From b527a7381da5a5fa6efb79cdce68afcc3d741c94 Mon Sep 17 00:00:00 2001 From: Quentin Marcou <18257721+qmarcou@users.noreply.github.com> Date: Tue, 2 Jul 2024 18:16:46 +0200 Subject: [PATCH] Update README --- README.Rmd | 62 ++++++++++++++++++++-- README.md | 73 +++++++++++++++++++++++++- man/figures/README-plot-1.png | Bin 17942 -> 17269 bytes man/figures/README-plot_compare-1.png | Bin 0 -> 29563 bytes 4 files changed, 130 insertions(+), 5 deletions(-) create mode 100644 man/figures/README-plot_compare-1.png diff --git a/README.Rmd b/README.Rmd index 053e909..2d49fa1 100644 --- a/README.Rmd +++ b/README.Rmd @@ -31,7 +31,7 @@ multistate Illness-Death setting. You can install the development version of netidmtpreg like so: -``` r +```{r eval=FALSE} devtools::install_github("qmarcou/netidmtpreg") ``` @@ -93,7 +93,7 @@ crude_synth_idm_data <- netidmtpreg:::apply_iddata_death( ) ``` -Now let's carry the of net survival estimation: +Now let's carry net survival estimation: ```{r estimation, echo=TRUE, warning=FALSE, message=FALSE} # Estimation can be sped up and carried in parrallel using futures: future::plan("multisession") # will work on any OS @@ -121,7 +121,63 @@ future::plan("sequential") # close the multisession, see future's documentation We obtain a `TPreg` object with a dedicated plotting method using ggplot: ```{r plot} -plot(net_estimate) + ggplot2::ylim(-5, 5) +plot(net_estimate) + ggplot2::coord_cartesian(ylim = c(-5, 5)) ``` +*Warning: note the use of `ggplot2::coord_cartesian` instead of `ggplot2::ylim`. +The former acts as a "zoom" command, while the latter acts as a filter on input +data, and as such might prevent display of large confidence intervals.* + +The obtained TPreg plots are composable ggplot objects that can be combined. +Let's use this to compare our results with: 1) what would have been obtained +without background mortality ('ground truth'), and 2) what would have been +obtained on the same data without taking into account population mortality +('crude estimate'). + +```{r estimation2, echo=TRUE, warning=FALSE, message=FALSE} +# Estimation can be sped up and carried in parrallel using futures: +future::plan("multisession") # will work on any OS +# future::plan("multicore") # more efficient but only works on UNIX systems +crude_estimate <- fit_netTPreg( + formula = ~1, # intercept only model, similar to Pohar-Perme estimation + data = crude_synth_idm_data, + # Use a standard ratetable + ratetable = NULL, + s = 0.2, + by = n_ind / 10, + trans = "11", + link = "logit", + R = 100 # Number of bootstraps +) + +truth_estimate <- fit_netTPreg( + formula = ~1, # intercept only model, similar to Pohar-Perme estimation + data = synth_idm_data, # data without added population mortality + # Use a standard ratetable + ratetable = NULL, + s = 0.2, + by = n_ind / 10, + trans = "11", + link = "logit", + R = 100 # Number of bootstraps +) +future::plan("sequential") # close the multisession, see future's documentation +``` + +You can use the reserved keyword `model` to set the model name and automatically +set the linetype accordingly. + +```{r plot_compare} +autoplot(net_estimate, model = "Net estimate") + + autolayer(crude_estimate, model = "Crude estimate") + + autolayer(truth_estimate, model = "Ground Truth") + + ggplot2::coord_cartesian(ylim = c(-5, 5)) +``` + +These automated plotting routines are designed for quick inspection of the model. +If you need more flexibility you can rely on +[tidymodels `broom`](https://broom.tidymodels.org/articles/broom.html) style +methods `tidy`, `augment` (*to be implemented*) and `glance` (*to be implemented*) +to leverage `ggplot`'s flexibility. + More examples to come! \ No newline at end of file diff --git a/README.md b/README.md index 94e346e..87b8d40 100644 --- a/README.md +++ b/README.md @@ -95,7 +95,7 @@ crude_synth_idm_data <- netidmtpreg:::apply_iddata_death( ) ``` -Now let’s carry the of net survival estimation: +Now let’s carry net survival estimation: ``` r # Estimation can be sped up and carried in parrallel using futures: @@ -127,11 +127,80 @@ We obtain a `TPreg` object with a dedicated plotting method using ggplot: ``` r -plot(net_estimate) + ggplot2::ylim(-5, 5) +plot(net_estimate) + ggplot2::coord_cartesian(ylim = c(-5, 5)) #> Warning: Removed 1 row containing missing values or values outside the scale range #> (`geom_line()`). ``` +*Warning: note the use of `ggplot2::coord_cartesian` instead of +`ggplot2::ylim`. The former acts as a “zoom” command, while the latter +acts as a filter on input data, and as such might prevent display of +large confidence intervals.* + +The obtained TPreg plots are composable ggplot objects that can be +combined. Let’s use this to compare our results with: 1) what would have +been obtained without background mortality (‘ground truth’), and 2) what +would have been obtained on the same data without taking into account +population mortality (‘crude estimate’). + +``` r +# Estimation can be sped up and carried in parrallel using futures: +future::plan("multisession") # will work on any OS +# future::plan("multicore") # more efficient but only works on UNIX systems +crude_estimate <- fit_netTPreg( + formula = ~1, # intercept only model, similar to Pohar-Perme estimation + data = crude_synth_idm_data, + # Use a standard ratetable + ratetable = NULL, + s = 0.2, + by = n_ind / 10, + trans = "11", + link = "logit", + R = 100 # Number of bootstraps +) +#> [1] "estimate" +#> [1] "bootstrap" + +truth_estimate <- fit_netTPreg( + formula = ~1, # intercept only model, similar to Pohar-Perme estimation + data = synth_idm_data, # data without added population mortality + # Use a standard ratetable + ratetable = NULL, + s = 0.2, + by = n_ind / 10, + trans = "11", + link = "logit", + R = 100 # Number of bootstraps +) +#> [1] "estimate" +#> [1] "bootstrap" +future::plan("sequential") # close the multisession, see future's documentation +``` + +You can use the reserved keyword `model` to set the model name and +automatically set the linetype accordingly. + +``` r +autoplot(net_estimate, model = "Net estimate") + + autolayer(crude_estimate, model = "Crude estimate") + + autolayer(truth_estimate, model = "Ground Truth") + + ggplot2::coord_cartesian(ylim = c(-5, 5)) +#> Warning: Removed 1 row containing missing values or values outside the scale range +#> (`geom_line()`). +#> Removed 1 row containing missing values or values outside the scale range +#> (`geom_line()`). +#> Removed 1 row containing missing values or values outside the scale range +#> (`geom_line()`). +``` + + + +These automated plotting routines are designed for quick inspection of +the model. If you need more flexibility you can rely on [tidymodels +`broom`](https://broom.tidymodels.org/articles/broom.html) style methods +`tidy`, `augment` (*to be implemented*) and `glance` (*to be +implemented*) to leverage `ggplot`’s flexibility. + More examples to come\! diff --git a/man/figures/README-plot-1.png b/man/figures/README-plot-1.png index cf511c689187fdfc640643e303cfe7f2d3b49097..236032e0aa1df4245b45d2e4a64342434bcf7385 100644 GIT binary patch literal 17269 zcmdUXby!tzyXGPU6ci8vMM4CVZfV?FNXr{t!Q?yh;Z zzwgX^bI!Tun)!3ME^)Kid#!i9>&g4RAN(FGNS{APbq+z0^D+-4o*)SJ7X-l?C%}dy z+ba)V!hdJYAE;X)$b~x0Kdc6`lvfCH4Uv(!|I|KadGxjYCB4es^|G{xL_w$SSds^7 zxHUiUK1zNZz4B3BqKiL|--A<2=iEXH@jZg~j`vs@xGc7A8?e&Ea!7aGe>P3jrT9wm zBi0#Q3GD0dKE`@_ejGb=P#mgfe6^UBwX(1}cSiMldg+4hQ-P|=RSnao)m=ga`NEdl ze+EI^I~m5YkWPARS_GlF{-0ka^q8SXPgYMW?bj!NJg-|RnWGJ9da9*$6j62bU9-sa)}y$i<5joQcEQ!7 zWivM`fmo%ahw49`y{&m>coJ?m=3p?8rJbx0o0gK&*wUg|YCXTumyQ#CnfJ}_s*~;P z*F8zEx6#jlarJA 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