Overview

Dataset statistics

Number of variables	5
Number of observations	6458
Missing cells	1
Missing cells (%)	< 0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.6 MiB
Average record size in memory	252.4 B

Variable types

Numeric	1
DateTime	1
Categorical	3

Alerts

`modalidadeContrato` is highly imbalanced (69.0%)	Imbalance

Reproduction

Analysis started	2025-11-26 17:56:28.231574
Analysis finished	2025-11-26 17:56:30.120952
Duration	1.89 second
Software version	ydata-profiling vv4.18.0
Download configuration	config.json

id
Real number (ℝ)

Distinct	6457
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	98588.072

Minimum	7126
Maximum	139986
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.6 KiB

Quantile statistics

Minimum	7126
5-th percentile	67781.2
Q1	86110
median	98620
Q3	113106
95-th percentile	127574.3
Maximum	139986
Range	132860
Interquartile range (IQR)	26996

Descriptive statistics

Standard deviation	19162.976
Coefficient of variation (CV)	0.19437419
Kurtosis	0.95922973
Mean	98588.072
Median Absolute Deviation (MAD)	13186.5
Skewness	-0.60467936
Sum	6.3668177 × 10⁸
Variance	3.6721965 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
128971	2	< 0.1%
79367	1	< 0.1%
111464	1	< 0.1%
109752	1	< 0.1%
110509	1	< 0.1%
110673	1	< 0.1%
111101	1	< 0.1%
111178	1	< 0.1%
111220	1	< 0.1%
111455	1	< 0.1%
Other values (6447)	6447	99.8%

Value	Count	Frequency (%)
7126	1	< 0.1%
7661	1	< 0.1%
7753	1	< 0.1%
10834	1	< 0.1%
12918	1	< 0.1%
15256	1	< 0.1%
17039	1	< 0.1%
18449	1	< 0.1%
23318	1	< 0.1%
23451	1	< 0.1%

Value	Count	Frequency (%)
139986	1	< 0.1%
133307	1	< 0.1%
133301	1	< 0.1%
133271	1	< 0.1%
133242	1	< 0.1%
133195	1	< 0.1%
133192	1	< 0.1%
133120	1	< 0.1%
133101	1	< 0.1%
133058	1	< 0.1%

dataVenda
Date

Distinct	370
Distinct (%)	5.7%
Missing	0
Missing (%)	0.0%
Memory size	50.6 KiB

Minimum	2024-04-01 00:00:00
Maximum	2025-04-30 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

modalidadeContrato
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	588.0 KiB

Pessoa Física	6099
Pessoa Jurídica	359

Length

Max length	15
Median length	13
Mean length	13.11118
Min length	13

Characters and Unicode

Total characters	84672
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Pessoa Física
2nd row	Pessoa Física
3rd row	Pessoa Física
4th row	Pessoa Física
5th row	Pessoa Física

Common Values

Value	Count	Frequency (%)
Pessoa Física	6099	94.4%
Pessoa Jurídica	359	5.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
pessoa	6458	50.0%
física	6099	47.2%
jurídica	359	2.8%

Most occurring characters

Value	Count	Frequency (%)
s	19015	22.5%
a	12916	15.3%
P	6458	7.6%
e	6458	7.6%
o	6458	7.6%
	6458	7.6%
í	6458	7.6%
i	6458	7.6%
c	6458	7.6%
F	6099	7.2%
Other values (4)	1436	1.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	84672	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
s	19015	22.5%
a	12916	15.3%
P	6458	7.6%
e	6458	7.6%
o	6458	7.6%
	6458	7.6%
í	6458	7.6%
i	6458	7.6%
c	6458	7.6%
F	6099	7.2%
Other values (4)	1436	1.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	84672	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
s	19015	22.5%
a	12916	15.3%
P	6458	7.6%
e	6458	7.6%
o	6458	7.6%
	6458	7.6%
í	6458	7.6%
i	6458	7.6%
c	6458	7.6%
F	6099	7.2%
Other values (4)	1436	1.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	84672	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
s	19015	22.5%
a	12916	15.3%
P	6458	7.6%
e	6458	7.6%
o	6458	7.6%
	6458	7.6%
í	6458	7.6%
i	6458	7.6%
c	6458	7.6%
F	6099	7.2%
Other values (4)	1436	1.7%

plano
Categorical

Distinct	9
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	458.3 KiB

Plano Anual - R$246,00	1635
Plano Light Anual - R$178,00	1091
Plano Light - R$178,00	894
Plano Mensal - R$296,00	799
Plano Light - R$148,00	566
Other values (4)	1472

