This report describes standardized data for “Maize-grain zinc and
iron concentrations as influenced by agronomic management and
biophysical factors: a meta-analysis”. These data were standardized
on 2025-10-01 by Cedric Ngakou with this
R
script. The original
data have a CC-BY license. Here you can
download
the standardized data. This is the full citation of the data
set:
Job Kihara; Dominic Mwanzia Mutambu; Michael Kinyua; Gudeta W.
Sileshi; Kalimuthu Senthilkumar; Siyabusa Mkhulani; Lydiah Nturibi; Mina
Devkota; Kazuki Saito; Peter Bolo; Andrew Sila (2025). Maize-grain zinc
and iron concentrations as influenced by agronomic management and
biophysical factors: a meta-analysis. International Institute of Topical
Agriculture. Not versioned. doi:10.25502/w6w2-6p25/d
You can also consult the accompanying
paper.
The dataset has 2355 records and 50 variables for maize in 22
countries (Argentina, Bangladesh, Brazil, Chile, China, Egypt, Ghana,
India, Iran, Kenya, Libya, Malawi, Malaysia, Nigeria, Pakistan, Poland,
Serbia, Spain, Tanzania, United States, Zambia, Zimbabwe). The dataset
has 5 treatment(s): Fe_fertilizer, K_fertilizer, N_fertilizer,
P_fertilizer, Zn_fertilizer.
These are the first 25 records:
records
|
reference
|
trial_id
|
planting_date
|
on_farm
|
is_survey
|
treatment
|
crop
|
yield_part
|
yield
|
yield_moisture
|
fertilizer_used
|
N_fertilizer
|
P_fertilizer
|
K_fertilizer
|
Zn_fertilizer
|
Fe_fertilizer
|
OM_used
|
OM_type
|
OM_amount
|
inoculated
|
irrigated
|
land_prep_method
|
rain
|
grain_N
|
grain_Fe
|
grain_Zn
|
grain_protein
|
country
|
location
|
longitude
|
latitude
|
geo_from_source
|
soil_type
|
soil_pH
|
soil_pH_KCl
|
soil_pH_CaCl2
|
soil_sand
|
soil_clay
|
soil_silt
|
soil_texture
|
soil_SOM
|
soil_SOC
|
soil_N
|
soil_K
|
soil_P
|
soil_P_method
|
soil_Fe
|
soil_Zn
|
|
Kaleeswari 2019
|
Agricultural Research Station, Bhavanisagar-NA
|
NA
|
NA
|
FALSE
|
|
maize
|
grain
|
6640
|
NA
|
TRUE
|
0.0
|
0.00
|
0.00
|
25
|
NA
|
FALSE
|
none
|
NA
|
TRUE
|
FALSE
|
unknown
|
NA
|
NA
|
37.90663
|
5.722892
|
NA
|
India
|
Agricultural Research Station, Bhavanisagar
|
77.13333
|
11.68333
|
TRUE
|
Cambisols
|
7.41
|
NA
|
6.44678
|
NA
|
NA
|
NA
|
|
NA
|
0.47
|
NA
|
297
|
56.9
|
DTPA
|
7.16
|
6.4
|
|
Kaleeswari 2019
|
Agricultural Research Station, Bhavanisagar-NA
|
NA
|
NA
|
FALSE
|
|
maize
|
grain
|
6065
|
NA
|
TRUE
|
125.0
|
37.50
|
37.50
|
25
|
NA
|
FALSE
|
none
|
NA
|
TRUE
|
FALSE
|
unknown
|
NA
|
NA
|
21.23660
|
5.754328
|
NA
|
India
|
Agricultural Research Station, Bhavanisagar
|
77.13333
|
11.68333
|
TRUE
|
Cambisols
|
7.41
|
NA
|
6.44678
|
NA
|
NA
|
NA
|
|
NA
|
0.47
|
NA
|
297
|
56.9
|
DTPA
|
7.16
|
6.4
|
|
Kaleeswari 2019
|
Agricultural Research Station, Bhavanisagar-NA
|
NA
|
NA
|
FALSE
|
|
maize
|
grain
|
