[R] lm fails on some large input
Michael Dewey
||@t@ @end|ng |rom dewey@myzen@co@uk
Thu Apr 18 17:24:41 CEST 2019
Perhaps subtract 1506705766 from y?
Saying some other software does it well implies you know what the
_correct_ answer is here but I would question what that means with this
sort of data-set.
On 17/04/2019 07:26, Dingyuan Wang wrote:
> Hi,
>
> This input doesn't have any interesting properties except y is unix
> time. Spreadsheets can do this well.
> Is this a bug that lm can't do x ~ y?
>
> R version 3.5.2 (2018-12-20) -- "Eggshell Igloo"
> Copyright (C) 2018 The R Foundation for Statistical Computing
> Platform: x86_64-pc-linux-gnu (64-bit)
>
> > x = c(79.744, 123.904, 87.29601, 116.352, 67.71201, 72.96001,
> 101.632, 108.928, 94.08)
> > y = c(1506705739.385, 1506705766.895, 1506705746.293, 1506705761.873,
> 1506705734.743, 1506705735.351, 1506705756.26, 1506705761.307,
> 1506705747.372)
> > m = lm(x ~ y)
> > summary(m)
>
> Call:
> lm(formula = x ~ y)
>
> Residuals:
> Min 1Q Median 3Q Max
> -27.0222 -14.9902 -0.6542 14.1938 29.1698
>
> Coefficients: (1 not defined because of singularities)
> Estimate Std. Error t value Pr(>|t|)
> (Intercept) 94.734 6.511 14.55 4.88e-07 ***
> y NA NA NA NA
> ---
> Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
>
> Residual standard error: 19.53 on 8 degrees of freedom
>
> > summary(lm(y ~ x))
>
> Call:
> lm(formula = y ~ x)
>
> Residuals:
> Min 1Q Median 3Q Max
> -2.1687 -1.3345 -0.9466 1.3826 2.6551
>
> Coefficients:
> Estimate Std. Error t value Pr(>|t|)
> (Intercept) 1.507e+09 3.294e+00 4.574e+08 < 2e-16 ***
> x 6.136e-01 3.413e-02 1.798e+01 4.07e-07 ***
> ---
> Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
>
> Residual standard error: 1.885 on 7 degrees of freedom
> Multiple R-squared: 0.9788, Adjusted R-squared: 0.9758
> F-statistic: 323.3 on 1 and 7 DF, p-value: 4.068e-07
>
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--
Michael
http://www.dewey.myzen.co.uk/home.html
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