvHelper_TrimUnescapeTrim	Cols	50000	145.88 ms	11.49	41	285.7	2917.6	446.2 KB	415.75

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep_	Cols	50000	13.81 ms	1.00	41	3023.7	276.3	1.07 KB	1.00
Sep_Trim	Cols	50000	19.30 ms	1.40	41	2163.7	386.1	1.09 KB	1.02
Sep_TrimUnescape	Cols	50000	19.84 ms	1.44	41	2105.6	396.7	1.09 KB	1.02
Sep_TrimUnescapeTrim	Cols	50000	22.54 ms	1.63	41	1853.3	450.8	1.1 KB	1.03
CsvHelper_TrimUnescape	Cols	50000	129.64 ms	9.39	41	322.2	2592.7	454.54 KB	426.63
CsvHelper_TrimUnescapeTrim	Cols	50000	127.70 ms	9.25	41	327.1	2554.0	445.86 KB	418.48

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep_	Cols	50000	9.467 ms	1.00	41	4412.2	189.3	1.05 KB	1.00
Sep_Trim	Cols	50000	12.972 ms	1.37	41	3219.9	259.4	1.06 KB	1.01
Sep_TrimUnescape	Cols	50000	13.630 ms	1.44	41	3064.5	272.6	1.06 KB	1.02
Sep_TrimUnescapeTrim	Cols	50000	15.502 ms	1.64	41	2694.4	310.0	1.07 KB	1.03
CsvHelper_TrimUnescape	Cols	50000	98.444 ms	10.40	41	424.3	1968.9	451.52 KB	431.70
CsvHelper_TrimUnescapeTrim	Cols	50000	97.110 ms	10.26	41	430.1	1942.2	445.86 KB	426.29

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep_	Cols	50000	5.235 ms	1.00	41	7978.5	104.7	1.02 KB	1.00
Sep_Trim	Cols	50000	7.953 ms	1.52	41	5252.0	159.1	1.04 KB	1.02
Sep_TrimUnescape	Cols	50000	8.544 ms	1.63	41	4888.7	170.9	1.04 KB	1.02
Sep_TrimUnescapeTrim	Cols	50000	9.254 ms	1.77	41	4513.7	185.1	1.05 KB	1.02
CsvHelper_TrimUnescape	Cols	50000	62.406 ms	11.92	41	669.3	1248.1	451.34 KB	440.58
CsvHelper_TrimUnescapeTrim	Cols	50000	61.412 ms	11.73	41	680.2	1228.2	445.72 KB	435.10

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep_	Cols	50000	9.479 ms	1.00	41	4396.3	189.6	1.17 KB	1.00
Sep_Trim	Cols	50000	13.018 ms	1.37	41	3201.2	260.4	1.36 KB	1.16
Sep_TrimUnescape	Cols	50000	40.026 ms	4.22	41	1041.2	800.5	1.36 KB	1.16
Sep_TrimUnescapeTrim	Cols	50000	39.957 ms	4.22	41	1043.0	799.1	1.36 KB	1.16
CsvHelper_TrimUnescape	Cols	50000	90.642 ms	9.56	41	459.8	1812.8	451.53 KB	384.98
CsvHelper_TrimUnescapeTrim	Cols	50000	87.946 ms	9.28	41	473.9	1758.9	445.93 KB	380.21

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep_	Cols	50000	12.76 ms	1.00	41	3273.0	255.2	954 B	1.00
Sep_Trim	Cols	50000	17.18 ms	1.35	41	2430.8	343.7	955 B	1.00
Sep_TrimUnescape	Cols	50000	18.28 ms	1.43	41	2284.9	365.6	1698 B	1.78
Sep_TrimUnescapeTrim	Cols	50000	20.09 ms	1.57	41	2079.4	401.8	977 B	1.02
CsvHelper_TrimUnescape	Cols	50000	118.88 ms	9.32	41	351.4	2377.6	462286 B	484.58
CsvHelper_TrimUnescapeTrim	Cols	50000	116.82 ms	9.15	41	357.5	2336.5	459642 B	481.81

GT_Feature0;GT_Feature1;GT_Feature2;GT_Feature3;GT_Feature4;GT_Feature5;GT_Feature6;GT_Feature7;GT_Feature8;GT_Feature9;GT_Feature10;GT_Feature11;GT_Feature12;GT_Feature13;GT_Feature14;GT_Feature15;GT_Feature16;GT_Feature17;GT_Feature18;GT_Feature19;RE_Feature0;RE_Feature1;RE_Feature2;RE_Feature3;RE_Feature4;RE_Feature5;RE_Feature6;RE_Feature7;RE_Feature8;RE_Feature9;RE_Feature10;RE_Feature11;RE_Feature12;RE_Feature13;RE_Feature14;RE_Feature15;RE_Feature16;RE_Feature17;RE_Feature18;RE_Feature19
0.52276427;0.16843422;0.26259267;0.7244084;0.51292276;0.17365117;0.76125056;0.23458846;0.2573214;0.50560355;0.3202332;0.3809696;0.26024464;0.5174511;0.035318818;0.8141374;0.57719684;0.3974705;0.15219308;0.09011261;0.70515215;0.81618196;0.5399706;0.044147138;0.7111546;0.14776127;0.90621275;0.6925897;0.5164137;0.18637845;0.041509967;0.30819967;0.5831603;0.8210651;0.003954861;0.535722;0.8051845;0.7483589;0.3845737;0.14911908
0.6264564;0.11517637;0.24996082;0.77242833;0.2896067;0.6481459;0.14364648;0.044498358;0.6045593;0.51591337;0.050794687;0.42036617;0.7065823;0.6284636;0.21844554;0.013253775;0.36516154;0.2674384;0.06866083;0.71817476;0.07094294;0.46409357;0.012033525;0.7978093;0.43917948;0.5134962;0.4995968;0.008952909;0.82883793;0.012896823;0.0030740085;0.063773096;0.6541431;0.034539033;0.9135142;0.92897075;0.46119377;0.37533295;0.61660606;0.044443816
0.7922863;0.5323656;0.400699;0.29737252;0.9072584;0.58673894;0.73510516;0.019412167;0.88168067;0.9576787;0.33283427;0.7107;0.1623628;0.10314285;0.4521515;0.33324885;0.7761104;0.14854911;0.13469358;0.21566042;0.59166247;0.5128394;0.98702157;0.766223;0.67204326;0.7149494;0.2894748;0.55206;0.9898286;0.65083236;0.02421702;0.34540752;0.92906284;0.027142895;0.21974725;0.26544374;0.03848049;0.2161237;0.59233844;0.42221397
0.10609442;0.32130885;0.32383907;0.7511514;0.8258279;0.00904226;0.0420841;0.84049565;0.8958947;0.23807365;0.92621964;0.8452882;0.2794469;0.545344;0.63447595;0.62532926;0.19230893;0.29726416;0.18304513;0.029583583;0.23084833;0.93346167;0.98742676;0.78163713;0.13521992;0.8833956;0.18670778;0.29476836;0.5599867;0.5562107;0.7124796;0.121927656;0.5981778;0.39144602;0.88092715;0.4449142;0.34820423;0.96379805;0.46364686;0.54301775

using var reader = Sep.Reader().From(Reader.CreateReader());

var groundTruthColNames = reader.Header.NamesStartingWith("GT_");
var resultColNames = groundTruthColNames.Select(n =>
    n.Replace("GT_", "RE_", StringComparison.Ordinal))
    .ToArray();

var sum = 0.0;
var count = 0;
foreach (var row in reader)
{
    var gts = row[groundTruthColNames].Parse<float>();
    var res = row[resultColNames].Parse<float>();

    sum += MeanSquaredError(gts, res);
    ++count;
}
return sum / count;

