This report describes standardized data for “Cropping events of
maize in Cordoba-Colombia”. These data were standardized on
2024-04-02 by Shumirai Manzvera with this
R
script. The original
data have a CC-BY-4.0 license. Here you can
download
the standardized data. This is the full citation of the data
set:
Jimenez, Daniel; Delerce, Sylvain Jean; Dorado, Hugo Andres; Cock,
James; Muñoz, Luis Armando; Agamez, Alejandro; Jarvis, Andy (2019).
Cropping events of maize in Cordoba-Colombia. Harvard Dataverse. Version
1.0. doi:10.7910/DVN/LSDQ5C
You can also consult the accompanying
paper.
The dataset has 804 records and 32 variables for maize in Colombia.
The dataset has 3 treatment(s): K_fertilizer, N_fertilizer,
P_fertilizer.
These are the first 25 records:
records
trial_id
|
planting_date
|
harvest_date
|
on_farm
|
is_survey
|
crop
|
variety
|
variety_type
|
previous_crop
|
yield_part
|
yield
|
N_fertilizer
|
P_fertilizer
|
K_fertilizer
|
irrigated
|
planting_method
|
row_spacing
|
plant_spacing
|
plant_density
|
herbicide_times
|
insecticide_times
|
fungicide_times
|
country
|
adm1
|
longitude
|
latitude
|
geo_from_source
|
soil_depth
|
soil_pH
|
soil_texture
|
1
|
2013-10-01
|
2014-02-03
|
TRUE
|
FALSE
|
maize
|
PIONEER 30F32
|
Hibrido
|
cotton
|
grain
|
5000
|
46
|
0
|
0
|
NA
|
mechanized
|
85
|
18.5
|
60000
|
1
|
1
|
0
|
Colombia
|
Córdoba
|
-75.80408
|
8.295031
|
FALSE
|
31
|
7.0
|
FrL
|
2
|
2013-08-25
|
2014-01-15
|
TRUE
|
FALSE
|
maize
|
DK 234
|
Hibrido
|
maize
|
grain
|
5000
|
92
|
0
|
0
|
NA
|
mechanized
|
85
|
18.5
|
60000
|
1
|
1
|
0
|
Colombia
|
Córdoba
|
-75.80408
|
8.295031
|
FALSE
|
20
|
7.0
|
ArL
|
3
|
2013-05-13
|
2013-09-26
|
TRUE
|
FALSE
|
maize
|
PIONEER 30F32
|
Hibrido
|
cotton
|
grain
|
5500
|
46
|
0
|
0
|
NA
|
mechanized
|
85
|
18.5
|
60000
|
1
|
0
|
0
|
Colombia
|
Córdoba
|
-75.80408
|
8.295031
|
FALSE
|
30
|
7.0
|
AF
|
4
|
2013-05-02
|
2013-09-11
|
TRUE
|
FALSE
|
maize
|
Otro
|
Hibrido
|
cotton
|
grain
|
5200
|
46
|
0
|
0
|
NA
|
mechanized
|
85
|
18.5
|
60000
|
2
|
0
|
0
|
Colombia
|
Córdoba
|
-75.80408
|
8.295031
|
FALSE
|
11
|
6.0
|
FrL
|
5
|
2013-05-12
|
2013-09-19
|
TRUE
|
FALSE
|
maize
|
Otro
|
Hibrido
|
cotton
|
grain
|
5700
|
46
|
0
|
0
|
NA
|
mechanized
|
85
|
18.5
|
60000
|
1
|
1
|
0
|
Colombia
|
Córdoba
|
-75.80408
|
8.295031
|
FALSE
|
6
|
7.0
|
FAr
|
6
|
2013-05-07
|
2013-09-12
|
TRUE
|
FALSE
|
maize
|
DK 234
|
Hibrido
|
maize
|
grain
|
5200
|
92
|
0
|
0
|
NA
|
mechanized
|
85
|
18.5
|
60000
|
2
|
2
|
0
|
Colombia
|
Córdoba
|
