如何将大型CSV文件中的日期列从整数(INT)转换为日期(DATE)类型?

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英文:

How to convert date column from INT to DATE type in large CSV files?

问题

我有一个超过30 GB的CSV文件,我想使用loadTextEx函数将其加载并存储到DolphinDB数据库中。文件包含一个名为“date”的列,该列以INT类型存储,其中的值类似于“20230731”。我想将该列转换为DATE类型(即,2023.07.31)。我该如何做呢?

英文:

I have a CSV file of over 30 GB, and I want to load and store it into a DolphinDB database using the loadTextEx function. The file contains a column named “date” which is stored as INT type, with values like “20230731”. I would like to convert the column into the DATE type (i.e., 2023.07.31). How can I do this?

答案1

得分: 1

你可以定义一个UDF,在该函数中应用temporalParse函数以转换数据类型,然后将这个UDF传递给loadTextEx中的transform参数。以下是一个例子:

// 建立数据库连接
db = database("dfs://snapshot_L2_TSDB")  
// 指定转换后的日期和时间格式以匹配按日期和哈希分区的数据库
def transType(mutable memTable)
{
   return memTable.replaceColumn!(`DataTimeStamp,temporalParse("20221001"+string(memTable.DataTimeStamp),"yyyyMMddHH:mm:ss.SSS"))
}
// 导入数据
tmpTB=loadTextEx(dbHandle=db, tableName=`snapshot_L2_TSDB_t, partitionColumns=`DataTimeStamp`SecurityID, filename=dataFilePath, schema=schemaTB ,sortColumns=`SecurityID`DataTimeStamp, transform=transType);
英文:

You can define a UDF where the function temporalParse can be applied to convert data types, and then pass this UDF to the transform parameter in loadTextEx. Here is an example:

// establish a database connection
db = database("dfs://snapshot_L2_TSDB")  
// specify the format for converted date and time to match the database which is partitioned by date and hash
def transType(mutable memTable)
{
   return memTable.replaceColumn!(`DataTimeStamp,temporalParse( "20221001"+string(memTable.DataTimeStamp),"yyyyMMddHH:mm:ss.SSS"))
}
// import the data
tmpTB=loadTextEx(dbHandle=db, tableName=`snapshot_L2_TSDB_t, partitionColumns=`DataTimeStamp`SecurityID, filename=dataFilePath,schema=schemaTB ,sortColumns=`SecurityID`DataTimeStamp,transform=transType);

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  • 本文由 发表于 2023年7月14日 09:48:13
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