diff options
| author | Johannes Ranke <jranke@uni-bremen.de> | 2020-03-30 21:43:10 +0200 | 
|---|---|---|
| committer | Johannes Ranke <jranke@uni-bremen.de> | 2020-03-30 21:43:10 +0200 | 
| commit | 575fcacaa33076de97f41a79afb37efb97ca82e0 (patch) | |
| tree | 0ad2a40da65e7026f22566ed41c3b53d21fe9e64 /docs/reference/mkinfit.html | |
| parent | cfa1340c41fe77117c3c2481ddbb25579f196bdd (diff) | |
Static documentation rebuilt by pkgdown
Diffstat (limited to 'docs/reference/mkinfit.html')
| -rw-r--r-- | docs/reference/mkinfit.html | 109 | 
1 files changed, 62 insertions, 47 deletions
| diff --git a/docs/reference/mkinfit.html b/docs/reference/mkinfit.html index 7ee73f15..ffc8d52b 100644 --- a/docs/reference/mkinfit.html +++ b/docs/reference/mkinfit.html @@ -75,7 +75,7 @@ likelihood function." />        </button>        <span class="navbar-brand">          <a class="navbar-link" href="../index.html">mkin</a> -        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.9.49.6</span> +        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.9.49.9</span>        </span>      </div> @@ -148,18 +148,33 @@ degradation model parameters, as both of them are arguments of the  likelihood function.</p>      </div> -    <pre class="usage"><span class='fu'>mkinfit</span>(<span class='no'>mkinmod</span>, <span class='no'>observed</span>, <span class='kw'>parms.ini</span> <span class='kw'>=</span> <span class='st'>"auto"</span>, <span class='kw'>state.ini</span> <span class='kw'>=</span> <span class='st'>"auto"</span>, -  <span class='kw'>err.ini</span> <span class='kw'>=</span> <span class='st'>"auto"</span>, <span class='kw'>fixed_parms</span> <span class='kw'>=</span> <span class='kw'>NULL</span>, -  <span class='kw'>fixed_initials</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/names.html'>names</a></span>(<span class='no'>mkinmod</span>$<span class='no'>diffs</span>)[-<span class='fl'>1</span>], <span class='kw'>from_max_mean</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>, +    <pre class="usage"><span class='fu'>mkinfit</span>( +  <span class='no'>mkinmod</span>, +  <span class='no'>observed</span>, +  <span class='kw'>parms.ini</span> <span class='kw'>=</span> <span class='st'>"auto"</span>, +  <span class='kw'>state.ini</span> <span class='kw'>=</span> <span class='st'>"auto"</span>, +  <span class='kw'>err.ini</span> <span class='kw'>=</span> <span class='st'>"auto"</span>, +  <span class='kw'>fixed_parms</span> <span class='kw'>=</span> <span class='kw'>NULL</span>, +  <span class='kw'>fixed_initials</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/names.html'>names</a></span>(<span class='no'>mkinmod</span>$<span class='no'>diffs</span>)[-<span class='fl'>1</span>], +  <span class='kw'>from_max_mean</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>,    <span class='kw'>solution_type</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"auto"</span>, <span class='st'>"analytical"</span>, <span class='st'>"eigen"</span>, <span class='st'>"deSolve"</span>), -  <span class='kw'>method.ode</span> <span class='kw'>=</span> <span class='st'>"lsoda"</span>, <span class='kw'>use_compiled</span> <span class='kw'>=</span> <span class='st'>"auto"</span>, +  <span class='kw'>method.ode</span> <span class='kw'>=</span> <span class='st'>"lsoda"</span>, +  <span class='kw'>use_compiled</span> <span class='kw'>=</span> <span class='st'>"auto"</span>,    <span class='kw'>control</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/list.html'>list</a></span>(<span class='kw'>eval.max</span> <span class='kw'>=</span> <span class='fl'>300</span>, <span