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DataCleaner.cs
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using System;
using System.Collections.Generic;
using System.Data;
using System.Data.SqlClient;
using System.Globalization;
using Microsoft.SqlServer.Dts.Pipeline;
using Microsoft.SqlServer.Dts.Pipeline.Wrapper;
using Microsoft.SqlServer.Dts.Runtime.Wrapper;
namespace DataCleansing
{
[DtsPipelineComponent(ComponentType = ComponentType.Transform,
CurrentVersion = 0,
Description = "Standardizes common data cleansing operations",
DisplayName = "Data Cleaner",
IconResource = "DataCleansing.Brush.ico",
UITypeName = "DataCleansing.DataCleanerUI, DataCleaner, Version=1.0.0.0, Culture=neutral, PublicKeyToken=6fb9d4add692893d")]
public class DataCleaner : PipelineComponent
{
public const string DataCleansingConnection = "Data Cleansing Connection";
private readonly string[] _delimiters = { "," };
private List<ColumnInfo> _columnInfos;
private int _errorOutId;
private int _outputId;
private SqlConnection _connection;
////private readonly Dictionary<DataType, object> _defaultValues = new Dictionary<DataType, object>()
//// {
//// { DataType.DT_STR, string.Empty },
//// { DataType.DT_I4, 0 },
//// { DataType.DT_DBTIMESTAMP, new DateTime(1950, 01, 01) }
//// };
private Dictionary<DataType, object> _defaultValues;
#region Design Time
/// <summary>
/// Initial method to set up component properties
/// </summary>
public override void ProvideComponentProperties()
{
this.ComponentMetaData.UsesDispositions = true;
// Add a single input
var input = this.ComponentMetaData.InputCollection.New();
input.Name = "Input";
input.Description = "Input for the Data Cleaner transformation";
input.HasSideEffects = false; // Determines if component is left in data flow when run in OptimizedMode and output is not connected
input.ErrorRowDisposition = DTSRowDisposition.RD_RedirectRow;
input.ErrorOrTruncationOperation = "ValidationFailure";
// Add a synchronous output
var output = this.ComponentMetaData.OutputCollection.New();
output.Name = "Output";
output.Description = "Output for the Data Cleaner transformation";
output.HasSideEffects = false; // Determines if component is left in data flow when run in OptimizedMode and output is not connected
output.SynchronousInputID = input.ID;
output.ExclusionGroup = 1;
// Add an error output
var errorOutput = this.ComponentMetaData.OutputCollection.New();
errorOutput.IsErrorOut = true;
errorOutput.Name = "Error Output";
errorOutput.Description = "Error Output for the Data Cleaner transformation";
errorOutput.HasSideEffects = false; // Determines if component is left in data flow when run in OptimizedMode and output is not connected
errorOutput.SynchronousInputID = input.ID;
errorOutput.ExclusionGroup = 1;
// Add a connection
var conn = this.ComponentMetaData.RuntimeConnectionCollection.New();
conn.Name = DataCleansingConnection;
conn.Description = "ADO.NET Connection to SQL Server";
// Add Null Default Table Name
Utility.AddProperty(ComponentMetaData.CustomPropertyCollection, "NullDefaultTableName", "The name of the table that stores NULL value defaults.", string.Empty);
}
public override IDTSInput100 InsertInput(DTSInsertPlacement insertPlacement, int inputID)
{
throw new InvalidOperationException("The Data Cleaner component can only have a single input.");
}
public override IDTSOutput100 InsertOutput(DTSInsertPlacement insertPlacement, int outputID)
