Submitted data error checks
0. Instructions for submitters
Submitters should use this file to check for problems with submitted data. Send either a list of problems or confirmation that everything looks OK to Sasha by email. Be sure to reference the dataset version and file creation date/time when doing so. These are:
## Version: 2.47## [1] "Date/time: 2024-04-04 14:49:15.108444"Each of these html files contains a summary of the data from a single submitted spreadsheet file. The html name is based on the name of the submitted file. Use the details below to check:
- Institute abbreviation, submitter and contributor names
- The plot location(s), using the map zoom and pan features if needed
- For problems in the first sections; “OK” means there are no problems in a particular section, “warning” is something that should be checked (but might be OK), “error” is a problem that needs to be addressed
- For numeric values outside the expected range in the “Value checks” section
- Variables with missing values–are there any missing that you thought you included?
- Plots of flux, cumulative emission over time, and final cumulative emission for strange patterns, unexpectedly high or low values
- Plots of weather data for appropriate differences between plots and expected diurnal or other patterns
- Plots of manure and application data for correct values
Finally, the numeric summary at the end might provide details that can help in pinpointing problems, but typically does not need to be checked.
1. Submitter
| inst.abbrev | submitter | version | date |
|---|---|---|---|
| AU | Pedersen, Johanna | 1 | 2022-07-07 |
2. Contributors
| contributor | institute |
|---|---|
| Nyord, Tavs | Aarhus Universitet |
3. File and directory names
## [1] "../../data-submitted/03/AU"## [1] "../../data-submitted/03/AU/ALFAM2_template_5_2_211012_JP_18KLRS.xlsx"4. Location
5.Keys and codes
Codes in Treatments sheet
## OK## OKCodes in Plots sheet
## OK## OKCodes in Emission sheet
## OK## OKCode merge check (matching project, experiment, field, plot, treatment)
## OK## OK## OK## OK## OK6. Publication info
Check for missing codes
## OK## OKComplete citations given
## OK## OK7. Emission sheet
Duplicated intervals
## OKMissing incorporation time
## OKDelay after application
## OKMissing or double interval number
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OKMissing time between intervals
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OK
## OKMeasurement method and units
Measurement technique:
| Method | Frequency |
|---|---|
| Wind tunnel | 2845 |
Measurement technique classification:
| Classification | Frequency |
|---|---|
| wt | 2845 |
Emission units and conversion factors.
| Original unit | Conversion factor applied | Final unit | |
|---|---|---|---|
| 1 | kg N/ha-hr | 1 | kg N/ha-hr |
| 17 | NA | NA | kg N/ha-hr |
7. Value checks
Check to see if submitted values are within a reasonable range.
Weather
## wind : OK
## rain.rate : OK
## air.temp : OK
## soil.temp : OK
## soil.temp.surf : No values to check.
## air.temp.z : OK
## wind.z : No values to check.Manure and application
## man.stor : No values to check.
## man.dm : OK
## man.vs : No values to check.
## man.tkn : OK
## man.tan : OK
## man.tic : No values to check.
## man.ua : No values to check.
## man.vfa : OK
## man.ph : OK
## app.rate : OK
## crop.z : No values to check.Emission
## j.NH3 : OK
## e.int : OK
## e.rel : OK8. Missing values
Check for missing values.
All variables
## Some values missing:
## Table below has number of missing observations by variable:
## meas.tech.det soil.type soil.water.v soil.moist man.source.det
## 2845 2845 2845 2845 2845
## man.bed man.stor man.vs man.tic man.ua
## 2845 2845 2845 2845 2845
## time.incorp man.area dist.inj furrow.z furrow.w
## 2845 2845 2845 2845 2845
## crop crop.z crop.area lai notes.plot
## 2845 2845 2845 2845 2762
## man.trt3 bg.dl bg.val bg.unit pH.surf
## 2845 2845 18 18 2845
## air.temp.z soil.temp.z soil.temp.surf rad wind.z
## 18 18 2845 2845 2845
## MOL ustar rl air.pres air.pres.unit
## 2845 2845 2845 2845 2845
## rh wind.loc far.loc notes.int j.NH3.unit.orig
## 2845 2845 2845 2844 18
## j.NH3.orig j.NH3.conv.fact wind.2m soil.type2 exper2
## 18 18 2845 2845 2845
## rep2 crop.orig
## 2845 2845Application method and measurement method
## OK## OK9. Plots
Calculated cumulative emission
Cumulative emission. Missing values imputed (linear interpolation). Numeric labels show position of data in data file: row in the “Plots” sheet and first row in the “Emission” sheet. Labels in center of the first plot have measurement method, manure source, and application method. The same emission data are plotted a few different ways to facilitate checking for problems, e.g., comparing plot to each other or checking application dates. The same colors should be be used for particular field plots throughout this section.