-75.80408
|
8.295031
|
FALSE
|
27
|
5.0
|
FrL
|
7
|
2013-05-07
|
2013-09-12
|
TRUE
|
FALSE
|
maize
|
Otro
|
Hibrido
|
maize
|
grain
|
4700
|
46
|
0
|
0
|
NA
|
manual
|
85
|
18.5
|
60000
|
1
|
1
|
0
|
Colombia
|
Córdoba
|
-75.80408
|
8.295031
|
FALSE
|
33
|
7.0
|
ArA
|
8
|
2013-05-08
|
2013-09-18
|
TRUE
|
FALSE
|
maize
|
PIONEER 30F32
|
Hibrido
|
cotton
|
grain
|
6000
|
92
|
0
|
0
|
NA
|
manual
|
85
|
18.5
|
60000
|
1
|
1
|
0
|
Colombia
|
Córdoba
|
-75.80408
|
8.295031
|
FALSE
|
11
|
6.0
|
FAr
|
9
|
2013-05-02
|
2013-09-17
|
TRUE
|
FALSE
|
maize
|
DK 234
|
Hibrido
|
cotton
|
grain
|
5500
|
92
|
0
|
0
|
NA
|
manual
|
85
|
18.5
|
60000
|
2
|
0
|
0
|
Colombia
|
Córdoba
|
-75.80408
|
8.295031
|
FALSE
|
15
|
6.0
|
FA
|
10
|
2013-05-09
|
2013-09-22
|
TRUE
|
FALSE
|
maize
|
PIONEER 30F35
|
Hibrido
|
common bean
|
grain
|
4500
|
46
|
0
|
0
|
NA
|
mechanized
|
85
|
18.5
|
60000
|
1
|
1
|
0
|
Colombia
|
Córdoba
|
-75.80408
|
8.295031
|
FALSE
|
15
|
5.0
|
L
|
11
|
2013-05-03
|
2013-09-14
|
TRUE
|
FALSE
|
maize
|
Otro
|
Hibrido
|
cotton
|
grain
|
6200
|
69
|
0
|
30
|
NA
|
mechanized
|
85
|
18.5
|
60000
|
0
|
1
|
0
|
Colombia
|
Córdoba
|
-75.80408
|
8.295031
|
FALSE
|
20
|
6.0
|
ArA
|
12
|
2013-05-26
|
2013-10-05
|
TRUE
|
FALSE
|
maize
|
Otro
|
Hibrido
|
cotton
|
grain
|
5300
|
92
|
0
|
0
|
NA
|
manual
|
85
|
18.5
|
60000
|
1
|
1
|
0
|
Colombia
|
Córdoba
|
-75.80408
|
8.295031
|
FALSE
|
20
|
6.0
|
FrL
|
13
|
2013-05-01
|
2013-09-12
|
TRUE
|
FALSE
|
maize
|
FNC 3056
|
Hibrido
|
cotton
|
grain
|
4500
|
69
|
0
|
0
|
NA
|
manual
|
85
|
18.5
|
60000
|
2
|
2
|
0
|
Colombia
|
Córdoba
|
-75.80408
|
8.295031
|
FALSE
|
21
|
6.0
|
FA
|
14
|
2013-05-01
|
2013-09-11
|
TRUE
|
FALSE
|
maize
|
PIONEER 30F32
|
Hibrido
|
maize
|
grain
|
6000
|
92
|
0
|
30
|
NA
|
manual
|
85
|
18.5
|
60000
|
2
|
2
|
0
|
Colombia
|
Córdoba
|
-75.80408
|
8.295031
|
FALSE
|
19
|
6.0
|
FrL
|
15
|
2013-05-10
|
2013-09-21
|
TRUE
|
FALSE
|
maize
|
Otro
|
Hibrido
|
maize
|
grain
|
5300
|
46
|
0
|
0
|
NA
|
mechanized
|
85
|
18.5
|
60000
|
0
|
1
|
0
|
Colombia
|
Córdoba
|
-75.80408
|
8.295031
|
FALSE
|
67
|
6.0
|
FrL
|
16
|
2013-05-20
|
2013-09-30
|
TRUE
|
FALSE
|
maize
|
Otro
|
Hibrido
|
cotton
|
grain
|
5800
|
46
|
0
|
0
|
NA
|
manual
|
85
|
18.5
|
60000
|
0
|
1
|
0
|
Colombia
|
Córdoba
|
-75.80408
|
8.295031
|
FALSE
|
15
|
6.0
|
FrL
|
17
|
2013-05-20
|
2013-09-24
|
TRUE
|
FALSE
|
maize
|
PIONEER 30F35
|
Hibrido
|
cassava
|
grain
|
5500
|
46
|
0
|
0
|
NA
|
manual
|
85
|
18.5
|
60000
|
1
|
2
|
0
|
Colombia
|
Córdoba
|
-75.80408