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep______	Row	25000	2.936 ms	1.00	20	6905.5	117.4	1.26 KB	1.00
Sylvan___	Row	25000	3.499 ms	1.19	20	5793.9	140.0	10.71 KB	8.51
ReadLine_	Row	25000	18.762 ms	6.39	20	1080.5	750.5	73489.67 KB	58,426.57
CsvHelper	Row	25000	38.301 ms	13.05	20	529.3	1532.0	19.95 KB	15.86

Sep______	Cols	25000	3.919 ms	1.00	20	5172.2	156.8	1.26 KB	1.00
Sylvan___	Cols	25000	6.266 ms	1.60	20	3235.1	250.7	10.72 KB	8.51
ReadLine_	Cols	25000	19.850 ms	5.06	20	1021.3	794.0	73489.71 KB	58,336.02
CsvHelper	Cols	25000	39.623 ms	10.11	20	511.6	1584.9	21340.29 KB	16,939.89

Sep______	Floats	25000	31.224 ms	1.00	20	649.2	1249.0	8.08 KB	1.00
Sep_MT___	Floats	25000	12.827 ms	0.41	20	1580.4	513.1	68.8 KB	8.52
Sylvan___	Floats	25000	84.321 ms	2.70	20	240.4	3372.8	18.96 KB	2.35
ReadLine_	Floats	25000	113.918 ms	3.65	20	178.0	4556.7	73493.2 KB	9,101.10
CsvHelper	Floats	25000	166.182 ms	5.32	20	122.0	6647.3	22062.48 KB	2,732.13

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep______	Row	25000	3.119 ms	1.00	20	6514.3	124.8	1.25 KB	1.00
Sylvan___	Row	25000	3.690 ms	1.18	20	5506.9	147.6	10.71 KB	8.53
ReadLine_	Row	25000	16.859 ms	5.40	20	1205.3	674.4	73489.66 KB	58,562.97
CsvHelper	Row	25000	39.719 ms	12.73	20	511.6	1588.8	20.03 KB	15.96

Sep______	Cols	25000	4.215 ms	1.00	20	4821.0	168.6	1.26 KB	1.00
Sylvan___	Cols	25000	6.074 ms	1.44	20	3345.4	243.0	10.71 KB	8.52
ReadLine_	Cols	25000	17.072 ms	4.05	20	1190.3	682.9	73489.65 KB	58,471.95
CsvHelper	Cols	25000	42.474 ms	10.08	20	478.4	1699.0	21340.26 KB	16,979.35

Sep______	Floats	25000	32.362 ms	1.00	20	627.9	1294.5	8.32 KB	1.00
Sep_MT___	Floats	25000	5.940 ms	0.18	20	3420.6	237.6	114.06 KB	13.71
Sylvan___	Floats	25000	81.574 ms	2.52	20	249.1	3263.0	18.88 KB	2.27
ReadLine_	Floats	25000	106.297 ms	3.28	20	191.2	4251.9	73493.12 KB	8,837.12
CsvHelper	Floats	25000	156.658 ms	4.84	20	129.7	6266.3	22062.72 KB	2,652.91

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep______	Row	25000	2.013 ms	1.00	20	10093.4	80.5	1.25 KB	1.00
Sylvan___	Row	25000	2.355 ms	1.17	20	8627.4	94.2	10.7 KB	8.56
ReadLine_	Row	25000	9.787 ms	4.86	20	2076.1	391.5	73489.63 KB	58,791.71
CsvHelper	Row	25000	25.143 ms	12.49	20	808.2	1005.7	20 KB	16.00

Sep______	Cols	25000	2.666 ms	1.00	20	7622.2	106.6	1.25 KB	1.00
Sylvan___	Cols	25000	3.702 ms	1.39	20	5488.4	148.1	10.71 KB	8.54
ReadLine_	Cols	25000	10.544 ms	3.96	20	1927.1	421.8	73489.63 KB	58,654.23
CsvHelper	Cols	25000	27.442 ms	10.29	20	740.5	1097.7	21340.34 KB	17,032.36

Sep______	Floats	25000	20.297 ms	1.00	20	1001.1	811.9	7.97 KB	1.00
Sep_MT___	Floats	25000	3.780 ms	0.19	20	5375.6	151.2	179.49 KB	22.51
Sylvan___	Floats	25000	52.343 ms	2.58	20	388.2	2093.7	18.88 KB	2.37
ReadLine_	Floats	25000	68.698 ms	3.38	20	295.8	2747.9	73493.12 KB	9,215.89
CsvHelper	Floats	25000	100.913 ms	4.97	20	201.4	4036.5	22061.69 KB	2,766.49

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep______	Row	25000	1.371 ms	1.00	20	14824.5	54.8	1.25 KB	1.00
Sylvan___	Row	25000	1.715 ms	1.25	20	11845.1	68.6	10.7 KB	8.59
ReadLine_	Row	25000	7.060 ms	5.15	20	2878.2	282.4	73489.63 KB	58,976.01
CsvHelper	Row	25000	15.281 ms	11.15	20	1329.7	611.2	19.96 KB	16.02

Sep______	Cols	25000	1.764 ms	1.00	20	11520.0	70.6	1.25 KB	1.00
Sylvan___	Cols	25000	2.675 ms	1.52	20	7596.7	107.0	10.7 KB	8.59
ReadLine_	Cols	25000	8.170 ms	4.63	20	2487.0	326.8	73489.63 KB	58,976.01
CsvHelper	Cols	25000	16.694 ms	9.47	20	1217.2	667.8	21340.2 KB	17,125.68

Sep______	Floats	25000	16.182 ms	1.00	20	1255.7	647.3	7.94 KB	1.00
Sep_MT___	Floats	25000	2.497 ms	0.15	20	8136.8	99.9	179.81 KB	22.64
Sylvan___	Floats	25000	38.800 ms	2.40	20	523.7	1552.0	18.72 KB	2.36
ReadLine_	Floats	25000	54.117 ms	3.34	20	375.5	2164.7	73493.05 KB	9,253.27
CsvHelper	Floats	25000	71.601 ms	4.42	20	283.8	2864.1	22061.55 KB	2,777.70

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep______	Row	25000	2.471 ms	1.00	20	8203.5	98.8	1.18 KB	1.00
Sylvan___	Row	25000	18.834 ms	7.63	20	1076.3	753.4	10.62 KB	9.01
ReadLine_	Row	25000	17.200 ms	6.97	20	1178.6	688.0	73489.65 KB	62,399.17
CsvHelper	Row	25000	32.108 ms	13.01	20	631.4	1284.3	20.21 KB	17.16