Final cumulative emission
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
Relative versus absolute emission
Flux
Weather data
Manure and application
10. dfsumm summary
Plot-level data
##
## 36 rows and 184 columns
## 36 unique rows
## pub.id
## Class character
## Minimum A
## Maximum B
## Mean <NA>
## Unique (excld. NA) 2
## Missing values 0
## Sorted TRUE
##
## cpmid
## Class character
## Minimum D:1.I:AU.Pr:NUGA.F:../../data-submitted/03/AU/ALFAM2_template_5_2_211012_JP_18KLRS.xlsx.E:18K.F:semi-field.P:1.T:Jyndevand.R:1.R2:.T:2018-08-15 13:53:00.M:Wind tunnelNA
## Maximum D:1.I:AU.Pr:NUGA.F:../../data-submitted/03/AU/ALFAM2_template_5_2_211012_JP_18KLRS.xlsx.E:18S.F:FoulumgårdB.P:9.T:TH.R:3.R2:.T:2018-10-10 14:35:00.M:Wind tunnelNA
## Mean <NA>
## Unique (excld. NA) 36
## Missing values 0
## Sorted TRUE
##
## proj exper field plot rep plot.area
## Class character character character numeric numeric numeric
## Minimum NUGA 18K FoulumgårdB 1 1 0.2
## Maximum NUGA 18S semi-field 12 3 0.2
## Mean <NA> <NA> <NA> 6.33 2 0.2
## Unique (excld. NA) 1 4 2 9 3 1
## Missing values 0 0 0 0 0 0
## Sorted TRUE TRUE FALSE FALSE FALSE TRUE
##
## lat long country topo clay silt sand
## Class numeric numeric character character numeric numeric numeric
## Minimum 56.5 9.57 DK Flat 4 5 49
## Maximum 56.5 9.58 DK Flat 18 31 89
## Mean 56.5 9.58 <NA> <NA> 9.67 22 66.3
## Unique (excld. NA) 2 2 1 1 3 3 3
## Missing values 0 0 0 0 0 0 0
## Sorted TRUE FALSE TRUE TRUE FALSE FALSE FALSE
##
## oc soil.type soil.water soil.water.v soil.moist soil.ph
## Class numeric logical numeric logical logical numeric
## Minimum 2 <NA> 0.08 <NA> <NA> 4.5
## Maximum 2.5 <NA> 0.2 <NA> <NA> 6.8
## Mean 2.42 <NA> 0.166 <NA> <NA> 5.8
## Unique (excld. NA) 2 0 7 0 0 8
## Missing values 0 36 0 36 36 0
## Sorted FALSE <NA> FALSE <NA> <NA> FALSE
##
## soil.dens crop.res till man.source man.source.det
## Class numeric character character character logical
## Minimum 1.32 Yes No cat <NA>
## Maximum 1.61 Yes No pig <NA>
## Mean 1.5 <NA> <NA> <NA> <NA>
## Unique (excld. NA) 3 1 1 2 0
## Missing values 0 0 0 0 36
## Sorted FALSE TRUE TRUE FALSE <NA>
##
## man.bed man.con man.trt1 man.trt2 man.stor man.dm
## Class logical character character character logical numeric
## Minimum <NA> Slurry None None <NA> 3.02
## Maximum <NA> Slurry None None <NA> 6.78
## Mean <NA> <NA> <NA> <NA> <NA> 4.93
## Unique (excld. NA) 0 1 1 1 0 4
## Missing values 36 0 0 0 36 0
## Sorted <NA> TRUE TRUE TRUE <NA> FALSE
##
## man.vs man.tkn man.tan man.tic man.ua man.vfa man.ph
## Class logical numeric numeric logical logical numeric numeric
## Minimum <NA> 1.71 1.16 <NA> <NA> 2.4 7.3
## Maximum <NA> 3.05 3.54 <NA> <NA> 10.7 7.64
## Mean <NA> 2.41 2.36 <NA> <NA> 7.48 7.41
## Unique (excld. NA) 0 4 4 0 0 4 4
## Missing values 36 0 0 36 36 0 0
## Sorted <NA> FALSE TRUE <NA> <NA> FALSE FALSE
##
## app.start app.end app.method app.rate
## Class POSIXct, POSIXt POSIXct, POSIXt character numeric
## Minimum 2018-08-15 13:53:00 2018-08-15 13:53:00 bsth 45
## Maximum 2018-10-10 14:59:00 2018-10-10 14:59:00 ts 45
## Mean 2018-09-12 14:28:48 2018-09-12 14:28:48 <NA> 45
## Unique (excld. NA) 36 36 3 1
## Missing values 0 0 0 0
## Sorted FALSE FALSE FALSE TRUE
##
## app.rate.unit incorp time.incorp man.area dist.inj
## Class character character numeric logical logical
## Minimum m3/ha none <NA> <NA> <NA>
## Maximum m3/ha none <NA> <NA> <NA>
## Mean <NA> <NA> <NA> <NA> <NA>
## Unique (excld. NA) 1 1 0 0 0
## Missing values 0 0 36 36 36
## Sorted TRUE TRUE <NA> <NA> <NA>
##
## furrow.z furrow.w crop crop.z crop.area lai
## Class logical logical character numeric numeric logical
## Minimum <NA> <NA> <NA> <NA> <NA> <NA>
## Maximum <NA> <NA> <NA> <NA> <NA> <NA>
## Mean <NA> <NA> <NA> <NA> <NA> <NA>
## Unique (excld. NA) 0 0 0 0 0 0
## Missing values 36 36 36 36 36 36
## Sorted <NA> <NA> <NA> <NA> <NA> <NA>
##
## notes.plot row.in.file.plot man.trt3 institute sub.period
## Class character numeric logical character numeric
## Minimum . 