Caravan: The Insurance Company (TIC) Benchmark

Description Usage Format Source References Examples

Description

The data contains 5822 real customer records. Each record consists of 86 variables, containing sociodemographic data (variables 1-43) and product ownership (variables 44-86). The sociodemographic data is derived from zip codes. All customers living in areas with the same zip code have the same sociodemographic attributes. Variable 86 (Purchase) indicates whether the customer purchased a caravan insurance policy. Further information on the individual variables can be obtained at http://www.liacs.nl/~putten/library/cc2000/data.html

Usage

1

Format

A data frame with 5822 observations on 86 variables.

Source

The data was originally supplied by Sentient Machine Research and was used in the CoIL Challenge 2000.

References

P. van der Putten and M. van Someren (eds) . CoIL Challenge 2000: The Insurance Company Case. Published by Sentient Machine Research, Amsterdam. Also a Leiden Institute of Advanced Computer Science Technical Report 2000-09. June 22, 2000. See http://www.liacs.nl/~putten/library/cc2000/
P. van der Putten and M. van Someren. A Bias-Variance Analysis of a Real World Learning Problem: The CoIL Challenge 2000. Machine Learning, October 2004, vol. 57, iss. 1-2, pp. 177-195, Kluwer Academic Publishers
James, G., Witten, D., Hastie, T., and Tibshirani, R. (2013) An Introduction to Statistical Learning with applications in R, https://www.statlearning.com, Springer-Verlag, New York