Sep______	Cols	25000	3.581 ms	1.00	20	5660.5	143.3	1.18 KB	1.00
Sylvan___	Cols	25000	21.596 ms	6.03	20	938.7	863.8	10.38 KB	8.79
ReadLine_	Cols	25000	15.587 ms	4.35	20	1300.6	623.5	73489.65 KB	62,192.89
CsvHelper	Cols	25000	30.036 ms	8.39	20	674.9	1201.4	21340.5 KB	18,060.06

Sep______	Floats	25000	24.179 ms	1.00	20	838.4	967.2	8.32 KB	1.00
Sep_MT___	Floats	25000	9.109 ms	0.38	20	2225.6	364.3	90.77 KB	10.91
Sylvan___	Floats	25000	69.538 ms	2.88	20	291.5	2781.5	18.57 KB	2.23
ReadLine_	Floats	25000	78.501 ms	3.25	20	258.2	3140.1	73493.2 KB	8,832.99
CsvHelper	Floats	25000	110.386 ms	4.57	20	183.6	4415.5	22063.34 KB	2,651.74

Method	Scope	Rows	Mean	Ratio	MB	MB/s	ns/row	Allocated	Alloc Ratio
Sep______	Row	25000	3.308 ms	1.00	20	6142.8	132.3	1.17 KB	1.00
Sylvan___	Row	25000	23.737 ms	7.18	20	856.0	949.5	10.35 KB	8.81
ReadLine_	Row	25000	21.754 ms	6.58	20	934.1	870.2	73489.65 KB	62,606.82
CsvHelper	Row	25000	32.397 ms	9.79	20	627.2	1295.9	20.01 KB	17.05

Sep______	Cols	25000	4.301 ms	1.00	20	4724.2	172.0	1.18 KB	1.00
Sylvan___	Cols	25000	26.464 ms	6.15	20	767.8	1058.6	10.35 KB	8.79
ReadLine_	Cols	25000	22.615 ms	5.26	20	898.5	904.6	73489.67 KB	62,399.19
CsvHelper	Cols	25000	35.721 ms	8.31	20	568.9	1428.8	21340.21 KB	18,119.71

Sep______	Floats	25000	30.363 ms	1.00	20	669.2	1214.5	7.96 KB	1.00
Sep_MT___	Floats	25000	8.361 ms	0.28	20	2430.4	334.4	66.37 KB	8.34
Sylvan___	Floats	25000	96.160 ms	3.17	20	211.3	3846.4	18.42 KB	2.32
ReadLine_	Floats	25000	103.393 ms	3.41	20	196.5	4135.7	73493 KB	9,238.50
CsvHelper	Floats	25000	143.722 ms	4.73	20	141.4	5748.9	22061.91 KB	2,773.31

var text = """
           A;B;C;D;E;F
           Sep;🚀;1;1.2;0.1;0.5
           CSV;✅;2;2.2;0.2;1.5
           
           """; // Empty line at end is for line ending

using var reader = Sep.Reader().FromText(text);
using var writer = reader.Spec.Writer().ToText();
foreach (var readRow in reader)
{
    using var writeRow = writer.NewRow(readRow);
}
Assert.AreEqual(text, writer.ToString());

var text = """
           A;B;C;D;E;F
           Sep;🚀;1;1.2;0.1;0.5
           CSV;✅;2;2.2;0.2;1.5
           
           """; // Empty line at end is for line ending

using var reader = await Sep.Reader().FromTextAsync(text);
await using var writer = reader.Spec.Writer().ToText();
await foreach (var readRow in reader)
{
    await using var writeRow = writer.NewRow(readRow);
}
Assert.AreEqual(text, writer.ToString());

var text = """
           A
           1
           2

           3


           4
           
           """; // Empty line at end is for line ending
var expected = new[] { 1, 2, 3, 4 };

// Disable col count check to allow empty rows
using var reader = Sep.Reader(o => o with { DisableColCountCheck = true }).FromText(text);
var actual = new List<int>();
foreach (var row in reader)
{
    // Skip empty row
    if (row.Span.Length == 0) { continue; }

    actual.Add(row["A"].Parse<int>());
}
CollectionAssert.AreEqual(expected, actual);

var text = """
           C
           1
           2
           """;

using var reader = Sep.Reader().FromText(text);
var squaredSum = 0;
// Use Enumerate to avoid referencing SepReader.Row in async context
foreach (var value in reader.Enumerate(row => row["C"].Parse<int>()))
{
    squaredSum += await Task.Run(() => value * value);
}
Assert.AreEqual(5, squaredSum);

var text = """
           C
           1
           2
           """;

using var reader = Sep.Reader().FromText(text);
var squaredSum = 0;
// Use custom local function Enumerate to avoid referencing
// SepReader.Row in async context
foreach (var value in Enumerate(reader))
{
    squaredSum += await Task.Run(() => value * value);
}
Assert.AreEqual(5, squaredSum);

static IEnumerable<int> Enumerate(SepReader reader)
{
    foreach (var r in reader) { yield return r["C"].Parse<int>(); }
}

var text = """
           # Comment 1
           # Comment 2
           A
           # Comment 3
           1
           2
           # Comment 4
           """;

const char Comment = '#';

using var textReader = new StringReader(text);
// Skip initial lines (not rows) before header
while (textReader.Peek() == Comment &&
       textReader.ReadLine() is string line) { }

using var reader = Sep.Reader().From(textReader);
var values = new List<int>();
foreach (var row in reader)
{
    // Skip rows starting with comment
    if (row.Span.StartsWith([Comment])) { continue; }

    var value = row["A"].Parse<int>();
    values.Add(value);
}
CollectionAssert.AreEqual(new int[] { 1, 2 }, values);

file = [header CRLF] record *(CRLF record) [CRLF]
header = name *(COMMA name)
record = field *(COMMA field)
name = field
field = (escaped / non-escaped)
escaped = DQUOTE *(TEXTDATA / COMMA / CR / LF / 2DQUOTE) DQUOTE
non-escaped = *TEXTDATA
COMMA = %x2C
CR = %x0D ;as per section 6.1 of RFC 2234 [2]
DQUOTE =  %x22 ;as per section 6.1 of RFC 2234 [2]
LF = %x0A ;as per section 6.1 of RFC 2234 [2]
CRLF = CR LF ;as per section 6.1 of RFC 2234 [2]
TEXTDATA =  %x20-21 / %x23-2B / %x2D-7E

