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 14:48:58.198145"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_18GHI.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
## 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
## OKMeasurement method and units
Measurement technique:
| Method | Frequency |
|---|---|
| Wind tunnel | 1732 |
Measurement technique classification:
| Classification | Frequency |
|---|---|
| wt | 1732 |
Emission units and conversion factors.
| Original unit | Conversion factor applied | Final unit | |
|---|---|---|---|
| 1 | kg N/ha-hr | 1 | kg N/ha-hr |
| 8 | 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
## 1732 1732 1732 1732 1732
## man.bed man.stor man.vs man.tic man.ua
## 1732 1732 1732 1732 1732
## time.incorp man.area dist.inj furrow.z furrow.w
## 1732 1732 1732 1732 1732
## crop.z crop.area lai notes.plot man.trt3
## 1732 1732 1732 1670 1732
## bg.dl bg.val bg.unit pH.surf air.temp.z
## 1732 17 17 1732 17
## soil.temp.z soil.temp.surf rad wind.z MOL
## 17 1732 1732 1732 1732
## ustar rl air.pres air.pres.unit rh
## 1732 1732 1732 1732 1732
## wind.loc far.loc notes.int j.NH3.unit.orig j.NH3.orig
## 1732 1732 1731 17 17
## j.NH3.conv.fact wind.2m soil.type2 exper2 rep2
## 17 1732 1732 1732 1732Application 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
##
## 27 rows and 184 columns
## 27 unique rows
## pub.id
## Class character
## Minimum A
## Maximum A
## Mean <NA>
## Unique (excld. NA) 1
## 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_18GHI.xlsx.E:18G.F:FoulumgårdA.P:1.T:Vo.R:1.R2:.T:2018-06-22 13:41:00.M:Wind tunnelNA
## Maximum D:1.I:AU.Pr:NUGA.F:../../data-submitted/03/AU/ALFAM2_template_5_2_211012_JP_18GHI.xlsx.E:18I.F:FoulumgårdB.P:9.T:Bo.R:3.R2:.T:2018-07-05 14:11:00.M:Wind tunnelNA
## Mean <NA>
## Unique (excld. NA) 27
## Missing values 0
## Sorted TRUE
##
## proj exper field plot rep plot.area
## Class character character character numeric numeric numeric
## Minimum NUGA 18G FoulumgårdA 1 1 0.2
## Maximum NUGA 18I FoulumgårdB 12 3 0.2
## Mean <NA> <NA> <NA> 6.33 2 0.2
## Unique (excld. NA) 1 3 2 9 3 1
## Missing values 0 0 0 0 0 0
## Sorted TRUE TRUE TRUE FALSE FALSE TRUE
##
## lat long country topo clay silt sand
## Class numeric numeric character character numeric numeric numeric
## Minimum 56.5 9.56 DK Flat 9 24 65
## Maximum 56.5 9.57 DK Flat 9 24 65
## Mean 56.5 9.56 <NA> <NA> 9 24 65
## Unique (excld. NA) 2 2 1 1 1 1 1
## Missing values 0 0 0 0 0 0 0
## Sorted TRUE TRUE TRUE TRUE TRUE TRUE TRUE
##
## oc soil.type soil.water soil.water.v soil.moist soil.ph
## Class numeric logical numeric logical logical numeric
## Minimum 2.5 <NA> 0.15 <NA> <NA> 4.8
## Maximum 2.5 <NA> 0.21 <NA> <NA> 5.9
## Mean 2.5 <NA> 0.17 <NA> <NA> 5.2
## Unique (excld. NA) 1 0 2 0 0 3
## Missing values 0 27 0 27 27 0
## Sorted TRUE <NA> FALSE <NA> <NA> FALSE
##
## soil.dens crop.res till man.source man.source.det
## Class numeric character character