[2025-06-21 22:20:44] (timestamp)

features with NA's
=======================
age                123
job                 73
marital             19
education          463
duration            51
poutcome          7814
emp.var.rate       247
cons.price.idx     247
cons.conf.idx      247

categorical cols levels
=======================
job
job
admin.           2630
blue collar      1852
entrepreneur      294
housemaid         267
management        688
retired           621
self-employed     336
services          856
student           354
technician       1626
unemployed        271

marital
marital
divorced    1076
married     5747
single      3026

education
education
basic.4y                972
basic.6y                503
basic.9y               1251
high.school            2230
illiterate                6
professional.course    1307
university.degree      3136

default
default
no         8268
unknown    1600

housing
housing
no         4413
unknown     244
yes        5211

loan
loan
no         8196
unknown     244
yes        1428

contact
contact
cellular     6993
telephone    2875

month
month
apr     834
aug    1451
dec     103
jul    1582
jun    1239
mar     314
may    2745
nov     925
oct     363
sep     312

day_of_week
day_of_week
fri    1823
mon    1960
thu    2152
tue    1947
wed    1986

poutcome
poutcome
failure    1101
success     953

y
y
no     5223
yes    4645