Length

Max length	28
Median length	22
Mean length	23.64643
Min length	22

Characters and Unicode

Total characters	152685
Distinct characters	31
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Plano Mensal - R$296,00
2nd row	Plano Light - R$148,00
3rd row	Plano Anual - R$246,00
4th row	Plano Light - R$148,00
5th row	Plano Light - R$148,00

Common Values

Value	Count	Frequency (%)
Plano Anual - R$246,00	1635	25.3%
Plano Light Anual - R$178,00	1091	16.9%
Plano Light - R$178,00	894	13.8%
Plano Mensal - R$296,00	799	12.4%
Plano Light - R$148,00	566	8.8%
Plano Light - R$246,00	535	8.3%
Plano Light Anual - R$123,00	472	7.3%
Plano Mensal - R$346,00	454	7.0%
Plano Start - R$148,00	11	0.2%
(Missing)	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
plano	6457	23.6%
	6457	23.6%
light	3558	13.0%
anual	3198	11.7%
r$246,00	2170	7.9%
r$178,00	1985	7.2%
mensal	1253	4.6%
r$296,00	799	2.9%
r$148,00	577	2.1%
r$123,00	472	1.7%
Other values (2)	465	1.7%

Most occurring characters

Value	Count	Frequency (%)
	20934	13.7%
0	12914	8.5%
a	10919	7.2%
n	10908	7.1%
l	10908	7.1%
R	6457	4.2%
,	6457	4.2%
$	6457	4.2%
P	6457	4.2%
-	6457	4.2%
Other values (21)	53817	35.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	152685	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	20934	13.7%
0	12914	8.5%
a	10919	7.2%
n	10908	7.1%
l	10908	7.1%
R	6457	4.2%
,	6457	4.2%
$	6457	4.2%
P	6457	4.2%
-	6457	4.2%
Other values (21)	53817	35.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	152685	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	20934	13.7%
0	12914	8.5%
a	10919	7.2%
n	10908	7.1%
l	10908	7.1%
R	6457	4.2%
,	6457	4.2%
$	6457	4.2%
P	6457	4.2%
-	6457	4.2%
Other values (21)	53817	35.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	152685	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	20934	13.7%
0	12914	8.5%
a	10919	7.2%
n	10908	7.1%
l	10908	7.1%
R	6457	4.2%
,	6457	4.2%
$	6457	4.2%
P	6457	4.2%
-	6457	4.2%
Other values (21)	53817	35.2%

visita
Categorical

Distinct	24
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	445.1 KiB

Sem Visita	1759
Visita Virtual	786
Livance - Botafogo	440
Livance - Tatuapé	329
Livance - Barra da Tijuca	308
Other values (19)	2836

Length

Max length	27
Median length	25
Mean length	16.585785
Min length	10

Characters and Unicode

Total characters	107111
Distinct characters	41
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Sem Visita
2nd row	Livance - Botafogo
3rd row	Sem Visita
4th row	Sem Visita
5th row	Sem Visita

Common Values

Value	Count	Frequency (%)
Sem Visita	1759	27.2%
Visita Virtual	786	12.2%
Livance - Botafogo	440	6.8%
Livance - Tatuapé	329	5.1%
Livance - Barra da Tijuca	308	4.8%
Livance - Paulista	293	4.5%
Livance - Vila Mariana	259	4.0%
Livance - Campinas	259	4.0%
Livance - Market Place	239	3.7%
Livance - Perdizes	228	3.5%
Other values (14)	1558	24.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
livance	3893	20.7%
	3893	20.7%
visita	2545	13.5%
sem	1759	9.3%
virtual	786	4.2%
vila	574	3.0%
botafogo	440	2.3%
tatuapé	329	1.7%
tijuca	308	1.6%
da	308	1.6%
Other values (22)	3998	21.2%

