Table 1 Descriptive statistics of the water pollution data.

From: A novel RF-CEEMD-LSTM model for predicting water pollution

Station

Feature

Mean value

Max value

Min value

Standard deviation

Missing data rate (%)

Kangdian

pH

7.91

8.64

7.38

0.24

0.35

NH3-N (mg/L)

0.76

9.67

0.66

0.68

0.36

DO (mg/L)

7.63

14.57

1.31

2.89

0.39

Banqiao

pH

8.17

9

7.11

0.31

0.61

NH3-N (mg/L)

0.64

3.32

0.025

0.45

0.73

DO (mg/L)

8.44

17.64

0.83

2.69

0.74