|
8.295031
|
FALSE
|
25
|
6.0
|
FA
|
18
|
2013-05-13
|
2013-09-17
|
TRUE
|
FALSE
|
maize
|
Otro
|
Hibrido
|
maize
|
grain
|
4000
|
92
|
0
|
0
|
NA
|
mechanized
|
85
|
18.5
|
65000
|
3
|
2
|
0
|
Colombia
|
Córdoba
|
-75.80408
|
8.295031
|
FALSE
|
15
|
6.0
|
FrL
|
19
|
2013-05-15
|
2013-10-03
|
TRUE
|
FALSE
|
maize
|
FNC 114
|
Hibrido
|
maize
|
grain
|
4000
|
92
|
0
|
0
|
NA
|
mechanized
|
85
|
18.5
|
75000
|
2
|
1
|
0
|
Colombia
|
Córdoba
|
-75.80408
|
8.295031
|
FALSE
|
25
|
6.0
|
FrL
|
20
|
2013-09-26
|
2014-02-03
|
TRUE
|
FALSE
|
maize
|
FNC 114
|
Hibrido
|
maize
|
grain
|
4000
|
92
|
0
|
0
|
NA
|
mechanized
|
85
|
18.5
|
65000
|
2
|
1
|
0
|
Colombia
|
Córdoba
|
-75.80408
|
8.295031
|
FALSE
|
20
|
6.0
|
FrL
|
21
|
2013-10-01
|
2014-02-03
|
TRUE
|
FALSE
|
maize
|
PIONEER 30F35 H
|
Hibrido
|
maize
|
grain
|
4000
|
92
|
0
|
30
|
NA
|
manual
|
85
|
18.5
|
65000
|
1
|
0
|
0
|
Colombia
|
Córdoba
|
-75.80408
|
8.295031
|
FALSE
|
60
|
6.5
|
ArL
|
22
|
2013-09-22
|
2014-02-10
|
TRUE
|
FALSE
|
maize
|
Otro
|
Hibrido
|
maize
|
grain
|
2500
|
69
|
0
|
0
|
NA
|
mechanized
|
85
|
18.5
|
75000
|
1
|
1
|
0
|
Colombia
|
Córdoba
|
-75.80408
|
8.295031
|
FALSE
|
26
|
5.0
|
Ar
|
23
|
2013-10-01
|
2014-01-30
|
TRUE
|
FALSE
|
maize
|
Otro
|
Hibrido
|
maize
|
grain
|
4000
|
69
|
0
|
0
|
NA
|
mechanized
|
85
|
18.5
|
65000
|
3
|
1
|
0
|
Colombia
|
Córdoba
|
-75.80408
|
8.295031
|
FALSE
|
43
|
5.5
|
ArA
|
24
|
2013-08-25
|
2014-01-15
|
TRUE
|
FALSE
|
maize
|
Otro
|
Hibrido
|
maize
|
grain
|
2500
|
69
|
0
|
0
|
NA
|
mechanized
|
85
|
18.5
|
75000
|
1
|
1
|
0
|
Colombia
|
Córdoba
|
-75.80408
|
8.295031
|
FALSE
|
0
|
5.0
|
FrL
|
25
|
2013-10-06
|
2014-02-10
|
TRUE
|
FALSE
|
maize
|
PIONEER 30F35
|
Hibrido
|
maize
|
grain
|
5000
|
115
|
0
|
0
|
NA
|
mechanized
|
85
|
18.5
|
75000
|
2
|
0
|
2
|
Colombia
|
Córdoba
|
-75.80408
|
8.295031
|
FALSE
|
70
|
6.5
|
Ar
|
The observations were made at 1 locations. We have coordinates for 1
of these locations.
The standardization script emits the following non-compliance
warnings.
type
|
message
|
invalid terms
|
soil_texture: A, AF, Ar, ArA, ArL, F, FA, FAr, FrL, L
|
datespan
|
1 records with harvest_date within 45 days of planting_date
|
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
|
100
|
harvest_date
|
100
|
crop
|
100
|
variety
|
100
|
N_fertilizer
|
100
|
P_fertilizer
|
100
|
K_fertilizer
|
100
|
irrigated
|
0
|
latitude
|
0
|
longitude
|
0
|
location
|
0
|
adm
|
100
|
yield
|
100
|
The data are further summarized in the table below.
