===== MACSE runtime =====

Family: gaussian 
Link function: identity 

Formula:
log(response) ~ s(log_total, k = 6, bs = "cs") + s(log_n, k = 5, 
    bs = "cs") + s(log_max, k = 6, bs = "cs")

Parametric coefficients:
            Estimate Std. Error t value Pr(>|t|)    
(Intercept) 4.560657   0.001935    2356   <2e-16 ***
---
Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1

Approximate significance of smooth terms:
               edf Ref.df    F p-value    
s(log_total) 4.988      5 2591  <2e-16 ***
s(log_n)     3.989      4 3780  <2e-16 ***
s(log_max)   4.862      5 4336  <2e-16 ***
---
Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1

R-sq.(adj) =  0.985   Deviance explained = 98.5%
-REML = 3597.2  Scale est. = 0.081167  n = 21667
Smearing factor: 1.0411687

===== MACSE peak memory =====

Family: gaussian 
Link function: identity 

Formula:
log(response) ~ s(log_total, k = 6, bs = "cs") + s(log_n, k = 5, 
    bs = "cs") + s(log_max, k = 6, bs = "cs")

Parametric coefficients:
            Estimate Std. Error t value Pr(>|t|)    
(Intercept) 5.738034   0.002424    2367   <2e-16 ***
---
Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1

Approximate significance of smooth terms:
               edf Ref.df     F p-value    
s(log_total) 4.976      5 276.4  <2e-16 ***
s(log_n)     3.646      4 808.9  <2e-16 ***
s(log_max)   4.870      5 961.6  <2e-16 ***
---
Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1

R-sq.(adj) =  0.798   Deviance explained = 79.8%
-REML = 8461.9  Scale est. = 0.12728   n = 21667
Smearing factor: 1.0749776

===== TreeBest runtime =====

Family: Gamma 
Link function: log 

Formula:
response ~ s(n_seq, k = 8, bs = "cs") + s(log_max, k = 8, bs = "cs") + 
    s(log_total, k = 8, bs = "cs")

Parametric coefficients:
            Estimate Std. Error t value Pr(>|t|)    
(Intercept) 1.252077   0.003062   408.9   <2e-16 ***
---
Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1

Approximate significance of smooth terms:
               edf Ref.df      F p-value    
s(n_seq)     6.965      7  432.1  <2e-16 ***
s(log_max)   6.629      7  164.8  <2e-16 ***
s(log_total) 6.810      7 1121.7  <2e-16 ***
---
Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1

R-sq.(adj) =  0.519   Deviance explained = 94.6%
-REML =  38292  Scale est. = 0.2075    n = 22136
Smearing factor: 1