7844
|
NA
|
TRUE
|
187.5
|
56.25
|
56.25
|
25
|
NA
|
FALSE
|
none
|
NA
|
TRUE
|
FALSE
|
unknown
|
NA
|
NA
|
25.16573
|
6.157573
|
NA
|
India
|
Agricultural Research Station, Bhavanisagar
|
77.13333
|
11.68333
|
TRUE
|
Cambisols
|
7.41
|
NA
|
6.44678
|
NA
|
NA
|
NA
|
|
NA
|
0.47
|
NA
|
297
|
56.9
|
DTPA
|
7.16
|
6.4
|
|
Kaleeswari 2019
|
Agricultural Research Station, Bhavanisagar-NA
|
NA
|
NA
|
FALSE
|
|
maize
|
grain
|
8204
|
NA
|
TRUE
|
250.0
|
75.00
|
75.00
|
25
|
NA
|
FALSE
|
none
|
NA
|
TRUE
|
FALSE
|
unknown
|
NA
|
NA
|
29.49781
|
6.009264
|
NA
|
India
|
Agricultural Research Station, Bhavanisagar
|
77.13333
|
11.68333
|
TRUE
|
Cambisols
|
7.41
|
NA
|
6.44678
|
NA
|
NA
|
NA
|
|
NA
|
0.47
|
NA
|
297
|
56.9
|
DTPA
|
7.16
|
6.4
|
|
Kaleeswari 2019
|
Agricultural Research Station, Bhavanisagar-NA
|
NA
|
NA
|
FALSE
|
|
maize
|
grain
|
6454
|
NA
|
TRUE
|
125.0
|
37.50
|
37.50
|
25
|
NA
|
FALSE
|
none
|
NA
|
TRUE
|
FALSE
|
unknown
|
NA
|
NA
|
14.95197
|
5.686396
|
NA
|
India
|
Agricultural Research Station, Bhavanisagar
|
77.13333
|
11.68333
|
TRUE
|
Cambisols
|
7.41
|
NA
|
6.44678
|
NA
|
NA
|
NA
|
|
NA
|
0.47
|
NA
|
297
|
56.9
|
DTPA
|
7.16
|
6.4
|
|
Kaleeswari 2019
|
Agricultural Research Station, Bhavanisagar-NA
|
NA
|
NA
|
FALSE
|
|
maize
|
grain
|
8221
|
NA
|
TRUE
|
187.5
|
56.25
|
56.25
|
25
|
NA
|
FALSE
|
none
|
NA
|
TRUE
|
FALSE
|
unknown
|
NA
|
NA
|
18.80550
|
6.325265
|
NA
|
India
|
Agricultural Research Station, Bhavanisagar
|
77.13333
|
11.68333
|
TRUE
|
Cambisols
|
7.41
|
NA
|
6.44678
|
NA
|
NA
|
NA
|
|
NA
|
0.47
|
NA
|
297
|
56.9
|
DTPA
|
7.16
|
6.4
|
|
Kaleeswari 2019
|
Agricultural Research Station, Bhavanisagar-NA
|
NA
|
NA
|
FALSE
|
|
maize
|
grain
|
8554
|
NA
|
TRUE
|
250.0
|
75.00
|
75.00
|
25
|
NA
|
FALSE
|
none
|
NA
|
TRUE
|
FALSE
|
unknown
|
NA
|
NA
|
23.26397
|
7.084405
|
NA
|
India
|
Agricultural Research Station, Bhavanisagar
|
77.13333
|
11.68333
|
TRUE
|
Cambisols
|
7.41
|
NA
|
6.44678
|
NA
|
NA
|
NA
|
|
NA
|
0.47
|
NA
|
297
|
56.9
|
DTPA
|
7.16
|
6.4
|
|
Abo-Marzoka et al., 2018
|
al-Gemmiza Agricultural Research Station-2017
|
2017
|
NA
|
FALSE
|
control
|
maize
|
grain
|
5960
|
NA
|
TRUE
|
0.0
|
0.00
|
0.00
|
NA
|
NA
|
FALSE
|
|
NA
|
TRUE
|
NA
|
unknown
|
NA
|
NA
|
NA
|
29.250000
|
NA
|
Egypt
|
al-Gemmiza Agricultural Research Station
|
31.02722
|
30.88333
|
TRUE
|
Cambisols
|
7.95
|
NA
|
6.94250
|
34.23
|
51.17
|
14.60
|
clay
|
NA
|
NA
|
0.233
|
NA
|
NA
|
Olsen
|
8.60
|
2.2
|
|
Abo-Marzoka et al., 2018
|
al-Gemmiza Agricultural Research Station-2017
|
2017
|
NA
|
FALSE
|
control
|
maize
|
grain
|
5960
|
NA
|
TRUE
|
0.0
|
0.00
|
0.00
|
NA
|
NA
|
FALSE
|
|
NA
|
TRUE
|
NA
|
unknown
|
NA
|
NA
|
NA
|
32.250000
|
NA
|
Egypt
|
al-Gemmiza Agricultural Research Station
|
31.02722
|
30.88333
|
TRUE
|
