0
7.4
0.7
1
7.8
0.88
2
7.8
0.76
3
11.2
0.28
4
7.4
0.7
0
7
0.27
1
6.3
0.3
2
8.1
0.28
3
7.2
0.23
4
7.2
0.23
0
7.4
0.7
1
7.8
0.88
2
7.8
0.76
3
11.2
0.28
4
7.4
0.7
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 6497 entries, 0 to 6496
Data columns (total 13 columns):
# Column Non-Null Count Dtype
--- ------ -------------- -----
0 fixed acidity 6497 non-null float64
1 volatile acidity 6497 non-null float64
2 citric acid 6497 non-null float64
3 residual sugar 6497 non-null float64
4 chlorides 6497 non-null float64
5 free sulfur dioxide 6497 non-null float64
6 total sulfur dioxide 6497 non-null float64
7 density 6497 non-null float64
8 pH 6497 non-null float64
9 sulphates 6497 non-null float64
10 alcohol 6497 non-null float64
11 quality 6497 non-null int64
12 category 6497 non-null object
dtypes: float64(11), int64(1), object(1)
memory usage: 660.0+ KB
count
6497
6497
mean
7.215307064799139
0.3396659996921656
std
1.2964337577998153
0.16463647408467877
min
3.8
0.08
25%
6.4
0.23
50%
7
0.29
75%
7.7
0.4
max
15.9
1.58
6492
6.2
0.21
6493
6.6
0.32
6494
6.5
0.24
6495
5.5
0.29
6496
6
0.21
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 6497 entries, 0 to 6496
Data columns (total 14 columns):
# Column Non-Null Count Dtype
--- ------ -------------- -----
0 fixed acidity 6497 non-null float64
1 volatile acidity 6497 non-null float64
2 citric acid 6497 non-null float64
3 residual sugar 6497 non-null float64
4 chlorides 6497 non-null float64
5 free sulfur dioxide 6497 non-null float64
6 total sulfur dioxide 6497 non-null float64
7 density 6497 non-null float64
8 pH 6497 non-null float64
9 sulphates 6497 non-null float64
10 alcohol 6497 non-null float64
11 quality 6497 non-null int64
12 category 6497 non-null object
13 quality_category 6497 non-null category
dtypes: category(1), float64(11), int64(1), object(1)
memory usage: 666.5+ KB
/shared-libs/python3.7/py/lib/python3.7/site-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.
FutureWarning
fixed acidity
1
0.21900825635099574
volatile acidity
0.21900825635099574
1
citric acid
0.32443572544729976
-0.3779813170552629
residual sugar
-0.11198128107823482
-0.19601117434765578
chlorides
0.2981947717027338
0.3771242764338664
free sulfur dioxide
-0.2827354283695625
-0.35255730641340643
total sulfur dioxide
-0.32905390129521767
-0.41447619465071844
density
0.45890998228056823
0.2712956478513891
pH
-0.2527004683162197
0.2614544027422696
sulphates
0.29956774438249295
0.22598367974107575
density
-0.3058579060694202
volatile acidity
-0.2656994776114667
chlorides
-0.20066550043510237
fixed acidity
-0.07674320790961939
total sulfur dioxide
-0.041385453855609024
residual sugar
-0.036980484585769566
pH
0.01950570371443272
sulphates
0.03848544587651378
free sulfur dioxide
0.055463058616633
citric acid
0.08553171718367873