Variable |
Stats / Values |
Freqs (% of Valid) |
Graph |
Missing |
trial_id
[integer] |
Mean (sd) : 402.5 (232.2) | min ≤ med ≤ max: | 1 ≤ 402.5 ≤ 804 | IQR (CV) : 401.5 (0.6) |
|
804 distinct values
(Integer sequence) |
 |
0
(0.0%) |
planting_date
[character] |
1. 2015-05-20 | 2. 2015-05-18 | 3. 2015-05-25 | 4. 2015-05-21 | 5. 2016-05-10 | 6. 2016-05-04 | 7. 2016-05-12 | 8. 2016-05-09 | 9. 2015-05-15 | 10. 2015-10-02 | [ 175 others ] |
|
53 | ( | 6.6% | ) | 22 | ( | 2.7% | ) | 21 | ( | 2.6% | ) | 20 | ( | 2.5% | ) | 19 | ( | 2.4% | ) | 17 | ( | 2.1% | ) | 17 | ( | 2.1% | ) | 16 | ( | 2.0% | ) | 14 | ( | 1.7% | ) | 14 | ( | 1.7% | ) | 591 | ( | 73.5% | ) |
|
 |
0
(0.0%) |
harvest_date
[character] |
1. 2015-09-28 | 2. 2016-09-20 | 3. 2015-09-25 | 4. 2015-09-30 | 5. 2015-09-15 | 6. 2015-10-05 | 7. 2016-09-19 | 8. 2015-09-29 | 9. 2016-02-10 | 10. 2016-09-12 | [ 174 others ] |
|
35 | ( | 4.4% | ) | 25 | ( | 3.1% | ) | 21 | ( | 2.6% | ) | 17 | ( | 2.1% | ) | 15 | ( | 1.9% | ) | 15 | ( | 1.9% | ) | 15 | ( | 1.9% | ) | 14 | ( | 1.7% | ) | 14 | ( | 1.7% | ) | 14 | ( | 1.7% | ) | 619 | ( | 77.0% | ) |
|
 |
0
(0.0%) |
on_farm
[logical] |
1. TRUE |
|
 |
0
(0.0%) |
is_survey
[logical] |
1. FALSE |
|
 |
0
(0.0%) |
crop
[character] |
1. maize |
|
 |
0
(0.0%) |
variety
[character] |
1. Otro | 2. DK 234 | 3. P3966 (Pioneer) | 4. DK 234 YGRR | 5. P4082 (Pioneer) | 6. PIONEER 30F35 HRR | 7. PAC 105 | 8. DK7088 | 9. ADV 9339 (Syngenta) | 10. Impacto (Syngenta) | [ 17 others ] |
|
240 | ( | 29.9% | ) | 107 | ( | 13.3% | ) | 88 | ( | 10.9% | ) | 80 | ( | 10.0% | ) | 53 | ( | 6.6% | ) | 52 | ( | 6.5% | ) | 41 | ( | 5.1% | ) | 32 | ( | 4.0% | ) | 25 | ( | 3.1% | ) | 23 | ( | 2.9% | ) | 63 | ( | 7.8% | ) |
|
 |
0
(0.0%) |
variety_type
[character] |
1. Hibrido | 2. OGM | 3. Semilla Campesina | 4. Variedad |
|
389 | ( | 48.4% | ) | 401 | ( | 49.9% | ) | 8 | ( | 1.0% | ) | 6 | ( | 0.7% | ) |
|
 |
0
(0.0%) |
previous_crop
[character] |
1. cassava | 2. common bean | 3. cotton | 4. maize | 5. pasture |
|
2 | ( | 0.2% | ) | 11 | ( | 1.4% | ) | 419 | ( | 52.1% | ) | 354 | ( | 44.0% | ) | 18 | ( | 2.2% | ) |
|
 |
0
(0.0%) |
yield_part
[character] |
1. grain |
|
 |
0
(0.0%) |
yield
[integer] |
Mean (sd) : 5012.8 (1454.3) | min ≤ med ≤ max: | 1200 ≤ 5100 ≤ 8300 | IQR (CV) : 2100 (0.3) |
|
119 distinct values |
 |
0
(0.0%) |
N_fertilizer
[numeric] |