[assembly: System.CLSCompliant(false)]
[assembly: System.Reflection.AssemblyMetadata("IsTrimmable", "True")]
[assembly: System.Reflection.AssemblyMetadata("RepositoryUrl", "https://github.com/nietras/Sep/")]
[assembly: System.Resources.NeutralResourcesLanguage("en")]
[assembly: System.Runtime.CompilerServices.InternalsVisibleTo("Sep.Benchmarks")]
[assembly: System.Runtime.CompilerServices.InternalsVisibleTo("Sep.ComparisonBenchmarks")]
[assembly: System.Runtime.CompilerServices.InternalsVisibleTo("Sep.Test")]
[assembly: System.Runtime.CompilerServices.InternalsVisibleTo("Sep.XyzTest")]
[assembly: System.Runtime.Versioning.TargetFramework(".NETCoreApp,Version=v9.0", FrameworkDisplayName=".NET 9.0")]
namespace nietras.SeparatedValues
{
    public readonly struct Sep : System.IEquatable<nietras.SeparatedValues.Sep>
    {
        public Sep() { }
        public Sep(char separator) { }
        public char Separator { get; init; }
        public static nietras.SeparatedValues.Sep? Auto { get; }
        public static nietras.SeparatedValues.Sep Default { get; }
        public static nietras.SeparatedValues.Sep New(char separator) { }
        public static nietras.SeparatedValues.SepReaderOptions Reader() { }
        public static nietras.SeparatedValues.SepReaderOptions Reader(System.Func<nietras.SeparatedValues.SepReaderOptions, nietras.SeparatedValues.SepReaderOptions> configure) { }
        public static nietras.SeparatedValues.SepWriterOptions Writer() { }
        public static nietras.SeparatedValues.SepWriterOptions Writer(System.Func<nietras.SeparatedValues.SepWriterOptions, nietras.SeparatedValues.SepWriterOptions> configure) { }
    }
    public enum SepColNotSetOption : byte
    {
        Throw = 0,
        Empty = 1,
        Skip = 2,
    }
    public delegate nietras.SeparatedValues.SepToString SepCreateToString(nietras.SeparatedValues.SepReaderHeader? maybeHeader, int colCount);
    public static class SepDefaults
    {
        public static System.StringComparer ColNameComparer { get; }
        public static System.Globalization.CultureInfo CultureInfo { get; }
        public static char Separator { get; }
    }
    [System.Diagnostics.DebuggerDisplay("{DebuggerDisplay,nq}")]
    public sealed class SepReader : nietras.SeparatedValues.SepReaderState, System.Collections.Generic.IAsyncEnumerable<nietras.SeparatedValues.SepReader.Row>, System.Collections.Generic.IEnumerable<nietras.SeparatedValues.SepReader.Row>, System.Collections.Generic.IEnumerator<nietras.SeparatedValues.SepReader.Row>, System.Collections.IEnumerable, System.Collections.IEnumerator, System.IDisposable
    {
        public nietras.SeparatedValues.SepReader.Row Current { get; }
        public bool HasHeader { get; }
        public bool HasRows { get; }
        public nietras.SeparatedValues.SepReaderHeader Header { get; }
        public bool IsEmpty { get; }
        public nietras.SeparatedValues.SepSpec Spec { get; }
        public nietras.SeparatedValues.SepReader.AsyncEnumerator GetAsyncEnumerator(System.Threading.CancellationToken cancellationToken = default) { }
        public nietras.SeparatedValues.SepReader GetEnumerator() { }
        public bool MoveNext() { }
        public System.Threading.Tasks.ValueTask<bool> MoveNextAsync(System.Threading.CancellationToken cancellationToken = default) { }
        public string ToString(int index) { }
        public readonly struct AsyncEnumerator : System.Collections.Generic.IAsyncEnumerator<nietras.SeparatedValues.SepReader.Row>, System.IAsyncDisposable
        {
            public nietras.SeparatedValues.SepReader.Row Current { get; }
            public System.Threading.Tasks.ValueTask DisposeAsync() { }
            public System.Threading.Tasks.ValueTask<bool> MoveNextAsync() { }
        }
        [System.Diagnostics.DebuggerDisplay("{DebuggerDisplay}")]
        public readonly ref struct Col
        {
            public System.ReadOnlySpan<char> Span { get; }
            public T Parse<T>()
                where T : System.ISpanParsable<T> { }
            public override string ToString() { }
            public T? TryParse<T>()
                where T :  struct, System.ISpanParsable<T> { }
            public bool TryParse<T>(out T value)
                where T : System.ISpanParsable<T> { }
        }
        public readonly ref struct Cols
        {
            public int Count { get; }
            public nietras.SeparatedValues.SepReader.Col this[int index] { get; }
            public string CombinePathsToString() { }
            public System.ReadOnlySpan<char> Join(System.ReadOnlySpan<char> separator) { }
            public string JoinPathsToString() { }
            public string JoinToString(System.ReadOnlySpan<char> separator) { }
            public System.Span<T> Parse<T>()
                where T : System.ISpanParsable<T> { }
            public void Parse<T>(System.Span<T> span)
                where T : System.ISpanParsable<T> { }
            public T[] ParseToArray<T>()
                where T : System.ISpanParsable<T> { }
            public System.Span<T> Select<T>(method selector) { }
            public System.Span<T> Select<T>(nietras.SeparatedValues.SepReader.ColFunc<T> selector) { }
            public System.Span<string> ToStrings() { }
            public string[] ToStringsArray() { }
            public System.Span<T?> TryParse<T>()
                where T :  struct, System.ISpanParsable<T> { }
            public void TryParse<T>(System.Span<T?> span)
                where T :  struct, System.ISpanParsable<T> { }
        }
        [System.Diagnostics.DebuggerDisplay("{DebuggerDisplayPrefix,nq}{Span}")]
        [System.Diagnostics.DebuggerTypeProxy(typeof(nietras.SeparatedValues.SepReader.Row.DebugView))]
        public readonly ref struct Row
        {
            public int ColCount { get; }
            public nietras.SeparatedValues.SepReader.Col this[int index] { get; }
            public nietras.SeparatedValues.SepReader.Col this[System.Index index] { get; }
            public nietras.SeparatedValues.SepReader.Col this[string colName] { get; }
            public nietras.SeparatedValues.SepReader.Cols this[System.Range range] { get; }
            public nietras.SeparatedValues.SepReader.Cols this[System.ReadOnlySpan<int> indices] { get; }
            public nietras.SeparatedValues.SepReader.Cols this[System.Collections.Generic.IReadOnlyList<int> indices] { get; }
            public nietras.SeparatedValues.SepReader.Cols this[int[] indices] { get; }
            public nietras.SeparatedValues.SepReader.Cols this[System.ReadOnlySpan<string> colNames] { get; }
            public nietras.SeparatedValues.SepReader.Cols this[System.Collections.Generic.IReadOnlyList<string> colNames] { get; }
            public nietras.SeparatedValues.SepReader.Cols this[string[] colNames] { get; }
            public int LineNumberFrom { get; }
            public int LineNumberToExcl { get; }
            public int RowIndex { get; }
            public System.ReadOnlySpan<char> Span { get; }
            public System.Func<int, string> UnsafeToStringDelegate { get; }
            public override string ToString() { }
        }
        public delegate void ColAction(nietras.SeparatedValues.SepReader.Col col);
        public delegate T ColFunc<T>(nietras.SeparatedValues.SepReader.Col col);
        public delegate void ColsAction(nietras.SeparatedValues.SepReader.Cols col);
        public delegate void RowAction(nietras.SeparatedValues.SepReader.Row row);
        public delegate T RowFunc<T>(nietras.SeparatedValues.SepReader.Row row);
        public delegate bool RowTryFunc<T>(nietras.SeparatedValues.SepReader.Row row, out T value);
    }
    public static class SepReaderExtensions
    {
        public static System.Collections.Generic.IEnumerable<T> Enumerate<T>(this nietras.SeparatedValues.SepReader reader, nietras.SeparatedValues.SepReader.RowFunc<T> select) { }
        public static System.Collections.Generic.IEnumerable<T> Enumerate<T>(this nietras.SeparatedValues.SepReader reader, nietras.SeparatedValues.SepReader.RowTryFunc<T> trySelect) { }
        public static System.Collections.Generic.IAsyncEnumerable<T> EnumerateAsync<T>(this nietras.SeparatedValues.SepReader reader, nietras.SeparatedValues.SepReader.RowFunc<T> select) { }
        public static System.Collections.Generic.IAsyncEnumerable<T> EnumerateAsync<T>(this nietras.SeparatedValues.SepReader reader, nietras.SeparatedValues.SepReader.RowTryFunc<T> trySelect) { }
        public static nietras.SeparatedValues.SepReader From(this in nietras.SeparatedValues.SepReaderOptions options, System.IO.Stream stream) { }
        public static nietras.SeparatedValues.SepReader From(this in nietras.SeparatedValues.SepReaderOptions options, System.IO.TextReader reader) { }
        public static nietras.SeparatedValues.SepReader From(this in nietras.SeparatedValues.SepReaderOptions options, byte[] buffer) { }
