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 |
Id is highly overall correlated with SepalLengthCm and 3 other fields | High correlation |
SepalLengthCm is highly overall correlated with Id 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 |
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 | 2023-09-22 19:16:58.600428 |
---|---|
Analysis finished | 2023-09-22 19:17:03.166561 |
Duration | 4.57 seconds |
Software version | ydata-profiling vv4.5.1 |
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 |
Value | Count | Frequency (%) |
1 | 1 | 0.7% |
95 | 1 | 0.7% |
97 | 1 | 0.7% |
98 | 1 | 0.7% |
99 | 1 | 0.7% |
100 | 1 | 0.7% |
101 | 1 | 0.7% |
102 | 1 | 0.7% |
103 | 1 | 0.7% |
104 | 1 | 0.7% |
Other values (140) | 140 |
Value | Count | Frequency (%) |
1 | 1 | |
2 | 1 | |
3 | 1 | |
4 | 1 | |
5 | 1 | |
6 | 1 | |
7 | 1 | |
8 | 1 | |
9 | 1 | |
10 | 1 |
Value | Count | Frequency (%) |
150 | 1 | |
149 | 1 | |
148 | 1 | |
147 | 1 | |
146 | 1 | |
145 | 1 | |
144 | 1 | |
143 | 1 | |
142 | 1 | |
141 | 1 |
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 |
Value | Count | Frequency (%) |
5 | 10 | 6.7% |
5.1 | 9 | 6.0% |
6.3 | 9 | 6.0% |
5.7 | 8 | 5.3% |
6.7 | 8 | 5.3% |
5.8 | 7 | 4.7% |
5.5 | 7 | 4.7% |
6.4 | 7 | 4.7% |
4.9 | 6 | 4.0% |
5.4 | 6 | 4.0% |
Other values (25) | 73 |
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 | |
4.9 | 6 | |
5 | 10 | |
5.1 | 9 | |
5.2 | 4 | 2.7% |
Value | Count | Frequency (%) |
7.9 | 1 | 0.7% |
7.7 | 4 | |
7.6 | 1 | 0.7% |
7.4 | 1 | 0.7% |
7.3 | 1 | 0.7% |
7.2 | 3 | |
7.1 | 1 | 0.7% |
7 | 1 | 0.7% |
6.9 | 4 | |
6.8 | 3 |
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 |
Value | Count | Frequency (%) |
3 | 26 | |
2.8 | 14 | |
3.2 | 13 | 8.7% |
3.1 | 12 | 8.0% |
3.4 | 12 | 8.0% |
2.9 | 10 | 6.7% |
2.7 | 9 | 6.0% |
2.5 | 8 | 5.3% |
3.5 | 6 | 4.0% |
3.3 | 6 | 4.0% |
Other values (13) | 34 |
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 | |
2.9 | 10 | 6.7% |
3 | 26 |
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 | |
3.7 | 3 | 2.0% |
3.6 | 3 | 2.0% |
3.5 | 6 | |
3.4 | 12 |
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 |
Value | Count | Frequency (%) |
1.5 | 14 | 9.3% |
1.4 | 12 | 8.0% |
5.1 | 8 | 5.3% |
4.5 | 8 | 5.3% |
1.6 | 7 | 4.7% |
1.3 | 7 | 4.7% |
5.6 | 6 | 4.0% |
4.7 | 5 | 3.3% |
4.9 | 5 | 3.3% |
4 | 5 | 3.3% |
Other values (33) | 73 |
Value | Count | Frequency (%) |
1 | 1 | 0.7% |
1.1 | 1 | 0.7% |
1.2 | 2 | 1.3% |
1.3 | 7 | |
1.4 | 12 | |
1.5 | 14 | |
1.6 | 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 | |
6.6 | 1 | 0.7% |
6.4 | 1 | 0.7% |
6.3 | 1 | 0.7% |
6.1 | 3 | |
6 | 2 | |
5.9 | 2 | |
5.8 | 3 | |
5.7 | 3 |
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 |
Value | Count | Frequency (%) |
0.2 | 28 | |
1.3 | 13 | 8.7% |
1.8 | 12 | 8.0% |
1.5 | 12 | 8.0% |
