Using read.csv
data<-read.csv("workshop 2.csv")
View(data)
str(data)
## 'data.frame': 4521 obs. of 15 variables:
## $ age : int 30 33 35 30 59 35 36 39 41 43 ...
## $ job : chr "unemployed" "services" "management" "management" ...
## $ marital : chr "married" "married" "single" "married" ...
## $ education: chr "primary" "secondary" "tertiary" "tertiary" ...
## $ default : chr "no" "no" "no" "no" ...
## $ housing : chr "no" "yes" "yes" "yes" ...
## $ loan : chr "no" "yes" "no" "yes" ...
## $ contact : chr "cellular" "cellular" "cellular" "unknown" ...
## $ month : chr "oct" "may" "apr" "jun" ...
## $ day : int 19 11 16 3 5 23 14 6 14 17 ...
## $ duration : int 79 220 185 199 226 141 341 151 57 313 ...
## $ campaign : int 1 1 1 4 1 2 1 2 2 1 ...
## $ pdays : int -1 339 330 -1 -1 176 330 -1 -1 147 ...
## $ previous : int 0 4 1 0 0 3 2 0 0 2 ...
## $ poutcome : chr "unknown" "failure" "failure" "unknown" ...
data$loan
## [1] "no" "yes" "no" "yes" "no" "no" "no" "no" "no" "yes" "no" "no"
## [13] "no" "no" "yes" "yes" "no" "no" "no" "no" "no" "no" "no" "no"
## [25] "no" "no" "no" "no" "yes" "yes" "no" "no" "no" "no" "no" "no"
## [37] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [49] "yes" "no" "no" "no" "no" "no" "no" "no" "yes" "no" "yes" "yes"
## [61] "yes" "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no" "no"
## [73] "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "yes" "no"
## [85] "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [97] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no"
## [109] "no" "no" "no" "no" "yes" "no" "no" "yes" "no" "yes" "no" "no"
## [121] "no" "no" "no" "yes" "no" "no" "no" "yes" "no" "no" "no" "no"
## [133] "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no"
## [145] "yes" "yes" "yes" "no" "no" "no" "no" "yes" "yes" "no" "no" "no"
## [157] "no" "no" "no" "no" "no" "no" "yes" "yes" "no" "no" "no" "no"
## [169] "no" "yes" "no" "no" "yes" "no" "no" "yes" "yes" "no" "no" "no"
## [181] "yes" "yes" "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no"
## [193] "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no"
## [205] "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [217] "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [229] "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [241] "no" "no" "no" "yes" "no" "no" "no" "no" "no" "yes" "no" "no"
## [253] "yes" "no" "no" "yes" "yes" "no" "no" "yes" "yes" "no" "no" "yes"
## [265] "no" "yes" "no" "yes" "no" "no" "no" "yes" "no" "no" "no" "no"
## [277] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [289] "no" "yes" "no" "no" "no" "yes" "no" "no" "no" "no" "yes" "no"
## [301] "no" "no" "no" "no" "yes" "yes" "no" "yes" "no" "no" "yes" "no"
## [313] "no" "yes" "no" "no" "no" "yes" "no" "no" "no" "no" "yes" "no"
## [325] "yes" "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no" "yes"
## [337] "no" "no" "no" "no" "yes" "no" "yes" "no" "no" "yes" "no" "no"
## [349] "yes" "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no"
## [361] "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [373] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [385] "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no"
## [397] "no" "no" "yes" "no" "no" "yes" "no" "yes" "no" "no" "no" "no"
## [409] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes" "yes"
## [421] "no" "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no"
## [433] "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [445] "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no" "no"
## [457] "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [469] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [481] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [493] "no" "no" "no" "no" "no" "yes" "yes" "no" "no" "yes" "no" "no"
## [505] "no" "no" "yes" "no" "no" "no" "yes" "no" "no" "no" "no" "no"
## [517] "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [529] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes"
## [541] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [553] "no" "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no"
## [565] "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [577] "yes" "no" "no" "yes" "yes" "no" "yes" "no" "no" "no" "no" "yes"
## [589] "no" "yes" "no" "yes" "yes" "no" "no" "no" "no" "no" "no" "no"
## [601] "yes" "yes" "no" "no" "no" "yes" "no" "no" "no" "yes" "no" "no"
## [613] "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no"
## [625] "no" "yes" "no" "yes" "no" "no" "yes" "no" "no" "no" "no" "yes"