class='kw'>iter.max</span> <span class='kw'>=</span> <span class='fl'>200</span>), -  <span class='kw'>transform_rates</span> <span class='kw'>=</span> <span class='fl'>TRUE</span>, <span class='kw'>transform_fractions</span> <span class='kw'>=</span> <span class='fl'>TRUE</span>, <span class='kw'>quiet</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>, -  <span class='kw'>atol</span> <span class='kw'>=</span> <span class='fl'>1e-08</span>, <span class='kw'>rtol</span> <span class='kw'>=</span> <span class='fl'>1e-10</span>, <span class='kw'>n.outtimes</span> <span class='kw'>=</span> <span class='fl'>100</span>, +  <span class='kw'>transform_rates</span> <span class='kw'>=</span> <span class='fl'>TRUE</span>, +  <span class='kw'>transform_fractions</span> <span class='kw'>=</span> <span class='fl'>TRUE</span>, +  <span class='kw'>quiet</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>, +  <span class='kw'>atol</span> <span class='kw'>=</span> <span class='fl'>1e-08</span>, +  <span class='kw'>rtol</span> <span class='kw'>=</span> <span class='fl'>1e-10</span>, +  <span class='kw'>n.outtimes</span> <span class='kw'>=</span> <span class='fl'>100</span>,    <span class='kw'>error_model</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"const"</span>, <span class='st'>"obs"</span>, <span class='st'>"tc"</span>), -  <span class='kw'>error_model_algorithm</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"auto"</span>, <span class='st'>"d_3"</span>, <span class='st'>"direct"</span>, <span class='st'>"twostep"</span>, -  <span class='st'>"threestep"</span>, <span class='st'>"fourstep"</span>, <span class='st'>"IRLS"</span>, <span class='st'>"OLS"</span>), <span class='kw'>reweight.tol</span> <span class='kw'>=</span> <span class='fl'>1e-08</span>, -  <span class='kw'>reweight.max.iter</span> <span class='kw'>=</span> <span class='fl'>10</span>, <span class='kw'>trace_parms</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>, <span class='no'>...</span>)</pre> +  <span class='kw'>error_model_algorithm</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"auto"</span>, <span class='st'>"d_3"</span>, <span class='st'>"direct"</span>, <span class='st'>"twostep"</span>, <span class='st'>"threestep"</span>, <span class='st'>"fourstep"</span>, +    <span class='st'>"IRLS"</span>, <span class='st'>"OLS"</span>), +  <span class='kw'>reweight.tol</span> <span class='kw'>=</span> <span class='fl'>1e-08</span>, +  <span class='kw'>reweight.max.iter</span> <span class='kw'>=</span> <span class='fl'>10</span>, +  <span class='kw'>trace_parms</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>, +  <span class='no'>...</span> +)</pre>      <h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arguments</h2>      <table class="ref-arguments"> @@ -400,17 +415,17 @@ estimators.</p>      <pre class="examples"><div class='input'>  <span class='co'># Use shorthand notation for parent only degradation</span>  <span class='no'>fit</span> <span class='kw'><-</span> <span class='fu'>mkinfit</span>(<span class='st'>"FOMC"</span>, <span class='no'>FOCUS_2006_C</span>, <span class='kw'>quiet</span> <span class='kw'>=</span> <span class='fl'>TRUE</span>) -<span class='fu'><a href='https://rdrr.io/r/base/summary.html'>summary</a></span>(<span class='no'>fit</span>)</div><div class='output co'>#> mkin version used for fitting:    0.9.49.6  -#> R version used for fitting:       3.6.1  -#> Date of fit:     Fri Nov  1 10:08:21 2019  -#> Date of summary: Fri Nov  1 10:08:21 2019  +<span class='fu'><a href='https://rdrr.io/r/base/summary.html'>summary</a></span>(<span class='no'>fit</span>)</div><div