Cambisols
|
7.95
|
NA
|
6.94250
|
34.23
|
51.17
|
14.60
|
clay
|
NA
|
NA
|
0.233
|
NA
|
NA
|
Olsen
|
8.60
|
2.2
|
|
Abo-Marzoka et al., 2018
|
al-Gemmiza Agricultural Research Station-2017
|
2017
|
NA
|
FALSE
|
control
|
maize
|
grain
|
7300
|
NA
|
TRUE
|
0.0
|
0.00
|
0.00
|
NA
|
NA
|
FALSE
|
|
NA
|
TRUE
|
NA
|
unknown
|
NA
|
NA
|
NA
|
31.750000
|
NA
|
Egypt
|
al-Gemmiza Agricultural Research Station
|
31.02722
|
30.88333
|
TRUE
|
Cambisols
|
7.95
|
NA
|
6.94250
|
34.23
|
51.17
|
14.60
|
clay
|
NA
|
NA
|
0.233
|
NA
|
NA
|
Olsen
|
8.60
|
2.2
|
|
Abo-Marzoka et al., 2018
|
al-Gemmiza Agricultural Research Station-2017
|
2017
|
NA
|
FALSE
|
control
|
maize
|
grain
|
8400
|
NA
|
TRUE
|
0.0
|
0.00
|
0.00
|
NA
|
NA
|
FALSE
|
|
NA
|
TRUE
|
NA
|
unknown
|
NA
|
NA
|
NA
|
35.000000
|
NA
|
Egypt
|
al-Gemmiza Agricultural Research Station
|
31.02722
|
30.88333
|
TRUE
|
Cambisols
|
7.95
|
NA
|
6.94250
|
34.23
|
51.17
|
14.60
|
clay
|
NA
|
NA
|
0.233
|
NA
|
NA
|
Olsen
|
8.60
|
2.2
|
|
Abo-Marzoka et al., 2018
|
al-Gemmiza Agricultural Research Station-2017
|
2017
|
NA
|
FALSE
|
control
|
maize
|
grain
|
8730
|
NA
|
TRUE
|
0.0
|
0.00
|
0.00
|
NA
|
NA
|
FALSE
|
|
NA
|
TRUE
|
NA
|
unknown
|
NA
|
NA
|
NA
|
33.000000
|
NA
|
Egypt
|
al-Gemmiza Agricultural Research Station
|
31.02722
|
30.88333
|
TRUE
|
Cambisols
|
7.95
|
NA
|
6.94250
|
34.23
|
51.17
|
14.60
|
clay
|
NA
|
NA
|
0.233
|
NA
|
NA
|
Olsen
|
8.60
|
2.2
|
|
Abo-Marzoka et al., 2018
|
al-Gemmiza Agricultural Research Station-2017
|
2017
|
NA
|
FALSE
|
control
|
maize
|
grain
|
9400
|
NA
|
TRUE
|
0.0
|
0.00
|
0.00
|
NA
|
NA
|
FALSE
|
|
NA
|
TRUE
|
NA
|
unknown
|
NA
|
NA
|
NA
|
36.500000
|
NA
|
Egypt
|
al-Gemmiza Agricultural Research Station
|
31.02722
|
30.88333
|
TRUE
|
Cambisols
|
7.95
|
NA
|
6.94250
|
34.23
|
51.17
|
14.60
|
clay
|
NA
|
NA
|
0.233
|
NA
|
NA
|
Olsen
|
8.60
|
2.2
|
|
Abo-Marzoka et al., 2018
|
al-Gemmiza Agricultural Research Station-2016
|
2016
|
NA
|
FALSE
|
control
|
maize
|
grain
|
3910
|
NA
|
TRUE
|
0.0
|
0.00
|
0.00
|
NA
|
NA
|
FALSE
|
|
NA
|
TRUE
|
NA
|
unknown
|
NA
|
NA
|
NA
|
25.250000
|
NA
|
Egypt
|
al-Gemmiza Agricultural Research Station
|
31.02722
|
30.88333
|
TRUE
|
Cambisols
|
7.84
|
NA
|
6.84152
|
34.17
|
50.98
|
14.85
|
clay
|
NA
|
NA
|
0.220
|
NA
|
NA
|
Olsen
|
11.50
|
1.9
|
|
Abo-Marzoka et al., 2018
|
al-Gemmiza Agricultural Research Station-2016
|
2016
|
NA
|
FALSE
|
control
|
maize
|
grain
|
3910
|
NA
|
TRUE
|
0.0
|
0.00
|
0.00
|
NA
|
NA
|
FALSE
|
|
NA
|
TRUE
|
NA
|
unknown
|
NA
|
NA
|
NA
|
27.250000
|
NA
|
Egypt
|
al-Gemmiza Agricultural Research Station
|
31.02722
|
30.88333
|
TRUE
|
Cambisols
|
7.84
|
NA
|
6.84152
|
34.17
|
50.98
|
14.85
|
clay
|
NA
|
NA
|
0.220
|
NA
|
NA
|
Olsen
|
11.50
|
1.9
|
|
Abo-Marzoka et al., 2018
|
