Pandas Profiling Report

Dataset info

Number of variables	17
Number of observations	45211
Missing cells	0 (0.0%)
Duplicate rows	0 (0.0%)
Total size in memory	5.9 MiB
Average record size in memory	136.0 B

Variables types

Numeric	7
Categorical	6
Boolean	4
Date	0
URL	0
Text (Unique)	0
Rejected	0
Unsupported	0

Warnings

`balance` has 3514 (7.8%) zeros	Zeros
`previous` is highly skewed (γ1 = 41.84645447)	Skewed
`previous` has 36954 (81.7%) zeros	Zeros

age
Numeric

Distinct count	77
Unique (%)	0.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	40.93621021
Minimum	18
Maximum	95
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	18
5-th percentile	27
Q1	33
Median	39
Q3	48
95-th percentile	59
Maximum	95
Range	77
Interquartile range	15

Descriptive statistics

Standard deviation	10.61876204
Coef of variation	0.2593977797
Kurtosis	0.3195703759
Mean	40.93621021
MAD	8.737267827
Skewness	0.6848179257
Sum	1850767
Variance	112.7581073
Memory size	353.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[18. 20.5 21.5 22.5 23.5 ... 73.5 80.5 83.5 86.5 95. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
32	2085	4.6%
31	1996	4.4%
33	1972	4.4%
34	1930	4.3%
35	1894	4.2%
36	1806	4.0%
30	1757	3.9%
37	1696	3.8%
39	1487	3.3%
38	1466	3.2%
Other values (67)	27122	60.0%

Minimum 5 values

Value	Count	Frequency (%)
18	12	< 0.1%
19	35	0.1%
20	50	0.1%
21	79	0.2%
22	129	0.3%

Maximum 5 values

Value	Count	Frequency (%)
95	2	< 0.1%
94	1	< 0.1%
93	2	< 0.1%
92	2	< 0.1%
90	2	< 0.1%

balance
Numeric

Distinct count	7168
Unique (%)	15.9%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	1362.272058
Minimum	-8019
Maximum	102127
Zeros (%)	7.8%

Toggle details

Quantile statistics

Minimum	-8019
5-th percentile	-172
Q1	72
Median	448
Q3	1428
95-th percentile	5768
Maximum	102127
Range	110146
Interquartile range	1356

Descriptive statistics

Standard deviation	3044.765829
Coef of variation	2.235064437
Kurtosis	140.7515466
Mean	1362.272058
MAD	1551.513033
Skewness	8.360308326
Sum	61589682
Variance	9270598.954
Memory size	353.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ -8019. -2107.5 -1496.5 -1045.5 -770.5 ... 17999.5 24040. 29440.5 45518.5 102127. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	3514	7.8%
1	195	0.4%
2	156	0.3%
4	139	0.3%
3	134	0.3%
5	113	0.2%
6	88	0.2%
8	81	0.2%
23	75	0.2%
10	69	0.2%
Other values (7158)	40647	89.9%

Minimum 5 values

Value	Count	Frequency (%)
-8019	1	< 0.1%
-6847	1	< 0.1%
-4057	1	< 0.1%
-3372	1	< 0.1%
-3313	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
102127	1	< 0.1%
98417	1	< 0.1%
81204	2	< 0.1%
71188	1	< 0.1%
66721	1	< 0.1%

campaign
Numeric

Distinct count	48
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	2.763840658
Minimum	1
Maximum	63
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
Median	2
Q3	3
95-th percentile	8
Maximum	63
Range	62
Interquartile range	2

Descriptive statistics

Standard deviation	3.098020883
Coef of variation	1.120911538
Kurtosis	39.2496508
Mean	2.763840658
MAD	1.791451104
Skewness	4.898650166
Sum	124956
Variance	9.597733393
Memory size	353.3 KiB

Histogram with fixed size bins (bins=48)

Histogram with variable size bins (bins=[ 1. 1.5 2.5 3.5 4.5 ... 21.5 25.5 32.5 38.5 63. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1	17544	38.8%
2	12505	27.7%
3	5521	12.2%
4	3522	7.8%
5	1764	3.9%
6	1291	2.9%
7	735	1.6%
8	540	1.2%
9	327	0.7%
10	266	0.6%
Other values (38)	1196	2.6%

Minimum 5 values

Value	Count	Frequency (%)
1	17544	38.8%
2	12505	27.7%
3	5521	12.2%
4	3522	7.8%
5	1764	3.9%

Maximum 5 values

Value	Count	Frequency (%)
63	1	< 0.1%
58	1	< 0.1%
55	1	< 0.1%
51	1	< 0.1%
50	2	< 0.1%

contact
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

cellular	29285
unknown	13020
telephone	2906

Toggle details

Common values
Composition

Value	Count	Frequency (%)
cellular	29285	64.8%
unknown	13020	28.8%
telephone	2906	6.4%

Max length	9
Mean length	7.77629338
Min length	7
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

day
Numeric

Distinct count	31
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	15.80641879
Minimum	1
Maximum	31
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	3
Q1	8
Median	16
Q3	21
95-th percentile	29
Maximum	31
Range	30
Interquartile range	13

