Pandas Profiling Report

Brought to you by YData

Dataset statistics

Number of variables	6
Number of observations	150
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	7.2 KiB
Average record size in memory	48.9 B

Variable types

Numeric	5
Categorical	1

Alerts

`Id` is highly overall correlated with `PetalLengthCm` and 3 other fields	High correlation
`PetalLengthCm` is highly overall correlated with `Id` and 3 other fields	High correlation
`PetalWidthCm` is highly overall correlated with `Id` and 3 other fields	High correlation
`SepalLengthCm` is highly overall correlated with `Id` and 3 other fields	High correlation
`Species` is highly overall correlated with `Id` and 3 other fields	High correlation
`Id` is uniformly distributed	Uniform
`Species` is uniformly distributed	Uniform
`Id` has unique values	Unique

Reproduction

Analysis started	2025-10-09 15:38:56.152303
Analysis finished	2025-10-09 15:38:58.021258
Duration	1.87 second
Software version	ydata-profiling vv4.17.0
Download configuration	config.json

Id
Real number (ℝ)

High correlation Uniform Unique

Distinct	150
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	75.5

Minimum	1
Maximum	150
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	1
5-th percentile	8.45
Q1	38.25
median	75.5
Q3	112.75
95-th percentile	142.55
Maximum	150
Range	149
Interquartile range (IQR)	74.5

Descriptive statistics

Standard deviation	43.445368
Coefficient of variation (CV)	0.57543534
Kurtosis	-1.2
Mean	75.5
Median Absolute Deviation (MAD)	37.5
Skewness	0
Sum	11325
Variance	1887.5
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	0.7%
2	1	0.7%
3	1	0.7%
4	1	0.7%
5	1	0.7%
6	1	0.7%
7	1	0.7%
8	1	0.7%
9	1	0.7%
10	1	0.7%
Other values (140)	140	93.3%

Value	Count	Frequency (%)
1	1	0.7%
2	1	0.7%
3	1	0.7%
4	1	0.7%
5	1	0.7%
6	1	0.7%
7	1	0.7%
8	1	0.7%
9	1	0.7%
10	1	0.7%

Value	Count	Frequency (%)
150	1	0.7%
149	1	0.7%
148	1	0.7%
147	1	0.7%
146	1	0.7%
145	1	0.7%
144	1	0.7%
143	1	0.7%
142	1	0.7%
141	1	0.7%

SepalLengthCm
Real number (ℝ)

High correlation

Distinct	35
Distinct (%)	23.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.8433333

Minimum	4.3
Maximum	7.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	4.3
5-th percentile	4.6
Q1	5.1
median	5.8
Q3	6.4
95-th percentile	7.255
Maximum	7.9
Range	3.6
Interquartile range (IQR)	1.3

Descriptive statistics

Standard deviation	0.82806613
Coefficient of variation (CV)	0.14171126
Kurtosis	-0.55206404
Mean	5.8433333
Median Absolute Deviation (MAD)	0.7
Skewness	0.31491096
Sum	876.5
Variance	0.68569351
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
5	10	6.7%
6.3	9	6.0%
5.1	9	6.0%
6.7	8	5.3%
5.7	8	5.3%
6.4	7	4.7%
5.5	7	4.7%
5.8	7	4.7%
4.9	6	4.0%
6	6	4.0%
Other values (25)	73	48.7%

Value	Count	Frequency (%)
4.3	1	0.7%
4.4	3	2.0%
4.5	1	0.7%
4.6	4	2.7%
4.7	2	1.3%
4.8	5	3.3%
4.9	6	4.0%
5	10	6.7%
5.1	9	6.0%
5.2	4	2.7%

Value	Count	Frequency (%)
7.9	1	0.7%
7.7	4	2.7%
7.6	1	0.7%
7.4	1	0.7%
7.3	1	0.7%
7.2	3	2.0%
7.1	1	0.7%
7	1	0.7%
6.9	4	2.7%
6.8	3	2.0%

SepalWidthCm
Real number (ℝ)

Distinct	23
Distinct (%)	15.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.054