character logical
## Minimum 1.15 Yes No cat <NA>
## Maximum 1.61 Yes No cat <NA>
## Mean 1.3 <NA> <NA> <NA> <NA>
## Unique (excld. NA) 2 1 1 1 0
## Missing values 0 0 0 0 27
## Sorted TRUE TRUE TRUE TRUE <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> 8.63
## Maximum <NA> Slurry None None <NA> 9.4
## Mean <NA> <NA> <NA> <NA> <NA> 9
## Unique (excld. NA) 0 1 1 1 0 3
## Missing values 27 0 0 0 27 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> 4.26 2.72 <NA> <NA> 13.5 6.83
## Maximum <NA> 5.07 2.83 <NA> <NA> 14.1 6.94
## Mean <NA> 4.65 2.78 <NA> <NA> 13.8 6.9
## Unique (excld. NA) 0 3 3 0 0 3 2
## Missing values 27 0 0 27 27 0 0
## Sorted <NA> FALSE FALSE <NA> <NA> FALSE FALSE
##
## app.start app.end app.method app.rate
## Class POSIXct, POSIXt POSIXct, POSIXt character numeric
## Minimum 2018-06-22 13:41:00 2018-06-22 13:41:00 bsth 35
## Maximum 2018-07-05 14:35:00 2018-07-05 14:35:00 ts 35
## Mean 2018-06-29 06:21:20 2018-06-29 06:21:20 <NA> 35
## Unique (excld. NA) 27 27 2 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 27 27 27
## 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> grass <NA> <NA> <NA>
## Maximum <NA> <NA> grass <NA> <NA> <NA>
## Mean <NA> <NA> <NA> <NA> <NA> <NA>
## Unique (excld. NA) 0 0 1 0 0 0
## Missing values 27 27 0 27 27 27
## Sorted <NA> <NA> TRUE <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 . 31 <NA> AU 3
## Mean <NA> 18 <NA> <NA> 3
## Unique (excld. NA) 1 27 0 1 1
## Missing values 26 0 27 0 0
## Sorted TRUE FALSE <NA> TRUE TRUE
##
## file
## Class character
## Minimum ../../data-submitted/03/AU/ALFAM2_template_5_2_211012_JP_18GHI.xlsx
## Maximum ../../data-submitted/03/AU/ALFAM2_template_5_2_211012_JP_18GHI.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 Bo Wind tunnel <NA> 05-07-2018 13:07
## Maximum Vo Wind tunnel <NA> 29-06-2018 15:36
## Mean <NA> <NA> <NA> <NA>
## Unique (excld. NA) 4 1 0 27
## Missing values 0 0 27 0
## Sorted FALSE TRUE <NA> FALSE
##
## app.end.orig
## Class character
## Minimum 05-07-2018 13:07
## Maximum 29-06-2018 15:36
## Mean <NA>
## Unique (excld. NA) 27
## 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_18GHI.xlsx.E:18G.F:FoulumgårdA.P:1.T:Vo.R:1.R2:.T:2018-06-22 13:41:00
## Maximum D:1.I:AU.Pr:NUGA.F:../../data-submitted/03/AU/ALFAM2_template_5_2_211012_JP_18GHI.xlsx.E:18I.F:FoulumgårdB.P:9.T:Bo.R:3.R2:.T:2018-07-05 14:11:00
## Mean <NA>
## Unique (excld. NA) 27
## Missing values 0
## Sorted TRUE
##
## ceid flag.plot submitter tan.app
## Class character character character numeric
## Minimum D:1.I:AU.Pr:NUGA.E:18G Pedersen, Johanna 95.2
## Maximum D:1.I:AU.Pr:NUGA.E:18I Pedersen, Johanna 99
## Mean <NA> <NA> <NA> 97.3
## Unique (excld. NA) 3 1 1 3
## Missing values 0 0 0 0
## Sorted TRUE TRUE TRUE FALSE
##
## e.1 e.4 e.6 e.12 e.24 e.48 e.72
## Class numeric numeric numeric numeric numeric numeric numeric
## Minimum <NA> 1.81 2.52 4.21 9.24 16.5 19.7
## Maximum <NA> 9.84 12.7 19 33.9 41.8 43.9
