Static Arena

Setup

library(arenar)

apartments <- DALEX::apartments
head(apartments)

Prepare models

Let’s compare three models: GLM and GBMs with 100 and 500 trees. For each we create explainer from DALEX package.

library(gbm)
library(DALEX)
library(dplyr)

model_gbm100 <- gbm(m2.price ~ ., data = apartments, n.trees = 100)
expl_gbm100 <- explain(
  model_gbm100,
  data = apartments,
  y = apartments$m2.price,
  label = "gbm [100 trees]"
)

model_gbm500 <- gbm(m2.price ~ ., data = apartments, n.trees = 500)
expl_gbm500 <- explain(
  model_gbm500,
  data = apartments,
  y = apartments$m2.price,
  label = "gbm [500 trees]"
)

model_glm <- glm(m2.price ~ ., data = apartments)
expl_glm <- explain(model_glm, data = apartments, y = apartments$m2.price)

Prepare observations

Plots for static Arena are pre-caluclated and it takes time and file size. For example we will take only apartments from 2009 or newer. Random sample is also good.

observations <- apartments %>% filter(construction.year >= 2009)
# Observations' names are taken from rownames
rownames(observations) <- paste0(
  observations$district,
  " ",
  observations$surface,
  "m2 "
)

Create arena

arena <- create_arena() %>%
  # Pushing explainers for each models
  push_model(expl_gbm100) %>%
  push_model(expl_gbm500) %>%
  push_model(expl_glm) %>%
  # Push dataframe of observations
  push_observations(observations) %>%
  # Upload calculated arena files to Gist and open Arena in browser
  upload_arena()

Appending data

There are two ways of add new observations or new models without recalcualating already generated plots. Let’s add apartments built in 2008. It’s similar for models.

observations2 <- apartments %>% filter(construction.year == 2008)
# Observations' names are taken from rownames
rownames(observations2) <- paste0(
  observations2$district,
  " ",
  observations2$surface,
  "m2 "
)

New Arena session

We can add observations to already existing arena object and call arena_upload().

arena %>%
  push_observations(observations2) %>%
  upload_arena()

Append to already existing session

Sometimes we don’t want to close Arena session and just add data. There is argument in arena_upload function to do that. Remember to append new arena object and to push all models and all observations that are required to plots you want to append.

create_arena() %>%
  push_observations(arena_push_observations2) %>%
  push_model(expl_glm) %>%
  push_model(expl_gbm100) %>%
  push_model(expl_gbm500) %>%
  upload_arena(append_data = TRUE)