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Dear Listers
I have a question regarding no. of variables that
what is the maximum no. of variables in a data file of spss , i am using version
spss 15.0.
thanks in advance
Manoj Soni
Assistant Data Analyst INSTITUTE OF HEALTH MANAGEMENT RESEARCH 1, P.D. Marg, Near Sanganer Airport, Jaipur. 302001. Rajasthan. INDIA. Phone : 91-0141-2791431-34 Fax : 91-0141-2792138 [hidden email] |
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At 02:00 AM 4/3/2009, Manoj Soni wrote:
>what is the maximum no. of variables in a data file of spss FAQ: How many variables and cases are allowed in SPSS? Below is a discussion by Jon Peck of SPSS, Inc., which applies to all SPSS versions that are likely to be in use - back to release 9, at least. I add to what Jon wrote, . For most operations, increasing the number of cases will increase the running time about in proportion. Usually, SPSS can handle a great many cases gracefully. Jon, below, notes some operations for which many cases may slow SPSS badly, but often work-around can be found even for these. . Increasing the number of variables will generally increase the running time about in proportion, even if you're not using them all, because the running time is dominated by the time to read the file from disk, i.e. the total file size . After some point hard to estimate (though larger if the machine has more RAM), increasing the number of variables will increase the running time out of all proportion, because putting the whole dictionary and data for one case in RAM may require paging. . I emphasize Jon's point that "modern database practice would be to break up your variables into cohesive subsets", i.e. to restructure with more cases and fewer variables. A typical example is changing from one record per entity with data for many years, to one record per entity per year. I've posted a number of solutions in which data is given such a 'long' representation with many cases, instead of a 'wide' representation with many variables. At 10:25 AM 6/5/2003, Peck, Jon [of SPSS, Inc.] wrote: There are several points to making regarding very wide files and huge datasets. First, the theoretical SPSS limits are Number of variables: (2**31) -1 Number of cases: (2**31) - 1 In calculating these limits, count one for each 8 bytes or part thereof of a string variable. An a10 variable counts as two variables, for example. Approaching the theoretical limit on the number of variables, however, is a very bad idea in practice for several reasons. 1. These are the theoretical limits in that you absolutely cannot go beyond them. But there are other environmentally imposed limits that you will surely hit first. For example, Windows applications are absolutely limited to 2GB of addressable memory, and 1GB is a more practical limit. Each dictionary entry requires about 100 bytes of memory, because in addition to the variable name, other variable properties also have to be stored. (On non-Windows platforms, SPSS Server could, of course, face different environmental limits.) Numerical variable values take 8 bytes as they are held as double precision floating point values. 2. The overhead of reading and writing extremely wide cases when you are doubtless not using more than a small fraction of them will limit performance. And you don't want to be paging the variable dictionary. If you have lots of RAM, you can probably reach between 32,000 and 100,000 variables before memory paging degrades performance seriously. 3. Dialog boxes cannot display very large variable lists. You can use variable sets to restrict the lists to the variables you are really using, but lists with thousands of variables will always be awkward. 4. Memory usage is not just about the dictionary. The operating system will almost always be paging code and data between memory and disk. (You can look at paging rates via the Windows Task Manager). The more you page, the slower things get, but the variable dictionary is only one among many objects that the operating system is juggling. However, there is another effect. On NT and later, Windows automatically caches files (code or data) in memory so that it can retrieve it quickly. This cache occupies memory that is otherwise surplus, so if any application needs it, portions of the cache are discarded to make room. You can see this effect quite clearly if you start SPSS or any other large application; then shut it down and start it again. It will load much more quickly the second time, because it is retrieving the code modules needed at startup from memory rather than disk. The Windows cache, unfortunately, will not help data access very much unless most of the dataset stays in memory, because the cache will generally hold the most recently accessed data. If you are reading cases sequentially, the one you just finished with is the LAST one you will want again. ===================== To manage your subscription to SPSSX-L, send a message to [hidden email] (not to SPSSX-L), with no body text except the command. To leave the list, send the command SIGNOFF SPSSX-L For a list of commands to manage subscriptions, send the command INFO REFCARD |
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Actually, I think it's theoretically possible to have more than (2**31)-1 cases, but for practical reasons you might not want to go there. From: SPSSX(r) Discussion on behalf of Richard Ristow Sent: Fri 4/3/2009 3:20 PM To: [hidden email] Subject: Re: no. of variables At 02:00 AM 4/3/2009, Manoj Soni wrote: |
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