DataFrame

NO COMPARISON TARGET

150

ROWS

DUPLICATES

14.7 kb

RAM

FEATURES

CATEGORICAL

NUMERICAL

TEXT

2.1.0
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sepal_length

VALUES:

150

(100%)

MISSING:

---

DISTINCT:

(23%)

ZEROES:

---

MAX

7.90

95%

7.25

6.40

AVG

5.84

MEDIAN

5.80

5.10

4.60

MIN

4.30

RANGE

3.60

IQR

1.30

STD

0.828

VAR

0.686

KURT.

-0.552

SKEW

0.315

SUM

876

sepal_width

VALUES:

150

(100%)

MISSING:

---

DISTINCT:

(15%)

ZEROES:

---

MAX

4.40

95%

3.80

3.30

AVG

3.06

MEDIAN

3.00

2.80

2.34

MIN

2.00

RANGE

2.40

IQR

0.500

STD

0.436

VAR

0.190

KURT.

0.228

SKEW

0.319

SUM

459

petal_length

VALUES:

150

(100%)

MISSING:

---

DISTINCT:

(29%)

ZEROES:

---

MAX

6.90

95%

6.10

5.10

MEDIAN

4.35

AVG

3.76

1.60

1.30

MIN

1.00

RANGE

5.90

IQR

3.50

STD

1.77

VAR

3.12

KURT.

-1.40

SKEW

-0.275

SUM

564

petal_width

VALUES:

150

(100%)

MISSING:

---

DISTINCT:

(15%)

ZEROES:

---

MAX

2.50

95%

2.30

1.80

MEDIAN

1.30

AVG

1.20

0.30

0.20

MIN

0.10

RANGE

2.40

IQR

1.50

STD

0.762

VAR

0.581

KURT.

-1.34

SKEW

-0.103

SUM

180

species

VALUES:

150

(100%)

MISSING:

---

DISTINCT:

(2%)

Associations

[Only including dataset "DataFrame"] Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (approximating how much the elements on the left PROVIDE INFORMATION on elements in the row). Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.

Associations

[Only including dataset "None"] Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (approximating how much the elements on the left PROVIDE INFORMATION on elements in the row). Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.

sepal_length

MISSING:

---

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

petal_length

0.87

petal_width

0.82

sepal_width

-0.12

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

species

0.79

MOST FREQUENT VALUES

5.0

6.7%

6.3

6.0%

5.1

6.0%

5.7

5.3%

6.7

5.3%

5.8

4.7%

5.5

4.7%

6.4

4.7%

4.9

4.0%

6.0

4.0%

5.4

4.0%

5.6

4.0%

6.1

4.0%

6.5

3.3%

4.8

3.3%

SMALLEST VALUES

4.3

0.7%

4.4

2.0%

4.5

0.7%

4.6

2.7%

4.7

1.3%

4.8

3.3%

4.9

4.0%

5.0

6.7%

5.1

6.0%

5.2

2.7%

5.3

0.7%

5.4

4.0%

5.5

4.7%

5.6

4.0%

5.7

5.3%

LARGEST VALUES

7.9

0.7%

7.7

2.7%

7.6

0.7%

7.4

0.7%

7.3

0.7%

7.2

2.0%

7.1

0.7%

7.0

0.7%

6.9

2.7%

6.8

2.0%

6.7

5.3%

6.6

1.3%

6.5

3.3%

6.4

4.7%

6.3

6.0%

sepal_width

MISSING:

---

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

petal_length

-0.43

petal_width

-0.37

sepal_length

-0.12

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

species

0.63

MOST FREQUENT VALUES

3.0

17.3%

2.8

9.3%

3.2

8.7%

3.4

8.0%

3.1

7.3%

2.9

6.7%

2.7

6.0%

2.5

5.3%

3.3

4.0%

3.8

4.0%

3.5

4.0%

2.6

3.3%

2.3

2.7%

3.6

2.7%

3.7

2.0%

SMALLEST VALUES

2.0

0.7%

2.2

2.0%

2.3

2.7%

2.4

2.0%

2.5

5.3%

2.6

3.3%

2.7

6.0%

2.8

9.3%

2.9

6.7%

3.0

17.3%

3.1

7.3%

3.2

8.7%

3.3

4.0%

3.4

8.0%

3.5

4.0%

LARGEST VALUES

4.4

0.7%

4.2

0.7%

4.1

0.7%

4.0

0.7%

3.9

1.3%

3.8

4.0%

3.7

2.0%

3.6

2.7%

3.5

4.0%

3.4

8.0%

3.3

4.0%

3.2

8.7%

3.1

7.3%

3.0

17.3%

2.9

6.7%

petal_length

MISSING:

---

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

petal_width

0.96

sepal_length

0.87

sepal_width

-0.43

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

species

0.97

MOST FREQUENT VALUES

1.5

8.7%

1.4

8.7%

5.1

5.3%

4.5

5.3%

1.6

4.7%

1.3

4.7%

5.6

4.0%

4.0

3.3%

4.9

3.3%

4.7

3.3%

5.0

2.7%

1.7

2.7%

4.8

2.7%

4.4

2.7%

4.2

2.7%

SMALLEST VALUES

1.0

0.7%

1.1

0.7%

1.2

1.3%

1.3

4.7%

1.4

8.7%

1.5

8.7%

1.6

4.7%

1.7

2.7%

1.9

1.3%

3.0

0.7%

3.3

1.3%

3.5

1.3%

3.6

0.7%

3.7

0.7%

3.8

0.7%

LARGEST VALUES

6.9

0.7%

6.7

1.3%

6.6

0.7%

6.4

0.7%

6.3

0.7%

6.1

2.0%

6.0

1.3%

5.9

1.3%

5.8

2.0%

5.7

2.0%

5.6

4.0%

5.5

2.0%

5.4

1.3%

5.3

1.3%

5.2

1.3%

petal_width

MISSING:

---

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

petal_length

0.96

sepal_length

0.82

sepal_width

-0.37

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

species

0.96

MOST FREQUENT VALUES

0.2

19.3%

1.3

8.7%

1.5

8.0%

1.8

8.0%

1.4

5.3%

2.3

5.3%

1.0

4.7%

0.4

4.7%

0.3

4.7%

2.1

4.0%

2.0

4.0%

1.2

3.3%

1.9

3.3%

0.1

3.3%

1.6

2.7%

SMALLEST VALUES

0.1

3.3%

0.2

19.3%

0.3

4.7%

0.4

4.7%

0.5

0.7%

0.6

0.7%

1.0

4.7%

1.1

2.0%

1.2

3.3%

1.3

8.7%

1.4

5.3%

1.5

8.0%

1.6

2.7%

1.7

1.3%

1.8

8.0%

LARGEST VALUES

2.5

2.0%

2.4

2.0%

2.3

5.3%

2.2

2.0%

2.1

4.0%

2.0

4.0%

1.9

3.3%

1.8

8.0%

1.7

1.3%

1.6

2.7%

1.5

8.0%

1.4

5.3%

1.3

8.7%

1.2

3.3%

1.1

2.0%

species

MISSING:

---

TOP CATEGORIES

versicolor

33%

setosa

33%

virginica

33%

ALL

150

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

species
PROVIDES INFORMATION ON...

THESE FEATURES
GIVE INFORMATION
ON species:

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

species
CORRELATION RATIO WITH...

petal_length

0.97

petal_width

0.96

sepal_length

0.79

sepal_width

0.63