Descriptive statistics

Standard deviation	8.322476153
Coef of variation	0.5265250948
Kurtosis	-1.059897373
Mean	15.80641879
MAD	7.055904428
Skewness	0.09307901402
Sum	714624
Variance	69.26360932
Memory size	353.3 KiB

Histogram with fixed size bins (bins=31)

Histogram with variable size bins (bins=[ 1. 1.5 2.5 3.5 4.5 ... 25.5 27.5 29.5 30.5 31. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
20	2752	6.1%
18	2308	5.1%
21	2026	4.5%
17	1939	4.3%
6	1932	4.3%
5	1910	4.2%
14	1848	4.1%
8	1842	4.1%
28	1830	4.0%
7	1817	4.0%
Other values (21)	25007	55.3%

Minimum 5 values

Value	Count	Frequency (%)
1	322	0.7%
2	1293	2.9%
3	1079	2.4%
4	1445	3.2%
5	1910	4.2%

Maximum 5 values

Value	Count	Frequency (%)
31	643	1.4%
30	1566	3.5%
29	1745	3.9%
28	1830	4.0%
27	1121	2.5%

default
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

no	44396
yes	815

Toggle details

Value	Count	Frequency (%)
no	44396	98.2%
yes	815	1.8%

duration
Numeric

Distinct count	1573
Unique (%)	3.5%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	258.1630798
Minimum	0
Maximum	4918
Zeros (%)	< 0.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	35
Q1	103
Median	180
Q3	319
95-th percentile	751
Maximum	4918
Range	4918
Interquartile range	216

Descriptive statistics

Standard deviation	257.5278123
Coef of variation	0.9975392782
Kurtosis	18.15391527
Mean	258.1630798
MAD	170.9677992
Skewness	3.144318099
Sum	11671811
Variance	66320.57409
Memory size	353.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 3.5000e+00 4.5000e+00 6.5000e+00 2.5500e+01 ... 1.2445e+03 1.5805e+03 2.0585e+03 3.3940e+03 4.9180e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
124	188	0.4%
90	184	0.4%
89	177	0.4%
122	175	0.4%
104	175	0.4%
114	175	0.4%
136	174	0.4%
112	174	0.4%
139	174	0.4%
121	173	0.4%
Other values (1563)	43442	96.1%

Minimum 5 values

Value	Count	Frequency (%)
0	3	< 0.1%
1	2	< 0.1%
2	3	< 0.1%
3	4	< 0.1%
4	15	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
4918	1	< 0.1%
3881	1	< 0.1%
3785	1	< 0.1%
3422	1	< 0.1%
3366	1	< 0.1%

education
Categorical

Distinct count	4
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

secondary	23202
tertiary	13301
primary	6851

Toggle details

Common values
Composition

Value	Count	Frequency (%)
secondary	23202	51.3%
tertiary	13301	29.4%
primary	6851	15.2%
unknown	1857	4.1%

Max length	9
Mean length	8.320585698
Min length	7
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

housing
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

yes	25130
no	20081

Toggle details

Value	Count	Frequency (%)
yes	25130	55.6%
no	20081	44.4%

job
Categorical

Distinct count	12
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

blue-collar	9732
management	9458
technician	7597
Other values (9)	18424

Toggle details

Common values
Composition

Value	Count	Frequency (%)
blue-collar	9732	21.5%
management	9458	20.9%
technician	7597	16.8%
admin.	5171	11.4%
services	4154	9.2%
retired	2264	5.0%
self-employed	1579	3.5%
entrepreneur	1487	3.3%
unemployed	1303	2.9%
housemaid	1240	2.7%
Other values (2)	1226	2.7%

Max length	13
Mean length	9.485545553
Min length	6
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	True

loan
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

no	37967
yes	7244

Toggle details

Value	Count	Frequency (%)
no	37967	84.0%
yes	7244	16.0%

marital
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

married	27214
single	12790
divorced	5207

Toggle details

Common values
Composition

Value	Count	Frequency (%)
married	27214	60.2%
single	12790	28.3%
divorced	5207	11.5%

Max length	8
Mean length	6.832275331
Min length	6
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

month
Categorical

Distinct count	12
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

may	13766
jul	6895
aug	6247
Other values (9)	18303

Toggle details

Common values
Composition

Value	Count	Frequency (%)
may	13766	30.4%
jul	6895	15.3%
aug	6247	13.8%
jun	5341	11.8%
nov	3970	8.8%
apr	2932	6.5%
feb	2649	5.9%
jan	1403	3.1%
oct	738	1.6%
sep	579	1.3%
Other values (2)	691	1.5%

Max length	3
Mean length	3
Min length	3
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

pdays
Numeric

Distinct count	559
Unique (%)	1.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	40.19782796
Minimum	-1
Maximum	871
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
Median	-1
Q3	-1
95-th percentile	317
Maximum	871
Range	872
Interquartile range	0