        public static nietras.SeparatedValues.SepReader From(this in nietras.SeparatedValues.SepReaderOptions options, string name, System.Func<string, System.IO.Stream> nameToStream) { }
        public static nietras.SeparatedValues.SepReader From(this in nietras.SeparatedValues.SepReaderOptions options, string name, System.Func<string, System.IO.TextReader> nameToReader) { }
        public static System.Threading.Tasks.ValueTask<nietras.SeparatedValues.SepReader> FromAsync(this nietras.SeparatedValues.SepReaderOptions options, System.IO.Stream stream, System.Threading.CancellationToken cancellationToken = default) { }
        public static System.Threading.Tasks.ValueTask<nietras.SeparatedValues.SepReader> FromAsync(this nietras.SeparatedValues.SepReaderOptions options, System.IO.TextReader reader, System.Threading.CancellationToken cancellationToken = default) { }
        public static System.Threading.Tasks.ValueTask<nietras.SeparatedValues.SepReader> FromAsync(this nietras.SeparatedValues.SepReaderOptions options, byte[] buffer, System.Threading.CancellationToken cancellationToken = default) { }
        public static System.Threading.Tasks.ValueTask<nietras.SeparatedValues.SepReader> FromAsync(this nietras.SeparatedValues.SepReaderOptions options, string name, System.Func<string, System.IO.Stream> nameToStream, System.Threading.CancellationToken cancellationToken = default) { }
        public static System.Threading.Tasks.ValueTask<nietras.SeparatedValues.SepReader> FromAsync(this nietras.SeparatedValues.SepReaderOptions options, string name, System.Func<string, System.IO.TextReader> nameToReader, System.Threading.CancellationToken cancellationToken = default) { }
        public static nietras.SeparatedValues.SepReader FromFile(this in nietras.SeparatedValues.SepReaderOptions options, string filePath) { }
        public static System.Threading.Tasks.ValueTask<nietras.SeparatedValues.SepReader> FromFileAsync(this nietras.SeparatedValues.SepReaderOptions options, string filePath, System.Threading.CancellationToken cancellationToken = default) { }
        public static nietras.SeparatedValues.SepReader FromText(this in nietras.SeparatedValues.SepReaderOptions options, string text) { }
        public static System.Threading.Tasks.ValueTask<nietras.SeparatedValues.SepReader> FromTextAsync(this nietras.SeparatedValues.SepReaderOptions options, string text, System.Threading.CancellationToken cancellationToken = default) { }
        public static System.Collections.Generic.IEnumerable<T> ParallelEnumerate<T>(this nietras.SeparatedValues.SepReader reader, nietras.SeparatedValues.SepReader.RowFunc<T> select) { }
        public static System.Collections.Generic.IEnumerable<T> ParallelEnumerate<T>(this nietras.SeparatedValues.SepReader reader, nietras.SeparatedValues.SepReader.RowTryFunc<T> trySelect) { }
        public static System.Collections.Generic.IEnumerable<T> ParallelEnumerate<T>(this nietras.SeparatedValues.SepReader reader, nietras.SeparatedValues.SepReader.RowFunc<T> select, int degreeOfParallism) { }
        public static System.Collections.Generic.IEnumerable<T> ParallelEnumerate<T>(this nietras.SeparatedValues.SepReader reader, nietras.SeparatedValues.SepReader.RowTryFunc<T> trySelect, int degreeOfParallism) { }
        public static nietras.SeparatedValues.SepReaderOptions Reader(this nietras.SeparatedValues.Sep sep) { }
        public static nietras.SeparatedValues.SepReaderOptions Reader(this nietras.SeparatedValues.Sep? sep) { }
        public static nietras.SeparatedValues.SepReaderOptions Reader(this nietras.SeparatedValues.SepSpec spec) { }
        public static nietras.SeparatedValues.SepReaderOptions Reader(this nietras.SeparatedValues.Sep sep, System.Func<nietras.SeparatedValues.SepReaderOptions, nietras.SeparatedValues.SepReaderOptions> configure) { }
        public static nietras.SeparatedValues.SepReaderOptions Reader(this nietras.SeparatedValues.Sep? sep, System.Func<nietras.SeparatedValues.SepReaderOptions, nietras.SeparatedValues.SepReaderOptions> configure) { }
        public static nietras.SeparatedValues.SepReaderOptions Reader(this nietras.SeparatedValues.SepSpec spec, System.Func<nietras.SeparatedValues.SepReaderOptions, nietras.SeparatedValues.SepReaderOptions> configure) { }
    }
    public sealed class SepReaderHeader
    {
        public System.Collections.Generic.IReadOnlyList<string> ColNames { get; }
        public bool IsEmpty { get; }
        public static nietras.SeparatedValues.SepReaderHeader Empty { get; }
        public int IndexOf(System.ReadOnlySpan<char> colName) { }
        public int IndexOf(string colName) { }
        public int[] IndicesOf(System.Collections.Generic.IReadOnlyList<string> colNames) { }
        public int[] IndicesOf([System.Runtime.CompilerServices.ParamCollection] [System.Runtime.CompilerServices.ScopedRef] System.ReadOnlySpan<string> colNames) { }
        public int[] IndicesOf(params string[] colNames) { }
        public void IndicesOf(System.ReadOnlySpan<string> colNames, System.Span<int> colIndices) { }
        public System.Collections.Generic.IReadOnlyList<string> NamesStartingWith(string prefix, System.StringComparison comparison = 4) { }
        public override string ToString() { }
        public bool TryIndexOf(System.ReadOnlySpan<char> colName, out int colIndex) { }
        public bool TryIndexOf(string colName, out int colIndex) { }
    }
    public readonly struct SepReaderOptions : System.IEquatable<nietras.SeparatedValues.SepReaderOptions>
    {
        public SepReaderOptions() { }
        public SepReaderOptions(nietras.SeparatedValues.Sep? sep) { }
        public bool AsyncContinueOnCapturedContext { get; init; }
        public System.Collections.Generic.IEqualityComparer<string> ColNameComparer { get; init; }
        public nietras.SeparatedValues.SepCreateToString CreateToString { get; init; }
        public System.Globalization.CultureInfo? CultureInfo { get; init; }
        public bool DisableColCountCheck { get; init; }
        public bool DisableFastFloat { get; init; }
        public bool DisableQuotesParsing { get; init; }
        public bool HasHeader { get; init; }
        public int InitialBufferLength { get; init; }
        public nietras.SeparatedValues.Sep? Sep { get; init; }
        public nietras.SeparatedValues.SepTrim Trim { get; init; }
        public bool Unescape { get; init; }
    }
    public class SepReaderState : System.IDisposable
    {
        public void Dispose() { }
    }
    public static class SepReaderWriterExtensions
    {
        public static void CopyTo(this nietras.SeparatedValues.SepReader.Row readerRow, nietras.SeparatedValues.SepWriter.Row writerRow) { }
        public static nietras.SeparatedValues.SepWriter.Row NewRow(this nietras.SeparatedValues.SepWriter writer, nietras.SeparatedValues.SepReader.Row rowToCopy) { }
        public static nietras.SeparatedValues.SepWriter.Row NewRow(this nietras.SeparatedValues.SepWriter writer, nietras.SeparatedValues.SepReader.Row rowToCopy, System.Threading.CancellationToken cancellationToken) { }
    }
    public readonly struct SepSpec : System.IEquatable<nietras.SeparatedValues.SepSpec>
    {
        public SepSpec() { }
        public SepSpec(nietras.SeparatedValues.Sep sep, System.Globalization.CultureInfo? cultureInfo) { }
        public SepSpec(nietras.SeparatedValues.Sep sep, System.Globalization.CultureInfo? cultureInfo, bool asyncContinueOnCapturedContext) { }
        public bool AsyncContinueOnCapturedContext { get; init; }
        public System.Globalization.CultureInfo? CultureInfo { get; init; }
        public nietras.SeparatedValues.Sep Sep { get; init; }
    }
    public abstract class SepToString : System.IDisposable
    {
        protected SepToString() { }
        public virtual bool IsThreadSafe { get; }
        public static nietras.SeparatedValues.SepCreateToString Direct { get; }
        public void Dispose() { }
        protected virtual void Dispose(bool disposing) { }
        public abstract string ToString(System.ReadOnlySpan<char> colSpan, int colIndex);
        public static nietras.SeparatedValues.SepCreateToString OnePool(int maximumStringLength = 32, int initialCapacity = 64, int maximumCapacity = 4096) { }
        public static nietras.SeparatedValues.SepCreateToString PoolPerCol(int maximumStringLength = 32, int initialCapacity = 64, int maximumCapacity = 4096) { }
        public static nietras.SeparatedValues.SepCreateToString PoolPerColThreadSafe(int maximumStringLength = 32, int initialCapacity = 64, int maximumCapacity = 4096) { }
        public static nietras.SeparatedValues.SepCreateToString PoolPerColThreadSafeFixedCapacity(int maximumStringLength = 32, int capacity = 2048) { }
    }
    [System.Flags]
    public enum SepTrim : byte
    {
        None = 0,
        Outer = 1,
        AfterUnescape = 2,
        All = 3,
    }