class='output co'>#> mkin version used for fitting:    0.9.49.9  +#> R version used for fitting:       3.6.3  +#> Date of fit:     Mon Mar 30 21:41:20 2020  +#> Date of summary: Mon Mar 30 21:41:20 2020   #>   #> Equations:  #> d_parent/dt = - (alpha/beta) * 1/((time/beta) + 1) * parent  #>   #> Model predictions using solution type analytical   #>  -#> Fitted using 222 model solutions performed in 0.456 s +#> Fitted using 222 model solutions performed in 0.463 s  #>   #> Error model: Constant variance   #>  @@ -440,10 +455,10 @@ estimators.</p>  #>   #> Parameter correlation:  #>             parent_0  log_alpha   log_beta     sigma -#> parent_0   1.000e+00 -1.565e-01 -3.142e-01 4.770e-08 -#> log_alpha -1.565e-01  1.000e+00  9.564e-01 9.974e-08 -#> log_beta  -3.142e-01  9.564e-01  1.000e+00 8.468e-08 -#> sigma      4.770e-08  9.974e-08  8.468e-08 1.000e+00 +#> parent_0   1.000e+00 -1.565e-01 -3.142e-01 4.758e-08 +#> log_alpha -1.565e-01  1.000e+00  9.564e-01 1.007e-07 +#> log_beta  -3.142e-01  9.564e-01  1.000e+00 8.568e-08 +#> sigma      4.758e-08  1.007e-07  8.568e-08 1.000e+00  #>   #> Backtransformed parameters:  #> Confidence intervals for internally transformed parameters are asymmetric. @@ -482,7 +497,7 @@ estimators.</p>    <span class='kw'>m1</span> <span class='kw'>=</span> <span class='fu'><a href='mkinsub.html'>mkinsub</a></span>(<span class='st'>"SFO"</span>))</div><div class='output co'>#> <span class='message'>Successfully compiled differential equation model from auto-generated C code.</span></div><div class='input'><span class='co'># Fit the model to the FOCUS example dataset D using defaults</span>  <span class='fu'><a href='https://rdrr.io/r/base/print.html'>print</a></span>(<span class='fu'><a href='https://rdrr.io/r/base/system.time.html'>system.time</a></span>(<span class='no'>fit</span> <span class='kw'><-</span> <span class='fu'>mkinfit</span>(<span class='no'>SFO_SFO</span>, <span class='no'>FOCUS_2006_D</span>,                             <span class='kw'>solution_type</span> <span class='kw'>=</span> <span class='st'>"eigen"</span>, <span class='kw'>quiet</span> <span class='kw'>=</span> <span class='fl'>TRUE</span>)))</div><div class='output co'>#> <span class='warning'>Warning: Observations with value of zero were removed from the data</span></div><div class='output co'>#>        User      System verstrichen  -#>       1.488       0.000       1.491 </div><div class='input'><span class='fu'><a href='https://rdrr.io/r/stats/coef.html'>coef</a></span>(<span class='no'>fit</span>)</div><div class='output co'>#> NULL</div><div class='input'><span class='fu'><a href='endpoints.html'>endpoints</a></span>(<span class='no'>fit</span>)</div><div class='output co'>#> $ff +#>       1.526       0.000       1.530 </div><div class='input'><span class='fu'><a href='https://rdrr.io/r/stats/coef.html'>coef</a></span>(<span class='no'>fit</span>)</div><div class='output co'>#> NULL</div><div class='input'><span class='fu'><a href='endpoints.html'>endpoints</a></span>(<span class='no'>fit</span>)</div><div class='output co'>#> $ff  #> parent_sink   parent_m1     m1_sink   #>    0.485524    0.514476    1.000000   #>  @@ -533,9 +548,9 @@ estimators.</p>  #> Sum of squared residuals at call 82: 373.1711  #> Sum of squared residuals at call 84: 373.1711  #> Sum of squared residuals at call 87: 372.6445 -#> Sum of squared residuals at call 88: 372.1615 -#> Sum of squared residuals at call 90: 372.1615 -#> Sum of squared residuals at call 91: 372.1615 +#> Sum of squared residuals at call 88: 372.1614 +#> Sum of squared residuals at call 90: 372.1614 +#> Sum of squared residuals at call 91: 372.1614  #> Sum of squared residuals at call 94: 371.6464  #> Sum of squared residuals at call 99: 371.4299  #> Sum of squared residuals at call 101: 371.4299 @@ -555,7 +570,7 @@ estimators.