1.4 | 8 | 5.3% |
2.3 | 8 | 5.3% |
1 | 7 | 4.7% |
0.4 | 7 | 4.7% |
0.3 | 7 | 4.7% |
0.1 | 6 | 4.0% |
Other values (12) | 42 |
Value | Count | Frequency (%) |
0.1 | 6 | 4.0% |
0.2 | 28 | |
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 |
Value | Count | Frequency (%) |
2.5 | 3 | 2.0% |
2.4 | 3 | 2.0% |
2.3 | 8 | |
2.2 | 3 | 2.0% |
2.1 | 6 | |
2 | 6 | |
1.9 | 5 | |
1.8 | 12 | |
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 | |
---|---|
Iris-versicolor | |
Iris-virginica |
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 | 3 ? |
Distinct scripts | 2 ? |
Distinct blocks | 1 ? |
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 | |
Iris-versicolor | 50 | |
Iris-virginica | 50 |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
iris-setosa | 50 | |
iris-versicolor | 50 | |
iris-virginica | 50 |
Most occurring characters
Value | Count | Frequency (%) |
i | 350 | |
r | 300 | |
s | 300 | |
I | 150 | |
- | 150 | |
o | 150 | |
e | 100 | 5.0% |
a | 100 | 5.0% |
v | 100 | 5.0% |
c | 100 | 5.0% |
Other values (4) | 200 |
Most occurring categories
Value | Count | Frequency (%) |
Lowercase Letter | 1700 | |
Uppercase Letter | 150 | 7.5% |
Dash Punctuation | 150 | 7.5% |
Most frequent character per category
Lowercase Letter
Value | Count | Frequency (%) |
i | 350 | |
r | 300 | |
s | 300 | |
o | 150 | |
e | 100 | 5.9% |
a | 100 | 5.9% |
v | 100 | 5.9% |
c | 100 | 5.9% |
t | 50 | 2.9% |
l | 50 | 2.9% |
Other values (2) | 100 | 5.9% |
Uppercase Letter
Value | Count | Frequency (%) |
I | 150 |
Dash Punctuation
Value | Count | Frequency (%) |
- | 150 |
Most occurring scripts
Value | Count | Frequency (%) |
Latin | 1850 | |
Common | 150 | 7.5% |
Most frequent character per script
Latin
Value | Count | Frequency (%) |
i | 350 | |
r | 300 | |
s | 300 | |
I | 150 | |
o | 150 | |
e | 100 | 5.4% |
a | 100 | 5.4% |
v | 100 | 5.4% |
c | 100 | 5.4% |
t | 50 | 2.7% |
Other values (3) | 150 |
Common
Value | Count | Frequency (%) |
- | 150 |
Most occurring blocks
Value | Count | Frequency (%) |
ASCII | 2000 |
Most frequent character per block
ASCII
Value | Count | Frequency (%) |
i | 350 | |
r | 300 | |
s | 300 | |
I | 150 | |
- | 150 | |
o | 150 | |
e | 100 | 5.0% |
a | 100 | 5.0% |
v | 100 | 5.0% |
c | 100 | 5.0% |
Other values (4) | 200 |
Id | SepalLengthCm | SepalWidthCm | PetalLengthCm | PetalWidthCm | Species | |
---|---|---|---|---|---|---|
Id | 1.000 | 0.734 | -0.412 | 0.868 | 0.879 | 0.904 |
SepalLengthCm | 0.734 | 1.000 | -0.159 | 0.881 | 0.834 | 0.617 |
SepalWidthCm | -0.412 | -0.159 | 1.000 | -0.303 | -0.278 | 0.437 |
PetalLengthCm | 0.868 | 0.881 | -0.303 | 1.000 | 0.936 | 0.890 |
PetalWidthCm | 0.879 | 0.834 | -0.278 | 0.936 | 1.000 | 0.924 |
Species | 0.904 | 0.617 | 0.437 | 0.890 | 0.924 | 1.000 |
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 |