al-Gemmiza Agricultural Research Station-2016
|
2016
|
NA
|
FALSE
|
control
|
maize
|
grain
|
5270
|
NA
|
TRUE
|
0.0
|
0.00
|
0.00
|
NA
|
NA
|
FALSE
|
|
NA
|
TRUE
|
NA
|
unknown
|
NA
|
NA
|
NA
|
27.500000
|
NA
|
Egypt
|
al-Gemmiza Agricultural Research Station
|
31.02722
|
30.88333
|
TRUE
|
Cambisols
|
7.84
|
NA
|
6.84152
|
34.17
|
50.98
|
14.85
|
clay
|
NA
|
NA
|
0.220
|
NA
|
NA
|
Olsen
|
11.50
|
1.9
|
|
Abo-Marzoka et al., 2018
|
al-Gemmiza Agricultural Research Station-2016
|
2016
|
NA
|
FALSE
|
control
|
maize
|
grain
|
5270
|
NA
|
TRUE
|
0.0
|
0.00
|
0.00
|
NA
|
NA
|
FALSE
|
|
NA
|
TRUE
|
NA
|
unknown
|
NA
|
NA
|
NA
|
29.500000
|
NA
|
Egypt
|
al-Gemmiza Agricultural Research Station
|
31.02722
|
30.88333
|
TRUE
|
Cambisols
|
7.84
|
NA
|
6.84152
|
34.17
|
50.98
|
14.85
|
clay
|
NA
|
NA
|
0.220
|
NA
|
NA
|
Olsen
|
11.50
|
1.9
|
|
Abo-Marzoka et al., 2018
|
al-Gemmiza Agricultural Research Station-2016
|
2016
|
NA
|
FALSE
|
control
|
maize
|
grain
|
6560
|
NA
|
TRUE
|
0.0
|
0.00
|
0.00
|
NA
|
NA
|
FALSE
|
|
NA
|
TRUE
|
NA
|
unknown
|
NA
|
NA
|
NA
|
29.250000
|
NA
|
Egypt
|
al-Gemmiza Agricultural Research Station
|
31.02722
|
30.88333
|
TRUE
|
Cambisols
|
7.84
|
NA
|
6.84152
|
34.17
|
50.98
|
14.85
|
clay
|
NA
|
NA
|
0.220
|
NA
|
NA
|
Olsen
|
11.50
|
1.9
|
|
Abo-Marzoka et al., 2018
|
al-Gemmiza Agricultural Research Station-2016
|
2016
|
NA
|
FALSE
|
control
|
maize
|
grain
|
6560
|
NA
|
TRUE
|
0.0
|
0.00
|
0.00
|
NA
|
NA
|
FALSE
|
|
NA
|
TRUE
|
NA
|
unknown
|
NA
|
NA
|
NA
|
33.000000
|
NA
|
Egypt
|
al-Gemmiza Agricultural Research Station
|
31.02722
|
30.88333
|
TRUE
|
Cambisols
|
7.84
|
NA
|
6.84152
|
34.17
|
50.98
|
14.85
|
clay
|
NA
|
NA
|
0.220
|
NA
|
NA
|
Olsen
|
11.50
|
1.9
|
|
Abo-Marzoka et al., 2018
|
al-Gemmiza Agricultural Research Station-2016
|
2016
|
NA
|
FALSE
|
control
|
maize
|
grain
|
7920
|
NA
|
TRUE
|
0.0
|
0.00
|
0.00
|
NA
|
NA
|
FALSE
|
|
NA
|
TRUE
|
NA
|
unknown
|
NA
|
NA
|
NA
|
30.750000
|
NA
|
Egypt
|
al-Gemmiza Agricultural Research Station
|
31.02722
|
30.88333
|
TRUE
|
Cambisols
|
7.84
|
NA
|
6.84152
|
34.17
|
50.98
|
14.85
|
clay
|
NA
|
NA
|
0.220
|
NA
|
NA
|
Olsen
|
11.50
|
1.9
|
|
Abo-Marzoka et al., 2018
|
al-Gemmiza Agricultural Research Station-2016
|
2016
|
NA
|
FALSE
|
control
|
maize
|
grain
|
8620
|
NA
|
TRUE
|
0.0
|
0.00
|
0.00
|
NA
|
NA
|
FALSE
|
|
NA
|
TRUE
|
NA
|
unknown
|
NA
|
NA
|
NA
|
34.500000
|
NA
|
Egypt
|
al-Gemmiza Agricultural Research Station
|
31.02722
|
30.88333
|
TRUE
|
Cambisols
|
7.84
|
NA
|
6.84152
|
34.17
|
50.98
|
14.85
|
clay
|
NA
|
NA
|
0.220
|
NA
|
NA
|
Olsen
|
11.50
|
1.9
|
|
Abo-Marzoka et al., 2018
|
al-Gemmiza Agricultural Research Station-2017
|
2017
|
NA
|
FALSE
|
control
|
maize
|
grain
|
4460
|
NA
|
TRUE
|
0.0
|
0.00
|
0.00
|
NA
|
NA
|
FALSE
|
|
NA
|
TRUE
|
NA
|
unknown