## [637] "no" "no" "yes" "no" "no" "no" "no" "no" "yes" "no" "no" "no"
## [649] "no" "yes" "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no"
## [661] "yes" "no" "no" "no" "no" "no" "no" "yes" "no" "yes" "no" "no"
## [673] "no" "no" "no" "no" "no" "yes" "no" "no" "no" "yes" "no" "no"
## [685] "no" "no" "no" "no" "no" "yes" "no" "yes" "no" "no" "no" "yes"
## [697] "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [709] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes"
## [721] "no" "no" "no" "yes" "no" "no" "no" "no" "yes" "no" "no" "yes"
## [733] "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [745] "yes" "yes" "yes" "no" "yes" "no" "no" "no" "no" "no" "no" "no"
## [757] "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [769] "no" "no" "yes" "no" "no" "no" "yes" "no" "no" "no" "no" "no"
## [781] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [793] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [805] "no" "yes" "no" "yes" "no" "no" "no" "yes" "no" "no" "no" "no"
## [817] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes"
## [829] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [841] "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no"
## [853] "no" "yes" "no" "no" "yes" "no" "yes" "yes" "no" "no" "no" "no"
## [865] "no" "yes" "no" "no" "no" "yes" "yes" "no" "no" "no" "no" "no"
## [877] "no" "no" "yes" "yes" "no" "no" "no" "no" "no" "yes" "no" "no"
## [889] "no" "yes" "yes" "yes" "no" "no" "no" "no" "no" "yes" "no" "no"
## [901] "no" "no" "yes" "no" "no" "no" "no" "no" "no" "yes" "yes" "no"
## [913] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [925] "no" "no" "no" "no" "yes" "no" "no" "no" "yes" "no" "no" "no"
## [937] "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [949] "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no"
## [961] "yes" "no" "yes" "no" "no" "no" "no" "yes" "no" "no" "no" "no"
## [973] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [985] "no" "yes" "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no"
## [997] "no" "yes" "no" "no" "yes" "no" "no" "no" "yes" "no" "no" "no"
## [1009] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [1021] "no" "yes" "no" "no" "no" "no" "no" "no" "yes" "no" "no" "no"
## [1033] "no" "no" "no" "no" "no" "no" "yes" "no" "no" "yes" "no" "no"
## [1045] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [1057] "no" "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no"
## [1069] "yes" "yes" "no" "no" "no" "no" "yes" "yes" "no" "no" "no" "yes"
## [1081] "no" "no" "no" "no" "no" "no" "yes" "no" "no" "yes" "no" "no"
## [1093] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [1105] "no" "no" "yes" "no" "no" "no" "yes" "no" "no" "no" "yes" "no"
## [1117] "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no"
## [1129] "no" "no" "no" "no" "yes" "yes" "no" "yes" "no" "no" "no" "no"
## [1141] "no" "no" "no" "yes" "no" "no" "no" "yes" "no" "no" "no" "no"
## [1153] "no" "no" "yes" "no" "yes" "no" "no" "no" "no" "no" "yes" "no"
## [1165] "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [1177] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [1189] "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no"
## [1201] "no" "no" "no" "no" "yes" "no" "no" "no" "yes" "yes" "no" "no"
## [1213] "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "yes" "yes"
## [1225] "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no" "yes"
## [1237] "yes" "no" "yes" "yes" "no" "no" "no" "no" "yes" "no" "no" "no"
## [1249] "no" "no" "yes" "no" "no" "no" "no" "yes" "no" "yes" "no" "no"
## [1261] "yes" "yes" "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [1273] "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no" "yes"
## [1285] "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no"
## [1297] "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes" "yes" "no"
## [1309] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [1321] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [1333] "no" "no" "no" "no" "yes" "no" "no" "no" "yes" "no" "yes" "no"
## [1345] "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no"
## [1357] "yes" "no" "no" "no" "no" "no" "no" "yes" "no" "yes" "no" "no"
## [1369] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [1381] "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no"
## [1393] "no" "no" "yes" "no" "no" "no" "yes" "no" "no" "no" "no" "no"
## [1405] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [1417] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes" "yes"
