Overall

The data including 150 rows and 5 columns.

features class NAs
1 Sepal.Length numeric 0
2 Sepal.Width numeric 0
3 Petal.Length numeric 0
4 Petal.Width numeric 0
5 Species factor 0

NAs

There's no NA in any variables!


Unique observations

There are 1%(1/150) repeat observations in the original data frame

Use the following codes to replace them:

data_uniq = unique(data)

There are 1%(1/150) repeat observations in the data frame after removing NA variables.

Use the following codes to replace them:

data_new = naProcess(data)
data_new = unique(data_new)

Variable Report

Report of Variable: Sepal.Length

X.4.3.5.1. X.5.1.5.8. X.5.8.6.4. X.6.4.7.9. NA.
Count 41 39 35 35 0
Prob 27% 26% 23% 23% 0%
Name Value
1 Min. 4.3
2 1st Qu. 5.1
3 Median 5.8
4 Mean 5.843
5 3rd Qu. 6.4
6 Max. 7.9

Report of Variable: Sepal.Width

X.2.2.8. X.2.8.3. X.3.3.3. X.3.3.4.4. NA.
Count 47 36 30 37 0
Prob 31% 24% 20% 25% 0%
Name Value
1 Min. 2
2 1st Qu. 2.8
3 Median 3
4 Mean 3.057
5 3rd Qu. 3.3
6 Max. 4.4

Report of Variable: Petal.Length

X.1.1.6. X.1.6.4.35. X.4.35.5.1. X.5.1.6.9. NA.
Count 44 31 41 34 0
Prob 29% 21% 27% 23% 0%
Name Value
1 Min. 1
2 1st Qu. 1.6
3 Median 4.35
4 Mean 3.758
5 3rd Qu. 5.1
6 Max. 6.9

Report of Variable: Petal.Width

X.0.1.0.3. X.0.3.1.3. X.1.3.1.8. X.1.8.2.5. NA.
Count 41 37 38 34 0
Prob 27% 25% 25% 23% 0%
Name Value
1 Min. 0.1
2 1st Qu. 0.3
3 Median 1.3
4 Mean 1.199
5 3rd Qu. 1.8
6 Max. 2.5

Report of Variable: Species

setosa versicolor virginica NA
Count 50 50 50 0
Prob 33% 33% 33% 0%