[ncl-talk] adjusting tension of a smooth overlaid on xyplot
Mary Haley
haley at ucar.edu
Wed Aug 12 10:48:51 MDT 2015
Hi Sam,
I'm not familiar with the "lowess" function in R. Perhaps if you find this
useful, and we can get at the source code, we can add an interface to in
NCL?
I did try the same example using the lspoly function, but I think this
would be too smooth for your purposes. See example interp1d_3.ncl at:
http://www.ncl.ucar.edu/Applications/interp1d.shtml#ex3
--Mary
On Fri, Aug 7, 2015 at 3:29 PM, Sam McClatchie (NOAA Federal) <
sam.mcclatchie at noaa.gov> wrote:
> Hello Mary -- Thanks for checking this out. I ran your script and the your
> plots have the same problem that my own script had. Namely, changing the
> tension parameter, sig, has almost no effect on the smooth. Perhaps it is
> the difference between what a physicist and a biologist might think of as
> smoothing ... I've attached a plot where I use your data to create smooths
> with different "tension". Since these smooths were created with locally
> weighted robust regression the tension is actually the span, or the
> proportion of the data used for each locally weighted fit. But the effect
> is what I am after. When you adjust the span, or tension, the curve becomes
> more or less smooth.
>
> Here is the R-code:
> # test.smooth.with.Haley.data
> library(RNetCDF, graphics)
> # load Marys test data and plot a subsample
> # ====================================
> nc <- open.nc("TestData.xy3.nc")
> dat <- read.nc(nc)
> print(summary(dat))
> yi <- dat$T[1:36]
>
> # fit a lowess smooth with differing spans
> # equivalent to tension on a smooth
> # ========================================
> pdf("test.smooth.pdf")
> plot(yi, type="b", ylab="Temperature")
> i <- seq(1,36,1)
> d <- cbind(i,yi)
> span <- seq(0.1,0.5,0.1)
> c <- seq(1,5,1)
> for(k in 1:length(span)) {
> lines(lowess(d, f=span[k]), col=c[k])
> }
> graphics.off()
>
> Best fishes
> Sam
>
>
> On 08/07/2015 12:13 PM, Mary Haley wrote:
>
> Sam,
>
> Here's a slightly better example, that uses dummy data read off a NetCDF
> file. The script is pretty much the same, except I changed the data and
> added more tension factors to test. I also created a panel plot for
> comparison.
>
> I've also added this example to our 1D interpolators page:
>
> http://www.ncl.ucar.edu/Applications/interp1d.shtml#ex3
>
> --Mary
>
> On Fri, Aug 7, 2015 at 12:43 PM, Mary Haley <haley at ucar.edu> wrote:
>
>> Hi Sam,
>>
>> It appears you are using the parameter correctly.
>>
>> Please try running the attached example, which shows a simple XY plot,
>> and different tension factors using the "sig" parameter with ftcurv.
>>
>> If this doesn't shine a light on the problem at your end, then can you
>> provide us with a script and the data?
>>
>> --Mary
>>
>>
>> On Tue, Aug 4, 2015 at 5:07 PM, Sam McClatchie (NOAA Federal) <
>> <sam.mcclatchie at noaa.gov>sam.mcclatchie at noaa.gov> wrote:
>>
>>> Colleagues
>>>
>>> I want to put a smooth line through a de-seasonalized time series that
>>> shows a trend and residual variability. I'm having trouble adjusting the
>>> tension of the smooth which I think needs to be less than one. I would like
>>> the overlaid smooth curve to be much more smooth than the data, but I'm
>>> basically getting a high order polynomial smooth at present.
>>>
>>> Here is a snip of code:
>>>
>>> (Note: the xyplot tsplots(2) was previously defined)
>>>
>>> xi = (/spice_ts_ss&time/)
>>> yi = monthly_anom(:,0,0)
>>> xo = fspan(1985., 2015., 200)
>>> ftsetp("sig",0.5)
>>> yo = ftcurv(xi,yi,xo)
>>>
>>> colors = (/"red","green","blue"/)
>>> resplot at xyLineColor = colors(0)
>>> tsplots(3) = gsn_csm_xy (wks,xo,yo,resplot)
>>> overlay(tsplots(2), tsplots(3))
>>>
>>> Changing the value of the sig parameter in ftsetp between 0.1 to 40
>>> seems to have no effect, which suggests that I am misusing something?
>>>
>>> Thanks in advance,
>>> Sam
>>> --
>>> Sam McClatchie,
>>> Supervisory oceanographer,
>>> NOAA lead for the CalCOFI program
>>> Southwest Fisheries Science Center, NOAA,
>>> 8901 La Jolla Shores Dr.
>>> La Jolla, CA 92037-1509, U.S.A.
>>> email <Sam.McClatchie at noaa.gov> <Sam.McClatchie at noaa.gov>
>>> Office: 858 546 7083 <858%20546%207083>, Cellular: 858 752 8495
>>> <858%20752%208495>
>>> Research home page < <http://www.fishocean.info>www.fishocean.info>
>>> [image: CalCOFI 66 years]
>>>
>>> _______________________________________________
>>> ncl-talk mailing list
>>> ncl-talk at ucar.edu
>>> List instructions, subscriber options, unsubscribe:
>>> http://mailman.ucar.edu/mailman/listinfo/ncl-talk
>>>
>>>
>>
>
> --
> Sam McClatchie,
> Supervisory oceanographer,
> NOAA lead for the CalCOFI program
> Southwest Fisheries Science Center, NOAA,
> 8901 La Jolla Shores Dr.
> La Jolla, CA 92037-1509, U.S.A.
> email <Sam.McClatchie at noaa.gov> <Sam.McClatchie at noaa.gov>
> Office: 858 546 7083, Cellular: 858 752 8495
> Research home page <www.fishocean.info>
> [image: CalCOFI 66 years]
>
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