## [1429] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes" "yes"
## [1441] "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no"
## [1453] "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no"
## [1465] "yes" "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [1477] "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no" "no"
## [1489] "no" "no" "no" "no" "no" "yes" "no" "yes" "no" "yes" "no" "yes"
## [1501] "no" "no" "no" "yes" "no" "no" "no" "yes" "no" "no" "no" "no"
## [1513] "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no" "yes" "no"
## [1525] "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no"
## [1537] "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no" "yes"
## [1549] "no" "no" "no" "yes" "no" "no" "no" "yes" "yes" "no" "no" "no"
## [1561] "no" "yes" "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no"
## [1573] "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no"
## [1585] "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no" "no"
## [1597] "yes" "no" "no" "no" "yes" "no" "no" "no" "no" "yes" "no" "yes"
## [1609] "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no"
## [1621] "no" "no" "yes" "yes" "no" "no" "no" "no" "yes" "no" "no" "no"
## [1633] "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no"
## [1645] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [1657] "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes"
## [1669] "no" "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no"
## [1681] "no" "no" "no" "yes" "yes" "yes" "no" "no" "no" "no" "no" "yes"
## [1693] "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no"
## [1705] "no" "no" "no" "yes" "no" "no" "yes" "no" "no" "yes" "no" "no"
## [1717] "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [1729] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no"
## [1741] "no" "no" "no" "yes" "no" "yes" "no" "no" "no" "no" "no" "no"
## [1753] "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no"
## [1765] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [1777] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [1789] "no" "no" "no" "no" "no" "yes" "yes" "no" "no" "no" "no" "no"
## [1801] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [1813] "no" "no" "no" "no" "yes" "no" "no" "yes" "no" "yes" "no" "yes"
## [1825] "no" "no" "no" "no" "yes" "no" "no" "yes" "yes" "no" "no" "no"
## [1837] "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no"
## [1849] "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no"
## [1861] "no" "no" "no" "yes" "no" "no" "no" "no" "yes" "yes" "no" "no"
## [1873] "no" "no" "no" "no" "no" "no" "yes" "no" "yes" "no" "no" "no"
## [1885] "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no"
## [1897] "no" "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no"
## [1909] "yes" "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "yes"
## [1921] "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no" "yes" "yes"
## [1933] "no" "yes" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no"
## [1945] "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no" "yes"
## [1957] "no" "yes" "yes" "no" "no" "no" "no" "no" "no" "no" "no" "yes"
## [1969] "no" "no" "no" "yes" "yes" "no" "no" "no" "no" "no" "no" "no"
## [1981] "no" "no" "no" "no" "no" "no" "no" "yes" "yes" "yes" "no" "no"
## [1993] "no" "no" "no" "no" "yes" "no" "no" "yes" "no" "yes" "no" "yes"
## [2005] "yes" "no" "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no"
## [2017] "no" "no" "no" "no" "yes" "no" "no" "yes" "no" "no" "no" "yes"
## [2029] "no" "no" "no" "no" "no" "yes" "no" "no" "no" "yes" "no" "no"
## [2041] "no" "no" "no" "yes" "no" "yes" "no" "no" "yes" "no" "no" "no"
## [2053] "yes" "no" "yes" "no" "no" "yes" "no" "yes" "no" "no" "no" "no"
## [2065] "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no" "yes" "no"
## [2077] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [2089] "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no"
## [2101] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [2113] "no" "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no"
## [2125] "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no"
## [2137] "no" "no" "yes" "no" "no" "yes" "no" "no" "yes" "no" "no" "no"
## [2149] "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no"
## [2161] "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no" "yes"
## [2173] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes"
## [2185] "yes" "no" "no" "no" "no" "yes" "no" "no" "yes" "no" "yes" "no"
## [2197] "no" "yes" "yes" "yes" "no" "no" "yes" "no" "no" "no" "no" "no"