</p>  #> Sum of squared residuals at call 126: 371.2134  #> Sum of squared residuals at call 135: 371.2134  #> Negative log-likelihood at call 145: 97.22429</div><div class='output co'>#> <span class='message'>Optimisation successfully terminated.</span></div><div class='output co'>#>        User      System verstrichen  -#>       1.058       0.000       1.059 </div><div class='input'><span class='fu'><a href='https://rdrr.io/r/stats/coef.html'>coef</a></span>(<span class='no'>fit.deSolve</span>)</div><div class='output co'>#> NULL</div><div class='input'><span class='fu'><a href='endpoints.html'>endpoints</a></span>(<span class='no'>fit.deSolve</span>)</div><div class='output co'>#> $ff +#>       1.083       0.000       1.084 </div><div class='input'><span class='fu'><a href='https://rdrr.io/r/stats/coef.html'>coef</a></span>(<span class='no'>fit.deSolve</span>)</div><div class='output co'>#> NULL</div><div class='input'><span class='fu'><a href='endpoints.html'>endpoints</a></span>(<span class='no'>fit.deSolve</span>)</div><div class='output co'>#> $ff  #> parent_sink   parent_m1     m1_sink   #>    0.485524    0.514476    1.000000   #>  @@ -589,10 +604,10 @@ estimators.</p>  <span class='co'># \dontrun{</span>  <span class='co'># Weighted fits, including IRLS</span>  <span class='no'>SFO_SFO.ff</span> <span class='kw'><-</span> <span class='fu'><a href='mkinmod.html'>mkinmod</a></span>(<span class='kw'>parent</span> <span class='kw'>=</span> <span class='fu'><a href='mkinsub.html'>mkinsub</a></span>(<span class='st'>"SFO"</span>, <span class='st'>"m1"</span>), -                      <span class='kw'>m1</span> <span class='kw'>=</span> <span class='fu'><a href='mkinsub.html'>mkinsub</a></span>(<span class='st'>"SFO"</span>), <span class='kw'>use_of_ff</span> <span class='kw'>=</span> <span class='st'>"max"</span>)</div><div class='output co'>#> <span class='message'>Successfully compiled differential equation model from auto-generated C code.</span></div><div class='input'><span class='no'>f.noweight</span> <span class='kw'><-</span> <span class='fu'>mkinfit</span>(<span class='no'>SFO_SFO.ff</span>, <span class='no'>FOCUS_2006_D</span>, <span class='kw'>quiet</span> <span class='kw'>=</span> <span class='fl'>TRUE</span>)</div><div class='output co'>#> <span class='warning'>Warning: Observations with value of zero were removed from the data</span></div><div class='input'><span class='fu'><a href='https://rdrr.io/r/base/summary.html'>summary</a></span>(<span class='no'>f.noweight</span>)</div><div class='output co'>#> mkin version used for fitting:    0.9.49.6  -#> R version used for fitting:       3.6.1  -#> Date of fit:     Fri Nov  1 10:08:36 2019  -#> Date of summary: Fri Nov  1 10:08:36 2019  +                      <span class='kw'>m1</span> <span class='kw'>=</span> <span class='fu'><a href='mkinsub.html'>mkinsub</a></span>(<span class='st'>"SFO"</span>), <span class='kw'>use_of_ff</span> <span class='kw'>=</span> <span class='st'>"max"</span>)</div><div class='output co'>#> <span class='message'>Successfully compiled differential equation model from auto-generated C code.