European telematic insurance dataset

This dataset is based on a real dataset acquired from a European-based insurer. The observation period was for the year 2013, with over 766,746 policies being observed, for which the dataset drawn is pre-engineered for training a statistical model for predictive purposes.

Usage

data(eutelematic13)

Format

eutelematic13 is a data frame of 17 columns and 1,999,028 rows. Column names have been anonymized. Continuous variables have been standardized and categorical variables have anonymized values.

identifier_int

Identification code of the policyholder. Each policyholder may appear for one or more calendar period.

period

Month of the year

dt_1

Device type code.

exposure_1,exposure_2

Two different exposure measures.

num_target_1, num_target_2

Two measures obtained from telematic events.

sev_target_1,sev_target_2

Corresponding median intenties.

vhl_1,vhl_2,vhl_3

Vehicle-related covariates.

trt_1, trt_2

Territory-related covariates.

phl_1,phl_2

Policyholder-related covariates.

group

Data group for the application : 70% train, 20% test, 10% valid.

Source

Unknown

Examples

# (1) load of data
#
data(eutelematic13)
#> Warning: cannot unserialize ALTVEC object of class 'arrow::array_int_vector' from package 'arrow'; returning length zero vector
#> Warning: cannot unserialize ALTVEC object of class 'arrow::array_string_vector' from package 'arrow'; returning length zero vector
#> Warning: cannot unserialize ALTVEC object of class 'arrow::array_factor' from package 'arrow'; returning length zero vector
#> Warning: cannot unserialize ALTVEC object of class 'arrow::array_string_vector' from package 'arrow'; returning length zero vector
#> Warning: cannot unserialize ALTVEC object of class 'arrow::array_dbl_vector' from package 'arrow'; returning length zero vector
#> Warning: cannot unserialize ALTVEC object of class 'arrow::array_dbl_vector' from package 'arrow'; returning length zero vector
#> Warning: cannot unserialize ALTVEC object of class 'arrow::array_int_vector' from package 'arrow'; returning length zero vector
#> Warning: cannot unserialize ALTVEC object of class 'arrow::array_dbl_vector' from package 'arrow'; returning length zero vector
#> Warning: cannot unserialize ALTVEC object of class 'arrow::array_int_vector' from package 'arrow'; returning length zero vector
#> Warning: cannot unserialize ALTVEC object of class 'arrow::array_dbl_vector' from package 'arrow'; returning length zero vector
#> Warning: cannot unserialize ALTVEC object of class 'arrow::array_string_vector' from package 'arrow'; returning length zero vector
#> Warning: cannot unserialize ALTVEC object of class 'arrow::array_factor' from package 'arrow'; returning length zero vector
#> Warning: cannot unserialize ALTVEC object of class 'arrow::array_string_vector' from package 'arrow'; returning length zero vector
#> Warning: cannot unserialize ALTVEC object of class 'arrow::array_string_vector' from package 'arrow'; returning length zero vector
#> Warning: cannot unserialize ALTVEC object of class 'arrow::array_factor' from package 'arrow'; returning length zero vector
#> Warning: cannot unserialize ALTVEC object of class 'arrow::array_string_vector' from package 'arrow'; returning length zero vector
#> Warning: cannot unserialize ALTVEC object of class 'arrow::array_dbl_vector' from package 'arrow'; returning length zero vector
#> Warning: cannot unserialize ALTVEC object of class 'arrow::array_dbl_vector' from package 'arrow'; returning length zero vector
#> Warning: cannot unserialize ALTVEC object of class 'arrow::array_string_vector' from package 'arrow'; returning length zero vector
#> Warning: cannot unserialize ALTVEC object of class 'arrow::array_factor' from package 'arrow'; returning length zero vector
#> Warning: cannot unserialize ALTVEC object of class 'arrow::array_string_vector' from package 'arrow'; returning length zero vector
#> Warning: cannot unserialize ALTVEC object of class 'arrow::array_string_vector' from package 'arrow'; returning length zero vector
#> Warning: cannot unserialize ALTVEC object of class 'arrow::array_factor' from package 'arrow'; returning length zero vector
#> Warning: cannot unserialize ALTVEC object of class 'arrow::array_string_vector' from package 'arrow'; returning length zero vector
#> Warning: cannot unserialize ALTVEC object of class 'arrow::array_dbl_vector' from package 'arrow'; returning length zero vector
dim(eutelematic13)
#> [1] 1999028      17