## [2209] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [2221] "yes" "no" "no" "yes" "no" "no" "no" "no" "no" "yes" "yes" "no"
## [2233] "no" "no" "no" "yes" "no" "yes" "no" "no" "no" "no" "yes" "no"
## [2245] "yes" "no" "yes" "yes" "no" "no" "no" "no" "no" "no" "no" "no"
## [2257] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [2269] "no" "no" "no" "no" "yes" "no" "no" "no" "yes" "no" "no" "no"
## [2281] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [2293] "no" "yes" "yes" "yes" "no" "no" "no" "no" "no" "yes" "no" "no"
## [2305] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [2317] "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no" "yes"
## [2329] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [2341] "no" "no" "no" "no" "no" "yes" "no" "no" "no" "yes" "no" "no"
## [2353] "no" "no" "no" "yes" "yes" "no" "no" "no" "no" "no" "no" "yes"
## [2365] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [2377] "no" "no" "no" "no" "no" "no" "yes" "no" "no" "yes" "no" "no"
## [2389] "no" "yes" "yes" "yes" "yes" "no" "no" "no" "no" "no" "yes" "no"
## [2401] "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no"
## [2413] "yes" "no" "no" "no" "yes" "no" "no" "yes" "no" "no" "no" "no"
## [2425] "no" "yes" "no" "no" "no" "no" "yes" "no" "no" "no" "yes" "no"
## [2437] "no" "no" "yes" "no" "no" "no" "no" "no" "no" "yes" "no" "no"
## [2449] "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "yes" "no"
## [2461] "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no"
## [2473] "no" "no" "no" "no" "no" "no" "no" "yes" "yes" "no" "no" "no"
## [2485] "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "yes" "no"
## [2497] "no" "no" "no" "no" "no" "no" "no" "no" "yes" "yes" "no" "no"
## [2509] "no" "no" "yes" "no" "yes" "no" "no" "no" "no" "no" "no" "no"
## [2521] "no" "no" "no" "yes" "no" "no" "no" "yes" "no" "no" "no" "no"
## [2533] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes"
## [2545] "yes" "yes" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no"
## [2557] "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no" "yes"
## [2569] "no" "no" "no" "no" "no" "yes" "no" "no" "yes" "no" "no" "no"
## [2581] "no" "no" "no" "no" "no" "no" "yes" "no" "no" "yes" "no" "yes"
## [2593] "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [2605] "no" "yes" "no" "yes" "no" "no" "no" "no" "yes" "no" "no" "no"
## [2617] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes"
## [2629] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [2641] "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no"
## [2653] "no" "no" "no" "no" "no" "yes" "yes" "no" "no" "no" "no" "no"
## [2665] "no" "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no"
## [2677] "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no" "yes" "no"
## [2689] "no" "no" "no" "yes" "no" "yes" "no" "no" "no" "no" "no" "no"
## [2701] "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no"
## [2713] "no" "no" "no" "no" "yes" "no" "no" "no" "yes" "no" "no" "no"
## [2725] "no" "no" "no" "no" "no" "no" "yes" "yes" "no" "no" "no" "no"
## [2737] "no" "yes" "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no"
## [2749] "yes" "no" "no" "no" "no" "no" "yes" "no" "yes" "no" "no" "no"
## [2761] "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no"
## [2773] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no"
## [2785] "no" "no" "no" "yes" "yes" "no" "no" "no" "no" "no" "no" "no"
## [2797] "no" "no" "no" "no" "no" "yes" "yes" "no" "no" "no" "no" "no"
## [2809] "yes" "no" "no" "no" "no" "yes" "no" "no" "no" "yes" "no" "no"
## [2821] "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [2833] "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no"
## [2845] "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "yes" "no"
## [2857] "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "yes" "no"
## [2869] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [2881] "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [2893] "yes" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no"
## [2905] "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no" "no"
## [2917] "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no"
## [2929] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [2941] "no" "yes" "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [2953] "yes" "no" "yes" "no" "yes" "no" "yes" "no" "no" "no" "no" "no"
## [2965] "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no"
## [2977] "no" "yes" "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no"