</span></div><div class='input'><span class='no'>f.noweight</span> <span class='kw'><-</span> <span class='fu'>mkinfit</span>(<span class='no'>SFO_SFO.ff</span>, <span class='no'>FOCUS_2006_D</span>, <span class='kw'>quiet</span> <span class='kw'>=</span> <span class='fl'>TRUE</span>)</div><div class='output co'>#> <span class='warning'>Warning: Observations with value of zero were removed from the data</span></div><div class='input'><span class='fu'><a href='https://rdrr.io/r/base/summary.html'>summary</a></span>(<span class='no'>f.noweight</span>)</div><div class='output co'>#> mkin version used for fitting:    0.9.49.9  +#> R version used for fitting:       3.6.3  +#> Date of fit:     Mon Mar 30 21:41:36 2020  +#> Date of summary: Mon Mar 30 21:41:36 2020   #>   #> Equations:  #> d_parent/dt = - k_parent * parent @@ -600,7 +615,7 @@ estimators.</p>  #>   #> Model predictions using solution type deSolve   #>  -#> Fitted using 421 model solutions performed in 1.083 s +#> Fitted using 422 model solutions performed in 1.144 s  #>   #> Error model: Constant variance   #>  @@ -634,11 +649,11 @@ estimators.</p>  #>   #> Parameter correlation:  #>                  parent_0 log_k_parent   log_k_m1 f_parent_ilr_1      sigma -#> parent_0        1.000e+00    5.174e-01 -1.688e-01     -5.471e-01 -2.265e-07 -#> log_k_parent    5.174e-01    1.000e+00 -3.263e-01     -5.426e-01  3.785e-07 -#> log_k_m1       -1.688e-01   -3.263e-01  1.000e+00      7.478e-01 -1.386e-07 -#> f_parent_ilr_1 -5.471e-01   -5.426e-01  7.478e-01      1.000e+00 -3.641e-08 -#> sigma          -2.265e-07    3.785e-07 -1.386e-07     -3.641e-08  1.000e+00 +#> parent_0        1.000e+00    5.174e-01 -1.688e-01     -5.471e-01 -2.443e-07 +#> log_k_parent    5.174e-01    1.000e+00 -3.263e-01     -5.426e-01  3.181e-07 +#> log_k_m1       -1.688e-01   -3.263e-01  1.000e+00      7.478e-01 -1.369e-07 +#> f_parent_ilr_1 -5.471e-01   -5.426e-01  7.478e-01      1.000e+00 -2.287e-08 +#> sigma          -2.443e-07    3.181e-07 -1.369e-07     -2.287e-08  1.000e+00  #>   #> Backtransformed parameters:  #> Confidence intervals for internally transformed parameters are asymmetric. @@ -706,10 +721,10 @@ estimators.</p>  #>   100       m1    31.04  31.98163 -9.416e-01  #>   100       m1    33.13  31.98163  1.148e+00  #>   120       m1    25.15  28.78984 -3.640e+00 -#>   120       m1    33.31  28.78984  4.520e+00</div><div class='input'><span class='no'>f.obs</span> <span class='kw'><-</span> <span class='fu'>mkinfit</span>(<span class='no'>SFO_SFO.ff</span>, <span class='no'>FOCUS_2006_D</span>, <span class='kw'>error_model</span> <span class='kw'>=</span> <span class='st'>"obs"</span>, <span class='kw'>quiet</span> <span class='kw'>=</span> <span class='fl'>TRUE</span>)</div><div class='output co'>#> <span class='warning'>Warning: Observations with value of zero were removed from the data</span></div><div class='input'><span class='fu'><a href='https://rdrr.io/r/base/summary.html'>summary</a></span>(<span class='no'>f.obs</span>)</div><div class='output co'>#> mkin version used for fitting:    0.9.49.6  -#> R version used for fitting:       3.6.1  -#> Date of fit:     Fri Nov  1 10:08:39 2019  -#> Date of summary: Fri Nov  1 10:08:39 2019  +#>   120       m1    33.31  28.78984  4.520e+00</div><div class='input'><span class='no'>f.obs</span> <span class='kw'><-</span> <span class='fu'>mkinfit</span>(<span class='no'>SFO_SFO.ff</span>, <span class='no'>FOCUS_2006_D</span>, <span class='kw'>error_model</span> <span class='kw'>=</span> <span class='st'>"obs"</span>, <span class='kw'>quiet</span> <span class='kw'>=</span> <span class='fl'>TRUE</span>)</div><div class='output co'>#> <span class='warning'>Warning: Observations with value of zero were removed from the data</span></div><div class='input'><span class='fu'><a href='https://rdrr.io/r/base/summary.html'>summary</a></span>(<span class='no'>f.obs</span>)</div><div class='output co'>#> mkin version used for fitting:    0.9.49.9  +#> R version used for fitting:       3.6.3  +#> Date of fit:     Mon Mar 30 21:41:39 2020  +#> Date of summary: Mon Mar 30 21:41:39 2020   #>   #> Equations:  #> d_parent/dt = - k_parent * parent @@ -717,7 +732,7 @@ estimators.