Mean (sd) : 93.8 (38.4) | min ≤ med ≤ max: | 0 ≤ 92 ≤ 276 | IQR (CV) : 39 (0.4) |
|
94 distinct values |
 |
0
(0.0%) |
P_fertilizer
[numeric] |
Mean (sd) : 3.3 (8.1) | min ≤ med ≤ max: | 0 ≤ 0 ≤ 47.5 | IQR (CV) : 0 (2.5) |
|
37 distinct values |
 |
0
(0.0%) |
K_fertilizer
[numeric] |
Mean (sd) : 20.3 (27.1) | min ≤ med ≤ max: | 0 ≤ 0 ≤ 180 | IQR (CV) : 30 (1.3) |
|
43 distinct values |
 |
0
(0.0%) |
irrigated
[logical] |
|
|
|
804
(100.0%) |
planting_method
[character] |
|
|
 |
0
(0.0%) |
row_spacing
[integer] |
1 distinct value |
|
 |
0
(0.0%) |
plant_spacing
[numeric] |
1 distinct value |
|
 |
0
(0.0%) |
plant_density
[numeric] |
Mean (sd) : 58889.5 (8463.5) | min ≤ med ≤ max: | 36363.6 ≤ 60456.2 ≤ 84848.5 | IQR (CV) : 10378.8 (0.1) |
|
53 distinct values |
 |
0
(0.0%) |
herbicide_times
[integer] |
Mean (sd) : 1.6 (1) | min ≤ med ≤ max: | 0 ≤ 1 ≤ 5 | IQR (CV) : 1 (0.6) |
|
0 | : | 79 | ( | 9.8% | ) | 1 | : | 338 | ( | 42.0% | ) | 2 | : | 274 | ( | 34.1% | ) | 3 | : | 75 | ( | 9.3% | ) | 4 | : | 36 | ( | 4.5% | ) | 5 | : | 2 | ( | 0.2% | ) |
|
 |
0
(0.0%) |
insecticide_times
[integer] |
Mean (sd) : 1.8 (1.4) | min ≤ med ≤ max: | 0 ≤ 2 ≤ 12 | IQR (CV) : 1 (0.8) |
|
11 distinct values |
 |
0
(0.0%) |
fungicide_times
[integer] |
Mean (sd) : 0.2 (0.4) | min ≤ med ≤ max: | 0 ≤ 0 ≤ 3 | IQR (CV) : 0 (2.6) |
|
0 | : | 685 | ( | 85.2% | ) | 1 | : | 100 | ( | 12.4% | ) | 2 | : | 18 | ( | 2.2% | ) | 3 | : | 1 | ( | 0.1% | ) |
|
 |
0
(0.0%) |
country
[character] |
1. Colombia |
|
 |
0
(0.0%) |
adm1
[character] |
1. Córdoba |
|
 |
0
(0.0%) |
geo_from_source
[logical] |
1. FALSE |
|
 |
0
(0.0%) |
soil_depth
[integer] |
Mean (sd) : 41.1 (17.7) | min ≤ med ≤ max: | 0 ≤ 39.5 ≤ 80 | IQR (CV) : 35 (0.4) |
|
62 distinct values |
 |
0
(0.0%) |
soil_pH
[numeric] |
Mean (sd) : 5.7 (0.5) | min ≤ med ≤ max: | 4.5 ≤ 6 ≤ 7 | IQR (CV) : 0.5 (0.1) |
|
4.50 | : | 19 | ( | 2.4% | ) | 5.00 | : | 109 | ( | 13.6% | ) | 5.50 | : | 246 | ( | 30.6% | ) | 6.00 | : | 359 | ( | 44.7% | ) | 6.50 | : | 56 | ( | 7.0% | ) | 7.00 | : | 15 | ( | 1.9% | ) |
|
 |
0
(0.0%) |
soil_texture
[character] |
1. A | 2. AF | 3. Ar | 4. ArA | 5. ArL | 6. F | 7. FA | 8. FAr | 9. FrL | 10. L |
|
3 | ( | 0.4% | ) | 2 | ( | 0.2% | ) | 162 | ( | 20.1% | ) | 17 | ( | 2.1% | ) | 17 | ( | 2.1% | ) | 120 | ( | 14.9% | ) | 68 | ( | 8.5% | ) | 315 | ( | 39.2% | ) | 76 | ( | 9.5% | ) | 24 | ( | 3.0% | ) |
|
 |
0
(0.0%) |