Table 4 Part 2: Details of the operations performed and conditions set during the quality check for Surface Temperature, Soil Temperature, and Soil Moisture.
Surface temperature | Soil temperature (various depths) | Soil moisture (various depths) | |
|---|---|---|---|
1 | Removal of common error values (e.g. -9999) and full NaN rows | Removal of common error values (e.g. -9999) and full NaN rows | Removal of common error values (e.g. -9999) and full NaN rows |
2 | N/A | N/A | Removal of negative values |
3 | Outlier flagging-evaluation: Flagging of values above or below 3 standard deviations of the preceding 7 and following 7 data points (rolling window = 15), and minimum 3 units above/below the average of the same preceding and following 7 values. This flagging is then followed by user inspection and an optional visual inspection of the dataset | Outlier flagging-evaluation: Flagging of values above or below 3 standard deviations of the preceding 7 and following 7 data points (rolling window = 15), and minimum 3 units above/below the average of the same preceding and following 7 values. This flagging is then followed by user inspection and an optional visual inspection of the dataset | Outlier flagging-evaluation: Flagging of values above or below 3 standard deviations of the preceding 7 and following 7 data points (rolling window = 15), and minimum 3 units above/below the average of the same preceding and following 7 values. This flagging is then followed by user inspection and an optional visual inspection of the dataset |
4 | N/A | N/A | N/A |
5 | Flagging and evaluation of instrument artifacts (jumps of >5°C between measurement instances) | Flagging and evaluation of instrument artifacts (jumps of >3°C between measurement instances) | Flagging and evaluation of instrument artifacts (jumps of >10 % between measurement instances) |
Ref. | (Aguilar and Skrynk, 2021)58 | (Aguilar and Skrynk, 2021)58 | (Dorigo et al., 2013)59 |