This report describes standardized data for “Rainfed rice yield
and management data from 2006 to 2010 on farmer’s fields under
conservation agriculture in the Lake Alaotra region of Madagascar”.
These data were standardized on 2023-10-18 by Cedric Ngakou with this
R
script. The
original data have
a ETALAB license.
Because of the restrictions of this license, you need to run the script
yourself to get the standardized data. This is the full
citation of the data set:
Bruelle, Guillaume; Domas, Raphael; Andriamalala, Herizo; Hyac,
Paulin; Ravonomanana, Jean Eddy (2020). Rainfed rice yield and
management data from 2006 to 2010 on farmer’s fields under conservation
agriculture in the Lake Alaotra region of Madagascar. CIRAD Dataverse .
Version 1.2. doi:10.18167/DVN1/2EHEQT
You can also consult the accompanying
paper.
The dataset has 3803 records and 30 variables for rice in Madagascar.
The dataset has 3 treatment(s): land_prep_method, landscape_position,
OM_amount.
These are the first 25 records:
records
country
|
location
|
longitude
|
latitude
|
geo_from_source
|
trial_id
|
planting_date
|
season
|
on_farm
|
is_survey
|
crop
|
yield_part
|
yield
|
fertilizer_type
|
N_fertilizer
|
P_fertilizer
|
K_fertilizer
|
OM_used
|
OM_type
|
OM_amount
|
inoculated
|
irrigated
|
land_prep_method
|
rain
|
herbicide_used
|
herbicide_product
|
soil_type
|
landscape_position
|
Madagascar
|
Ambohimiarina
|
47.568
|
-21.3561
|
FALSE
|
F2006070566
|
2006-12-25
|
2006-2007
|
TRUE
|
FALSE
|
rice
|
grain
|
980.0
|
urea;NPK
|
46.000
|
0.00000
|
0.000000
|
FALSE
|
none
|
0.0
|
FALSE
|
TRUE
|
conventional
|
1130.7
|
FALSE
|
none
|
lowland
|
lowland
|
Madagascar
|
Ambohimiarina
|
47.568
|
-21.3561
|
FALSE
|
F2006070688
|
2006-12-19
|
2006-2007
|
TRUE
|
FALSE
|
rice
|
grain
|
1704.5
|
urea;NPK
|
37.628
|
0.00000
|
0.000000
|
FALSE
|
none
|
0.0
|
FALSE
|
TRUE
|
reduced tillage
|
1132.1
|
FALSE
|
none
|
lowland
|
lowland
|
Madagascar
|
Ambohimiarina
|
47.568
|
-21.3561
|
FALSE
|
F2008090875
|
2008-11-11
|
2008-2009
|
TRUE
|
FALSE
|
rice
|
grain
|
4300.0
|
urea;NPK
|
0.000
|
0.00000
|
0.000000
|
TRUE
|
horse manure
|
600.0
|
FALSE
|
TRUE
|
reduced tillage
|
925.0
|
FALSE
|
none
|
lowland
|
lowland
|
Madagascar
|
Ambohimiarina
|
47.568
|
-21.3561
|
FALSE
|
F2006070689
|
2006-12-06
|
2006-2007
|
TRUE
|
FALSE
|
rice
|
grain
|
1585.4
|
urea;NPK
|
56.523
|
10.15459
|
14.033690
|
TRUE
|
horse manure
|
4166.7
|
FALSE
|
TRUE
|
reduced tillage
|
1144.3
|
FALSE
|
none
|
lowland
|
lowland
|
Madagascar
|
Ambohimiarina
|
47.568
|
-21.3561
|
FALSE
|
F2006070561
|
2006-12-28
|
2006-2007
|
TRUE
|
FALSE
|
rice
|
grain
|
1578.9
|
urea;NPK
|
0.000
|
0.00000
|
0.000000
|
TRUE
|
horse manure
|
1578.9
|
FALSE
|
TRUE
|
conventional
|
1088.9
|
FALSE
|
none
|
hillside
|
hillside
|
Madagascar
|
Ambohimiarina
|
47.568
|
-21.3561
|
FALSE
|
F2006070581
|
2006-12-23
|
2006-2007
|
TRUE
|
FALSE
