Joining SAS data using the DATA Step and PROC SQL Many times a series of 2-table joins Create tables, views, and indexes on columns in tables • Create
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Joining SAS data using the DATA Step and PROC SQL Many times a series of 2-table joins Create tables, views, and indexes on columns in tables • Create
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2/26/2015
1 Copyright © 2014, SAS Institute Inc. All rights reserved.PROC SQL VS. DATA STEP PROCESSING
Mary-Elizabeth ("M-E") Eddlestone
Principal Analytics Engineer, SAS Customer LoyaltyCustomer Engagement & Support
Copyright © 2014, SAS Institute Inc. All rights reserved.AGENDA
•Comparison of DATA Step and PROC SQL capabilities •Joining SAS data using the DATA Step and PROC SQL2/26/2015
2 Copyright © 2014, SAS Institute Inc. All rights reserved.COMPARISON OF DATA STEP AND PROC SQL
CAPABILITIES
Copyright © 2014, SAS Institute Inc. All rights reserved.DATA STEP VS.
PROC SQL
CAPABILITIES COMPARISON
•DATA Step is typically sequential processing •Rows of data are processed in the same order they started in •Row 1, row 2, row 3, etc. •Output for most joins will have a consistent order •Can do random access using POINT= or KEY= options on SET statement •PROC SQL uses an optimizer - dissimilar results •SQL has no concept of row order - does not process sequentially •Rows can be, and often are, returned in a random order unless an ORDERBY clause is used
•GROUP BY does not include ORDER BY SQL Optimizer explained: http://support.sas.com/techsup/technote/ts553.html2/26/2015
3 Copyright © 2014, SAS Institute Inc. All rights reserved.DATA STEP VS.
PROC SQL
DATA Step
•No issues as most processing for single tables as well as joins is sequentialPROC SQL •Lags in performance without help •Always sort large tables before joining in SQL •NOT indexed! •Many times a series of 2-table joins will out-perform a multi-table (3+) join in PROC SQL Copyright © 2014, SAS Institute Inc. All rights reserved.DATA STEP
WHAT CAN I DO WITH IT?
•Creating SAS data sets (SAS data files or SAS views) •Creating SAS data sets from input files that contain raw data (external files)•Creating new SAS data sets from existing ones by subsetting, merging, modifying, and updating existing SAS data sets
•Analyzing, manipulating, or presenting your data •Computing the values for new variables •Report writing, or writing files to disk or tape •Retrieving information •File management2/26/2015
4 Copyright © 2014, SAS Institute Inc. All rights reserved.PROC SQL
•ANSI standard SQL is the base •SAS-isms added (functions, formats, labels, etc.)PROC SQL;
SELECT<* | col1<, col2<..., coln>>>
FROM << as> alias-name>
QUIT; Copyright © 2014, SAS Institute Inc. All rights reserved. PROC SQL
WHAT CAN I DO WITH IT?
•Retrieve and manipulate data that is stored in tables or views. •Create tables, views, and indexes on columns in tables. •Create SAS macro variables that contain values from rows in a query's result.•Add or modify the data values in a table's columns or insert and delete rows. You can also modify the table itself by adding, modifying, or dropping columns.
•Send DBMS-specific SQL statements to a database management system (DBMS) and retrieve DBMS data.