|
NA
|
NA
|
NA
|
27.000000
|
NA
|
Egypt
|
al-Gemmiza Agricultural Research Station
|
31.02722
|
30.88333
|
TRUE
|
Cambisols
|
7.95
|
NA
|
6.94250
|
34.23
|
51.17
|
14.60
|
clay
|
NA
|
NA
|
0.233
|
NA
|
NA
|
Olsen
|
8.60
|
2.2
|
|
Abo-Marzoka et al., 2018
|
al-Gemmiza Agricultural Research Station-2017
|
2017
|
NA
|
FALSE
|
control
|
maize
|
grain
|
5320
|
NA
|
TRUE
|
0.0
|
0.00
|
0.00
|
NA
|
NA
|
FALSE
|
|
NA
|
TRUE
|
NA
|
unknown
|
NA
|
NA
|
NA
|
28.500000
|
NA
|
Egypt
|
al-Gemmiza Agricultural Research Station
|
31.02722
|
30.88333
|
TRUE
|
Cambisols
|
7.95
|
NA
|
6.94250
|
34.23
|
51.17
|
14.60
|
clay
|
NA
|
NA
|
0.233
|
NA
|
NA
|
Olsen
|
8.60
|
2.2
|
|
Abo-Marzoka et al., 2018
|
al-Gemmiza Agricultural Research Station-2017
|
2017
|
NA
|
FALSE
|
control
|
maize
|
grain
|
5320
|
NA
|
TRUE
|
0.0
|
0.00
|
0.00
|
NA
|
NA
|
FALSE
|
|
NA
|
TRUE
|
NA
|
unknown
|
NA
|
NA
|
NA
|
28.500000
|
NA
|
Egypt
|
al-Gemmiza Agricultural Research Station
|
31.02722
|
30.88333
|
TRUE
|
Cambisols
|
7.95
|
NA
|
6.94250
|
34.23
|
51.17
|
14.60
|
clay
|
NA
|
NA
|
0.233
|
NA
|
NA
|
Olsen
|
8.60
|
2.2
|
|
Abo-Marzoka et al., 2018
|
al-Gemmiza Agricultural Research Station-2017
|
2017
|
NA
|
FALSE
|
control
|
maize
|
grain
|
5960
|
NA
|
TRUE
|
0.0
|
0.00
|
0.00
|
NA
|
NA
|
FALSE
|
|
NA
|
TRUE
|
NA
|
unknown
|
NA
|
NA
|
NA
|
29.250000
|
NA
|
Egypt
|
al-Gemmiza Agricultural Research Station
|
31.02722
|
30.88333
|
TRUE
|
Cambisols
|
7.95
|
NA
|
6.94250
|
34.23
|
51.17
|
14.60
|
clay
|
NA
|
NA
|
0.233
|
NA
|
NA
|
Olsen
|
8.60
|
2.2
|
The observations were made at 120 locations. We have coordinates for
109 of these locations. 20 records do not have coordinates.
The standardization script emits the following non-compliance
warnings.
|
type
|
message
|
|
metadata
|
missing values in treatment variable Zn_fertilizer
|
|
metadata
|
missing values in treatment variable Fe_fertilizer
|
|
unknown variables
|
soil_Zn_method
|
|
NA values
|
longitude, latitude
|
|
out of bounds
|
N_fertilizer (0, 655), grain_Zn (3.88, 282.397), grain_Fe (4.5, 186),
grain_protein (0.1, 22.45), grain_N (1.22, 3.85), soil_N (0.005, 2.4),
soil_P (1.3, 426), soil_K (0.11, 7800)
|
|
yield_isfresh
|
yield_isfresh must be set to TRUE or NA if yield_moisture is NA
|
|
duplicates
|
duplicate records detected
|
The overall quality of the dataset, given the completeness of
required variables was 6.9 on a scale of 10. See the table below
|
variable
|
completeness (%)
|
|
planting_date
|
77.9
|
|
harvest_date
|
0.0
|
|
crop
|
100.0
|
|
variety
|
0.0
|
|
N_fertilizer
|
100.0
|
|
P_fertilizer
|
100.0
|
|
K_fertilizer
|
100.0
|
|
irrigated
|
52.8
|
|
latitude
|
82.4
|
|
longitude
|
82.4
|
|
location
|
98.4
|
|
adm
|
0.0
|
|
yield
|
100.0
|
The data are further summarized in the table below.