Most occurring characters

Value	Count	Frequency (%)
a	14225	13.3%
i	13242	12.4%
	12375	11.6%
e	7452	7.0%
n	5579	5.2%
t	5134	4.8%
c	4711	4.4%
v	4100	3.8%
V	3905	3.6%
-	3893	3.6%
Other values (31)	32495	30.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	107111	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	14225	13.3%
i	13242	12.4%
	12375	11.6%
e	7452	7.0%
n	5579	5.2%
t	5134	4.8%
c	4711	4.4%
v	4100	3.8%
V	3905	3.6%
-	3893	3.6%
Other values (31)	32495	30.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	107111	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	14225	13.3%
i	13242	12.4%
	12375	11.6%
e	7452	7.0%
n	5579	5.2%
t	5134	4.8%
c	4711	4.4%
v	4100	3.8%
V	3905	3.6%
-	3893	3.6%
Other values (31)	32495	30.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	107111	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	14225	13.3%
i	13242	12.4%
	12375	11.6%
e	7452	7.0%
n	5579	5.2%
t	5134	4.8%
c	4711	4.4%
v	4100	3.8%
V	3905	3.6%
-	3893	3.6%
Other values (31)	32495	30.3%

Interactions

Correlations

	id	modalidadeContrato	plano	visita
id	1.000	0.000	0.247	0.082
modalidadeContrato	0.000	1.000	0.175	0.113
plano	0.247	0.175	1.000	0.086
visita	0.082	0.113	0.086	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	id	dataVenda	modalidadeContrato	plano	visita
0	79367	2024-04-01	Pessoa Física	Plano Mensal - R$296,00	Sem Visita
1	79327	2024-04-01	Pessoa Física	Plano Light - R$148,00	Livance - Botafogo
2	79304	2024-04-01	Pessoa Física	Plano Anual - R$246,00	Sem Visita
3	79285	2024-04-01	Pessoa Física	Plano Light - R$148,00	Sem Visita
4	79284	2024-04-01	Pessoa Física	Plano Light - R$148,00	Sem Visita
5	79248	2024-04-01	Pessoa Física	Plano Light - R$148,00	Sem Visita
6	79243	2024-04-01	Pessoa Física	Plano Mensal - R$296,00	Sem Visita
7	79239	2024-04-01	Pessoa Física	Plano Light Anual - R$178,00	Sem Visita
8	79237	2024-04-01	Pessoa Física	Plano Light - R$148,00	Sem Visita
9	79037	2024-04-01	Pessoa Física	Plano Light - R$148,00	Livance - Botafogo

	id	dataVenda	modalidadeContrato	plano	visita
6448	130044	2025-04-30	Pessoa Física	Plano Light Anual - R$178,00	Livance - Botafogo
6449	130005	2025-04-30	Pessoa Física	Plano Light - R$246,00	Livance - Tatuapé
6450	129580	2025-04-30	Pessoa Física	Plano Anual - R$246,00	Livance - Brigadeiro Psico
6451	125634	2025-04-30	Pessoa Física	Plano Light Anual - R$178,00	Livance - Santos Flex
6452	125492	2025-04-30	Pessoa Física	Plano Light Anual - R$178,00	Visita Virtual
6453	122128	2025-04-30	Pessoa Física	Plano Light - R$246,00	Livance - Santo André
6454	118456	2025-04-30	Pessoa Física	Plano Light - R$246,00	Visita Virtual
6455	118014	2025-04-30	Pessoa Física	Plano Light - R$246,00	Livance - Vila Mariana
6456	111971	2025-04-30	Pessoa Física	Plano Light - R$246,00	Livance - Perdizes
6457	107880	2025-04-30	Pessoa Física	Plano Light Anual - R$178,00	Livance - Brigadeiro Psico

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample