Table of Contents

1 FLUMES - Measurement Variable Units

Variable Name Unit
Flow l/s
PLC Switch On/Off
NOx N mg/l
Ammonia mg/l
Ammonium mg/l
Conductivity uS/cm
DO %
pH NA
Water Temp Flow-cell DegC
Turbidity FNU
Total Phosphorus mg/l

No Drift-corrections applied to data for this period, but drift files available seperately.

2 FLUMES - Missing values in raw data

12304 missing values were present in the raw FLUME/P data

Numbers of missing values in raw data by catchment:

  01 02 03 04 05 06 07 08 09 10 11 12 13 14 15
Flow 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
PLC Switch 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
NOx N 0 148 0 0 0 1 0 0 0 0 0 0 0 0 0
Ammonia 3 3 3 254 3 3 2 3 3 3 3 3 3 1543 160
Ammonium 3 1006 3 254 3 3 2 3 3 3 3 5 5 7 840
Conductivity 3 3 3 254 3 3 2 3 3 3 3 3 3 6 3
DO 3 4 3 254 3 3 2 3 3 3 3 3 3 6 3
pH 3 3 3 254 3 3 2 3 3 3 3 3 3 6 3
Water Temp Flow-cell 3 3 3 254 3 3 2 3 3 3 3 3 3 6 3
Turbidity 3 134 4 254 3 4 1135 2444 4 4 5 100 5 30 10
Total Phosphorus NA 2688 NA NA 0 NA NA 0 NA NA NA NA NA NA NA

3 FLUMES - Sensor downtime corrections

Please refer to ‘Sensor Downtime’ log file for further clarity.

In addition to the corrections listed, the value of NOX_N in each catchment is always set to NA at 01:00

Table continues below
  ID Export.Group Sensor.s. Location.s. QC.Action QC_Flag Start.Date Start.Time End.Date End.Time
6 7 Flume Trios DOC Flume Group All Auto NA NA 31/10/2011 00:00 30/12/2019 00:00
7 8 Flume HL Nitrate Flume Group All None NA 31/10/2011 12:00 30/12/2019 00:00
13 14 Flume Flume All 12 Auto NA NA 14/06/2013 08:00 20/06/2013 12:00
209 226 Flume Phosphax All 05 Auto NA NA 23/03/2013 17:00 30/10/2013 16:00
220 237 Flume Phosphax All 02 Auto NA NA 24/03/2013 13:30 30/10/2013 14:15
235 252 Flume Phosphax All 08 Auto NA NA 24/03/2013 10:00 30/10/2013 16:45
  Comment Resolution.Info
6 ALL DOC data considered unreliable. On going ACTION UNTIL FURTHER NOTICE 0 values set as NA out of 0 non-missing values in raw data (NaN%)
7 All data at 1:00 considered unreliable DUE TO AUTOMATIC INSTRUMENT SHUT DOWN. Set all 01:00 values to NA for all NO2+3 data no action taken
13 Blocked bubbler metre causing high flow readings.. So flow high. PLC is 1. Pump is pumping air into flow cell 5817 values set as NA out of 5817 non-missing values in raw data (22%)
209 Phosphax switched off. Low flow 2688 values set as NA out of 2688 non-missing values in raw data (100%)
220 Phosphax switched off. Low flow. Summer 2013 0 values set as NA out of 0 non-missing values in raw data (NaN%)
235 Low flow. Off for summer 2688 values set as NA out of 2688 non-missing values in raw data (100%)

23907 missing values were present in the FLUME/P data after Down Time corrections were applied

Total numbers of missing values in data after downtime corrections by catchment (includes real NAs from raw data and generated NAs due to downtime corrections):