Examples

1
2

Example output

    MOSTYPE         MAANTHUI         MGEMOMV         MGEMLEEF    
 Min.   : 1.00   Min.   : 1.000   Min.   :1.000   Min.   :1.000  
 1st Qu.:10.00   1st Qu.: 1.000   1st Qu.:2.000   1st Qu.:2.000  
 Median :30.00   Median : 1.000   Median :3.000   Median :3.000  
 Mean   :24.25   Mean   : 1.111   Mean   :2.679   Mean   :2.991  
 3rd Qu.:35.00   3rd Qu.: 1.000   3rd Qu.:3.000   3rd Qu.:3.000  
 Max.   :41.00   Max.   :10.000   Max.   :5.000   Max.   :6.000  
    MOSHOOFD          MGODRK           MGODPR          MGODOV    
 Min.   : 1.000   Min.   :0.0000   Min.   :0.000   Min.   :0.00  
 1st Qu.: 3.000   1st Qu.:0.0000   1st Qu.:4.000   1st Qu.:0.00  
 Median : 7.000   Median :0.0000   Median :5.000   Median :1.00  
 Mean   : 5.774   Mean   :0.6965   Mean   :4.627   Mean   :1.07  
 3rd Qu.: 8.000   3rd Qu.:1.0000   3rd Qu.:6.000   3rd Qu.:2.00  
 Max.   :10.000   Max.   :9.0000   Max.   :9.000   Max.   :5.00  
     MGODGE          MRELGE          MRELSA           MRELOV    
 Min.   :0.000   Min.   :0.000   Min.   :0.0000   Min.   :0.00  
 1st Qu.:2.000   1st Qu.:5.000   1st Qu.:0.0000   1st Qu.:1.00  
 Median :3.000   Median :6.000   Median :1.0000   Median :2.00  
 Mean   :3.259   Mean   :6.183   Mean   :0.8835   Mean   :2.29  
 3rd Qu.:4.000   3rd Qu.:7.000   3rd Qu.:1.0000   3rd Qu.:3.00  
 Max.   :9.000   Max.   :9.000   Max.   :7.0000   Max.   :9.00  
    MFALLEEN        MFGEKIND       MFWEKIND      MOPLHOOG        MOPLMIDD    
 Min.   :0.000   Min.   :0.00   Min.   :0.0   Min.   :0.000   Min.   :0.000  
 1st Qu.:0.000   1st Qu.:2.00   1st Qu.:3.0   1st Qu.:0.000   1st Qu.:2.000  
 Median :2.000   Median :3.00   Median :4.0   Median :1.000   Median :3.000  
 Mean   :1.888   Mean   :3.23   Mean   :4.3   Mean   :1.461   Mean   :3.351  
 3rd Qu.:3.000   3rd Qu.:4.00   3rd Qu.:6.0   3rd Qu.:2.000   3rd Qu.:4.000  
 Max.   :9.000   Max.   :9.00   Max.   :9.0   Max.   :9.000   Max.   :9.000  
    MOPLLAAG        MBERHOOG        MBERZELF        MBERBOER     
 Min.   :0.000   Min.   :0.000   Min.   :0.000   Min.   :0.0000  
 1st Qu.:3.000   1st Qu.:0.000   1st Qu.:0.000   1st Qu.:0.0000  
 Median :5.000   Median :2.000   Median :0.000   Median :0.0000  
 Mean   :4.572   Mean   :1.895   Mean   :0.398   Mean   :0.5223  
 3rd Qu.:6.000   3rd Qu.:3.000   3rd Qu.:1.000   3rd Qu.:1.0000  
 Max.   :9.000   Max.   :9.000   Max.   :5.000   Max.   :9.0000  
    MBERMIDD        MBERARBG       MBERARBO          MSKA           MSKB1      
 Min.   :0.000   Min.   :0.00   Min.   :0.000   Min.   :0.000   Min.   :0.000  
 1st Qu.:2.000   1st Qu.:1.00   1st Qu.:1.000   1st Qu.:0.000   1st Qu.:1.000  
 Median :3.000   Median :2.00   Median :2.000   Median :1.000   Median :2.000  
 Mean   :2.899   Mean   :2.22   Mean   :2.306   Mean   :1.621   Mean   :1.607  
 3rd Qu.:4.000   3rd Qu.:3.00   3rd Qu.:3.000   3rd Qu.:2.000   3rd Qu.:2.000  
 Max.   :9.000   Max.   :9.00   Max.   :9.000   Max.   :9.000   Max.   :9.000  
     MSKB2            MSKC            MSKD           MHHUUR     
 Min.   :0.000   Min.   :0.000   Min.   :0.000   Min.   :0.000  
 1st Qu.:1.000   1st Qu.:2.000   1st Qu.:0.000   1st Qu.:2.000  
 Median :2.000   Median :4.000   Median :1.000   Median :4.000  
 Mean   :2.203   Mean   :3.759   Mean   :1.067   Mean   :4.237  
 3rd Qu.:3.000   3rd Qu.:5.000   3rd Qu.:2.000   3rd Qu.:7.000  
 Max.   :9.000   Max.   :9.000   Max.   :9.000   Max.   :9.000  
     MHKOOP          MAUT1          MAUT2           MAUT0          MZFONDS     