| Variable |
Stats / Values |
Freqs (% of Valid) |
Graph |
Missing |
| reference
[character] |
| 1. Manzeke et al. 2014 | | 2. Abo-Marzoka et al., | | 3. Fahad et al. 2015 | | 4. Abunyewa et al., 200 | | 5. Paramasivan et al., | | 6. Gharibi et al. 2016 | | 7. Mohsin et al 2014 | | 8. El_Metwaly et al. 20 | | 9. Manjulatha, 2013 | | 10. Umesh et al., 2014 | | [ 96 others ] |
|
| 84 | ( | 3.6% | ) | | 80 | ( | 3.4% | ) | | 80 | ( | 3.4% | ) | | 78 | ( | 3.3% | ) | | 74 | ( | 3.1% | ) | | 72 | ( | 3.1% | ) | | 66 | ( | 2.8% | ) | | 60 | ( | 2.5% | ) | | 60 | ( | 2.5% | ) | | 58 | ( | 2.5% | ) | | 1643 | ( | 69.8% | ) |
|
 |
0
(0.0%) |
| trial_id
[character] |
| 1. Kamatchipuram villag | | 2. Faisalabad-NA | | 3. Perambalur-NA | | 4. Hwedza-2010 | | 5. Hwedza-2011 | | 6. Karimnagar-2011 | | 7. al-Gemmiza Agricultu | | 8. al-Gemmiza Agricultu | | 9. Islamabad-2010 | | 10. Islamabad-2011 | | [ 146 others ] |
|
| 48 | ( | 2.0% | ) | | 46 | ( | 2.0% | ) | | 46 | ( | 2.0% | ) | | 42 | ( | 1.8% | ) | | 42 | ( | 1.8% | ) | | 42 | ( | 1.8% | ) | | 40 | ( | 1.7% | ) | | 40 | ( | 1.7% | ) | | 40 | ( | 1.7% | ) | | 40 | ( | 1.7% | ) | | 1929 | ( | 81.9% | ) |
|
 |
0
(0.0%) |
| planting_date
[integer] |
| Mean (sd) : 2012 (5) | | min ≤ med ≤ max: | | 1997 ≤ 2013 ≤ 2022 | | IQR (CV) : 6 (0) |
|
24 distinct values |
 |
520
(22.1%) |
| on_farm
[logical] |
|
|
|
2355
(100.0%) |
| is_survey
[logical] |
1. FALSE |
|
 |
0
(0.0%) |
| treatment
[character] |
| 1. control | | 2. (Empty string) | | 3. 4 splits: 30:40:30:2 | | 4. Control | | 5. foliar ;EgyptianClov | | 6. foliar ;Wheat | | 7. foliar at milkystage | | 8. foliar at tasseling | | 9. soil application of | | 10. soil application of | | [ 558 others ] |
|
| 905 | ( | 38.4% | ) | | 336 | ( | 14.3% | ) | | 18 | ( | 0.8% | ) | | 13 | ( | 0.6% | ) | | 12 | ( | 0.5% | ) | | 12 | ( | 0.5% | ) | | 10 | ( | 0.4% | ) | | 10 | ( | 0.4% | ) | | 10 | ( | 0.4% | ) | | 10 | ( | 0.4% | ) | | 1019 | ( | 43.3% | ) |
|
 |
0
(0.0%) |
| crop
[character] |
1. maize |
|
 |
0
(0.0%) |
| yield_part
[character] |
1. grain |
|
 |
0
(0.0%) |
| yield
[numeric] |
| Mean (sd) : 5686.8 (2590.9) | | min ≤ med ≤ max: | | 270 ≤ 5680 ≤ 17780 | | IQR (CV) : 3706 (0.5) |
|
1036 distinct values |
 |
0
(0.0%) |
| yield_moisture
[logical] |
|
|
|
2355
(100.0%) |
| fertilizer_used
[logical] |
1. TRUE |
|
 |
0
(0.0%) |
| N_fertilizer
[numeric] |
| Mean (sd) : 111.9 (100.8) | | min ≤ med ≤ max: | | 0 ≤ 100 ≤ 655 | | IQR (CV) : 200 (0.9) |
|
59 distinct values |
 |
0
(0.0%) |
| P_fertilizer
[numeric] |
| Mean (sd) : 53 (61.6) | | min ≤ med ≤ max: | | 0 ≤ 40 ≤ 239.9 | | IQR (CV) : 75 (1.2) |
|
57 distinct values |
 |
0
(0.0%) |
| K_fertilizer
[numeric] |
| Mean (sd) : 36.7 (48) | | min ≤ med ≤ max: | | 0 ≤ 0 ≤ 207 | | IQR (CV) : 74 (1.3) |
|
50 distinct values |
 |
0
(0.0%) |
| Zn_fertilizer
[numeric] |
| Mean (sd) : 5.4 (9.8) | | min ≤ med ≤ max: | | 0 ≤ 1.2 ≤ 90 | | IQR (CV) : 7.4 (1.8) |
|
76 distinct values |
 |
1206
(51.2%) |
| Fe_fertilizer
[numeric] |