Minimum	2
Maximum	4.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	2
5-th percentile	2.345
Q1	2.8
median	3
Q3	3.3
95-th percentile	3.8
Maximum	4.4
Range	2.4
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.43359431
Coefficient of variation (CV)	0.14197587
Kurtosis	0.29078106
Mean	3.054
Median Absolute Deviation (MAD)	0.25
Skewness	0.33405266
Sum	458.1
Variance	0.18800403
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
3	26	17.3%
2.8	14	9.3%
3.2	13	8.7%
3.4	12	8.0%
3.1	12	8.0%
2.9	10	6.7%
2.7	9	6.0%
2.5	8	5.3%
3.3	6	4.0%
3.5	6	4.0%
Other values (13)	34	22.7%

Value	Count	Frequency (%)
2	1	0.7%
2.2	3	2.0%
2.3	4	2.7%
2.4	3	2.0%
2.5	8	5.3%
2.6	5	3.3%
2.7	9	6.0%
2.8	14	9.3%
2.9	10	6.7%
3	26	17.3%

Value	Count	Frequency (%)
4.4	1	0.7%
4.2	1	0.7%
4.1	1	0.7%
4	1	0.7%
3.9	2	1.3%
3.8	6	4.0%
3.7	3	2.0%
3.6	3	2.0%
3.5	6	4.0%
3.4	12	8.0%

PetalLengthCm
Real number (ℝ)

High correlation

Distinct	43
Distinct (%)	28.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.7586667

Minimum	1
Maximum	6.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1.3
Q1	1.6
median	4.35
Q3	5.1
95-th percentile	6.1
Maximum	6.9
Range	5.9
Interquartile range (IQR)	3.5

Descriptive statistics

Standard deviation	1.7644204
Coefficient of variation (CV)	0.46942721
Kurtosis	-1.4019208
Mean	3.7586667
Median Absolute Deviation (MAD)	1.25
Skewness	-0.27446425
Sum	563.8
Variance	3.1131794
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
1.5	14	9.3%
1.4	12	8.0%
4.5	8	5.3%
5.1	8	5.3%
1.3	7	4.7%
1.6	7	4.7%
5.6	6	4.0%
4.9	5	3.3%
4	5	3.3%
4.7	5	3.3%
Other values (33)	73	48.7%

Value	Count	Frequency (%)
1	1	0.7%
1.1	1	0.7%
1.2	2	1.3%
1.3	7	4.7%
1.4	12	8.0%
1.5	14	9.3%
1.6	7	4.7%
1.7	4	2.7%
1.9	2	1.3%
3	1	0.7%

Value	Count	Frequency (%)
6.9	1	0.7%
6.7	2	1.3%
6.6	1	0.7%
6.4	1	0.7%
6.3	1	0.7%
6.1	3	2.0%
6	2	1.3%
5.9	2	1.3%
5.8	3	2.0%
5.7	3	2.0%

PetalWidthCm
Real number (ℝ)

High correlation

Distinct	22
Distinct (%)	14.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1986667

Minimum	0.1
Maximum	2.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.2
Q1	0.3
median	1.3
Q3	1.8
95-th percentile	2.3
Maximum	2.5
Range	2.4
Interquartile range (IQR)	1.5

Descriptive statistics

Standard deviation	0.76316074
Coefficient of variation (CV)	0.6366747
Kurtosis	-1.3397542
Mean	1.1986667
Median Absolute Deviation (MAD)	0.7
Skewness	-0.10499656
Sum	179.8
Variance	0.58241432
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0.2	28	18.7%
1.3	13	8.7%
1.5	12	8.0%
1.8	12	8.0%
1.4	8	5.3%
2.3	8	5.3%
0.4	7	4.7%
1	7	4.7%
0.3	7	4.7%
0.1	6	4.0%
Other values (12)	42	28.0%

Value	Count	Frequency (%)
0.1	6	4.0%
0.2	28	18.7%
0.3	7	4.7%
0.4	7	4.7%
0.5	1	0.7%
0.6	1	0.7%
1	7	4.7%
1.1	3	2.0%
1.2	5	3.3%
1.3	13	8.7%

Value	Count	Frequency (%)
2.5	3	2.0%
2.4	3	2.0%
2.3	8	5.3%
2.2	3	2.0%
2.1	6	4.0%
2	6	4.0%
1.9	5	3.3%
1.8	12	8.0%
1.7	2	1.3%
1.6	4	2.7%