5 <NA> AU 3
## Maximum . 40 <NA> AU 3
## Mean <NA> 22.5 <NA> <NA> 3
## Unique (excld. NA) 1 36 0 1 1
## Missing values 35 0 36 0 0
## Sorted TRUE FALSE <NA> TRUE TRUE
##
## file
## Class character
## Minimum ../../data-submitted/03/AU/ALFAM2_template_5_2_211012_JP_18KLRS.xlsx
## Maximum ../../data-submitted/03/AU/ALFAM2_template_5_2_211012_JP_18KLRS.xlsx
## Mean <NA>
## Unique (excld. NA) 1
## Missing values 0
## Sorted TRUE
##
## treat meas.tech meas.tech.det app.start.orig
## Class character character logical character
## Minimum Disc Wind tunnel <NA> 03-10-2018 14:16
## Maximum TH20 Wind tunnel <NA> 22-08-2018 15:21
## Mean <NA> <NA> <NA> <NA>
## Unique (excld. NA) 7 1 0 36
## Missing values 0 0 36 0
## Sorted FALSE TRUE <NA> FALSE
##
## app.end.orig
## Class character
## Minimum 03-10-2018 14:16
## Maximum 22-08-2018 15:21
## Mean <NA>
## Unique (excld. NA) 36
## Missing values 0
## Sorted FALSE
##
## cpid
## Class character
## Minimum D:1.I:AU.Pr:NUGA.F:../../data-submitted/03/AU/ALFAM2_template_5_2_211012_JP_18KLRS.xlsx.E:18K.F:semi-field.P:1.T:Jyndevand.R:1.R2:.T:2018-08-15 13:53:00
## Maximum D:1.I:AU.Pr:NUGA.F:../../data-submitted/03/AU/ALFAM2_template_5_2_211012_JP_18KLRS.xlsx.E:18S.F:FoulumgårdB.P:9.T:TH.R:3.R2:.T:2018-10-10 14:35:00
## Mean <NA>
## Unique (excld. NA) 36
## Missing values 0
## Sorted TRUE
##
## ceid flag.plot submitter tan.app
## Class character character character numeric
## Minimum D:1.I:AU.Pr:NUGA.E:18K Pedersen, Johanna 52.2
## Maximum D:1.I:AU.Pr:NUGA.E:18S Pedersen, Johanna 159
## Mean <NA> <NA> <NA> 106
## Unique (excld. NA) 4 1 1 4
## Missing values 0 0 0 0
## Sorted TRUE TRUE TRUE TRUE
##
## e.1 e.4 e.6 e.12 e.24 e.48 e.72
## Class numeric numeric numeric numeric numeric numeric numeric
## Minimum <NA> 0.38 0.634 1.25 2.43 4.42 5.06
## Maximum <NA> 7.99 9.86 12.4 14.3 16.4 17.3
## Mean <NA> 3.09 4.01 5.63 8.06 10.6 11.6
## Unique (excld. NA) 0 36 36 36 36 36 36
## Missing values 36 0 0 0 0 0 0
## Sorted <NA> FALSE FALSE FALSE FALSE FALSE FALSE
##
## e.96 e.168 e.final e.tot e.cum.1 e.cum.4 e.cum.6
## Class numeric numeric numeric numeric numeric numeric numeric
## Minimum 7.47 <NA> 5.34 5.34 <NA> 0.38 0.634
## Maximum 17.7 <NA> 19.2 19.2 <NA> 7.99 9.86
## Mean 12.8 <NA> 12.8 12.8 <NA> 3.09 4.01
## Unique (excld. NA) 27 0 36 36 0 36 36
## Missing values 9 36 0 0 36 0 0
## Sorted FALSE <NA> FALSE FALSE <NA> FALSE FALSE
##
## e.cum.12 e.cum.24 e.cum.48 e.cum.72 e.cum.96 e.cum.168
## Class numeric numeric numeric numeric numeric numeric
## Minimum 1.25 2.43 4.42 5.06 7.47 <NA>
## Maximum 12.4 14.3 16.4 17.3 17.7 <NA>
## Mean 5.63 8.06 10.6 11.6 12.8 <NA>
## Unique (excld. NA) 36 36 36 36 27 0
## Missing values 0 0 0 0 9 36
## Sorted FALSE FALSE FALSE FALSE FALSE <NA>
##
## e.cum.final e.cum.tot e.rel.1 e.rel.4 e.rel.6 e.rel.12
## Class numeric numeric numeric numeric numeric numeric
## Minimum 5.34 5.34 <NA> 0.00241 0.00403 0.00796
## Maximum 19.2 19.2 <NA> 0.142 0.175 0.221
## Mean 12.8 12.8 <NA> 0.0442 0.0567 0.0781
## Unique (excld. NA) 36 36 0 36 36 36
## Missing values 0 0 36 0 0 0
## Sorted FALSE FALSE <NA> FALSE FALSE FALSE
##
## e.rel.24 e.rel.48 e.rel.72 e.rel.96 e.rel.168 e.rel.final
## Class numeric numeric numeric numeric numeric numeric
## Minimum 0.0154 0.028 0.0321 0.0562 <NA> 0.0339
## Maximum 0.255 0.292 0.307 0.327 <NA> 0.369
## Mean 0.108 0.135 0.147 0.184 <NA> 0.165
## Unique (excld. NA) 36 36 36 27 0 36
## Missing values 