    [System.Diagnostics.DebuggerDisplay("{DebuggerDisplay,nq}")]
    public sealed class SepWriter : System.IAsyncDisposable, System.IDisposable
    {
        public nietras.SeparatedValues.SepWriterHeader Header { get; }
        public nietras.SeparatedValues.SepSpec Spec { get; }
        public void Dispose() { }
        public System.Threading.Tasks.ValueTask DisposeAsync() { }
        public void Flush() { }
        public System.Threading.Tasks.Task FlushAsync(System.Threading.CancellationToken cancellationToken = default) { }
        public nietras.SeparatedValues.SepWriter.Row NewRow() { }
        public nietras.SeparatedValues.SepWriter.Row NewRow(System.Threading.CancellationToken cancellationToken) { }
        public override string ToString() { }
        public readonly ref struct Col
        {
            public void Format<T>(T value)
                where T : System.ISpanFormattable { }
            public void Set(System.ReadOnlySpan<char> span) { }
            public void Set([System.Runtime.CompilerServices.InterpolatedStringHandlerArgument("")] ref nietras.SeparatedValues.SepWriter.Col.FormatInterpolatedStringHandler handler) { }
            public void Set(System.IFormatProvider? provider, [System.Runtime.CompilerServices.InterpolatedStringHandlerArgument(new string?[]?[] {
                    "",
                    "provider"})] ref nietras.SeparatedValues.SepWriter.Col.FormatInterpolatedStringHandler handler) { }
            [System.Runtime.CompilerServices.InterpolatedStringHandler]
            public ref struct FormatInterpolatedStringHandler
            {
                public FormatInterpolatedStringHandler(int literalLength, int formattedCount, nietras.SeparatedValues.SepWriter.Col col) { }
                public FormatInterpolatedStringHandler(int literalLength, int formattedCount, nietras.SeparatedValues.SepWriter.Col col, System.IFormatProvider? provider) { }
                public void AppendFormatted(System.ReadOnlySpan<char> value) { }
                public void AppendFormatted(string? value) { }
                public void AppendFormatted(System.ReadOnlySpan<char> value, int alignment = 0, string? format = null) { }
                public void AppendFormatted(object? value, int alignment = 0, string? format = null) { }
                public void AppendFormatted(string? value, int alignment = 0, string? format = null) { }
                public void AppendFormatted<T>(T value) { }
                public void AppendFormatted<T>(T value, int alignment) { }
                public void AppendFormatted<T>(T value, string? format) { }
                public void AppendFormatted<T>(T value, int alignment, string? format) { }
                public void AppendLiteral(string value) { }
            }
        }
        public readonly ref struct Cols
        {
            public int Count { get; }
            public nietras.SeparatedValues.SepWriter.Col this[int colIndex] { get; }
            public void Format<T>(System.Collections.Generic.IReadOnlyList<T> values)
                where T : System.ISpanFormattable { }
            public void Format<T>([System.Runtime.CompilerServices.ParamCollection] [System.Runtime.CompilerServices.ScopedRef] System.ReadOnlySpan<T> values)
                where T : System.ISpanFormattable { }
            public void Format<T>(System.Span<T> values)
                where T : System.ISpanFormattable { }
            public void Format<T>(T[] values)
                where T : System.ISpanFormattable { }
            public void Format<T>(System.ReadOnlySpan<T> values, nietras.SeparatedValues.SepWriter.ColAction<T> format) { }
            public void Set(System.Collections.Generic.IReadOnlyList<string> values) { }
            public void Set([System.Runtime.CompilerServices.ParamCollection] [System.Runtime.CompilerServices.ScopedRef] System.ReadOnlySpan<string> values) { }
            public void Set(nietras.SeparatedValues.SepReader.Cols cols) { }
            public void Set(string[] values) { }
        }
        public ref struct Row : System.IAsyncDisposable, System.IDisposable
        {
            public nietras.SeparatedValues.SepWriter.Col this[int colIndex] { get; }
            public nietras.SeparatedValues.SepWriter.Col this[string colName] { get; }
            public nietras.SeparatedValues.SepWriter.Cols this[System.ReadOnlySpan<int> indices] { get; }
            public nietras.SeparatedValues.SepWriter.Cols this[System.ReadOnlySpan<string> colNames] { get; }
            public nietras.SeparatedValues.SepWriter.Cols this[System.Collections.Generic.IReadOnlyList<string> colNames] { get; }
            public nietras.SeparatedValues.SepWriter.Cols this[string[] colNames] { get; }
            public void Dispose() { }
            public System.Threading.Tasks.ValueTask DisposeAsync() { }
        }
        public delegate void ColAction(nietras.SeparatedValues.SepWriter.Col col);
        public delegate void ColAction<T>(nietras.SeparatedValues.SepWriter.Col col, T value);
        public delegate void RowAction(nietras.SeparatedValues.SepWriter.Row row);
    }
    public static class SepWriterExtensions
    {
        public static nietras.SeparatedValues.SepWriter To(this in nietras.SeparatedValues.SepWriterOptions options, System.IO.Stream stream) { }
        public static nietras.SeparatedValues.SepWriter To(this in nietras.SeparatedValues.SepWriterOptions options, System.IO.TextWriter writer) { }
        public static nietras.SeparatedValues.SepWriter To(this in nietras.SeparatedValues.SepWriterOptions options, System.Text.StringBuilder stringBuilder) { }
        public static nietras.SeparatedValues.SepWriter To(this in nietras.SeparatedValues.SepWriterOptions options, System.IO.Stream stream, bool leaveOpen) { }
        public static nietras.SeparatedValues.SepWriter To(this in nietras.SeparatedValues.SepWriterOptions options, System.IO.TextWriter writer, bool leaveOpen) { }
        public static nietras.SeparatedValues.SepWriter To(this in nietras.SeparatedValues.SepWriterOptions options, string name, System.Func<string, System.IO.Stream> nameToStream, bool leaveOpen = false) { }
        public static nietras.SeparatedValues.SepWriter To(this in nietras.SeparatedValues.SepWriterOptions options, string name, System.Func<string, System.IO.TextWriter> nameToWriter, bool leaveOpen = false) { }
        public static nietras.SeparatedValues.SepWriter ToFile(this in nietras.SeparatedValues.SepWriterOptions options, string filePath) { }
        public static nietras.SeparatedValues.SepWriter ToText(this in nietras.SeparatedValues.SepWriterOptions options) { }
        public static nietras.SeparatedValues.SepWriter ToText(this in nietras.SeparatedValues.SepWriterOptions options, int capacity) { }
        public static nietras.SeparatedValues.SepWriterOptions Writer(this nietras.SeparatedValues.Sep sep) { }
        public static nietras.SeparatedValues.SepWriterOptions Writer(this nietras.SeparatedValues.SepSpec spec) { }
        public static nietras.SeparatedValues.SepWriterOptions Writer(this nietras.SeparatedValues.Sep sep, System.Func<nietras.SeparatedValues.SepWriterOptions, nietras.SeparatedValues.SepWriterOptions> configure) { }
        public static nietras.SeparatedValues.SepWriterOptions Writer(this nietras.SeparatedValues.SepSpec spec, System.Func<nietras.SeparatedValues.SepWriterOptions, nietras.SeparatedValues.SepWriterOptions> configure) { }
    }
    [System.Diagnostics.DebuggerDisplay("{DebuggerDisplay,nq}")]
    [System.Diagnostics.DebuggerTypeProxy(typeof(nietras.SeparatedValues.SepWriterHeader.DebugView))]
    public sealed class SepWriterHeader
    {
        public void Add(System.Collections.Generic.IReadOnlyList<string> colNames) { }
        public void Add([System.Runtime.CompilerServices.ParamCollection] [System.Runtime.CompilerServices.ScopedRef] System.ReadOnlySpan<string> colNames) { }
        public void Add(string colName) { }
        public void Add(string[] colNames) { }
        public bool Contains(string colName) { }
        public bool TryAdd(string colName) { }
        public void Write() { }
        public System.Threading.Tasks.ValueTask WriteAsync(System.Threading.CancellationToken cancellationToken = default) { }
    }
    public readonly struct SepWriterOptions : System.IEquatable<nietras.SeparatedValues.SepWriterOptions>
    {
        public SepWriterOptions() { }
        public SepWriterOptions(nietras.SeparatedValues.Sep sep) { }
        public bool AsyncContinueOnCapturedContext { get; init; }
        public nietras.SeparatedValues.SepColNotSetOption ColNotSetOption { get; init; }
        public System.Globalization.CultureInfo? CultureInfo { get; init; }
        public bool DisableColCountCheck { get; init; }
        public bool Escape { get; init; }
        public nietras.SeparatedValues.Sep Sep { get; init; }
        public bool WriteHeader { get; init; }
    }
}