Species
Categorical

High correlation Uniform

Distinct	3
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

Iris-setosa	50
Iris-versicolor	50
Iris-virginica	50

Length

Max length	15
Median length	14
Mean length	13.333333
Min length	11

Characters and Unicode

Total characters	2000
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	Iris-setosa
2nd row	Iris-setosa
3rd row	Iris-setosa
4th row	Iris-setosa
5th row	Iris-setosa

Common Values

Value	Count	Frequency (%)
Iris-setosa	50	33.3%
Iris-versicolor	50	33.3%
Iris-virginica	50	33.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
iris-setosa	50	33.3%
iris-versicolor	50	33.3%
iris-virginica	50	33.3%

Most occurring characters

Value	Count	Frequency (%)
i	350	17.5%
r	300	15.0%
s	300	15.0%
I	150	7.5%
-	150	7.5%
o	150	7.5%
e	100	5.0%
a	100	5.0%
v	100	5.0%
c	100	5.0%
Other values (4)	200	10.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	350	17.5%
r	300	15.0%
s	300	15.0%
I	150	7.5%
-	150	7.5%
o	150	7.5%
e	100	5.0%
a	100	5.0%
v	100	5.0%
c	100	5.0%
Other values (4)	200	10.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	350	17.5%
r	300	15.0%
s	300	15.0%
I	150	7.5%
-	150	7.5%
o	150	7.5%
e	100	5.0%
a	100	5.0%
v	100	5.0%
c	100	5.0%
Other values (4)	200	10.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	350	17.5%
r	300	15.0%
s	300	15.0%
I	150	7.5%
-	150	7.5%
o	150	7.5%
e	100	5.0%
a	100	5.0%
v	100	5.0%
c	100	5.0%
Other values (4)	200	10.0%

	Id	PetalLengthCm	PetalWidthCm	SepalLengthCm	SepalWidthCm	Species
Id	1.000	0.868	0.879	0.734	-0.412	0.904
PetalLengthCm	0.868	1.000	0.936	0.881	-0.303	0.890
PetalWidthCm	0.879	0.936	1.000	0.834	-0.278	0.924
SepalLengthCm	0.734	0.881	0.834	1.000	-0.159	0.617
SepalWidthCm	-0.412	-0.303	-0.278	-0.159	1.000	0.437
Species	0.904	0.890	0.924	0.617	0.437	1.000

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.

	Id	SepalLengthCm	SepalWidthCm	PetalLengthCm	PetalWidthCm	Species
0	1	5.1	3.5	1.4	0.2	Iris-setosa
1	2	4.9	3.0	1.4	0.2	Iris-setosa
2	3	4.7	3.2	1.3	0.2	Iris-setosa
3	4	4.6	3.1	1.5	0.2	Iris-setosa
4	5	5.0	3.6	1.4	0.2	Iris-setosa
5	6	5.4	3.9	1.7	0.4	Iris-setosa
6	7	4.6	3.4	1.4	0.3	Iris-setosa
7	8	5.0	3.4	1.5	0.2	Iris-setosa
8	9	4.4	2.9	1.4	0.2	Iris-setosa
9	10	4.9	3.1	1.5	0.1	Iris-setosa

	Id	SepalLengthCm	SepalWidthCm	PetalLengthCm	PetalWidthCm	Species
140	141	6.7	3.1	5.6	2.4	Iris-virginica
141	142	6.9	3.1	5.1	2.3	Iris-virginica
142	143	5.8	2.7	5.1	1.9	Iris-virginica
143	144	6.8	3.2	5.9	2.3	Iris-virginica
144	145	6.7	3.3	5.7	2.5	Iris-virginica
145	146	6.7	3.0	5.2	2.3	Iris-virginica
146	147	6.3	2.5	5.0	1.9	Iris-virginica
147	148	6.5	3.0	5.2	2.0	Iris-virginica
148	149	6.2	3.4	5.4	2.3	Iris-virginica
149	150	5.9	3.0	5.1	1.8	Iris-virginica

Overview

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)

Interactions

Correlations

Missing values

Sample

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)

Interactions

Correlations

Missing values

Sample