Spark SQL provides spark.read.csv("path") to read a CSV file into Spark DataFrame and dataframe.write.csv("path") to save or write to CSV file Using
- spark.read.csv("path")
- spark.read.format("csv").load("path")
you can read a CSV file into a Spark DataFrame.This method takes a file path to read as an argument.
val df = spark.read.csv("/FileStore/tables/real_state.csv")
val df = spark.read.format("csv").load("/FileStore/tables/real_state.csv")
df.show(5)
df.show(5)
Default schema for CSV file
It reads all columns as a string
(StringType) by default.
df.printSchema
![](data:image/png;base64,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)
Options while reading CSV file
Spark CSV dataset provides multiple options to work with CSV files, all these options
Options while reading CSV file
Spark CSV dataset provides multiple options to work with CSV files, all these options
- header
- delimiter
- InferSchema
- quotes
- nullValues
- dateFormat
This option is used to read the first line of the CSV file as column names. By default the value of this option is false , and all column types are assumed to be a string.
val df = spark.read.options(Map("header"->"true")).csv("/FileStore/tables/real_state.csv")
val df = spark.read.option("header","true").csv("/FileStore/tables/real_state.csv")
val df = spark.read.format("csv").option("header","true").load("/FileStore/tables/real_state.csv")
df.show(5)
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Delimiter :- delimiter option is used to specify the column delimiter of the CSV file. By default, it is comma (,) character, but can be set to any character us this option.
val df = spark.read.options(Map("header"->"true","delimiter"->",")).csv("/FileStore/tables/real_state.csv")
df.show(5)
Delimiter :- delimiter option is used to specify the column delimiter of the CSV file. By default, it is comma (,) character, but can be set to any character us this option.
val df = spark.read.options(Map("header"->"true","delimiter"->",")).csv("/FileStore/tables/real_state.csv")
val df = spark.read.option("header","true").option("delimiter",",").csv("/FileStore/tables/real_state.csv")
val df = spark.read.option("header","true").option("sep",",").csv("/FileStore/tables/real_state.csv")
val df = spark.read.format("csv").option("header","true").option("delimiter",",").load("/FileStore/tables/real_state.csv")
df.show(5)
inferSchema:- The default value set to this option is false, when set to true it automatically infer column types based on the data. It requires to read the data one more time to infer the schema.
df.show(5)
inferSchema:- The default value set to this option is false, when set to true it automatically infer column types based on the data. It requires to read the data one more time to infer the schema.
val df = spark.read.options(Map("header"->"true","delimiter"->",","inferSchema"->"true")).csv("/FileStore/tables/real_state.csv")
val df = spark.read.option("header","true").option("delimiter",",").option("inferSchema","true").csv("/FileStore/tables/real_state.csv")
val df = spark.read.format("csv").option("header","true").option("delimiter",",").option("inferSchema","true").load("/FileStore/tables/real_state.csv")
df.show(5)
df.show(5)
nullValues:- Using nullValues option you can specify the string in a CSV to consider as null. For example, if you want to consider a date column with a value “1900-01-01” set null on DataFrame.
val df = spark.read.format("csv")
.option("header","true")
.option("inferSchema","true")
.option("nullValue","NA")
.option("timestampFormat","yyyy-MM-dd'T'HH:mm?:ss") .option("mode","failfast")
.option("path","file:///home/training/data/csv/emp.csv").load()
df.write.format("parquet").mode("overwrite").save("file:///home/training/data/output/parquet")
val df = spark.read.format("csv")
.option("sep",";")
.option("inferSchema","true")
.option("header", "true")
.load("data/people.csv")
Method-2
val df = spark.read.options( Map("header" -> "true",
"inferSchema" -> "true",
"nullValue" -> "NA",
"timestampFormat" -> "yyyy-MM-dd'T'HH:mm:ss",
"mode" -> "failfast")
).csv("/FileStore/tables/real_state.csv")
val df = spark.read.options( Map("header" -> "true",
"inferSchema" -> "true",
"nullValue" -> "NA",
"timestampFormat" -> "yyyy-MM-dd'T'HH:mm:ss",
"mode" -> "failfast")
).csv("/FileStore/tables/real_state.csv")
While creating the DataFrame, we specified the option to infer schema using: option("inferSchema", "true") This essentially instructs Spark to automatically infer the data type for each column when reading the CSV file.
Read multiple CSV files
val df = spark.read.csv("file1,file2,file3")
Read all CSV files in a directory
val df = spark.read.csv("Folder path")
val df = spark.read.csv("file1,file2,file3")
Read all CSV files in a directory
val df = spark.read.csv("Folder path")
How to handel Malformed Records
if you get a malformed record. That's a natural condition. When you are reading hundreds
of thousands of rows, some of them may not confine to the schema. Those are incorrect records. Spark
DataFrameReader allows you to set an option called mode. You can set one of the three values.
- permissive
- dropMalformed
- failFast
The default value is permissive. If you set the mode to permissive and encounter a malformed record, the DataFrameReader will set all the column values to null and push the entire row into a string column called _corrupt_record. This corrupt record column allows you to dump those records in a separate file. You can investigate and fix those records at the later stage. The dropMalformed option will quietly drop the malformed records. You won't even notice that some rows were not accurate.And the failFast method raises an exception.
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