|
rice
|
grain
|
3500.0
|
urea;NPK
|
0.000
|
0.00000
|
0.000000
|
TRUE
|
horse manure
|
3928.6
|
FALSE
|
TRUE
|
conventional
|
1132.1
|
TRUE
|
glyphosate
|
lowland
|
lowland
|
Madagascar
|
Ambohimiarina
|
47.568
|
-21.3561
|
FALSE
|
F2006070693
|
2006-12-31
|
2006-2007
|
TRUE
|
FALSE
|
rice
|
grain
|
2114.3
|
urea;NPK
|
0.000
|
0.00000
|
0.000000
|
TRUE
|
horse manure
|
4166.7
|
FALSE
|
TRUE
|
conventional
|
1087.5
|
FALSE
|
none
|
lowland
|
lowland
|
Madagascar
|
Ambohimiarina
|
47.568
|
-21.3561
|
FALSE
|
F2006070116
|
2006-12-06
|
2006-2007
|
TRUE
|
FALSE
|
rice
|
grain
|
3500.0
|
urea;NPK
|
22.655
|
6.40786
|
8.855697
|
FALSE
|
none
|
0.0
|
FALSE
|
TRUE
|
reduced tillage
|
1144.3
|
FALSE
|
none
|
lowland
|
lowland
|
Madagascar
|
Ambohimiarina
|
47.568
|
-21.3561
|
FALSE
|
F2006070115
|
2006-12-04
|
2006-2007
|
TRUE
|
FALSE
|
rice
|
grain
|
3280.0
|
urea;NPK
|
18.400
|
0.00000
|
0.000000
|
TRUE
|
horse manure
|
1666.7
|
FALSE
|
TRUE
|
reduced tillage
|
1091.3
|
FALSE
|
none
|
lowland
|
lowland
|
Madagascar
|
Ambohimiarina
|
47.568
|
-21.3561
|
FALSE
|
F2006070690
|
2006-12-24
|
2006-2007
|
TRUE
|
FALSE
|
rice
|
grain
|
3631.3
|
urea;NPK
|
30.723
|
26.83231
|
37.082400
|
TRUE
|
horse manure
|
6983.2
|
FALSE
|
TRUE
|
reduced tillage
|
1131.1
|
FALSE
|
none
|
lowland
|
lowland
|
Madagascar
|
Ambohimiarina
|
47.568
|
-21.3561
|
FALSE
|
F2006070583
|
2006-12-09
|
2006-2007
|
TRUE
|
FALSE
|
rice
|
grain
|
1500.0
|
urea;NPK
|
0.000
|
0.00000
|
0.000000
|
TRUE
|
horse manure
|
3571.4
|
FALSE
|
TRUE
|
reduced tillage
|
1137.1
|
FALSE
|
none
|
lowland
|
lowland
|
Madagascar
|
Ambohimiarina
|
47.568
|
-21.3561
|
FALSE
|
F2006070560
|
2006-12-29
|
2006-2007
|
TRUE
|
FALSE
|
rice
|
grain
|
2750.0
|
urea;NPK
|
46.000
|
0.00000
|
0.000000
|
TRUE
|
horse manure
|
2083.3
|
FALSE
|
TRUE
|
conventional
|
1089.5
|
FALSE
|
none
|
hillside
|
hillside
|
Madagascar
|
Ambohimiarina
|
47.568
|
-21.3561
|
FALSE
|
F2006070584
|
2006-11-29
|
2006-2007
|
TRUE
|
FALSE
|
rice
|
grain
|
1596.4
|
urea;NPK
|
0.000
|
0.00000
|
0.000000
|
TRUE
|
horse manure
|
3928.6
|
FALSE
|
TRUE
|
reduced tillage
|
1105.7
|
FALSE
|
none
|
lowland
|
lowland
|
Madagascar
|
Ambohimiarina
|
47.568
|
-21.3561
|
FALSE
|
F2006070169
|
2006-12-06
|
2006-2007
|
TRUE
|
FALSE
|
rice
|
grain
|
2530.6
|
urea;NPK
|
55.499
|
15.68821
|
21.681188
|
TRUE
|
horse manure
|
3225.8
|
FALSE
|
TRUE
|
conventional
|
1144.3
|
FALSE
|
none
|
lowland
|
lowland
|
Madagascar
|
Ambohimiarina
|
47.568
|
-21.3561
|
FALSE
|
F2008090874
|
2008-11-11
|
2008-2009
|
TRUE
|
FALSE
|
rice
|
grain
|
4125.0
|
urea;NPK
|
0.000
|
0.00000
|
0.000000
|
TRUE
|
horse manure
|
400.0
|
FALSE
|
TRUE
|
reduced tillage
|
925.0
|
FALSE
|
none
|
lowland
|
lowland
|
Madagascar
|
Ambohimiarina
|
47.568
|
-21.3561
|
FALSE
|
F2006070692
|
2006-12-02
|
2006-2007
|
TRUE
|
FALSE
|
rice
|
grain
|
1709.1
|
urea;NPK
|
0.000
|
0.00000
|