 Min.   :0.000   Min.   :0.00   Min.   :0.000   Min.   :0.000   Min.   :0.000  
 1st Qu.:2.000   1st Qu.:5.00   1st Qu.:0.000   1st Qu.:1.000   1st Qu.:5.000  
 Median :5.000   Median :6.00   Median :1.000   Median :2.000   Median :7.000  
 Mean   :4.772   Mean   :6.04   Mean   :1.316   Mean   :1.959   Mean   :6.277  
 3rd Qu.:7.000   3rd Qu.:7.00   3rd Qu.:2.000   3rd Qu.:3.000   3rd Qu.:8.000  
 Max.   :9.000   Max.   :9.00   Max.   :7.000   Max.   :9.000   Max.   :9.000  
     MZPART         MINKM30         MINK3045        MINK4575    
 Min.   :0.000   Min.   :0.000   Min.   :0.000   Min.   :0.000  
 1st Qu.:1.000   1st Qu.:1.000   1st Qu.:2.000   1st Qu.:1.000  
 Median :2.000   Median :2.000   Median :4.000   Median :3.000  
 Mean   :2.729   Mean   :2.574   Mean   :3.536   Mean   :2.731  
 3rd Qu.:4.000   3rd Qu.:4.000   3rd Qu.:5.000   3rd Qu.:4.000  
 Max.   :9.000   Max.   :9.000   Max.   :9.000   Max.   :9.000  
    MINK7512         MINK123M         MINKGEM         MKOOPKLA    
 Min.   :0.0000   Min.   :0.0000   Min.   :0.000   Min.   :1.000  
 1st Qu.:0.0000   1st Qu.:0.0000   1st Qu.:3.000   1st Qu.:3.000  
 Median :0.0000   Median :0.0000   Median :4.000   Median :4.000  
 Mean   :0.7961   Mean   :0.2027   Mean   :3.784   Mean   :4.236  
 3rd Qu.:1.0000   3rd Qu.:0.0000   3rd Qu.:4.000   3rd Qu.:6.000  
 Max.   :9.0000   Max.   :9.0000   Max.   :9.000   Max.   :8.000  
    PWAPART          PWABEDR           PWALAND           PPERSAUT   
 Min.   :0.0000   Min.   :0.00000   Min.   :0.00000   Min.   :0.00  
 1st Qu.:0.0000   1st Qu.:0.00000   1st Qu.:0.00000   1st Qu.:0.00  
 Median :0.0000   Median :0.00000   Median :0.00000   Median :5.00  
 Mean   :0.7712   Mean   :0.04002   Mean   :0.07162   Mean   :2.97  
 3rd Qu.:2.0000   3rd Qu.:0.00000   3rd Qu.:0.00000   3rd Qu.:6.00  
 Max.   :3.0000   Max.   :6.00000   Max.   :4.00000   Max.   :8.00  
    PBESAUT           PMOTSCO          PVRAAUT            PAANHANG      
 Min.   :0.00000   Min.   :0.0000   Min.   :0.000000   Min.   :0.00000  
 1st Qu.:0.00000   1st Qu.:0.0000   1st Qu.:0.000000   1st Qu.:0.00000  
 Median :0.00000   Median :0.0000   Median :0.000000   Median :0.00000  
 Mean   :0.04827   Mean   :0.1754   Mean   :0.009447   Mean   :0.02096  
 3rd Qu.:0.00000   3rd Qu.:0.0000   3rd Qu.:0.000000   3rd Qu.:0.00000  
 Max.   :7.00000   Max.   :7.0000   Max.   :9.000000   Max.   :5.00000  
    PTRACTOR           PWERKT            PBROM           PLEVEN      
 Min.   :0.00000   Min.   :0.00000   Min.   :0.000   Min.   :0.0000  
 1st Qu.:0.00000   1st Qu.:0.00000   1st Qu.:0.000   1st Qu.:0.0000  
 Median :0.00000   Median :0.00000   Median :0.000   Median :0.0000  
 Mean   :0.09258   Mean   :0.01305   Mean   :0.215   Mean   :0.1948  
 3rd Qu.:0.00000   3rd Qu.:0.00000   3rd Qu.:0.000   3rd Qu.:0.0000  
 Max.   :6.00000   Max.   :6.00000   Max.   :6.000   Max.   :9.0000  
    PPERSONG          PGEZONG           PWAOREG            PBRAND     
 Min.   :0.00000   Min.   :0.00000   Min.   :0.00000   Min.   :0.000  
 1st Qu.:0.00000   1st Qu.:0.00000   1st Qu.:0.00000   1st Qu.:0.000  
 Median :0.00000   Median :0.00000   Median :0.00000   Median :2.000  
 Mean   :0.01374   Mean   :0.01529   Mean   :0.02353   Mean   :1.828  
 3rd Qu.:0.00000   3rd Qu.:0.00000   3rd Qu.:0.00000   3rd Qu.:4.000  
 Max.   :6.00000   Max.   :3.00000   Max.   :7.00000   Max.   :8.000  
    PZEILPL             PPLEZIER           PFIETS           PINBOED       