| Mean (sd) : 2.1 (5.5) | | min ≤ med ≤ max: | | 0 ≤ 0.1 ≤ 30 | | IQR (CV) : 2.5 (2.6) |
|
9 distinct values |
 |
2276
(96.6%) |
| OM_used
[logical] |
|
|
 |
0
(0.0%) |
| OM_type
[character] |
| 1. (Empty string) | | 2. farmyard manure | | 3. leaf litter | | 4. none | | 5. sludge | | 6. unknown |
|
| 910 | ( | 38.6% | ) | | 238 | ( | 10.1% | ) | | 18 | ( | 0.8% | ) | | 1176 | ( | 49.9% | ) | | 10 | ( | 0.4% | ) | | 3 | ( | 0.1% | ) |
|
 |
0
(0.0%) |
| OM_amount
[numeric] |
| Mean (sd) : 6 (5.8) | | min ≤ med ≤ max: | | 0 ≤ 5 ≤ 33.6 | | IQR (CV) : 10 (1) |
|
10 distinct values |
 |
2289
(97.2%) |
| inoculated
[logical] |
|
|
 |
0
(0.0%) |
| irrigated
[logical] |
|
|
 |
1111
(47.2%) |
| land_prep_method
[character] |
| 1. (Empty string) | | 2. none | | 3. reduced tillage | | 4. tillage | | 5. unknown |
|
| 585 | ( | 24.8% | ) | | 77 | ( | 3.3% | ) | | 28 | ( | 1.2% | ) | | 782 | ( | 33.2% | ) | | 883 | ( | 37.5% | ) |
|
 |
0
(0.0%) |
| rain
[numeric] |
| Mean (sd) : 807.7 (511.7) | | min ≤ med ≤ max: | | 55 ≤ 750 ≤ 3000 | | IQR (CV) : 309 (0.6) |
|
32 distinct values |
 |
1651
(70.1%) |
| grain_N
[numeric] |
| Mean (sd) : 2.3 (0.8) | | min ≤ med ≤ max: | | 1.2 ≤ 2.1 ≤ 3.9 | | IQR (CV) : 1.6 (0.4) |
|
84 distinct values |
 |
2260
(96.0%) |
| grain_Fe
[numeric] |
| Mean (sd) : 57.3 (38.4) | | min ≤ med ≤ max: | | 4.5 ≤ 56.8 ≤ 186 | | IQR (CV) : 52.3 (0.7) |
|
189 distinct values |
 |
2011
(85.4%) |
| grain_Zn
[numeric] |
| Mean (sd) : 34.6 (29.1) | | min ≤ med ≤ max: | | 3.9 ≤ 26.8 ≤ 282.4 | | IQR (CV) : 17 (0.8) |
|
825 distinct values |
 |
511
(21.7%) |
| grain_protein
[numeric] |
| Mean (sd) : 10.4 (3.6) | | min ≤ med ≤ max: | | 0.1 ≤ 10 ≤ 22.4 | | IQR (CV) : 3.4 (0.3) |
|
137 distinct values |
 |
2205
(93.6%) |
| country
[character] |
| 1. India | | 2. Pakistan | | 3. Egypt | | 4. Zimbabwe | | 5. Iran | | 6. Ghana | | 7. China | | 8. Bangladesh | | 9. Malawi | | 10. Kenya | | [ 12 others ] |
|
| 789 | ( | 33.5% | ) | | 454 | ( | 19.3% | ) | | 314 | ( | 13.3% | ) | | 191 | ( | 8.1% | ) | | 100 | ( | 4.2% | ) | | 78 | ( | 3.3% | ) | | 63 | ( | 2.7% | ) | | 57 | ( | 2.4% | ) | | 42 | ( | 1.8% | ) | | 37 | ( | 1.6% | ) | | 230 | ( | 9.8% | ) |
|
 |
0
(0.0%) |
| location
[character] |
| 1. Faisalabad | | 2. Islamabad | | 3. Hwedza | | 4. Karnataka | | 5. al-Gemmiza Agricultu | | 6. Benha University | | 7. New Delhi | | 8. Cairo University | | 9. Karimnagar | | 10. Nyankpala | | [ 96 others ] |
|
| 160 | ( | 6.8% | ) | | 95 | ( | 4.0% | ) | | 91 | ( | 3.9% | ) | | 82 | ( | 3.5% | ) | | 80 | ( | 3.4% | ) | | 72 | ( | 3.1% | ) | | 61 | ( | 2.6% | ) | | 60 | ( | 2.5% | ) | | 60 | ( | 2.5% | ) | | 51 | ( | 2.2% | ) | | 1543 | ( | 65.5% | ) |
|
 |
0
(0.0%) |
| geo_from_source
[logical] |
|
|
 |
0
(0.0%) |
| soil_type
[character] |
| 1. Cambisols | | 2. Vertisols | | 3. Calcisols | | 4. Luvisols | | 5. Acrisols | | 6. Regosols | | 7. Fluvisols | | 8. (Empty string) | | 9. Arenosols | | 10. Gleysols | | [ 9 others ] |
|