{
throw new InvalidOperationException("The Data Cleaner component can only have two outputs.");
}
public override void DeleteInput(int inputID)
{
throw new InvalidOperationException("The Data Cleaner component must have one input");
}
public override void DeleteOutput(int outputID)
{
throw new InvalidOperationException("The Data Cleaner component must have two outputs.");
}
public override IDTSInputColumn100 SetUsageType(int inputID, IDTSVirtualInput100 virtualInput, int lineageID, DTSUsageType usageType)
{
var column = base.SetUsageType(inputID, virtualInput, lineageID, usageType);
if (usageType == DTSUsageType.UT_READWRITE)
{
Utility.AddColumnProperties(column);
}
else
{
Utility.RemoveColumnProperties(column);
}
return column;
}
public override DTSValidationStatus Validate()
{
bool hasError = false;
bool cancel;
if (ComponentMetaData.CustomPropertyCollection["NullDefaultTableName"].Value == null ||
ComponentMetaData.CustomPropertyCollection["NullDefaultTableName"].Value.ToString() == string.Empty)
{
ComponentMetaData.FireError(0, string.Empty, "The NullDefaultTableName property must be set.", string.Empty, 0, out cancel);
hasError = true;
}
foreach (IDTSInputColumn100 column in ComponentMetaData.InputCollection[0].InputColumnCollection)
{
CleaningOperation operation = CleaningOperation.None;
if (column.CustomPropertyCollection["Operation"].Value == null)
{
ComponentMetaData.FireError(0, string.Empty, "The Operation property must be set.", string.Empty, 0, out cancel);
hasError = true;
continue;
}
operation = (CleaningOperation)column.CustomPropertyCollection["Operation"].Value;
if (column.CustomPropertyCollection["FormatString"].Value == null &&
Utility.ContainsFlag(operation, CleaningOperation.FormatValue))
{
ComponentMetaData.FireError(0, string.Empty, "The FormatString property must be set.", string.Empty, 0, out cancel);
hasError = true;
}
if (column.CustomPropertyCollection["MinValue"].Value == null &&
Utility.ContainsFlag(operation, CleaningOperation.ValidateRange))
{
ComponentMetaData.FireError(0, string.Empty, "The MinValue property must be set.", string.Empty, 0, out cancel);
hasError = true;
}
if (column.CustomPropertyCollection["MaxValue"].Value == null &&
Utility.ContainsFlag(operation, CleaningOperation.ValidateRange))
{
ComponentMetaData.FireError(0, string.Empty, "The MaxValue property must be set.", string.Empty, 0, out cancel);
hasError = true;
}
if (column.CustomPropertyCollection["ValueList"].Value == null &&
Utility.ContainsFlag(operation, CleaningOperation.ValidateKnownGood))
{
ComponentMetaData.FireError(0, string.Empty, "The ValueList property must be set.", string.Empty, 0, out cancel);
hasError = true;
}
}
if (hasError)
{
return DTSValidationStatus.VS_ISBROKEN;
}
return DTSValidationStatus.VS_ISVALID;
}
#endregion
#region Run Time
public override void AcquireConnections(object transaction)
{
var runtimeConn = this.ComponentMetaData.RuntimeConnectionCollection[DataCleansingConnection];
if (runtimeConn == null || runtimeConn.ConnectionManager == null)
{
bool cancel;
ComponentMetaData.FireError(0, string.Empty, "The Connection Manager must be set.", string.Empty, 0, out cancel);
}
else
{
object tempConn = runtimeConn.ConnectionManager.AcquireConnection(transaction);
if (tempConn is SqlConnection)
{
_connection = (SqlConnection)tempConn;
if (_connection.State == System.Data.ConnectionState.Closed)