Input	CsvHelper	Sylvan	Sep¹
``
`·`	`"·"`	`·`	`·`
`a`	`a`	`a`	`a`
`;`	`";"`	`";"`	`";"`
`,`	`,`	`,`	`,`
`"`	`""""`	`""""`	`""""`
`\r`	`"\r"`	`"\r"`	`"\r"`
`\n`	`"\n"`	`"\n"`	`"\n"`
`a"aa"aaa`	`"a""aa""aaa"`	`"a""aa""aaa"`	`"a""aa""aaa"`
`a;aa;aaa`	`"a;aa;aaa"`	`"a;aa;aaa"`	`"a;aa;aaa"`

nietras/Sepv0.11.0

Get Started

Readme

Sep - the World's Fastest .NET CSV Parser

Example

Naming and Terminology

Application Programming Interface (API)

API Pattern

SepReader API

SepReaderOptions

Unescaping

Trimming

SepReader Debuggability

SepReader.Row Debuggability

SepReader.Col Debuggability

Why SepReader Was Not IEnumerable Until .NET 9 and Is Not LINQ Compatible

ParallelEnumerate and Enumerate

SepWriter API

SepWriterOptions

Escaping

Async Support

Limitations and Constraints

Comparison Benchmarks

Runtime and Platforms

Reader Comparison Benchmarks

NCsvPerf PackageAssets Reader Comparison Benchmarks

PackageAssets Benchmark Results

AMD.EPYC.7763 - PackageAssets Benchmark Results (Sep 0.11.0.0, Sylvan 1.4.2.0, CsvHelper 33.1.0.26)

AMD.Ryzen.7.PRO.7840U.w.Radeon.780M - PackageAssets Benchmark Results (Sep 0.10.0.0, Sylvan 1.4.1.0, CsvHelper 33.0.1.24)

AMD.Ryzen.9.5950X - PackageAssets Benchmark Results (Sep 0.9.0.0, Sylvan 1.3.9.0, CsvHelper 33.0.1.24)