  01 02 03 04 05 06 07 08 09 10 11 12 13 14 15
Flow 0 0 0 0 0 0 0 0 0 0 0 593 0 0 0
PLC Switch 0 0 0 0 0 0 0 0 0 0 0 593 0 0 0
NOx N 28 172 28 28 28 29 28 28 28 28 28 615 28 28 28
Ammonia 3 3 3 254 3 3 2 3 3 3 3 594 3 1543 160
Ammonium 3 1006 3 254 3 3 2 3 3 3 3 594 5 7 840
Conductivity 3 3 3 254 3 3 2 3 3 3 3 594 3 6 3
DO 3 4 3 254 3 3 2 3 3 3 3 594 3 6 3
pH 3 3 3 254 3 3 2 3 3 3 3 594 3 6 3
Water Temp Flow-cell 3 3 3 254 3 3 2 3 3 3 3 594 3 6 3
Turbidity 3 134 4 254 3 4 1135 2444 4 4 5 594 5 30 10
Total Phosphorus NA 2688 NA NA 2688 NA NA 2688 NA NA NA NA NA NA NA

4 FLUMES - Investigation of PLC switch and Flow

By catchment, the number of timepoints at which variable values were replaced with NA due to PLC switch being 0 or NA (note some of these values may have been NA already)

01 02 03 04 05 06 07 08 09 10 11 12 13 14 15
2688 2688 2688 2687 2688 2688 2688 2688 2688 2688 2688 2688 2688 2688 2688


Plots of PLC switch and Flow values by catchment (and by farmlet). The second set of plots is restricted to Flow less than or equal to 1 to give a clearer picture of low flow values. More details of discrepancies will be given in a separate file.


5 FLUMES - Addressing impossible values

Total numbers of impossible values detected to be replaced by NA:

  measurement lower limit nr below upper limit nr above
5 Flow 0 0 500 0
8 PLC Switch 0 0 1 0
6 NOx N 0 10920 48.9 3267
1 Ammonia 0 0 20 198
2 Ammonium 0 0 100 0
3 Conductivity 10 927 3000 0
4 DO 5 1714 250 0
7 pH 1 0 12 0
11 Water Temp Flow-cell -10 0 30 0
10 Turbidity 0 0 3000 0
9 Total Phosphorus 0 0 2 0


Numbers of impossible values below lower thresholds by catchment number:

measurement 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15
Flow 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
PLC Switch 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
NOx N 2 907 256 262 0 0 2498 686 1608 280 0 520 1455 12 2434
Ammonia 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
Ammonium 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
Conductivity 2 1 2 2 0 1 1 1 0 0 0 0 2 2 913
DO 0 249 0 0 0 0 0 0 0 0 0 0 0 1465 0
pH 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
Water Temp Flow-cell 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
Turbidity 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
Total Phosphorus NA 0 NA NA 0 NA NA 0 NA NA NA NA NA NA NA


Numbers of impossible values above upper thresholds by catchment number:

measurement 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15
Flow 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
PLC Switch 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
NOx N 0 0 0 39 0 1569 0 3 0 0 0 0 0 1656 0
Ammonia 0 0 0 0 0 0 0 0 0 0 0 0 0 0 198
Ammonium 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
Conductivity 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
DO 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
pH 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
Water Temp Flow-cell 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
Turbidity 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
Total Phosphorus NA 0 NA NA 0 NA NA 0 NA NA NA NA NA NA NA


After replacement of impossible values there are 40933 missing values in the Flume data ( 10 %).




6 FLUMES - Detection of Basic Outliers

All thresholds are user-specified according to experience.

Total numbers of basic (potential) outliers detected:

  measurement lower limit nr below upper limit nr above
5 Flow 0 0 100 0
8 PLC Switch 0 0 1 0
6 NOx N 0 0 20 0
1 Ammonia 0 0 20 0
2 Ammonium 0 0 50 0
3 Conductivity 30 0 1600 0
4 DO 60 0 105 0
7 pH 3.5 0 8.5 0
11 Water Temp Flow-cell 0 0 25 0
10 Turbidity 0 0 2000 0
9 Total Phosphorus 0 0 1 0