## Mean <NA> 4.41 5.98 9.27 18 25.2 27.3
## Unique (excld. NA) 0 27 27 27 27 27 27
## Missing values 27 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 21.7 <NA> 22.8 22.8 <NA> 1.81 2.52
## Maximum 45 <NA> 46.1 46.1 <NA> 9.84 12.7
## Mean 28.6 <NA> 29.3 29.3 <NA> 4.41 5.98
## Unique (excld. NA) 18 0 27 27 0 27 27
## Missing values 9 27 0 0 27 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 4.21 9.24 16.5 19.7 21.7 <NA>
## Maximum 19 33.9 41.8 43.9 45 <NA>
## Mean 9.27 18 25.2 27.3 28.6 <NA>
## Unique (excld. NA) 27 27 27 27 18 0
## Missing values 0 0 0 0 9 27
## 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 22.8 22.8 <NA> 0.0185 0.0258 0.0431
## Maximum 46.1 46.1 <NA> 0.103 0.133 0.2
## Mean 29.3 29.3 <NA> 0.0454 0.0615 0.0955
## Unique (excld. NA) 27 27 0 27 27 27
## Missing values 0 0 27 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 0.0946 0.169 0.201 0.222 <NA> 0.233
## Maximum 0.357 0.439 0.461 0.472 <NA> 0.484
## Mean 0.185 0.26 0.281 0.297 <NA> 0.302
## Unique (excld. NA) 27 27 27 18 0 27
## Missing values 0 0 0 9 27 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 0.233 <NA> 0 0 0 0 0
## Maximum 0.484 <NA> 0 0 0 0 0
## Mean 0.302 <NA> 0 0 0 0 0
## Unique (excld. NA) 27 0 1 1 1 1 1
## Missing values 0 27 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 27 0 0 27
## 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 15.8 15.7 13.4 13.4 13.8
## Maximum 23.4 23.1 20 16.6 16.9
## Mean 18.7 18.3 16.1 14.9 15.2
## Unique (excld. NA) 27 27 27 27 27
## 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 14.9 15.4 16.1 16.1 <NA>
## Maximum 16.8 16.9 16.9 16.9 <NA>
## Mean 15.8 16 16.5 16.5 <NA>
## Unique (excld. NA) 27 27 27 27 0
## Missing values 0 0 0 0 27
## Sorted FALSE FALSE FALSE FALSE <NA>
##
## soil.temp.4 soil.temp.6 soil.temp.12 soil.temp.24
## Class numeric numeric numeric numeric
## Minimum 19.7 19.2 18 17
## Maximum 26 25 22.1 18.5
## Mean 23.3 22.2 19.7 17.6
## Unique (excld. NA) 27 27 27 27
## 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 16.7 17.2 17.6 17.7
## Maximum 18.2 18.2 18.4 18.2
## Mean 17.4 17.6 17.8 17.9
## Unique (excld. NA) 27 27 27 27
## 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 17.7 <NA> 0.33 0.33 0.33 0.33 0.33
## Maximum 18.2 <NA> 0.33 0.33 0.33 0.33 0.33
## Mean 17.9 <NA> 0.33 0.33 0.33 0.33 0.33
## Unique (excld. NA) 27 0 1 1 1 2 2
## Missing values 0 27 0 0 0 0 0
## Sorted FALSE <NA> TRUE TRUE TRUE FALSE FALSE
##
## 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 27 0
## Sorted FALSE 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 66 50 1.73
## Maximum 1660 1740 82 1.73
## Mean 782 845 64.1 1.73
## Unique (excld. NA) 27 27 7 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 0.0042 0.41 1.73 1.73 1.73 89.8
## Maximum 0.0308 2.93 1.73 9.72 1.73 142
## Mean 0.0122 1.19 1.73 5.19 1.73 114
## Unique (excld. NA) 27 27 1 3 1 8
## 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 2018-06-22 13:41:00 