AMD.Ryzen.9.9950X - PackageAssets Benchmark Results (Sep 0.10.0.0, Sylvan 1.4.1.0, CsvHelper 33.0.1.24)

Apple.M1.(Virtual) - PackageAssets Benchmark Results (Sep 0.11.0.0, Sylvan 1.4.2.0, CsvHelper 33.1.0.26)

Cobalt.100 - PackageAssets Benchmark Results (Sep 0.11.0.0, Sylvan 1.4.2.0, CsvHelper 33.1.0.26)

PackageAssets Benchmark Results (SERVER GC)

AMD.EPYC.7763 - PackageAssets Benchmark Results (SERVER GC) (Sep 0.11.0.0, Sylvan 1.4.2.0, CsvHelper 33.1.0.26)

AMD.Ryzen.7.PRO.7840U.w.Radeon.780M - PackageAssets Benchmark Results (SERVER GC) (Sep 0.10.0.0, Sylvan 1.4.1.0, CsvHelper 33.0.1.24)

AMD.Ryzen.9.5950X - PackageAssets Benchmark Results (SERVER GC) (Sep 0.9.0.0, Sylvan 1.3.9.0, CsvHelper 33.0.1.24)

AMD.Ryzen.9.9950X - PackageAssets Benchmark Results (SERVER GC) (Sep 0.10.0.0, Sylvan 1.4.1.0, CsvHelper 33.0.1.24)

Apple.M1.(Virtual) - PackageAssets Benchmark Results (SERVER GC) (Sep 0.11.0.0, Sylvan 1.4.2.0, CsvHelper 33.1.0.26)

Cobalt.100 - PackageAssets Benchmark Results (SERVER GC) (Sep 0.11.0.0, Sylvan 1.4.2.0, CsvHelper 33.1.0.26)

PackageAssets with Quotes Benchmark Results

AMD.EPYC.7763 - PackageAssets with Quotes Benchmark Results (Sep 0.11.0.0, Sylvan 1.4.2.0, CsvHelper 33.1.0.26)

AMD.Ryzen.7.PRO.7840U.w.Radeon.780M - PackageAssets with Quotes Benchmark Results (Sep 0.10.0.0, Sylvan 1.4.1.0, CsvHelper 33.0.1.24)

AMD.Ryzen.9.5950X - PackageAssets with Quotes Benchmark Results (Sep 0.9.0.0, Sylvan 1.3.9.0, CsvHelper 33.0.1.24)

AMD.Ryzen.9.9950X - PackageAssets with Quotes Benchmark Results (Sep 0.10.0.0, Sylvan 1.4.1.0, CsvHelper 33.0.1.24)

Apple.M1.(Virtual) - PackageAssets with Quotes Benchmark Results (Sep 0.11.0.0, Sylvan 1.4.2.0, CsvHelper 33.1.0.26)

Cobalt.100 - PackageAssets with Quotes Benchmark Results (Sep 0.11.0.0, Sylvan 1.4.2.0, CsvHelper 33.1.0.26)

PackageAssets with Quotes Benchmark Results (SERVER GC)

AMD.EPYC.7763 - PackageAssets with Quotes Benchmark Results (SERVER GC) (Sep 0.11.0.0, Sylvan 1.4.2.0, CsvHelper 33.1.0.26)

AMD.Ryzen.7.PRO.7840U.w.Radeon.780M - PackageAssets with Quotes Benchmark Results (SERVER GC) (Sep 0.10.0.0, Sylvan 1.4.1.0, CsvHelper 33.0.1.24)

AMD.Ryzen.9.5950X - PackageAssets with Quotes Benchmark Results (SERVER GC) (Sep 0.9.0.0, Sylvan 1.3.9.0, CsvHelper 33.0.1.24)

AMD.Ryzen.9.9950X - PackageAssets with Quotes Benchmark Results (SERVER GC) (Sep 0.10.0.0, Sylvan 1.4.1.0, CsvHelper 33.0.1.24)

Apple.M1.(Virtual) - PackageAssets with Quotes Benchmark Results (SERVER GC) (Sep 0.11.0.0, Sylvan 1.4.2.0, CsvHelper 33.1.0.26)

Cobalt.100 - PackageAssets with Quotes Benchmark Results (SERVER GC) (Sep 0.11.0.0, Sylvan 1.4.2.0, CsvHelper 33.1.0.26)

PackageAssets with Spaces and Quotes Benchmark Results

AMD.EPYC.7763 - PackageAssets with Spaces and Quotes Benchmark Results (Sep 0.11.0.0, Sylvan 1.4.2.0, CsvHelper 33.1.0.26)

AMD.Ryzen.7.PRO.7840U.w.Radeon.780M - PackageAssets with Spaces and Quotes Benchmark Results (Sep 0.10.0.0, Sylvan 1.4.1.0, CsvHelper 33.0.1.24)

AMD.Ryzen.9.5950X - PackageAssets with Spaces and Quotes Benchmark Results (Sep 0.9.0.0, Sylvan 1.3.9.0, CsvHelper 33.0.1.24)

AMD.Ryzen.9.9950X - PackageAssets with Spaces and Quotes Benchmark Results (Sep 0.10.0.0, Sylvan 1.4.1.0, CsvHelper 33.0.1.24)

Apple.M1.(Virtual) - PackageAssets with Spaces and Quotes Benchmark Results (Sep 0.11.0.0, Sylvan 1.4.2.0, CsvHelper 33.1.0.26)

Cobalt.100 - PackageAssets with Spaces and Quotes Benchmark Results (Sep 0.11.0.0, Sylvan 1.4.2.0, CsvHelper 33.1.0.26)

Floats Reader Comparison Benchmarks

AMD.EPYC.7763 - FloatsReader Benchmark Results (Sep 0.11.0.0, Sylvan 1.4.2.0, CsvHelper 33.1.0.26)

AMD.Ryzen.7.PRO.7840U.w.Radeon.780M - FloatsReader Benchmark Results (Sep 0.10.0.0, Sylvan 1.4.1.0, CsvHelper 33.0.1.24)

AMD.Ryzen.9.5950X - FloatsReader Benchmark Results (Sep 0.9.0.0, Sylvan 1.3.9.0, CsvHelper 33.0.1.24)

AMD.Ryzen.9.9950X - FloatsReader Benchmark Results (Sep 0.10.0.0, Sylvan 1.4.1.0, CsvHelper 33.0.1.24)

Apple.M1.(Virtual) - FloatsReader Benchmark Results (Sep 0.11.0.0, Sylvan 1.4.2.0, CsvHelper 33.1.0.26)

Cobalt.100 - FloatsReader Benchmark Results (Sep 0.11.0.0, Sylvan 1.4.2.0, CsvHelper 33.1.0.26)

Writer Comparison Benchmarks

Example Catalogue

Example - Copy Rows

Example - Copy Rows (Async)

Example - Skip Empty Rows

Example - Use Extension Method Enumerate within async/await Context (prior to C# 13.0)

Example - Use Local Function within async/await Context

Example - Skip Lines/Rows Starting with Comment #

RFC-4180

Frequently Asked Questions (FAQ)

SepReader FAQ

SepWriter FAQ

Example - Skip Lines/Rows Starting with Comment `#`