- [Only including dataset "DataFrame"]
- ■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical,
- (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).
-
• 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,
- (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).
-
• 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
-
-0.11
-
-
-
CATEGORICAL ASSOCIATIONS
-
- (CORRELATION RATIO, 0 to 1)
-
-
-
-
species
-
0.79
-
-
-
-
-
-
-
-
MOST FREQUENT VALUES
-
-
-
5.0
-
-
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%
-
-
-
-
6.1
-
-
6
-
4.0%
-
-
-
-
6.0
-
-
6
-
4.0%
-
-
-
-
5.6
-
-
6
-
4.0%
-
-
-
-
4.8
-
-
5
-
3.3%
-
-
-
-
6.5
-
-
5
-
3.3%
-
-
-
-
-
-
-
-
-
SMALLEST VALUES
-
-
-
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%
-
-
-
-
5.0
-
-
10
-
6.7%
-
-
-
-
5.1
-
-
9
-
6.0%
-
-
-
-
5.2
-
-
4
-
2.7%
-
-
-
-
5.3
-
-
1
-
0.7%
-
-
-
-
5.4
-
-
6
-
4.0%
-
-
-
-
5.5
-
-
7
-
4.7%
-
-
-
-
5.6
-
-
6
-
4.0%
-
-
-
-
5.7
-
-
8
-
5.3%
-
-
-
-
-
-
-
-
-
LARGEST VALUES
-
-
-
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%
-
-
-
-
7.0
-
-
1
-
0.7%
-
-
-
-
6.9
-
-
4
-
2.7%
-
-
-
-
6.8
-
-
3
-
2.0%
-
-
-
-
6.7
-
-
8
-
5.3%
-
-
-
-
6.6
-
-
2
-
1.3%
-
-
-
-
6.5
-
-
5
-
3.3%
-
-
-
-
6.4
-
-
7
-
4.7%
-
-
-
-
6.3
-
-
9
-
6.0%
-
-
-
-
-
-
-
-
-
-
-
-
- sepal_width
-
-
-
-
MISSING:
-
- ---
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
- >
-
-
NUMERICAL ASSOCIATIONS
-
- (PEARSON, -1 to 1)
-
-
-
-
-
petal_length
-
-0.42
-
-
-
petal_width
-
-0.36
-
-
-
sepal_length
-
-0.11
-
-
-
CATEGORICAL ASSOCIATIONS
-
- (CORRELATION RATIO, 0 to 1)
-
-
-
-
species
-
0.63
-
-
-
-
-
-
-
-
MOST FREQUENT VALUES
-
-
-
3.0
-
-
26
-
17.3%
-
-
-
-
2.8
-
-
14
-
9.3%
-
-
-
-
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%
-
-
-
-
3.8
-
-
6
-
4.0%
-
-
-
-
2.6
-
-
5
-
3.3%
-
-
-
-
2.3
-
-
4
-
2.7%
-
-
-
-
3.7
-
-
3
-
2.0%
-
-
-
-
2.4
-
-
3
-
2.0%
-
-
-
-
-
-
-
-
-
SMALLEST VALUES
-
-
-
2.0
-
-
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%
-
-
-
-
3.0
-
-
26
-
17.3%
-
-
-
-
3.1
-
-
12
-
8.0%
-
-
-
-
3.2
-
-
13
-
8.7%
-
-
-
-
3.3
-
-
6
-
4.0%
-
-
-
-
3.4
-
-
12
-
8.0%
-
-
-
-
3.5
-
-
6
-
4.0%
-
-
-
-
-
-
-
-
-
LARGEST VALUES
-
-
-
4.4
-
-
1
-
0.7%
-
-
-
-
4.2
-
-
1
-
0.7%
-
-
-
-
4.1
-
-
1
-
0.7%
-
-
-
-
4.0
-
-
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%
-
-
-
-
3.3
-
-
6
-
4.0%
-
-
-
-
3.2
-
-
13
-
8.7%
-
-
-
-
3.1
-
-
12
-
8.0%
-
-
-
-
3.0
-
-
26
-
17.3%
-
-
-
-
2.9
-
-
10
-
6.7%
-
-
-
-
-
-
-
-
-
-
-
-
- petal_length
-
-
-
-
MISSING:
-
- ---
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
- >
-
-
NUMERICAL ASSOCIATIONS
-
- (PEARSON, -1 to 1)
-
-
-
-
-
petal_width
-
0.96
-
-
-
sepal_length
-
0.87
-
-
-
sepal_width
-
-0.42
-
-
-
CATEGORICAL ASSOCIATIONS
-
- (CORRELATION RATIO, 0 to 1)
-
-
-
-
species
-
0.97
-
-
-
-
-
-
-
-
MOST FREQUENT VALUES
-
-
-
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%
-
-
-
-
4.0
-
-
5
-
3.3%
-
-
-
-
4.2
-
-
4
-
2.7%
-
-
-
-
5.0
-
-
4
-
2.7%
-
-
-
-
4.4
-
-
4
-
2.7%
-
-
-
-
4.8
-
-
4
-
2.7%
-
-
-
-
1.7
-
-
4
-
2.7%
-
-
-
-
-
-
-
-
-
SMALLEST VALUES
-
-
-
1.0
-
-
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%
-