 Min.   :0.0000000   Min.   :0.00000   Min.   :0.00000   Min.   :0.00000  
 1st Qu.:0.0000000   1st Qu.:0.00000   1st Qu.:0.00000   1st Qu.:0.00000  
 Median :0.0000000   Median :0.00000   Median :0.00000   Median :0.00000  
 Mean   :0.0008588   Mean   :0.01889   Mean   :0.02525   Mean   :0.01563  
 3rd Qu.:0.0000000   3rd Qu.:0.00000   3rd Qu.:0.00000   3rd Qu.:0.00000  
 Max.   :3.0000000   Max.   :6.00000   Max.   :1.00000   Max.   :6.00000  
    PBYSTAND          AWAPART         AWABEDR           AWALAND       
 Min.   :0.00000   Min.   :0.000   Min.   :0.00000   Min.   :0.00000  
 1st Qu.:0.00000   1st Qu.:0.000   1st Qu.:0.00000   1st Qu.:0.00000  
 Median :0.00000   Median :0.000   Median :0.00000   Median :0.00000  
 Mean   :0.04758   Mean   :0.403   Mean   :0.01477   Mean   :0.02061  
 3rd Qu.:0.00000   3rd Qu.:1.000   3rd Qu.:0.00000   3rd Qu.:0.00000  
 Max.   :5.00000   Max.   :2.000   Max.   :5.00000   Max.   :1.00000  
    APERSAUT         ABESAUT           AMOTSCO           AVRAAUT        
 Min.   :0.0000   Min.   :0.00000   Min.   :0.00000   Min.   :0.000000  
 1st Qu.:0.0000   1st Qu.:0.00000   1st Qu.:0.00000   1st Qu.:0.000000  
 Median :1.0000   Median :0.00000   Median :0.00000   Median :0.000000  
 Mean   :0.5622   Mean   :0.01048   Mean   :0.04105   Mean   :0.002233  
 3rd Qu.:1.0000   3rd Qu.:0.00000   3rd Qu.:0.00000   3rd Qu.:0.000000  
 Max.   :7.0000   Max.   :4.00000   Max.   :8.00000   Max.   :3.000000  
    AAANHANG          ATRACTOR           AWERKT             ABROM        
 Min.   :0.00000   Min.   :0.00000   Min.   :0.000000   Min.   :0.00000  
 1st Qu.:0.00000   1st Qu.:0.00000   1st Qu.:0.000000   1st Qu.:0.00000  
 Median :0.00000   Median :0.00000   Median :0.000000   Median :0.00000  
 Mean   :0.01254   Mean   :0.03367   Mean   :0.006183   Mean   :0.07042  
 3rd Qu.:0.00000   3rd Qu.:0.00000   3rd Qu.:0.000000   3rd Qu.:0.00000  
 Max.   :3.00000   Max.   :4.00000   Max.   :6.000000   Max.   :2.00000  
     ALEVEN           APERSONG           AGEZONG            AWAOREG        
 Min.   :0.00000   Min.   :0.000000   Min.   :0.000000   Min.   :0.000000  
 1st Qu.:0.00000   1st Qu.:0.000000   1st Qu.:0.000000   1st Qu.:0.000000  
 Median :0.00000   Median :0.000000   Median :0.000000   Median :0.000000  
 Mean   :0.07661   Mean   :0.005325   Mean   :0.006527   Mean   :0.004638  
 3rd Qu.:0.00000   3rd Qu.:0.000000   3rd Qu.:0.000000   3rd Qu.:0.000000  
 Max.   :8.00000   Max.   :1.000000   Max.   :1.000000   Max.   :2.000000  
     ABRAND          AZEILPL             APLEZIER            AFIETS       
 Min.   :0.0000   Min.   :0.0000000   Min.   :0.000000   Min.   :0.00000  
 1st Qu.:0.0000   1st Qu.:0.0000000   1st Qu.:0.000000   1st Qu.:0.00000  
 Median :1.0000   Median :0.0000000   Median :0.000000   Median :0.00000  
 Mean   :0.5701   Mean   :0.0005153   Mean   :0.006012   Mean   :0.03178  
 3rd Qu.:1.0000   3rd Qu.:0.0000000   3rd Qu.:0.000000   3rd Qu.:0.00000  
 Max.   :7.0000   Max.   :1.0000000   Max.   :2.000000   Max.   :3.00000  
    AINBOED            ABYSTAND       Purchase  
 Min.   :0.000000   Min.   :0.00000   No :5474  
 1st Qu.:0.000000   1st Qu.:0.00000   Yes: 348  
 Median :0.000000   Median :0.00000             
 Mean   :0.007901   Mean   :0.01426             
 3rd Qu.:0.000000   3rd Qu.:0.00000             
 Max.   :2.000000   Max.   :2.00000             

ISLR documentation built on Sept. 15, 2021, 9:08 a.m.

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