0 0 0 9 36 0
## Sorted FALSE FALSE FALSE FALSE <NA> FALSE
##
## e.rel.tot rain.1 rain.4 rain.6 rain.12 rain.24 rain.48
## Class numeric numeric numeric numeric numeric numeric numeric
## Minimum 0.0339 <NA> 0 0 0 0 0
## Maximum 0.369 <NA> 0 0 0 0 0
## Mean 0.165 <NA> 0 0 0 0 0
## Unique (excld. NA) 36 0 1 1 1 1 1
## Missing values 0 36 0 0 0 0 0
## Sorted FALSE <NA> TRUE TRUE TRUE TRUE TRUE
##
## rain.72 rain.96 rain.168 rain.final rain.tot air.temp.1
## Class numeric numeric numeric numeric numeric numeric
## Minimum 0 0 <NA> 0 0 <NA>
## Maximum 0 0 <NA> 0 0 <NA>
## Mean 0 0 <NA> 0 0 <NA>
## Unique (excld. NA) 1 1 0 1 1 0
## Missing values 0 9 36 0 0 36
## Sorted TRUE TRUE <NA> TRUE TRUE <NA>
##
## air.temp.4 air.temp.6 air.temp.12 air.temp.24 air.temp.48
## Class numeric numeric numeric numeric numeric
## Minimum 11 10.6 9.59 8.72 11.2
## Maximum 23.8 23.8 22.2 21.5 19.6
## Mean 18.5 18.4 16.5 15.4 15.7
## Unique (excld. NA) 36 36 35 36 36
## Missing values 0 0 0 0 0
## Sorted FALSE FALSE FALSE FALSE FALSE
##
## air.temp.72 air.temp.96 air.temp.168 air.temp.mn soil.temp.1
## Class numeric numeric numeric numeric numeric
## Minimum 11.3 10.4 10.4 10.4 <NA>
## Maximum 18.4 18.1 17.3 17.3 <NA>
## Mean 15.2 14.8 14.3 14.3 <NA>
## Unique (excld. NA) 35 36 36 36 0
## Missing values 0 0 0 0 36
## Sorted FALSE FALSE FALSE FALSE <NA>
##
## soil.temp.4 soil.temp.6 soil.temp.12 soil.temp.24
## Class numeric numeric numeric numeric
## Minimum 9.23 9.31 9.23 8.94
## Maximum 19.4 19.4 19.1 18.5
## Mean 14.8 14.8 14.6 14.2
## Unique (excld. NA) 33 32 36 35
## Missing values 0 0 0 0
## Sorted FALSE FALSE FALSE FALSE
##
## soil.temp.48 soil.temp.72 soil.temp.96 soil.temp.168
## Class numeric numeric numeric numeric
## Minimum 10 10.7 10.6 10.6
## Maximum 18.2 17.7 17.5 16.8
## Mean 14.2 14.1 14 13.7
## Unique (excld. NA) 36 36 34 34
## Missing values 0 0 0 0
## Sorted FALSE FALSE FALSE FALSE
##
## soil.temp.mn wind.1 wind.4 wind.6 wind.12 wind.24 wind.48
## Class numeric numeric numeric numeric numeric numeric numeric
## Minimum 10.6 <NA> 0.33 0.33 0.33 0.33 0.33
## Maximum 16.8 <NA> 0.33 0.33 0.33 0.33 0.33
## Mean 13.7 <NA> 0.33 0.33 0.33 0.33 0.33
## Unique (excld. NA) 34 0 1 1 1 1 2
## Missing values 0 36 0 0 0 0 0
## Sorted FALSE <NA> TRUE TRUE TRUE TRUE TRUE
##
## wind.72 wind.96 wind.168 wind.mn rain.rate.1 rain.rate.4
## Class numeric numeric numeric numeric numeric numeric
## Minimum 0.33 0.33 0.33 0.33 <NA> 0
## Maximum 0.33 0.33 0.33 0.33 <NA> 0
## Mean 0.33 0.33 0.33 0.33 <NA> 0
## Unique (excld. NA) 2 2 2 2 0 1
## Missing values 0 0 0 0 36 0
## Sorted TRUE FALSE FALSE FALSE <NA> TRUE
##
## rain.rate.6 rain.rate.12 rain.rate.24 rain.rate.48
## Class numeric numeric numeric numeric
## Minimum 0 0 0 0
## Maximum 0 0 0 0
## Mean 0 0 0 0
## Unique (excld. NA) 1 1 1 1
## Missing values 0 0 0 0
## Sorted TRUE TRUE TRUE TRUE
##
## rain.rate.72 rain.rate.96 rain.rate.168 rain.rate.mn
## Class numeric numeric numeric numeric
## Minimum 0 0 0 0
## Maximum 0 0 0 0
## Mean 0 0 0 0
## Unique (excld. NA) 1 1 1 1
## Missing values 0 0 0 0
## Sorted TRUE TRUE TRUE TRUE
##
## first.row.in.file.int last.row.in.file.int n.ints dt1
## Class numeric numeric integer numeric
## Minimum 5 87 52 1.73
## Maximum 2760 2850 94 1.73
## Mean 1390 1470 79 1.73
## Unique (excld. NA) 36 36 6 1
## Missing values 0 0 0 0
## Sorted FALSE FALSE FALSE TRUE
##
## j.rel1 j.NH31 dt.min dt.max ct.min ct.max
## Class numeric numeric numeric numeric numeric numeric
## Minimum 0.00035 0.0552 1.73 1.73 1.73 90
## Maximum 0.0458 2.57 1.73 20 1.73 163
## Mean 0.0126 0.854 1.73 9.03 1.73 144
## Unique (excld. NA) 36 36 1 3 1 6
## Missing values 0 0 0 0 0 0
## Sorted FALSE FALSE TRUE FALSE TRUE FALSE
##
## t.start.p