{
_connection.Open();
}
}
else
{
bool cancel;
ComponentMetaData.FireError(0, string.Empty, "The BatchDestination can only use ADO.NET SQL Server connections.", string.Empty, 0, out cancel);
}
}
}
public override void ReleaseConnections()
{
if (_connection != null && _connection.State != System.Data.ConnectionState.Closed)
{
_connection.Close();
}
}
public override void PreExecute()
{
_columnInfos = CacheBufferInfo();
foreach (IDTSOutput100 output in this.ComponentMetaData.OutputCollection)
{
if (output.IsErrorOut)
{
_errorOutId = output.ID;
break;
}
else
{
_outputId = output.ID;
}
}
// Get Null Default Values
_defaultValues = GetDefaultValues();
}
public override void ProcessInput(int inputID, PipelineBuffer buffer)
{
int colIndex = 0;
while (buffer.NextRow())
{
try
{
foreach (ColumnInfo col in _columnInfos)
{
colIndex = col.BufferIndex;
if (Utility.ContainsFlag(col.Operation, CleaningOperation.SetNullDefault))
{
ReplaceNullValueWithDefault(buffer, col);
}
if (Utility.ContainsFlag(col.Operation, CleaningOperation.TrimString))
{
TrimString(buffer, col);
}
if (Utility.ContainsFlag(col.Operation, CleaningOperation.FormatValue))
{
FormatValue(buffer, col);
}
if (Utility.ContainsFlag(col.Operation, CleaningOperation.ValidateRange))
{
ValidateRange(buffer, col);
}
if (Utility.ContainsFlag(col.Operation, CleaningOperation.ValidateKnownGood))
{
ValidateKnownGoodValue(buffer, col);
}
}
buffer.DirectRow(_outputId);
}
catch (Exception)
{
buffer.DirectErrorRow(_errorOutId, 100, colIndex);
}
}
}
#endregion
#region Data Cleansing Functions
private void ReplaceNullValueWithDefault(PipelineBuffer buffer, ColumnInfo col)
{
if (buffer.IsNull(col.BufferIndex))
{
buffer[col.BufferIndex] = _defaultValues[col.ColumnDataType];
}
}
private void TrimString(PipelineBuffer buffer, ColumnInfo col)
{
if (col.ColumnDataType == DataType.DT_STR || col.ColumnDataType == DataType.DT_WSTR)
{
buffer[col.BufferIndex] = buffer.GetString(col.BufferIndex).Trim();
}
}
private void FormatValue(PipelineBuffer buffer, ColumnInfo col)
{
try
{
buffer[col.BufferIndex] = string.Format(col.FormatString, Convert.ToDouble(buffer.GetString(col.BufferIndex)));
}
catch (OverflowException)
{
throw new FormatException("Value is not in a valid format");
}
catch (FormatException)
{
throw new FormatException("Value is not in a valid format");
}
}
private void ValidateRange(PipelineBuffer buffer, ColumnInfo col)
{
int value = buffer.GetInt32(col.BufferIndex);
if (value < col.MinValue || value > col.MaxValue)
{
throw new ArgumentException("Column Value out of range", "buffer");
}
}
private void ValidateKnownGoodValue(PipelineBuffer buffer, ColumnInfo col)
{
string value = buffer.GetString(col.BufferIndex);
bool valid = false;
foreach (var validValue in col.ValueList)
{
if (validValue == value)
{
valid = true;
break;
}
}
if (!valid)
{
throw new ArgumentException("Column Value not in valid list", "buffer");
}
}
#endregion
#region Helpers
private List<ColumnInfo> CacheBufferInfo()
{
var columns = new List<ColumnInfo>(this.ComponentMetaData.InputCollection[0].InputColumnCollection.Count);
IDTSInput100 input = this.ComponentMetaData.InputCollection[0];
// Look at each input, and then each column, storing important metadata.
foreach (IDTSInputColumn100 col in input.InputColumnCollection)
{
// Find the position in buffers that this column will take, and add it to the map.