| 644 | ( | 27.3% | ) | | 377 | ( | 16.0% | ) | | 299 | ( | 12.7% | ) | | 255 | ( | 10.8% | ) | | 176 | ( | 7.5% | ) | | 123 | ( | 5.2% | ) | | 111 | ( | 4.7% | ) | | 99 | ( | 4.2% | ) | | 51 | ( | 2.2% | ) | | 49 | ( | 2.1% | ) | | 171 | ( | 7.3% | ) |
|
 |
0
(0.0%) |
| soil_pH
[numeric] |
| Mean (sd) : 7.5 (1) | | min ≤ med ≤ max: | | 4.4 ≤ 7.9 ≤ 8.7 | | IQR (CV) : 0.7 (0.1) |
|
50 distinct values |
 |
1233
(52.4%) |
| soil_pH_KCl
[logical] |
|
|
|
2355
(100.0%) |
| soil_pH_CaCl2
[numeric] |
| Mean (sd) : 6.6 (1.2) | | min ≤ med ≤ max: | | 3.7 ≤ 6.9 ≤ 8.4 | | IQR (CV) : 1.6 (0.2) |
|
87 distinct values |
 |
469
(19.9%) |
| soil_sand
[numeric] |
| Mean (sd) : 51.6 (22.4) | | min ≤ med ≤ max: | | 19.7 ≤ 49 ≤ 94 | | IQR (CV) : 40.1 (0.4) |
|
48 distinct values |
 |
1359
(57.7%) |
| soil_clay
[numeric] |
| Mean (sd) : 24.3 (16.1) | | min ≤ med ≤ max: | | 0 ≤ 19 ≤ 53.2 | | IQR (CV) : 24 (0.7) |
|
51 distinct values |
 |
1316
(55.9%) |
| soil_silt
[numeric] |
| Mean (sd) : 50.6 (38.3) | | min ≤ med ≤ max: | | 2 ≤ 34.7 ≤ 100 | | IQR (CV) : 85.2 (0.8) |
|
49 distinct values |
 |
836
(35.5%) |
| soil_texture
[character] |
| 1. (Empty string) | | 2. clay | | 3. clay loam | | 4. loam | | 5. loamy sand | | 6. sand | | 7. sandy clay | | 8. sandy clay loam | | 9. sandy loam | | 10. silt | | 11. silty loam |
|
| 836 | ( | 35.5% | ) | | 259 | ( | 11.0% | ) | | 5 | ( | 0.2% | ) | | 191 | ( | 8.1% | ) | | 283 | ( | 12.0% | ) | | 44 | ( | 1.9% | ) | | 35 | ( | 1.5% | ) | | 6 | ( | 0.3% | ) | | 109 | ( | 4.6% | ) | | 523 | ( | 22.2% | ) | | 64 | ( | 2.7% | ) |
|
 |
0
(0.0%) |
| soil_SOM
[numeric] |
| Mean (sd) : 1.7 (2.1) | | min ≤ med ≤ max: | | 0.1 ≤ 1 ≤ 12.1 | | IQR (CV) : 1.2 (1.3) |
|
73 distinct values |
 |
1038
(44.1%) |
| soil_SOC
[numeric] |
| Mean (sd) : 0.8 (0.9) | | min ≤ med ≤ max: | | 0 ≤ 0.5 ≤ 6.3 | | IQR (CV) : 0.6 (1.1) |
|
88 distinct values |
 |
811
(34.4%) |
| soil_N
[numeric] |
| Mean (sd) : 0.2 (0.3) | | min ≤ med ≤ max: | | 0 ≤ 0.1 ≤ 2.4 | | IQR (CV) : 0.2 (1.7) |
|
36 distinct values |
 |
1566
(66.5%) |
| soil_K
[numeric] |
| Mean (sd) : 219.9 (683.4) | | min ≤ med ≤ max: | | 0.1 ≤ 174.5 ≤ 7800 | | IQR (CV) : 166.5 (3.1) |
|
72 distinct values |
 |
1207
(51.3%) |
| soil_P
[numeric] |
| Mean (sd) : 18.9 (53) | | min ≤ med ≤ max: | | 1.3 ≤ 8.3 ≤ 426 | | IQR (CV) : 8.8 (2.8) |
|
80 distinct values |
 |
994
(42.2%) |
| soil_P_method
[character] |
| 1. (Empty string) | | 2. AB-DTPA | | 3. Bray | | 4. DTPA | | 5. Mehlich | | 6. Mehlich 3 | | 7. Olsen | | 8. P-Olsen | | 9. Resin |
|
| 667 | ( | 28.3% | ) | | 71 | ( | 3.0% | ) | | 236 | ( | 10.0% | ) | | 34 | ( | 1.4% | ) | | 10 | ( | 0.4% | ) | | 43 | ( | 1.8% | ) | | 1240 | ( | 52.7% | ) | | 38 | ( | 1.6% | ) | | 16 | ( | 0.7% | ) |
|
 |
0
(0.0%) |
| soil_Fe
[numeric] |
| Mean (sd) : 20.5 (24.9) | | min ≤ med ≤ max: | | 0.7 ≤ 8.8 ≤ 133 | | IQR (CV) : 36.6 (1.2) |
|
40 distinct values |
 |
1604
(68.1%) |
| soil_Zn
[numeric] |
| Mean (sd) : 2 (3.9) | | min ≤ med ≤ max: | | 0 ≤ 0.9 ≤ 28 | | IQR (CV) : 1.4 (2) |
|
85 distinct values |
 |
373
(15.8%) |