t.end.p air.temp.z
## Class POSIXct, POSIXt POSIXct, POSIXt numeric
## Minimum 2018-08-15 13:53:00 2018-08-22 04:35:00 2
## Maximum 2018-10-10 14:59:00 2018-10-17 05:16:00 2
## Mean 2018-09-12 14:28:48 2018-09-18 12:11:35 2
## Unique (excld. NA) 36 36 1
## Missing values 0 0 0
## Sorted FALSE FALSE TRUE
##
## soil.temp.z wind.z wind.loc far.loc
## Class character logical logical logical
## Minimum 0.05 <NA> <NA> <NA>
## Maximum 0.05 <NA> <NA> <NA>
## Mean <NA> <NA> <NA> <NA>
## Unique (excld. NA) 1 0 0 0
## Missing values 0 36 36 36
## Sorted TRUE <NA> <NA> <NA>
##
## pub.info
## Class character
## Minimum Pedersen, J., Feilberg, A., Kamp, J. N., Hafner, S., & Nyord, T. (2020). Ammonia emission measurement with an online wind tunnel system for evaluation of manure application techniques. Atmospheric Environment, 230(December 2019). https://doi.org/10.1016/j.atmosenv.2020.117562
## Maximum Pedersen, J., Feilberg, A., Kamp, J. N., Hafner, S., & Nyord, T. (2020). Ammonia emission measurement with an online wind tunnel system for evaluation of manure application techniques. Atmospheric Environment, 230(December 2019). https://doi.org/10.1016/j.atmosenv.2020.117562 AND Pedersen, J., Nyord, T., Feilberg, A., & Labouriau, R. (2021). Analysis of the effect of air temperature on ammonia emission from band application of slurry. Environmental Pollution, 282, 1–25. https://doi.org/10.1016/j.envpol.2021.117055
## Mean <NA>
## Unique (excld. NA) 2
## Missing values 0
## Sorted FALSE
##
## soil.type2 exper2 rep2 acid meas.tech.orig meas.tech2
## Class logical logical logical logical character character
## Minimum <NA> <NA> <NA> FALSE Wind tunnel wt
## Maximum <NA> <NA> <NA> FALSE Wind tunnel wt
## Mean <NA> <NA> <NA> 0 TRUE <NA> <NA>
## Unique (excld. NA) 0 0 0 1 1 1
## Missing values 36 36 36 0 0 0
## Sorted <NA> <NA> <NA> TRUE TRUE TRUE
##
## crop.orig man.source.orig app.method.orig
## Class logical character character
## Minimum <NA> Cattle Band spread or trailing hose
## Maximum <NA> Pig Trailing shoe
## Mean <NA> <NA> <NA>
## Unique (excld. NA) 0 2 3
## Missing values 36 0 0
## Sorted <NA> FALSE FALSE
##
## app.method2 incorp.orig date.start
## Class character character Date
## Minimum bsth None 2018-08-15
## Maximum ts None 2018-10-10
## Mean <NA> <NA> <NA>
## Unique (excld. NA) 3 1 4
## Missing values 0 0 0
## Sorted FALSE TRUE TRUE
## Interval-level emission data
##
## 2845 rows and 137 columns
## 2845 unique rows
## cpmid
## Class character
## Minimum D:1.I:AU.Pr:NUGA.F:../../data-submitted/03/AU/ALFAM2_template_5_2_211012_JP_18KLRS.xlsx.E:18K.F:semi-field.P:1.T:Jyndevand.R:1.R2:.T:2018-08-15 13:53:00.M:Wind tunnelNA
## Maximum D:1.I:AU.Pr:NUGA.F:../../data-submitted/03/AU/ALFAM2_template_5_2_211012_JP_18KLRS.xlsx.E:18S.F:FoulumgårdB.P:9.T:TH.R:3.R2:.T:2018-10-10 14:35:00.M:Wind tunnelNA
## Mean <NA>
## Unique (excld. NA) 36
## Missing values 0
## Sorted TRUE
##
## pub.id proj exper field plot rep
## Class character character character character numeric numeric
## Minimum A NUGA 18K FoulumgårdB 1 1
## Maximum B NUGA 18S semi-field 12 3
## Mean <NA> <NA> <NA> <NA> 6.33 2
## Unique (excld. NA) 2 1 4 2 9 3
## Missing values 0 0 0 0 0 0
## Sorted TRUE TRUE TRUE FALSE FALSE FALSE
##
## treat meas.tech meas.tech.det plot.area lat
## Class character character logical numeric numeric
## Minimum Disc Wind tunnel <NA> 0.2 56.5
## Maximum TH20 Wind tunnel <NA> 0.2 56.5
## Mean <NA> <NA> <NA> 0.2 56.5
## Unique (excld. NA) 7 1 0 1 2
## Missing values 0 0 2845 0 0
## Sorted FALSE TRUE <NA> TRUE TRUE
##
## long country topo clay silt sand oc
## Class numeric character character numeric numeric numeric numeric
## Minimum 9.57 DK Flat 4 5 49 2
## Maximum 9.58 DK Flat 18 