var columnInfo = new ColumnInfo(
col.Name,
col.DataType,
this.BufferManager.FindColumnByLineageID(input.Buffer, col.LineageID),
col.Length,
col.Precision,
col.Scale);
columnInfo.Operation = (CleaningOperation)col.CustomPropertyCollection["Operation"].Value;
columnInfo.FormatString = col.CustomPropertyCollection["FormatString"].Value.ToString();
columnInfo.MinValue = (int)col.CustomPropertyCollection["MinValue"].Value;
columnInfo.MaxValue = (int)col.CustomPropertyCollection["MaxValue"].Value;
columnInfo.ValueList = col.CustomPropertyCollection["ValueList"].Value.ToString().Split(
this._delimiters, StringSplitOptions.RemoveEmptyEntries);
columns.Add(columnInfo);
}
return columns;
}
private Dictionary<DataType, object> GetDefaultValues()
{
var defaultValues = new Dictionary<DataType, object>();
var query = string.Format(
"SELECT DataType, Value FROM {0}",
ComponentMetaData.CustomPropertyCollection["NullDefaultTableName"].Value);
var adapter = new SqlDataAdapter(query, _connection);
var dataTable = new DataTable() { Locale = CultureInfo.CurrentCulture };
adapter.Fill(dataTable);
foreach (DataRow row in dataTable.Rows)
{
bool isLong = false;
var dataType = (DataType)Enum.Parse(typeof(DataType), row["DataType"].ToString());
object value = Convert.ChangeType(row["Value"], BufferTypeToDataRecordType(ConvertBufferDataTypeToFitManaged(dataType, ref isLong)));
defaultValues.Add(dataType, value);
}
return defaultValues;
}
private static object GetBufferColumnValue(PipelineBuffer buffer, ColumnInfo col)
{
if (buffer.IsNull(col.BufferIndex))
{
return null;
}
switch (col.ColumnDataType)
{
case DataType.DT_BOOL:
return buffer.GetBoolean(col.BufferIndex);
case DataType.DT_BYTES:
return buffer.GetBytes(col.BufferIndex);
case DataType.DT_CY:
return buffer.GetDecimal(col.BufferIndex);
case DataType.DT_DATE:
return buffer.GetDateTime(col.BufferIndex);
case DataType.DT_DBDATE:
return buffer.GetDate(col.BufferIndex);
case DataType.DT_DBTIME:
return buffer.GetTime(col.BufferIndex);
case DataType.DT_DBTIME2:
return buffer.GetTime(col.BufferIndex);
case DataType.DT_DBTIMESTAMP:
return buffer.GetDateTime(col.BufferIndex);
case DataType.DT_DBTIMESTAMP2:
return buffer.GetDateTime(col.BufferIndex);
case DataType.DT_DBTIMESTAMPOFFSET:
return buffer.GetDateTimeOffset(col.BufferIndex);
case DataType.DT_DECIMAL:
return buffer.GetDecimal(col.BufferIndex);
case DataType.DT_FILETIME:
return buffer.GetDateTime(col.BufferIndex);
case DataType.DT_GUID:
return buffer.GetGuid(col.BufferIndex);
case DataType.DT_I1:
return buffer.GetSByte(col.BufferIndex);
case DataType.DT_I2:
return buffer.GetInt16(col.BufferIndex);
case DataType.DT_I4:
return buffer.GetInt32(col.BufferIndex);
case DataType.DT_I8:
return buffer.GetInt64(col.BufferIndex);
case DataType.DT_IMAGE:
return buffer.GetBlobData(col.BufferIndex, 0, (int)buffer.GetBlobLength(col.BufferIndex));
case DataType.DT_NTEXT:
return buffer.GetBlobData(col.BufferIndex, 0, (int)buffer.GetBlobLength(col.BufferIndex));
case DataType.DT_NUMERIC:
return buffer.GetDecimal(col.BufferIndex);
case DataType.DT_R4:
return buffer.GetSingle(col.BufferIndex);
case DataType.DT_R8:
return buffer.GetDouble(col.BufferIndex);
case DataType.DT_STR:
return buffer.GetString(col.BufferIndex);
case DataType.DT_TEXT:
return buffer.GetBlobData(col.BufferIndex, 0, (int)buffer.GetBlobLength(col.BufferIndex));
case DataType.DT_UI1:
return buffer.GetByte(col.BufferIndex);
case DataType.DT_UI2:
return buffer.GetUInt16(col.BufferIndex);
case DataType.DT_UI4:
return buffer.GetUInt32(col.BufferIndex);
case DataType.DT_UI8:
return buffer.GetUInt64(col.BufferIndex);
case DataType.DT_WSTR:
return buffer.GetString(col.BufferIndex);
default:
return null;
}
}
#endregion
}
[Flags]
public enum CleaningOperation
{
None = 0x0,
SetNullDefault = 0x1,
TrimString = 0x2,
FormatValue = 0x4,
ValidateRange = 0x8,
ValidateKnownGood = 0x10
}
}