-
-
-
3.0
-
-
1
-
0.7%
-
-
-
-
3.3
-
-
2
-
1.3%
-
-
-
-
3.5
-
-
2
-
1.3%
-
-
-
-
3.6
-
-
1
-
0.7%
-
-
-
-
3.7
-
-
1
-
0.7%
-
-
-
-
3.8
-
-
1
-
0.7%
-
-
-
-
-
-
-
-
-
LARGEST VALUES
-
-
-
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%
-
-
-
-
6.0
-
-
2
-
1.3%
-
-
-
-
5.9
-
-
2
-
1.3%
-
-
-
-
5.8
-
-
3
-
2.0%
-
-
-
-
5.7
-
-
3
-
2.0%
-
-
-
-
5.6
-
-
6
-
4.0%
-
-
-
-
5.5
-
-
3
-
2.0%
-
-
-
-
5.4
-
-
2
-
1.3%
-
-
-
-
5.3
-
-
2
-
1.3%
-
-
-
-
5.2
-
-
2
-
1.3%
-
-
-
-
-
-
-
-
-
-
-
-
- petal_width
-
-
-
-
MISSING:
-
- ---
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
- >
-
-
NUMERICAL ASSOCIATIONS
-
- (PEARSON, -1 to 1)
-
-
-
-
-
petal_length
-
0.96
-
-
-
sepal_length
-
0.82
-
-
-
sepal_width
-
-0.36
-
-
-
CATEGORICAL ASSOCIATIONS
-
- (CORRELATION RATIO, 0 to 1)
-
-
-
-
species
-
0.96
-
-
-
-
-
-
-
-
MOST FREQUENT VALUES
-
-
-
0.2
-
-
28
-
18.7%
-
-
-
-
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%
-
-
-
-
1.0
-
-
7
-
4.7%
-
-
-
-
0.4
-
-
7
-
4.7%
-
-
-
-
0.3
-
-
7
-
4.7%
-
-
-
-
0.1
-
-
6
-
4.0%
-
-
-
-
2.1
-
-
6
-
4.0%
-
-
-
-
2.0
-
-
6
-
4.0%
-
-
-
-
1.2
-
-
5
-
3.3%
-
-
-
-
1.9
-
-
5
-
3.3%
-
-
-
-
1.6
-
-
4
-
2.7%
-
-
-
-
-
-
-
-
-
SMALLEST VALUES
-
-
-
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%
-
-
-
-
1.0
-
-
7
-
4.7%
-
-
-
-
1.1
-
-
3
-
2.0%
-
-
-
-
1.2
-
-
5
-
3.3%
-
-
-
-
1.3
-
-
13
-
8.7%
-
-
-
-
1.4
-
-
8
-
5.3%
-
-
-
-
1.5
-
-
12
-
8.0%
-
-
-
-
1.6
-
-
4
-
2.7%
-
-
-
-
1.7
-
-
2
-
1.3%
-
-
-
-
1.8
-
-
12
-
8.0%
-
-
-
-
-
-
-
-
-
LARGEST VALUES
-
-
-
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%
-
-
-
-
2.0
-
-
6
-
4.0%
-
-
-
-
1.9
-
-
5
-
3.3%
-
-
-
-
1.8
-
-
12
-
8.0%
-
-
-
-
1.7
-
-
2
-
1.3%
-
-
-
-
1.6
-
-
4
-
2.7%
-
-
-
-
1.5
-
-
12
-
8.0%
-
-
-
-
1.4
-
-
8
-
5.3%
-
-
-
-
1.3
-
-
13
-
8.7%
-
-
-
-
1.2
-
-
5
-
3.3%
-
-
-
-
1.1
-
-
3
-
2.0%
-
-
-
-
-
-
-
-
-
-
-
-
- species
-
-
-
-
MISSING:
-
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TOP CATEGORIES
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Iris-setosa
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50
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33%
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Iris-versicolor
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50
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33%
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Iris-virginica
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50
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33%
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ALL
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150
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100%
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- CATEGORICAL ASSOCIATIONS
- (UNCERTAINTY COEFFICIENT, 0 to 1)
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species
- PROVIDES INFORMATION ON...
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THESE FEATURES GIVE INFORMATION
- ON species:
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- NUMERICAL ASSOCIATIONS
- (CORRELATION RATIO, 0 to 1)
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