2018-06-27 06:52:00 2
## Maximum 2018-07-05 14:35:00 2018-07-11 07:33:00 2
## Mean 2018-06-29 06:21:20 2018-07-03 23:19:40 2
## Unique (excld. NA) 27 27 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 27 27 27
## 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 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
## 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) 1
## Missing values 0
## Sorted TRUE
##
## 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 27 27 27 0 0 0
## Sorted <NA> <NA> <NA> TRUE TRUE TRUE
##
## crop.orig man.source.orig app.method.orig
## Class character character character
## Minimum Grass Cattle Band spread or trailing hose
## Maximum Grass Cattle Trailing shoe
## Mean <NA> <NA> <NA>
## Unique (excld. NA) 1 1 2
## Missing values 0 0 0
## Sorted TRUE TRUE FALSE
##
## app.method2 incorp.orig date.start
## Class character character Date
## Minimum bsth None 2018-06-22
## Maximum ts None 2018-07-05
## Mean <NA> <NA> <NA>
## Unique (excld. NA) 2 1 3
## Missing values 0 0 0
## Sorted FALSE TRUE TRUE
## Interval-level emission data
##
## 1732 rows and 137 columns
## 1732 unique rows
## cpmid
## Class character
## Minimum D:1.I:AU.Pr:NUGA.F:../../data-submitted/03/AU/ALFAM2_template_5_2_211012_JP_18GHI.xlsx.E:18G.F:FoulumgårdA.P:1.T:Vo.R:1.R2:.T:2018-06-22 13:41:00.M:Wind tunnelNA
## Maximum D:1.I:AU.Pr:NUGA.F:../../data-submitted/03/AU/ALFAM2_template_5_2_211012_JP_18GHI.xlsx.E:18I.F:FoulumgårdB.P:9.T:Bo.R:3.R2:.T:2018-07-05 14:11:00.M:Wind tunnelNA
## Mean <NA>
## Unique (excld. NA) 27
## Missing values 0
## Sorted TRUE
##
## pub.id proj exper field plot rep
## Class character character character character numeric numeric
## Minimum A NUGA 18G FoulumgårdA 1 1
## Maximum A NUGA 18I FoulumgårdB 12 3
## Mean <NA> <NA> <NA> <NA> 6.33 2
## Unique (excld. NA) 1 1 3 2 9 3
## Missing values 0 0 0 0 0 0
## Sorted TRUE TRUE TRUE TRUE FALSE FALSE
##
## treat meas.tech meas.tech.det plot.area lat
## Class character character logical numeric numeric
## Minimum Bo Wind tunnel <NA> 0.2 56.5
## Maximum Vo Wind tunnel <NA> 0.2 56.5
## Mean <NA> <NA> <NA> 0.2 56.5
## Unique (excld. NA) 4 1 0 1 2
## Missing values 0 0 1732 0 0
## Sorted FALSE TRUE <NA> TRUE TRUE
##
## long country topo clay silt sand oc
## Class numeric character character numeric numeric numeric numeric
## Minimum 9.56 DK Flat 9 24 65 2.5
## Maximum 9.57 DK Flat 9 24 65 2.5
## Mean 9.56 <NA> <NA> 9 24 65 2.5
## Unique (excld. NA) 2 1 1 1 1 1 1
## Missing values 0 0 0 0 0 0 0
## Sorted TRUE TRUE TRUE TRUE TRUE TRUE TRUE
##
## soil.type soil.water soil.water.v soil.moist soil.ph
## Class logical numeric logical logical numeric
## Minimum <NA> 0.15 <NA> <NA> 4.8
## Maximum <NA> 0.21 <NA> <NA> 5.9
## Mean <NA> 0.166 <NA> <NA> 5.29
## Unique (excld. NA) 0 2 0 0 3
## Missing values 1732 0 1732 1732 0
## Sorted <NA> FALSE <NA> <NA> FALSE
##
## soil.dens crop.res till man.source man.source.det
## Class numeric character