## [2989] "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no"
## [3001] "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [3013] "no" "no" "no" "no" "no" "yes" "yes" "no" "no" "no" "no" "no"
## [3025] "yes" "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no"
## [3037] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no"
## [3049] "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no" "no" "yes"
## [3061] "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no"
## [3073] "yes" "no" "yes" "no" "no" "yes" "no" "no" "no" "no" "no" "no"
## [3085] "no" "no" "no" "no" "no" "yes" "no" "no" "no" "yes" "no" "no"
## [3097] "no" "no" "no" "no" "no" "no" "yes" "yes" "no" "no" "no" "no"
## [3109] "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes"
## [3121] "no" "no" "no" "yes" "no" "no" "no" "yes" "yes" "no" "no" "no"
## [3133] "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "yes" "no"
## [3145] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [3157] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes"
## [3169] "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no" "yes" "no"
## [3181] "no" "no" "no" "yes" "no" "yes" "yes" "no" "no" "no" "no" "no"
## [3193] "no" "no" "yes" "no" "yes" "no" "no" "no" "no" "no" "no" "no"
## [3205] "no" "no" "yes" "no" "yes" "yes" "no" "no" "no" "yes" "yes" "no"
## [3217] "no" "no" "yes" "no" "yes" "yes" "yes" "no" "no" "no" "no" "no"
## [3229] "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no" "yes" "no"
## [3241] "no" "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no"
## [3253] "yes" "no" "yes" "yes" "no" "no" "no" "no" "no" "no" "no" "no"
## [3265] "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [3277] "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [3289] "no" "no" "no" "no" "no" "no" "yes" "no" "yes" "no" "no" "no"
## [3301] "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [3313] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [3325] "no" "no" "no" "no" "no" "yes" "yes" "no" "no" "no" "no" "no"
## [3337] "no" "no" "no" "yes" "no" "no" "no" "yes" "no" "no" "no" "no"
## [3349] "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no" "yes"
## [3361] "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no"
## [3373] "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [3385] "no" "no" "no" "no" "yes" "no" "yes" "no" "no" "no" "no" "no"
## [3397] "no" "no" "yes" "no" "yes" "no" "no" "yes" "no" "no" "yes" "no"
## [3409] "no" "no" "no" "no" "yes" "no" "no" "no" "yes" "no" "yes" "yes"
## [3421] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [3433] "no" "no" "no" "no" "no" "no" "no" "no" "yes" "yes" "no" "no"
## [3445] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes"
## [3457] "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no" "no"
## [3469] "yes" "no" "yes" "no" "no" "yes" "no" "no" "no" "no" "no" "no"
## [3481] "no" "no" "no" "no" "yes" "yes" "no" "no" "no" "yes" "no" "no"
## [3493] "no" "yes" "no" "no" "yes" "no" "no" "no" "no" "no" "no" "yes"
## [3505] "no" "no" "yes" "no" "no" "yes" "no" "no" "no" "no" "no" "no"
## [3517] "no" "no" "no" "no" "no" "no" "no" "yes" "yes" "no" "no" "no"
## [3529] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [3541] "no" "no" "no" "no" "yes" "yes" "no" "no" "no" "yes" "no" "no"
## [3553] "no" "no" "no" "no" "no" "yes" "no" "no" "yes" "no" "no" "no"
## [3565] "yes" "yes" "no" "no" "no" "no" "no" "no" "no" "yes" "no" "yes"
## [3577] "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no"
## [3589] "no" "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no"
## [3601] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [3613] "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no" "no"
## [3625] "no" "no" "yes" "yes" "no" "no" "no" "yes" "no" "yes" "yes" "no"
## [3637] "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no" "yes" "no"
## [3649] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [3661] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [3673] "no" "no" "no" "no" "no" "yes" "no" "yes" "no" "no" "no" "no"
## [3685] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [3697] "yes" "no" "no" "yes" "no" "no" "no" "no" "no" "no" "yes" "no"
## [3709] "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [3721] "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [3733] "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes"
## [3745] "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no" "yes"
## [3757] "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no"