Numbers of outliers below lower thresholds by catchment (and in farmlet/triplet order):

measurement 02 03 01 10 15 04 05 06 12 13 09 08 07 11 14
Flow 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
PLC Switch 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
NOx N 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
Ammonia 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
Ammonium 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
Conductivity 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
DO 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
pH 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
Water Temp Flow-cell 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
Turbidity 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
Total Phosphorus 0 NA NA NA NA NA 0 NA NA NA NA 0 NA NA NA



Numbers of outliers above upper thresholds by catchment (and in farmlet/triplet order):

measurement 02 03 01 10 15 04 05 06 12 13 09 08 07 11 14
Flow 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
PLC Switch 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
NOx N 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
Ammonia 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
Ammonium 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
Conductivity 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
DO 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
pH 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
Water Temp Flow-cell 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
Turbidity 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
Total Phosphorus 0 NA NA NA NA NA 0 NA NA NA NA 0 NA NA NA

7 FLUMES - Histograms

NOx N : No data available to plot in red catchments

NOx N : No data available to plot in blue catchments

Ammonia : No data available to plot in red catchments

Ammonia : No data available to plot in blue catchments

Ammonium : No data available to plot in red catchments

Ammonium : No data available to plot in blue catchments

Conductivity : No data available to plot in red catchments

Conductivity : No data available to plot in blue catchments

DO : No data available to plot in red catchments

DO : No data available to plot in blue catchments

pH : No data available to plot in red catchments

pH : No data available to plot in blue catchments

Water Temp Flow-cell : No data available to plot in red catchments

Water Temp Flow-cell : No data available to plot in blue catchments

Turbidity : No data available to plot in red catchments

Turbidity : No data available to plot in blue catchments

Total Phosphorus : No data available to plot

8 FLUMES - Interactive Time series plots

The following Interactive time series plots show all QC’d 15-minute values for each parameter

No data available to plot NOx N for red catchments

No data available to plot NOx N for blue catchments
No data available to plot Ammonia for red catchments

No data available to plot Ammonia for blue catchments
No data available to plot Ammonium for red catchments

No data available to plot Ammonium for blue catchments
No data available to plot Conductivity for red catchments

No data available to plot Conductivity for blue catchments
No data available to plot DO for red catchments

No data available to plot DO for blue catchments
No data available to plot pH for red catchments

No data available to plot pH for blue catchments
No data available to plot Water Temp Flow-cell for red catchments

No data available to plot Water Temp Flow-cell for blue catchments
No data available to plot Turbidity for red catchments

No data available to plot Turbidity for blue catchments
No data available to plot Total Phosphorus for red catchments
No data available to plot Total Phosphorus for green catchments
No data available to plot Total Phosphorus for blue catchments



9 FLUMES - Missing value plots - raw & QC’d data


10 FLUMES - Correlations matrices

All values sbove 0.8 are shown as blue

11 FLUMES - Extra correlations matrices

precipitation vs flow for each catchment:

01 02 03 04 05 06 07 08 09 10 11 12 13 14 15
-0.01 0.02 0 NA 0.14 0.15 0.13 0.22 0.22 0.16 0.09 0.05 0 0.02 -0.02

turbidity vs flow for each catchment:

01 02 03 04 05 06 07 08 09 10 11 12 13 14 15
NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA


12 FLUMES - 28 day summary statistics

Means for each catchment:

  01 02 03 04 05 06 07 08 09 10 11 12 13 14 15
Flow 0.001 0.007 0.0076 0.0387 0.0037 0.0027 0.0069 0 1e-04 0 0.0014 0.0193 0 0 5e-04
PLC Switch 0 0 0 4e-04 0 0 0 0 0 0 0 0 0 0 0
NOx N NA NA NA 0.51 NA NA NA NA NA NA NA NA NA NA NA
Ammonia NA NA NA 0 NA NA NA NA NA NA NA NA NA NA NA
Ammonium NA NA NA 0.12 NA NA NA NA NA NA NA NA NA NA NA
Conductivity NA NA NA 349 NA NA NA NA NA NA NA NA NA NA NA
DO NA NA NA 96.8 NA NA NA NA NA NA NA NA NA NA NA
pH NA NA NA 7.67 NA NA NA NA NA NA NA NA NA NA NA
Water Temp Flow-cell NA NA NA 12.73 NA NA NA NA NA NA NA NA NA NA NA
Turbidity NA NA NA 138 NA NA NA NA NA NA NA NA NA NA NA
Total Phosphorus NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA

Medians for each catchment:

  01 02 03 04 05 06 07 08 09 10 11 12 13 14 15
Flow 0 0 0 0.05 0 0 0 0 0 0 0 0.0124 0 0 0
PLC Switch 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
NOx N NA NA NA 0.51 NA NA NA NA NA NA NA NA NA NA NA
Ammonia NA NA NA 0 NA NA NA NA NA NA NA NA NA NA NA
Ammonium NA NA NA 0.12 NA NA NA NA NA NA NA NA NA NA NA
Conductivity NA NA NA 349 NA NA NA NA NA NA NA NA NA NA NA
DO NA NA NA 96.8 NA NA NA NA NA NA NA NA NA NA NA
pH NA NA NA 7.67 NA NA NA NA NA NA NA NA NA NA NA
Water Temp Flow-cell NA NA NA 12.73 NA NA NA NA NA NA NA NA NA NA NA
Turbidity NA NA NA 138 NA NA NA NA NA NA NA NA NA NA NA
Total Phosphorus NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA

Standard Deviations for each catchment:

  01 02 03 04 05 06 07 08 09 10 11 12 13 14 15
Flow 0.0055 0.0121 0.0125 0.0251 0.0102 0.0089 0.0103 0.0015 0.0028 8e-04 0.0042 0.0167 2e-04 4e-04 0.0025
PLC Switch 0 0 0 0.0193 0 0 0 0 0 0 0 0 0 0 0
NOx N NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
Ammonia NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
Ammonium NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
Conductivity NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
DO NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
pH NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
Water Temp Flow-cell NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
Turbidity NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
Total Phosphorus NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA

Inter-quartile ranges for each catchment:

  01 02 03 04 05 06 07 08 09 10 11 12 13 14 15
Flow 0 0.0274 0.0274 0.05 0 0 0.0124 0 0 0 0 0.0124 0 0 0
PLC Switch 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
NOx N NA NA NA 0 NA NA NA NA NA NA NA NA NA NA NA
Ammonia NA NA NA 0 NA NA NA NA NA NA NA NA NA NA NA
Ammonium NA NA NA 0 NA NA NA NA NA NA NA NA NA NA NA
Conductivity NA NA NA 0 NA NA NA NA NA NA NA NA NA NA NA
DO NA NA NA 0 NA NA NA NA NA NA NA NA NA NA NA
pH NA NA NA 0 NA NA NA NA NA NA NA NA NA NA NA
Water Temp Flow-cell NA NA NA 0 NA NA NA NA NA NA NA NA NA NA NA
Turbidity NA NA NA 0 NA NA NA NA NA NA NA NA NA NA NA
Total Phosphorus NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA

Minimums for each catchment:

  01 02 03 04 05 06 07 08 09 10 11 12 13 14 15
Flow 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
PLC Switch 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
NOx N NA NA NA 0.51 NA NA NA NA NA NA NA NA NA NA NA
Ammonia NA NA NA 0 NA NA NA NA NA NA NA NA NA NA NA
Ammonium NA NA NA 0.12 NA NA NA NA NA NA NA NA NA NA NA
Conductivity NA NA NA 349 NA NA NA NA NA NA NA NA NA NA NA
DO NA NA NA 96.8 NA NA NA NA NA NA NA NA NA NA NA
pH NA NA NA 7.67 NA NA NA NA NA NA NA NA NA NA NA
Water Temp Flow-cell NA NA NA 12.73 NA NA NA NA NA NA NA NA NA NA NA
Turbidity NA NA NA 138 NA NA NA NA NA NA NA NA NA NA NA
Total Phosphorus NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA

Maximums for each catchment:

  01 02 03 04 05 06 07 08 09 10 11 12 13 14 15
Flow 0.0621 0.0548 0.0548 0.2 0.1645 0.0822 0.0745 0.0548 0.1096 0.0124 0.0373 0.0745 0.0124 0.0124 0.0248
PLC Switch 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0
NOx N NA NA NA 0.51 NA NA NA NA NA NA NA NA NA NA NA
Ammonia NA NA NA 0 NA NA NA NA NA NA NA NA NA NA NA
Ammonium NA NA NA 0.12 NA NA NA NA NA NA NA NA NA NA NA
Conductivity NA NA NA 349 NA NA NA NA NA NA NA NA NA NA NA
DO NA NA NA 96.8 NA NA NA NA NA NA NA NA NA NA NA
pH NA NA NA 7.67 NA NA NA NA NA NA NA NA NA NA NA
Water Temp Flow-cell NA NA NA 12.73 NA NA NA NA NA NA NA NA NA NA NA
Turbidity NA NA NA 138 NA NA NA NA NA NA NA NA NA NA NA
Total Phosphorus NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA

Coefficients of Variation for each catchment:

  01 02 03 04 05 06 07 08 09 10 11 12 13 14 15
Flow 5.438 1.715 1.65 0.6477 2.775 3.268 1.493 36.65 25.37 16.37 2.986 0.8642 51.85 29.92 5.229
PLC Switch NA NA NA 51.85 NA NA NA NA NA NA NA NA NA NA NA
NOx N NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
Ammonia NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
Ammonium NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
Conductivity NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
DO NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
pH NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
Water Temp Flow-cell NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
Turbidity NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
Total Phosphorus NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA

Number of missing values for each catchment:

  01 02 03 04 05 06 07 08 09 10 11 12 13 14 15
Flow 0 0 0 0 0 0 0 0 0 0 0 593 0 0 0
PLC Switch 0 0 0 0 0 0 0 0 0 0 0 593 0 0 0
NOx N 2688 2688 2688 2687 2688 2688 2688 2688 2688 2688 2688 2688 2688 2688 2688
Ammonia 2688 2688 2688 2687 2688 2688 2688 2688 2688 2688 2688 2688 2688 2688 2688
Ammonium 2688 2688 2688 2687 2688 2688 2688 2688 2688 2688 2688 2688 2688 2688 2688
Conductivity 2688 2688 2688 2687 2688 2688 2688 2688 2688 2688 2688 2688 2688 2688 2688
DO 2688 2688 2688 2687 2688 2688 2688 2688 2688 2688 2688 2688 2688 2688 2688
pH 2688 2688 2688 2687 2688 2688 2688 2688 2688 2688 2688 2688 2688 2688 2688
Water Temp Flow-cell 2688 2688 2688 2687 2688 2688 2688 2688 2688 2688 2688 2688 2688 2688 2688
Turbidity 2688 2688 2688 2687 2688 2688 2688 2688 2688 2688 2688 2688 2688 2688 2688
Total Phosphorus NA 2688 NA NA 2688 NA NA 2688 NA NA NA NA NA NA NA

Percentage of missing values for each catchment:

  01 02 03 04 05 06 07 08 09 10 11 12 13 14 15
Flow 0 0 0 0 0 0 0 0 0 0 0 22.06 0 0 0
PLC Switch 0 0 0 0 0 0 0 0 0 0 0 22.06 0 0 0
NOx N 100 100 100 99.96 100 100 100 100 100 100 100 100 100 100 100
Ammonia 100 100 100 99.96 100 100 100 100 100 100 100 100 100 100 100
Ammonium 100 100 100 99.96 100 100 100 100 100 100 100 100 100 100 100
Conductivity 100 100 100 99.96 100 100 100 100 100 100 100 100 100 100 100
DO 100 100 100 99.96 100 100 100 100 100 100 100 100 100 100 100
pH 100 100 100 99.96 100 100 100 100 100 100 100 100 100 100 100
Water Temp Flow-cell 100 100 100 99.96 100 100 100 100 100 100 100 100 100 100 100
Turbidity 100 100 100 99.96 100 100 100 100 100 100 100 100 100 100 100
Total Phosphorus NA 100 NA NA 100 NA NA 100 NA NA NA NA NA NA NA

