Supported by Dr. Osamu Ogasawara and  providing  . |
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Last data update: 2014.03.03 |
The Insurance Company (TIC) BenchmarkDescriptionThe 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
( UsageCaravan FormatA data frame with 5822 observations on 86 variables. SourceThe data was originally supplied by Sentient Machine Research and was used in the CoIL Challenge 2000. ReferencesP. 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/ Examplessummary(Caravan) plot(Caravan$Purchase) Results
R version 3.3.1 (2016-06-21) -- "Bug in Your Hair"
Copyright (C) 2016 The R Foundation for Statistical Computing
Platform: x86_64-pc-linux-gnu (64-bit)
R is free software and comes with ABSOLUTELY NO WARRANTY.
You are welcome to redistribute it under certain conditions.
Type 'license()' or 'licence()' for distribution details.
R is a collaborative project with many contributors.
Type 'contributors()' for more information and
'citation()' on how to cite R or R packages in publications.
Type 'demo()' for some demos, 'help()' for on-line help, or
'help.start()' for an HTML browser interface to help.
Type 'q()' to quit R.
> library(ISLR)
> png(filename="/home/ddbj/snapshot/RGM3/R_CC/result/ISLR/Caravan.Rd_%03d_medium.png", width=480, height=480)
> ### Name: Caravan
> ### Title: The Insurance Company (TIC) Benchmark
> ### Aliases: Caravan
> ### Keywords: datasets
>
> ### ** Examples
>
> summary(Caravan)
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
> plot(Caravan$Purchase)
>
>
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>
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> dev.off()
null device
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Created & Maintained by Osamu Ogasawara (osamu.ogasawara@gmail.com) and