31 89 2.5
## Mean 9.58 <NA> <NA> 9.72 21.8 66.4 2.41
## Unique (excld. NA) 2 1 1 3 3 3 2
## Missing values 0 0 0 0 0 0 0
## Sorted FALSE TRUE TRUE FALSE FALSE FALSE FALSE
##
## soil.type soil.water soil.water.v soil.moist soil.ph
## Class logical numeric logical logical numeric
## Minimum <NA> 0.08 <NA> <NA> 4.5
## Maximum <NA> 0.2 <NA> <NA> 6.8
## Mean <NA> 0.164 <NA> <NA> 5.78
## Unique (excld. NA) 0 7 0 0 8
## Missing values 2845 0 2845 2845 0
## Sorted <NA> FALSE <NA> <NA> FALSE
##
## soil.dens crop.res till man.source man.source.det
## Class numeric character character character logical
## Minimum 1.32 Yes No cat <NA>
## Maximum 1.61 Yes No pig <NA>
## Mean 1.49 <NA> <NA> <NA> <NA>
## Unique (excld. NA) 3 1 1 2 0
## Missing values 0 0 0 0 2845
## Sorted FALSE TRUE TRUE FALSE <NA>
##
## man.bed man.con man.trt1 man.trt2 man.stor man.dm
## Class logical character character character logical numeric
## Minimum <NA> Slurry None None <NA> 3.02
## Maximum <NA> Slurry None None <NA> 6.78
## Mean <NA> <NA> <NA> <NA> <NA> 4.79
## Unique (excld. NA) 0 1 1 1 0 4
## Missing values 2845 0 0 0 2845 0
## Sorted <NA> TRUE TRUE TRUE <NA> FALSE
##
## man.vs man.tkn man.tan man.tic man.ua man.vfa man.ph
## Class logical numeric numeric logical logical numeric numeric
## Minimum <NA> 1.71 1.16 <NA> <NA> 2.4 7.3
## Maximum <NA> 3.05 3.54 <NA> <NA> 10.7 7.64
## Mean <NA> 2.36 2.28 <NA> <NA> 7.23 7.41
## Unique (excld. NA) 0 4 4 0 0 4 4
## Missing values 2845 0 0 2845 2845 0 0
## Sorted <NA> FALSE TRUE <NA> <NA> FALSE FALSE
##
## app.start app.end app.method app.rate
## Class POSIXct, POSIXt POSIXct, POSIXt character numeric
## Minimum 2018-08-15 13:53:00 2018-08-15 13:53:00 bsth 45
## Maximum 2018-10-10 14:59:00 2018-10-10 14:59:00 ts 45
## Mean 2018-09-11 05:45:51 2018-09-11 05:45:51 <NA> 45
## Unique (excld. NA) 36 36 3 1
## Missing values 0 0 0 0
## Sorted FALSE FALSE FALSE TRUE
##
## app.rate.unit incorp time.incorp man.area dist.inj
## Class character character numeric logical logical
## Minimum m3/ha none <NA> <NA> <NA>
## Maximum m3/ha none <NA> <NA> <NA>
## Mean <NA> <NA> <NA> <NA> <NA>
## Unique (excld. NA) 1 1 0 0 0
## Missing values 0 0 2845 2845 2845
## Sorted TRUE TRUE <NA> <NA> <NA>
##
## furrow.z furrow.w crop crop.z crop.area lai
## Class logical logical character numeric numeric logical
## Minimum <NA> <NA> <NA> <NA> <NA> <NA>
## Maximum <NA> <NA> <NA> <NA> <NA> <NA>
## Mean <NA> <NA> <NA> <NA> <NA> <NA>
## Unique (excld. NA) 0 0 0 0 0 0
## Missing values 2845 2845 2845 2845 2845 2845
## Sorted <NA> <NA> <NA> <NA> <NA> <NA>
##
## notes.plot row.in.file.plot man.trt3 institute sub.period
## Class character numeric logical character numeric
## Minimum . 5 <NA> AU 3
## Maximum . 40 <NA> AU 3
## Mean <NA> 22.4 <NA> <NA> 3
## Unique (excld. NA) 1 36 0 1 1
## Missing values 2762 0 2845 0 0
## Sorted TRUE FALSE <NA> TRUE TRUE
##
## file
## Class character
## Minimum ../../data-submitted/03/AU/ALFAM2_template_5_2_211012_JP_18KLRS.xlsx
## Maximum ../../data-submitted/03/AU/ALFAM2_template_5_2_211012_JP_18KLRS.xlsx
## Mean <NA>
## Unique (excld. NA) 1
## Missing values 0
## Sorted TRUE
##
## app.start.orig app.end.orig
## Class character character
## Minimum 03-10-2018 14:16 03-10-2018 14:16
## Maximum 22-08-2018 15:21 22-08-2018 15:21
## Mean <NA> <NA>
## Unique (excld. NA) 36 36
## Missing values 0 0
## Sorted FALSE FALSE
##
## cpid
## Class character
## Minimum D:1.I:AU.Pr:NUGA.F:../../data-submitted/03/AU/ALFAM2_template_5_2_211012_JP_18KLRS.xlsx.E:18K.F:semi-field.P:1.T:Jyndevand.R:1.R2:.T:2018-08-15 13:53:00
## Maximum D:1.I:AU.Pr:NUGA.F:../../data-submitted/03/AU/ALFAM2_template_5_2_211012_JP_18KLRS.xlsx.E:18S.F:FoulumgårdB.P:9.T:TH.R:3.R2:.T:2018-10-10 14:35:00