Number of lower limit outliers for each catchment:

  01 02 03 04 05 06 07 08 09 10 11 12 13 14 15
Flow 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
PLC Switch 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
NOx N NA NA NA 0 NA NA NA NA NA NA NA NA NA NA NA
Ammonia NA NA NA 0 NA NA NA NA NA NA NA NA NA NA NA
Ammonium NA NA NA 0 NA NA NA NA NA NA NA NA NA NA NA
Conductivity NA NA NA 0 NA NA NA NA NA NA NA NA NA NA NA
DO NA NA NA 0 NA NA NA NA NA NA NA NA NA NA NA
pH NA NA NA 0 NA NA NA NA NA NA NA NA NA NA NA
Water Temp Flow-cell NA NA NA 0 NA NA NA NA NA NA NA NA NA NA NA
Turbidity NA NA NA 0 NA NA NA NA NA NA NA NA NA NA NA
Total Phosphorus NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA

Number of upper limit outliers for each catchment:

  01 02 03 04 05 06 07 08 09 10 11 12 13 14 15
Flow 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
PLC Switch 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
NOx N NA NA NA 0 NA NA NA NA NA NA NA NA NA NA NA
Ammonia NA NA NA 0 NA NA NA NA NA NA NA NA NA NA NA
Ammonium NA NA NA 0 NA NA NA NA NA NA NA NA NA NA NA
Conductivity NA NA NA 0 NA NA NA NA NA NA NA NA NA NA NA
DO NA NA NA 0 NA NA NA NA NA NA NA NA NA NA NA
pH NA NA NA 0 NA NA NA NA NA NA NA NA NA NA NA
Water Temp Flow-cell NA NA NA 0 NA NA NA NA NA NA NA NA NA NA NA
Turbidity NA NA NA 0 NA NA NA NA NA NA NA NA NA NA NA
Total Phosphorus NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA

Number of zero values for flow for each catchment:

  01 02 03 04 05 06 07 08 09 10 11 12 13 14 15
Flow 2585 2002 1956 704 2342 2440 1696 2686 2682 2678 2400 393 2687 2685 2589

Percentage of zero values for flow for each catchment:

  01 02 03 04 05 06 07 08 09 10 11 12 13 14 15
Flow 96.17 74.48 72.77 26.19 87.13 90.77 63.1 99.93 99.78 99.63 89.29 14.62 99.96 99.89 96.32

Number of missing values for flow for each catchment:

  01 02 03 04 05 06 07 08 09 10 11 12 13 14 15
Flow 0 0 0 0 0 0 0 0 0 0 0 593 0 0 0

Percentage of missing values for flow for each catchment:

  01 02 03 04 05 06 07 08 09 10 11 12 13 14 15
Flow 0 0 0 0 0 0 0 0 0 0 0 22.06 0 0 0

Total calculated Water volume in m3 for each catchment:

  01 02 03 04 05 06 07 08 09 10 11 12 13 14 15
Flow 2.446 17.02 18.3 93.74 8.927 6.609 16.77 0.0986 0.2713 0.1116 3.404 36.34 0.0112 0.0335 1.161

13 FLUMES - 28 day summary statistics - maps

To do:
28 day percentage of missing values
28 day flow sums
28 day PLC
28 day NOX N means
28 day DOC means
28 day Ammonia means
28 day Ammonium means
28 day Conductivity means
28 day Do means
28 day pH means
28 day Temperature means
28 day Turbidity means
28 day TP means