character character logical
## Minimum 1.15 Yes No cat <NA>
## Maximum 1.61 Yes No cat <NA>
## Mean 1.34 <NA> <NA> <NA> <NA>
## Unique (excld. NA) 2 1 1 1 0
## Missing values 0 0 0 0 1732
## Sorted TRUE TRUE TRUE TRUE <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> 8.63
## Maximum <NA> Slurry None None <NA> 9.4
## Mean <NA> <NA> <NA> <NA> <NA> 8.96
## Unique (excld. NA) 0 1 1 1 0 3
## Missing values 1732 0 0 0 1732 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> 4.26 2.72 <NA> <NA> 13.5 6.83
## Maximum <NA> 5.07 2.83 <NA> <NA> 14.1 6.94
## Mean <NA> 4.61 2.77 <NA> <NA> 13.8 6.89
## Unique (excld. NA) 0 3 3 0 0 3 2
## Missing values 1732 0 0 1732 1732 0 0
## Sorted <NA> FALSE FALSE <NA> <NA> FALSE FALSE
##
## app.start app.end app.method app.rate
## Class POSIXct, POSIXt POSIXct, POSIXt character numeric
## Minimum 2018-06-22 13:41:00 2018-06-22 13:41:00 bsth 35
## Maximum 2018-07-05 14:35:00 2018-07-05 14:35:00 ts 35
## Mean 2018-06-29 20:43:02 2018-06-29 20:43:02 <NA> 35
## Unique (excld. NA) 27 27 2 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 1732 1732 1732
## 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> grass <NA> <NA> <NA>
## Maximum <NA> <NA> grass <NA> <NA> <NA>
## Mean <NA> <NA> <NA> <NA> <NA> <NA>
## Unique (excld. NA) 0 0 1 0 0 0
## Missing values 1732 1732 0 1732 1732 1732
## Sorted <NA> <NA> TRUE <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 . 31 <NA> AU 3
## Mean <NA> 18.9 <NA> <NA> 3
## Unique (excld. NA) 1 27 0 1 1
## Missing values 1670 0 1732 0 0
## Sorted TRUE FALSE <NA> TRUE TRUE
##
## file
## Class character
## Minimum ../../data-submitted/03/AU/ALFAM2_template_5_2_211012_JP_18GHI.xlsx
## Maximum ../../data-submitted/03/AU/ALFAM2_template_5_2_211012_JP_18GHI.xlsx
## Mean <NA>
## Unique (excld. NA) 1
## Missing values 0
## Sorted TRUE
##
## app.start.orig app.end.orig
## Class character character
## Minimum 05-07-2018 13:07 05-07-2018 13:07
## Maximum 29-06-2018 15:36 29-06-2018 15:36
## Mean <NA> <NA>
## Unique (excld. NA) 27 27
## 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_18GHI.xlsx.E:18G.F:FoulumgårdA.P:1.T:Vo.R:1.R2:.T:2018-06-22 13:41:00
## Maximum D:1.I:AU.Pr:NUGA.F:../../data-submitted/03/AU/ALFAM2_template_5_2_211012_JP_18GHI.xlsx.E:18I.F:FoulumgårdB.P:9.T:Bo.R:3.R2:.T:2018-07-05 14:11:00
## Mean <NA>
## Unique (excld. NA) 27
## Missing values 0
## Sorted TRUE
##
## ceid flag.plot submitter tan.app
## Class character character character numeric
## Minimum D:1.I:AU.Pr:NUGA.E:18G Pedersen, Johanna 95.2
## Maximum D:1.I:AU.Pr:NUGA.E:18I Pedersen, Johanna 99
## Mean <NA> <NA> <NA> 97
## Unique (excld. NA) 3 1 1 3
## Missing values 0 0 0 0
## Sorted TRUE TRUE TRUE FALSE
##
## interval t.start t.end dt
## Class numeric POSIXct, POSIXt POSIXct, POSIXt numeric
## Minimum 1 2018-06-22 13:41:00 2018-06-22 15:25:00 1.73
## Maximum 82 2018-07-11 07:33:00 2018-07-11 09:17:00 9.72
## Mean 33.8 2018-07-02 07:55:18 2018-07-02 09:42:35 1.78
