|
| 1 | +--- |
| 2 | +title: "modelStudio in R Markdown HTML" |
| 3 | +author: "Hubert Baniecki" |
| 4 | +date: "`r Sys.Date()`" |
| 5 | +output: rmarkdown::html_vignette |
| 6 | +vignette: > |
| 7 | + %\VignetteIndexEntry{modelStudio in R Markdown HTML} |
| 8 | + %\VignetteEngine{knitr::rmarkdown} |
| 9 | + %\VignetteEncoding{UTF-8} |
| 10 | +--- |
| 11 | + |
| 12 | +<!-- STYLES FOR modelStudio --> |
| 13 | +<style type="text/css"> |
| 14 | +.r2d3 { |
| 15 | + position: relative !important; |
| 16 | + left: -250px !important; |
| 17 | +} |
| 18 | +</style> |
| 19 | + |
| 20 | + |
| 21 | +```{r setup, include=FALSE} |
| 22 | +knitr::opts_chunk$set(echo = TRUE) |
| 23 | +``` |
| 24 | + |
| 25 | +To properly generate `modelStudio` in R Markdown HTML, add additional CSS into the `.Rmd` file. |
| 26 | + |
| 27 | +One can either make the space wider, e.g.: |
| 28 | + |
| 29 | +``` |
| 30 | +<!-- STYLES FOR modelStudio --> |
| 31 | +<style type="text/css"> |
| 32 | +
|
| 33 | +.body { |
| 34 | + max-width: 1200px; |
| 35 | +} |
| 36 | +
|
| 37 | +.main-container { |
| 38 | + max-width: 1200px; |
| 39 | +} |
| 40 | +
|
| 41 | +</style> |
| 42 | +``` |
| 43 | + |
| 44 | +Or/and move the dashboard to the left, e.g.: |
| 45 | + |
| 46 | +``` |
| 47 | +<style type="text/css"> |
| 48 | +
|
| 49 | +.r2d3 { |
| 50 | + position: relative !important; |
| 51 | + left: -250px !important; |
| 52 | +} |
| 53 | +
|
| 54 | +</style> |
| 55 | +``` |
| 56 | + |
| 57 | +Then, proceed to generate the `modelStudio`: |
| 58 | + |
| 59 | +```{r warning = FALSE, message = FALSE} |
| 60 | +library("DALEX") |
| 61 | +library("ranger") |
| 62 | +library("modelStudio") |
| 63 | +
|
| 64 | +# fit a model |
| 65 | +model <- ranger(score ~., data = happiness_train) |
| 66 | +
|
| 67 | +# create an explainer for the model |
| 68 | +explainer <- explain(model, |
| 69 | + data = happiness_test, |
| 70 | + y = happiness_test$score, |
| 71 | + label = "Random Forest", |
| 72 | + verbose = FALSE) |
| 73 | +
|
| 74 | +# make a studio for the model |
| 75 | +modelStudio(explainer) |
| 76 | +``` |
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