20
Cream of Wheat (Quick)
N
21
Crispix
K
22
Crispy Wheat & Raisins
G
23
Double Chex
R
24
Froot Loops
K
25
Frosted Flakes
K
26
Frosted Mini-Wheats
K
27
Fruit & Fibre Dates; Walnuts; and Oats
P
28
Fruitful Bran
K
29
Fruity Pebbles
P
0
100% Bran
N
1
100% Natural Bran
Q
2
All-Bran
K
3
All-Bran with Extra Fiber
K
4
Almond Delight
R
5
Apple Cinnamon Cheerios
G
6
Apple Jacks
K
7
Basic 4
G
8
Bran Chex
R
9
Bran Flakes
P
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 77 entries, 0 to 76
Data columns (total 5 columns):
# Column Non-Null Count Dtype
--- ------ -------------- -----
0 name 77 non-null object
1 mfr 77 non-null object
2 sugars 77 non-null int64
3 carbo 77 non-null float64
4 rating 77 non-null float64
dtypes: float64(2), int64(1), object(2)
memory usage: 3.1+ KB
name mfr sugars carbo rating
57 Quaker Oatmeal Q -1 -1.0 50.828392
name mfr sugars carbo rating
57 Quaker Oatmeal Q -1 -1.0 50.828392
76
76
0
100% Bran
6
1
100% Natural Bran
8
2
All-Bran
5
3
All-Bran with Extra Fiber
0
4
Almond Delight
8
5
Apple Cinnamon Cheerios
10
6
Apple Jacks
14
7
Basic 4
8
8
Bran Chex
6
9
Bran Flakes
5
3
All-Bran with Extra Fiber
K
Cluster centers for sugars clusters:
[[ 1.84 ]
[ 6.84 ]
[12.03846154]]
0
100% Bran
N
1
100% Natural Bran
Q
2
All-Bran
K
3
All-Bran with Extra Fiber
K
4
Almond Delight
R
0
100% Bran
N
1
100% Natural Bran
Q
2
All-Bran
K
3
All-Bran with Extra Fiber
K
4
Almond Delight
R
5
Apple Cinnamon Cheerios
G
6
Apple Jacks
K
7
Basic 4
G
8
Bran Chex
R
9
Bran Flakes
P
The cereals are distributed evenly among the 3 levels
5
Apple Cinnamon Cheerios
G
6
Apple Jacks
K
10
Cap'n'Crunch
Q
14
Cocoa Puffs
G
17
Corn Pops
K
18
Count Chocula
G
22
Crispy Wheat & Raisins
G
24
Froot Loops
K
25
Frosted Flakes
K
27
Fruit & Fibre Dates; Walnuts; and Oats
P
3
All-Bran with Extra Fiber
K
11
Cheerios
G
15
Corn Chex
R
16
Corn Flakes
K
20
Cream of Wheat (Quick)
N
21
Crispix
K
33
Grape-Nuts
P
34
Great Grains Pecan
P
40
Kix
G
50
Nutri-grain Wheat
K
The data instance and sugar cluster for Fruity Pebbles is 29 2
Name: sugars_clusters, dtype: int32
Clusters centers for carbo clusters:
[[19.52173913]
[ 8.8 ]
[13.86842105]]
0
100% Bran
N
1
100% Natural Bran
Q
2
All-Bran
K
3
All-Bran with Extra Fiber
K
4
Almond Delight
R
5
Apple Cinnamon Cheerios
G
6
Apple Jacks
K
7
Basic 4
G
8
Bran Chex
R
9
Bran Flakes
P
0
100% Bran
N
1
100% Natural Bran
Q
2
All-Bran
K
3
All-Bran with Extra Fiber
K
4
Almond Delight
R
5
Apple Cinnamon Cheerios
G
6
Apple Jacks
K
7
Basic 4
G
8
Bran Chex
R
9
Bran Flakes
P
4
Almond Delight
R
8
Bran Chex
R
9
Bran Flakes
P
10
Cap'n'Crunch
Q
12
Cinnamon Toast Crunch
G
13
Clusters
G
14
Cocoa Puffs
G
17
Corn Pops
K
18
Count Chocula
G
25
Frosted Flakes
K
7
Basic 4
G
11
Cheerios
G
15
Corn Chex
R
16
Corn Flakes
K
20
Cream of Wheat (Quick)
N
21
Crispix
K
23
Double Chex
R
33
Grape-Nuts
P
38
Just Right Crunchy Nuggets
K
39
Just Right Fruit & Nut
K