Warnings (2)
- 'Parch': 199 outliers (22.3% of rows)
- 'Cabin': 78% missing values
Column summary
| Column | Type | Missing |
Unique | Mean / Top value |
| PassengerId |
numeric |
0.0% |
891 |
446
|
| Survived |
numeric |
0.0% |
2 |
0.5095
|
| Pclass |
numeric |
0.0% |
3 |
2.304
|
| Age |
numeric |
19.3% |
702 |
30.23
|
| SibSp |
numeric |
0.0% |
5 |
0.4343
|
| Parch |
numeric |
0.0% |
4 |
0.3333
|
| Fare |
numeric |
0.1% |
890 |
30.77
|
| Sex |
categorical |
0.0% |
2 |
male
|
| Embarked |
categorical |
1.6% |
3 |
S
|
| Cabin |
categorical |
78.2% |
4 |
B2
|
Top correlations
-
Survived ↔ Fare
+0.062
-
Survived ↔ Age
+0.062
-
PassengerId ↔ Fare
+0.060
-
Pclass ↔ SibSp
+0.048
-
Pclass ↔ Fare
+0.044
-
PassengerId ↔ Parch
-0.042
-
Pclass ↔ Age
-0.040
-
Survived ↔ SibSp
-0.036
-
PassengerId ↔ Survived
+0.035
-
SibSp ↔ Parch
-0.029