## Unique (excld. NA) 82 1729 1729 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> 0.00423 ppm 4.5e-17 kg N/ha-hr <NA>
## Maximum <NA> 0.0368 ppm 2.93 kg N/ha-hr <NA>
## Mean <NA> 0.012 <NA> 0.252 <NA> <NA>
## Unique (excld. NA) 0 191 1 1702 1 0
## Missing values 1732 17 17 0 0 1732
## 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 6.71 2 12.4 0.05 <NA>
## Maximum 29.2 2 29 0.05 <NA>
## Mean 16.5 2 17.9 <NA> <NA>
## Unique (excld. NA) 1009 1 843 1 0
## Missing values 0 17 0 17 1732
## 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 1732 0 1732 1732 1732 1732 1732
## 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 1732 0 1732 1732 1732 1731
## Sorted <NA> TRUE <NA> <NA> <NA> TRUE
##
## row.in.file.int j.type t.start.orig
## Class numeric character character
## Minimum 5 emission rate 01-07-2018 00:00
## Maximum 1740 emission rate 30-06-2018 23:44
## Mean 870 <NA> <NA>
## Unique (excld. NA) 1732 1 1729
## 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 01-07-2018 00:00 kg N/ha-hr 4.5e-17 1
## Maximum 30-06-2018 23:44 kg N/ha-hr 2.93 1
## Mean <NA> <NA> 0.251 1
## Unique (excld. NA) 1729 1 1685 1
## Missing values 0 17 17 17
## 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 -9.7 1.73 0.865 1.73 0
## Maximum 11.4 1.73 142 141 139 137 m i
## Mean 1.79 -0.00413 60.6 59.8 61 59.2 <NA>
## Unique (excld. NA) 13 13 147 147 171 169 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> 7.78e-17 0.709 0.709 0.00726
## Maximum 0 0 <NA> 6.94 46.1 46.1 0.484
## Mean 0 0 <NA> 0.457 23.6 23.6 0.243
## Unique (excld. NA) 1 1 0 1702 1707 1707 1706
## Missing values 0 0 1732 0 0 0 0
## Sorted TRUE TRUE <NA> FALSE FALSE FALSE FALSE
##
## j.rel
## Class numeric
## Minimum 4.72e-19
## Maximum 0.0308
## Mean 0.00259
## Unique (excld. NA) 1702
## 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 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
## 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) 1
## Missing values 0
## Sorted TRUE
##
## 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 1732 1732 1732 0 0 0
## Sorted <NA> <NA> <NA> TRUE TRUE TRUE
##
## crop.orig man.source.orig app.method.orig
## Class character character character
## Minimum Grass Cattle Band spread or trailing hose
## Maximum Grass Cattle Trailing shoe
## Mean <NA> <NA> <NA>
## Unique (excld. NA) 1 1 2
## Missing values 0 0 0
## Sorted TRUE TRUE FALSE
##
## app.method2 incorp.orig date.start first.row.int row.plot
## Class character character Date numeric numeric
## Minimum bsth None 2018-06-22 5 5
## Maximum ts None 2018-06-22 1660 31
## Mean <NA> <NA> <NA> 838 18.9
## Unique (excld. NA) 2 1 1 27 27
## Missing values 0 0 0 0 0
## Sorted FALSE TRUE TRUE FALSE FALSE
##
## first.rows ggplotgroup
## Class factor factor
## Minimum Plots 10 Emis. 436 (4.97,10.2]
## Maximum Plots 9 Emis. 374 (25.8,31]
## Mean Plots 24 Emis. 1093 (15.4,20.6]
## Unique (excld. NA) 27 5
## Missing values 0 0
## Sorted FALSE FALSE
##