## Mean <NA>
## Unique (excld. NA) 36
## Missing values 0
## Sorted TRUE
##
## ceid flag.plot submitter tan.app
## Class character character character numeric
## Minimum D:1.I:AU.Pr:NUGA.E:18K Pedersen, Johanna 52.2
## Maximum D:1.I:AU.Pr:NUGA.E:18S Pedersen, Johanna 159
## Mean <NA> <NA> <NA> 103
## Unique (excld. NA) 4 1 1 4
## Missing values 0 0 0 0
## Sorted TRUE TRUE TRUE TRUE
##
## interval t.start t.end dt
## Class numeric POSIXct, POSIXt POSIXct, POSIXt numeric
## Minimum 1 2018-08-15 13:53:00 2018-08-15 15:37:00 1.73
## Maximum 94 2018-10-17 05:16:00 2018-10-17 07:00:00 20
## Mean 41.5 2018-09-14 09:52:06 2018-09-14 11:41:00 1.82
## Unique (excld. NA) 94 2838 2838 3
## Missing values 0 0 0 0
## Sorted FALSE FALSE FALSE FALSE
##
## bg.dl bg.val bg.unit j.NH3 j.NH3.unit pH.surf
## Class logical numeric character numeric character logical
## Minimum <NA> 0.0051 ppm 0 kg N/ha-hr <NA>
## Maximum <NA> 0.0607 ppm 2.57 kg N/ha-hr <NA>
## Mean <NA> 0.0154 <NA> 0.0889 <NA> <NA>
## Unique (excld. NA) 0 316 1 2458 1 0
## Missing values 2845 18 18 0 0 2845
## Sorted <NA> FALSE TRUE FALSE TRUE <NA>
##
## air.temp air.temp.z soil.temp soil.temp.z soil.temp.surf
## Class numeric numeric numeric character logical
## Minimum 4.54 2 8.32 0.05 <NA>
## Maximum 24.4 2 19.6 0.05 <NA>
## Mean 14.5 2 13.8 <NA> <NA>
## Unique (excld. NA) 1172 1 892 1 0
## Missing values 0 18 0 18 2845
## Sorted FALSE TRUE FALSE TRUE <NA>
##
## rad wind wind.z MOL ustar rl air.pres
## Class logical numeric logical logical logical logical logical
## Minimum <NA> 0.33 <NA> <NA> <NA> <NA> <NA>
## Maximum <NA> 0.33 <NA> <NA> <NA> <NA> <NA>
## Mean <NA> 0.33 <NA> <NA> <NA> <NA> <NA>
## Unique (excld. NA) 0 1 0 0 0 0 0
## Missing values 2845 0 2845 2845 2845 2845 2845
## Sorted <NA> TRUE <NA> <NA> <NA> <NA> <NA>
##
## air.pres.unit rain rh wind.loc far.loc notes.int
## Class logical numeric logical logical logical character
## Minimum <NA> 0 <NA> <NA> <NA> .
## Maximum <NA> 0 <NA> <NA> <NA> .
## Mean <NA> 0 <NA> <NA> <NA> <NA>
## Unique (excld. NA) 0 1 0 0 0 1
## Missing values 2845 0 2845 2845 2845 2844
## Sorted <NA> TRUE <NA> <NA> <NA> TRUE
##
## row.in.file.int j.type t.start.orig
## Class numeric character character
## Minimum 5 emission rate 03-10-2018 14:16
## Maximum 2850 emission rate 29-08-2018 07:21
## Mean 1430 <NA> <NA>
## Unique (excld. NA) 2845 1 2838
## Missing values 0 0 0
## Sorted FALSE TRUE FALSE
##
## t.end.orig j.NH3.unit.orig j.NH3.orig j.NH3.conv.fact
## Class character character numeric numeric
## Minimum 03-10-2018 14:16 kg N/ha-hr 0 1
## Maximum 29-08-2018 07:21 kg N/ha-hr 2.57 1
## Mean <NA> <NA> 0.0888 1
## Unique (excld. NA) 2838 1 2440 1
## Missing values 0 18 18 18
## Sorted FALSE TRUE FALSE TRUE
##
## dt.calc dt.diff ct mt cta bta flag.int
## Class numeric numeric numeric numeric numeric numeric character
## Minimum 0.267 -1.87 1.73 