## [3769] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [3781] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [3793] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [3805] "no" "no" "yes" "yes" "no" "no" "no" "yes" "no" "no" "no" "no"
## [3817] "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes" "yes" "yes"
## [3829] "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no" "yes"
## [3841] "no" "no" "no" "yes" "no" "yes" "no" "no" "no" "no" "no" "no"
## [3853] "no" "yes" "no" "no" "yes" "no" "no" "no" "no" "yes" "yes" "no"
## [3865] "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no" "yes"
## [3877] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no"
## [3889] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [3901] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [3913] "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no"
## [3925] "yes" "yes" "no" "no" "no" "no" "no" "no" "yes" "no" "no" "no"
## [3937] "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no" "yes"
## [3949] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [3961] "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no"
## [3973] "yes" "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no" "no"
## [3985] "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no"
## [3997] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [4009] "yes" "no" "no" "no" "no" "no" "no" "no" "yes" "yes" "no" "yes"
## [4021] "no" "no" "yes" "no" "no" "no" "no" "no" "no" "yes" "no" "no"
## [4033] "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no"
## [4045] "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no"
## [4057] "no" "yes" "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no"
## [4069] "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no"
## [4081] "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no"
## [4093] "no" "no" "no" "no" "yes" "yes" "no" "no" "no" "no" "no" "no"
## [4105] "no" "no" "yes" "no" "no" "yes" "no" "no" "no" "no" "no" "no"
## [4117] "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no"
## [4129] "no" "yes" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no"
## [4141] "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no" "no" "yes"
## [4153] "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [4165] "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [4177] "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no"
## [4189] "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no"
## [4201] "no" "yes" "no" "no" "no" "yes" "no" "no" "no" "yes" "no" "no"
## [4213] "no" "yes" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no"
## [4225] "no" "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no"
## [4237] "no" "no" "no" "no" "no" "no" "no" "yes" "no" "no" "no" "no"
## [4249] "no" "no" "no" "no" "no" "no" "yes" "no" "no" "yes" "no" "no"
## [4261] "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no"
## [4273] "yes" "no" "no" "no" "yes" "yes" "no" "yes" "no" "no" "no" "yes"
## [4285] "no" "no" "no" "yes" "no" "no" "no" "yes" "no" "no" "no" "yes"
## [4297] "no" "yes" "yes" "yes" "no" "no" "no" "no" "no" "no" "no" "no"
## [4309] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [4321] "yes" "yes" "no" "no" "yes" "no" "no" "no" "no" "yes" "no" "no"
## [4333] "no" "no" "no" "yes" "no" "no" "yes" "no" "no" "no" "no" "no"
## [4345] "no" "no" "no" "yes" "no" "no" "yes" "no" "no" "no" "no" "no"
## [4357] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [4369] "no" "no" "yes" "no" "no" "yes" "no" "no" "no" "no" "no" "no"
## [4381] "no" "no" "no" "no" "yes" "yes" "no" "yes" "no" "yes" "no" "no"
## [4393] "no" "yes" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [4405] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [4417] "no" "yes" "no" "yes" "no" "no" "no" "no" "yes" "yes" "no" "no"
## [4429] "no" "no" "no" "yes" "no" "yes" "no" "no" "no" "no" "yes" "no"
## [4441] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [4453] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "yes" "no"
## [4465] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [4477] "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no" "no"
## [4489] "no" "no" "no" "no" "yes" "no" "no" "no" "no" "no" "no" "no"
## [4501] "no" "no" "yes" "yes" "yes" "no" "no" "no" "yes" "no" "no" "no"
## [4513] "no" "no" "no" "no" "no" "yes" "no" "no" "yes"
names(data)
## [1] "age" "job" "marital" "education" "default" "housing"
## [7] "loan" "contact" "month" "day" "duration" "campaign"
## [13] "pdays" "previous" "poutcome"