“When I started using predictive analytics in 1991, I had a desktop computer with a 600 megabyte hard drive running SAS® 5.0 something,” said Olivia Rud, respected business intelligence thought leader and author of Data Mining Cookbook: Modeling Data for Marketing, Risk and Customer Relationship Management. Technology has vastly improved
Because I am writing a new book about simulating data in SAS, I have been doing a lot of reading and research about how to simulate various quantities. Random integers? Check! Random univariate samples? Check! Random multivariate samples? Check! Recently I've been researching how to generate random matrices. I've blogged
Of course you are a superhero - an analytics superhero. I know because every week, I write about your feats of super SAS brilliance. The League of Analytic Superheroes is the culmination of a powerful partnership between SAS and Teradata, the leaders in business analytics and enterprise data warehousing. Now, you
SAS Global Forum 2012 is right around the corner. If you will be in Orlando, too, be sure to say hello! If you have ideas for improving SAS/IML software or you would like to discuss my blog, please visit me during my hours at the SAS/IML booth in the Demo
The fundamental units in the SAS/IML language are matrices and vectors. Consequently, you might wonder about conditional expression such as if v>0 then.... What does this expression mean when v contains more than a single element? Evaluating vector expressions When you test a vector for some condition, expressions like v>0
ODS Graphics system was initially motivated by the need for high quality graphs for SAS Base, STAT, and other analytical procedures. Use of SG Procedures, ODS Graphics Designer and GTL by users too has initially focused on analytical graphs. But just like wheels on carryon bags that started for the specific needs of flight
Did that set off a trigger for you? It did for my SAS SQL 1: Essentials class, packed with SQL and SAS programmers alike. To clarify matters I pulled up some examples to help get the differences quickly. Set operators and Joins are similar in that they both combine multiple
Earlier this week I described a common programming pattern in the SAS macro language. The pattern sets up a loop for processing each distinct value of a classification variable. The program uses the PROC SQL SELECT INTO feature to populate SAS macro variables. The effect: you can roll your own
As public safety officials leaf through their favorite criminal justice periodical they are greeted with pages and pages of analytics advertisements. These ads are laden with promises of robust and scalable solutions, improved efficiencies and, yes, the promise of prediction. While reading the advertisements, the mental conversation may go something
I think this DATA step Post-It author may be a bit like my mother. When I was a child, my mother was always coaching me on two things: being independent and being efficient. I believe those are the two traits she considered most admirable in a person. It's little wonder
After my post on detecting outliers in multivariate data in SAS by using the MCD method, Peter Flom commented "when there are a bunch of dimensions, every data point is an outlier" and remarked on the curse of dimensionality. What he meant is that most points in a high-dimensional cloud
Creating a graph that looks nice, with readable, high resolution fonts is important and should be easy to do. With SG procedures and GTL, this is easy to do with a simple option, but not the default. Creating a high resolution (image) for a graph consumes higher system resources. When working on a graph,
Covariance, correlation, and distance matrices are a few examples of symmetric matrices that are frequently encountered in statistics. When you create a symmetric matrix, you only need to specify the lower triangular portion of the matrix. The VECH and SQRVECH functions, which were introduced in SAS/IML 9.3, are two functions
How to write a SAS macro program to repeat your SAS processing for each value of a BY grouping variable.
The SAS/IML language supports both row vectors and column vectors. This is useful for performing linear algebra, but it can cause headaches when you are writing a SAS/IML module. I want my modules to be able to handle both row vectors and column vectors. I don't want the user to
If you have been reading the Unofficial Official Guide to SAS Global Forum series, you have already gotten some great tips on where to stay, what to do and what to wear (more coming soon!). My best tip this week, is a great money saver, and it is simple. “Hurry
When the data is classified by multiple class variables, you can certainly create graphs using BY variables. This results in separate graphs, one for each level of the BY variable crossings. Each graph is scaled by its own data subset, and comparisons across BY levels is harder. When comparisons need to be
You can keep track of and report anything with SAS, even motivation - or the lack thereof. This team has developed a portal to analyze and report their ride data. It could just as easily be used for groups who want to work together to lose a few pounds, train
When you are constantly taking the data tables and completing joins to begin working on your reports or analysis it might be time to consider creating permanent views. Then you can just add the view to the Enterprise Guide project rather than dealing with the joins in a Query Builder
A recent discussion on the SAS-L discussion forum concerned how to implement linear interpolation in SAS. Some people suggested using PROC EXPAND in SAS/ETS software, whereas others proposed a DATA step solution. For me, the SAS/IML language provides a natural programming environment to implement an interpolation scheme. It also provides
St. Patrick’s Day is almost here and for many it’s the perfect time to think green. This holiday, for me as a US citizen, means a little less than a month before taxes are due. I am often thinking green, as in money and saving some! For SAS users from around
A well-formed WHERE statement or subsetting IF can narrow down the output of your SAS DATA step. The SAS log does a good job of telling you how many records were processed by the action. For example, let's look at this simple DATA step with my "poor man's random sample",
A few weeks ago, in Northern Virginia, a 30 foot highway sign fell onto I-66 and landed on a passing pickup truck. Fortunately, no one was hurt, but it drew media attention and caused motorists in the area to wonder about the safety of other signs and the transportation network
After unwittingly getting involved recently in a code vs GUI discussion another pro GUI vote came in yesterday when presenting to a customer's internal user group. When creating and using prompts in SAS Enterprise Guide, it is a no-brainer to recommend leveraging the %_eg_WhereParam as it handles all the special
Most statistical programmers have seen a graph of a normal distribution that approximates a binomial distribution. The figure is often accompanied by a statement that gives guidelines for when the approximation is valid. For example, if the binomial distribution describes an experiment with n trials and the probability of success
Most users of the ODS Graphics system have probably had the need to adjust the dimensions of their graph output at times. The ODS GRAPHICS statement makes this easy to do. This statement supports the WIDTH= and HEIGHT= options. If you set just one of these, the system will calculate
Did you oversleep this morning? If you live in the United States of America, Monday morning seems to have arrived just a bit earlier, accompanied by a bit more "dark" than usual. That's because as good time-fearing citizens, we have all set our clocks ahead by one hour so as
SAS provides several ways to compute sample quantiles of data. The UNIVARIATE procedure can compute quantiles (also called percentiles), but you can also compute them in the SAS/IML language. Prior to SAS/IML 9.22 (released in 2010) statistical programmers could call a SAS/IML module that computes sample quantiles. With the release
Sometimes, I pick something fun to do with SAS/GRAPH so that I can learn and experiment with some of the more obscure functionality that I'm wanting to master. This is one of those situations. This fun graph allowed me to experiment with crosshatch patterns in maps, overlapping map areas and creating 'holes' in maps.
If your company has an EPTO account, it could be like getting a FASTPASS ticket to SAS Global Forum. EPTO units won't move you to the head of the line like FASTPASS (there are no lines), but they can pay for your SAS Global Forum event registration fees! Don’t know what