</p>  #>   #> Model predictions using solution type deSolve   #>  -#> Fitted using 978 model solutions performed in 2.553 s +#> Fitted using 979 model solutions performed in 2.576 s  #>   #> Error model: Variance unique to each observed variable   #>  @@ -838,10 +853,10 @@ estimators.</p>  #>   100       m1    31.04  31.98773 -9.477e-01  #>   100       m1    33.13  31.98773  1.142e+00  #>   120       m1    25.15  28.80429 -3.654e+00 -#>   120       m1    33.31  28.80429  4.506e+00</div><div class='input'><span class='no'>f.tc</span> <span class='kw'><-</span> <span class='fu'>mkinfit</span>(<span class='no'>SFO_SFO.ff</span>, <span class='no'>FOCUS_2006_D</span>, <span class='kw'>error_model</span> <span class='kw'>=</span> <span class='st'>"tc"</span>, <span class='kw'>quiet</span> <span class='kw'>=</span> <span class='fl'>TRUE</span>)</div><div class='output co'>#> <span class='warning'>Warning: Observations with value of zero were removed from the data</span></div><div class='input'><span class='fu'><a href='https://rdrr.io/r/base/summary.html'>summary</a></span>(<span class='no'>f.tc</span>)</div><div class='output co'>#> mkin version used for fitting:    0.9.49.6  -#> R version used for fitting:       3.6.1  -#> Date of fit:     Fri Nov  1 10:08:48 2019  -#> Date of summary: Fri Nov  1 10:08:48 2019  +#>   120       m1    33.31  28.80429  4.506e+00</div><div class='input'><span class='no'>f.tc</span> <span class='kw'><-</span> <span class='fu'>mkinfit</span>(<span class='no'>SFO_SFO.ff</span>, <span class='no'>FOCUS_2006_D</span>, <span class='kw'>error_model</span> <span class='kw'>=</span> <span class='st'>"tc"</span>, <span class='kw'>quiet</span> <span class='kw'>=</span> <span class='fl'>TRUE</span>)</div><div class='output co'>#> <span class='warning'>Warning: Observations with value of zero were removed from the data</span></div><div class='input'><span class='fu'><a href='https://rdrr.io/r/base/summary.html'>summary</a></span>(<span class='no'>f.tc</span>)</div><div class='output co'>#> mkin version used for fitting:    0.9.49.9  +#> R version used for fitting:       3.6.3  +#> Date of fit:     Mon Mar 30 21:41:50 2020  +#> Date of summary: Mon Mar 30 21:41:50 2020   #>   #> Equations:  #> d_parent/dt = - k_parent * parent @@ -849,12 +864,12 @@ estimators.</p>  #>   #> Model predictions using solution type deSolve   #>  -#> Fitted using 2289 model solutions performed in 9.253 s +#> Fitted using 2552 model solutions performed in 10.593 s  #>   #> Error model: Two-component variance function   #>   #> Error model algorithm: d_3  -#> Direct fitting and three-step fitting yield approximately the same likelihood  +#> Three-step fitting yielded a higher likelihood than direct fitting   #>   #> Starting values for parameters to be optimised:  #>                   value   type @@ -960,8 +975,8 @@ estimators.</p>  #>    50       m1    40.01  41.34199  -1.331985  #>    75       m1    40.09  36.61471   3.475295  #>    75       m1    33.85  36.61471  -2.764705 -#>   100       m1    31.04  32.20082  -1.160823 -#>   100       m1    33.13  32.20082   0.929177 +#>   100       m1    31.04  32.20082  -1.160824 +#>   100       m1    33.13  32.20082   0.929176  #>   120       m1    25.15  29.04130  -3.891304  #>   120       m1    33.31  29.04130   4.268696</div><div class='input'># } | 