Descriptive statistics

Standard deviation	100.128746
Coef of variation	2.490899411
Kurtosis	6.93519521
Mean	40.19782796
MAD	67.60696484
Skewness	2.615715474
Sum	1817384
Variance	10025.76577
Memory size	353.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ -1. 0. 1.5 2.5 4.5 ... 394.5 454.5 463.5 561.5 871. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
-1	36954	81.7%
182	167	0.4%
92	147	0.3%
183	126	0.3%
91	126	0.3%
181	117	0.3%
370	99	0.2%
184	85	0.2%
364	77	0.2%
95	74	0.2%
Other values (549)	7239	16.0%

Minimum 5 values

Value	Count	Frequency (%)
-1	36954	81.7%
1	15	< 0.1%
2	37	0.1%
3	1	< 0.1%
4	2	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
871	1	< 0.1%
854	1	< 0.1%
850	1	< 0.1%
842	1	< 0.1%
838	1	< 0.1%

poutcome
Categorical

Distinct count	4
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

unknown	36959
failure	4901
other	1840

Toggle details

Common values
Composition

Value	Count	Frequency (%)
unknown	36959	81.7%
failure	4901	10.8%
other	1840	4.1%
success	1511	3.3%

Max length	7
Mean length	6.91860388
Min length	5
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

previous
Numeric

Distinct count	41
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.5803233726
Minimum	0
Maximum	275
Zeros (%)	81.7%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	3
Maximum	275
Range	275
Interquartile range	0

Descriptive statistics

Standard deviation	2.303441045
Coef of variation	3.969237073
Kurtosis	4506.86066
Mean	0.5803233726
MAD	0.9486748761
Skewness	41.84645447
Sum	26237
Variance	5.305840647
Memory size	353.3 KiB

Histogram with fixed size bins (bins=41)

Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 17.5 24.5 31. 56.5 275. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	36954	81.7%
1	2772	6.1%
2	2106	4.7%
3	1142	2.5%
4	714	1.6%
5	459	1.0%
6	277	0.6%
7	205	0.5%
8	129	0.3%
9	92	0.2%
Other values (31)	361	0.8%

Minimum 5 values

Value	Count	Frequency (%)
0	36954	81.7%
1	2772	6.1%
2	2106	4.7%
3	1142	2.5%
4	714	1.6%

Maximum 5 values

Value	Count	Frequency (%)
275	1	< 0.1%
58	1	< 0.1%
55	1	< 0.1%
51	1	< 0.1%
41	1	< 0.1%

y
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

no	39922
yes	5289

Toggle details

Value	Count	Frequency (%)
no	39922	88.3%
yes	5289	11.7%

Count
Matrix

First rows

	age	balance	campaign	contact	day	default	duration	education	housing	job	loan	marital	month	pdays	poutcome	y
0	58	2143	1	unknown	5	no	261	tertiary	yes	management	no	married	may	-1	unknown	no
1	44	29	1	unknown	5	no	151	secondary	yes	technician	no	single	may	-1	unknown	no
2	33	2	1	unknown	5	no	76	secondary	yes	entrepreneur	yes	married	may	-1	unknown	no
3	47	1506	1	unknown	5	no	92	unknown	yes	blue-collar	no	married	may	-1	unknown	no
4	33	1	1	unknown	5	no	198	unknown	no	unknown	no	single	may	-1	unknown	no
5	35	231	1	unknown	5	no	139	tertiary	yes	management	no	married	may	-1	unknown	no
6	28	447	1	unknown	5	no	217	tertiary	yes	management	yes	single	may	-1	unknown	no
7	42	2	1	unknown	5	yes	380	tertiary	yes	entrepreneur	no	divorced	may	-1	unknown	no
8	58	121	1	unknown	5	no	50	primary	yes	retired	no	married	may	-1	unknown	no
9	43	593	1	unknown	5	no	55	secondary	yes	technician	no	single	may	-1	unknown	no

Last rows

	age	balance	campaign	contact	day	default	duration	education	housing	job	loan	marital	month	pdays	poutcome	previous	y
45201	53	583	1	cellular	17	no	226	tertiary	no	management	no	married	nov	184	success	4	yes
45202	34	557	1	cellular	17	no	224	secondary	no	admin.	no	single	nov	-1	unknown	0	yes
45203	23	113	1	cellular	17	no	266	tertiary	no	student	no	single	nov	-1	unknown	0	yes
45204	73	2850	1	cellular	17	no	300	secondary	no	retired	no	married	nov	40	failure	8	yes
45205	25	505	2	cellular	17	no	386	secondary	no	technician	yes	single	nov	-1	unknown	0	yes
45206	51	825	3	cellular	17	no	977	tertiary	no	technician	no	married	nov	-1	unknown	0	yes
45207	71	1729	2	cellular	17	no	456	primary	no	retired	no	divorced	nov	-1	unknown	0	yes
45208	72	5715	5	cellular	17	no	1127	secondary	no	retired	no	married	nov	184	success	3	yes
45209	57	668	4	telephone	17	no	508	secondary	no	blue-collar	no	married	nov	-1	unknown	0	no
45210	37	2971	2	cellular	17	no	361	secondary	no	entrepreneur	no	married	nov	188	other	11	no

Overview

Variables

Correlations

Missing values

Sample

First rows

Last rows