我正在尝试使用 apache spark(版本 3)读取 CSV 文件。我面临两个问题
csv 文件中的一个字段包含换行符,因此该行被分成两行
其中一列包含(也包含换行符)逗号,因此记录被拆分为多列
下面是我得到的代码和输出
import org.apache.spark.rdd.RDD;
import org.apache.spark.sql.Dataset;
import org.apache.spark.sql.Row;
import org.apache.spark.sql.SparkSession;
import scala.Tuple2;
public class MainApp {
public static void main(String[] args) {
// TODO Auto-generated method stub
SparkSession session = SparkSession.builder().appName("Sample App").master("local[*]").getOrCreate();
session.sparkContext().setLogLevel("ERROR");
Dataset<Row> df = session.read().format("csv").
option("quote","*" )
.option("multiLine", "true")
.option("ignoreLeadingWhiteSpace", "true")
.option("ignoreTrailingWhiteSpace", "true")
.load("/home/deepak/sample_dataset/*.csv");
df.printSchema();
df.show(false);
session.stop();
}
}
root
|-- _c0: string (nullable = true)
|-- _c1: string (nullable = true)
|-- _c2: string (nullable = true)
|-- _c3: string (nullable = true)
+--------------------------------------------+---------------+------+----------------------------+
|_c0 |_c1 |_c2 |_c3 |
+--------------------------------------------+---------------+------+----------------------------+
|15169 |Sample data I |RST1 |"*Insurance data conversion.|
|Sample (Sample/Sample)Sample Sample't Sample|Sample Box 9999|Sample|Sample 888888-7014*" |
+--------------------------------------------+---------------+------+----------------------------+
下面是输入,用MS excel打开是一行。
*15169*,Sample data I,RST1,"*Insurance data conversion.
Sample (Sample/Sample)Sample Sample't Sample, Sample Box 9999, Sample, Sample 888888-7014*"
我不知道如何将 spark 读取为一条记录。
答案 0 :(得分:0)
您不需要指定 quote
,因为您的引号是默认字符 "
。
Dataset<Row> df = session.read().format("csv")
.option("multiLine", "true")
.option("ignoreLeadingWhiteSpace", "true")
.option("ignoreTrailingWhiteSpace", "true")
.load("/home/deepak/sample_dataset/*.csv");
df.show()
+-------+-------------+----+----------------------------------------------------------------------------------------------------------------------+
|_c0 |_c1 |_c2 |_c3 |
+-------+-------------+----+----------------------------------------------------------------------------------------------------------------------+
|*15169*|Sample data I|RST1|*Insurance data conversion.
Sample (Sample/Sample)Sample Sample't Sample, Sample Box 9999, Sample, Sample 888888-7014*|
+-------+-------------+----+----------------------------------------------------------------------------------------------------------------------+