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colsInt = udf(lambda z: toInt(z), IntegerType()) That means we have to loop over all rows that column-so we use this lambda (in-line) loop. Remember that df is a column object, not a single employee. df2 = df.withColumn( 'semployee',colsInt('employee')) The second is the column in the dataframe to plug into the function. The first argument is the name of the new column we want to create. Then we call the function colinsInt, like this. The second is the function we want to register. The first argument in udf.register(“colsInt”, colsInt) is the name we’ll use to refer to the function. That registered function calls another function toInt(), which we don’t need to register. First, we create a function colsInt and register it. Create a dataframe using the usual approach: df = spark.createDataFrame(data,schema=schema) Refer to those in each example, so you know what object to import for each of the three approaches.īelow is the complete code for Approach 1. That is something you might do if, for example, you are working with machine learning where all the data must be converted to numbers before you plug that into an algorithm. We write a function to convert the only text field in the data structure to an integer. Approach 1: withColumn()īelow, we create a simple dataframe and RDD. We show the three approaches below, starting with the first. df = sqlContext.sql(“sql statement from ”).With Spark RDDs you can run functions directly against the rows of an RDD. That is, save it to the database as if it were one of the built-in database functions, like sum(), average, count(),etc. mySQL, you cannot create your own custom function and run that against the database directly. Spark stores data in dataframes or RDDs-resilient distributed datasets. Use the right-hand menu to navigate.) Why do you need UDFs? (This tutorial is part of our Apache Spark Guide. 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