0.865 1.73 0
## Maximum 18.3 1.74 163 162 162 160 m i
## Mean 1.82 0.0072 78.5 77.6 77.9 76.1 <NA>
## Unique (excld. NA) 11 11 241 241 282 279 2
## Missing values 0 0 0 0 0 0 0
## Sorted FALSE FALSE FALSE FALSE FALSE FALSE FALSE
##
## rain.rate rain.cum wind.2m e.int e.cum e e.rel
## Class numeric numeric numeric numeric numeric numeric numeric
## Minimum 0 0 <NA> 0 0.0955 0.0955 0.000606
## Maximum 0 0 <NA> 4.45 19.2 19.2 0.369
## Mean 0 0 <NA> 0.162 10.9 10.9 0.146
## Unique (excld. NA) 1 1 0 2458 2490 2490 2490
## Missing values 0 0 2845 0 0 0 0
## Sorted TRUE TRUE <NA> FALSE FALSE FALSE FALSE
##
## j.rel
## Class numeric
## Minimum 0
## Maximum 0.0458
## Mean 0.00112
## Unique (excld. NA) 2458
## Missing values 0
## Sorted FALSE
##
## pub.info
## Class character
## Minimum Pedersen, J., Feilberg, A., Kamp, J. N., Hafner, S., & Nyord, T. (2020). Ammonia emission measurement with an online wind tunnel system for evaluation of manure application techniques. Atmospheric Environment, 230(December 2019). https://doi.org/10.1016/j.atmosenv.2020.117562
## Maximum Pedersen, J., Feilberg, A., Kamp, J. N., Hafner, S., & Nyord, T. (2020). Ammonia emission measurement with an online wind tunnel system for evaluation of manure application techniques. Atmospheric Environment, 230(December 2019). https://doi.org/10.1016/j.atmosenv.2020.117562 AND Pedersen, J., Nyord, T., Feilberg, A., & Labouriau, R. (2021). Analysis of the effect of air temperature on ammonia emission from band application of slurry. Environmental Pollution, 282, 1–25. https://doi.org/10.1016/j.envpol.2021.117055
## Mean <NA>
## Unique (excld. NA) 2
## Missing values 0
## Sorted FALSE
##
## soil.type2 exper2 rep2 acid meas.tech.orig meas.tech2
## Class logical logical logical logical character character
## Minimum <NA> <NA> <NA> FALSE Wind tunnel wt
## Maximum <NA> <NA> <NA> FALSE Wind tunnel wt
## Mean <NA> <NA> <NA> 0 TRUE <NA> <NA>
## Unique (excld. NA) 0 0 0 1 1 1
## Missing values 2845 2845 2845 0 0 0
## Sorted <NA> <NA> <NA> TRUE TRUE TRUE
##
## crop.orig man.source.orig app.method.orig
## Class logical character character
## Minimum <NA> Cattle Band spread or trailing hose
## Maximum <NA> Pig Trailing shoe
## Mean <NA> <NA> <NA>
## Unique (excld. NA) 0 2 3
## Missing values 2845 0 0
## Sorted <NA> FALSE FALSE
##
## app.method2 incorp.orig date.start first.row.int row.plot
## Class character character Date numeric numeric
## Minimum bsth None 2018-08-15 5 5
## Maximum ts None 2018-08-15 2760 40
## Mean <NA> <NA> <NA> 1390 22.4
## Unique (excld. NA) 3 1 1 36 36
## Missing values 0 0 0 0 0
## Sorted FALSE TRUE TRUE FALSE FALSE
##
## first.rows ggplotgroup
## Class factor factor
## Minimum Plots 10 Emis. 420 (4.96,10.8]
## Maximum Plots 9 Emis. 337 (34.2,40]
## Mean Plots 28 Emis. 1800 (16.7,22.5]
## Unique (excld. NA) 36 6
## Missing values 0 0
## Sorted FALSE FALSE
##