0.000000
|
TRUE
|
horse manure
|
3125.0
|
FALSE
|
TRUE
|
reduced tillage
|
1106.3
|
FALSE
|
none
|
lowland
|
lowland
|
Madagascar
|
Ambohimiarina
|
47.568
|
-21.3561
|
FALSE
|
F2006070558
|
2006-11-24
|
2006-2007
|
TRUE
|
FALSE
|
rice
|
grain
|
3529.4
|
urea;NPK
|
40.572
|
0.00000
|
0.000000
|
TRUE
|
horse manure
|
1666.7
|
FALSE
|
TRUE
|
reduced tillage
|
1171.3
|
FALSE
|
none
|
hillside
|
hillside
|
Madagascar
|
Ambohimiarina
|
47.568
|
-21.3561
|
FALSE
|
F2006070601
|
2006-12-01
|
2006-2007
|
TRUE
|
FALSE
|
rice
|
grain
|
3250.0
|
urea;NPK
|
68.000
|
19.21397
|
26.553813
|
TRUE
|
horse manure
|
2750.0
|
FALSE
|
TRUE
|
reduced tillage
|
1106.1
|
FALSE
|
none
|
lowland
|
lowland
|
Madagascar
|
Ambohimiarina
|
47.568
|
-21.3561
|
FALSE
|
F2006070117
|
2006-12-15
|
2006-2007
|
TRUE
|
FALSE
|
rice
|
grain
|
2342.9
|
urea;NPK
|
26.266
|
0.00000
|
0.000000
|
TRUE
|
horse manure
|
2083.3
|
FALSE
|
TRUE
|
conventional
|
1132.3
|
FALSE
|
none
|
lowland
|
lowland
|
Madagascar
|
Ambohimiarina
|
47.568
|
-21.3561
|
FALSE
|
F2006070118
|
2006-12-06
|
2006-2007
|
TRUE
|
FALSE
|
rice
|
grain
|
3800.0
|
urea;NPK
|
23.000
|
0.00000
|
0.000000
|
TRUE
|
horse manure
|
3225.8
|
FALSE
|
TRUE
|
reduced tillage
|
1144.3
|
FALSE
|
none
|
lowland
|
lowland
|
Madagascar
|
Ambohimiarina
|
47.568
|
-21.3561
|
FALSE
|
F2006070564
|
2006-12-13
|
2006-2007
|
TRUE
|
FALSE
|
rice
|
grain
|
2875.0
|
urea;NPK
|
34.500
|
0.00000
|
0.000000
|
FALSE
|
none
|
0.0
|
FALSE
|
TRUE
|
conventional
|
1132.3
|
FALSE
|
none
|
lowland
|
lowland
|
Madagascar
|
Ambohimiarina
|
47.568
|
-21.3561
|
FALSE
|
F2006070127
|
2006-11-24
|
2006-2007
|
TRUE
|
FALSE
|
rice
|
grain
|
1611.8
|
urea;NPK
|
21.666
|
0.00000
|
0.000000
|
TRUE
|
horse manure
|
3000.0
|
FALSE
|
TRUE
|
conventional
|
1171.3
|
FALSE
|
none
|
lowland
|
lowland
|
Madagascar
|
Ambohimiarina
|
47.568
|
-21.3561
|
FALSE
|
F2006070562
|
2006-11-15
|
2006-2007
|
TRUE
|
FALSE
|
rice
|
grain
|
1200.0
|
urea;NPK
|
30.682
|
0.00000
|
0.000000
|
TRUE
|
horse manure
|
4000.0
|
FALSE
|
TRUE
|
conventional
|
985.7
|
FALSE
|
none
|
lowland
|
lowland
|
Madagascar
|
Ambohimiarina
|
47.568
|
-21.3561
|
FALSE
|
F2008090873
|
2009-01-05
|
2008-2009
|
TRUE
|
FALSE
|
rice
|
grain
|
3714.3
|
urea;NPK
|
0.000
|
0.00000
|
0.000000
|
FALSE
|
none
|
0.0
|
FALSE
|
TRUE
|
reduced tillage
|
954.8
|
FALSE
|
none
|
lowland
|
lowland
|
Madagascar
|
Ambohimiarina
|
47.568
|
-21.3561
|
FALSE
|
F2006070130
|
2006-11-29
|
2006-2007
|
TRUE
|
FALSE
|
rice
|
grain
|
1946.7
|
urea;NPK
|
15.318
|
0.00000
|
0.000000
|
TRUE
|
horse manure
|
4166.7
|
FALSE
|
TRUE
|
reduced tillage
|
1105.7
|
FALSE
|
none
|
lowland
|
lowland
|
The observations are for 5 locations, for which we have 5 unique
mapped locations.
The standardization script does not emit non-compliance warnings.
The overall quality of the dataset, given the completeness of
required variables was 7.1 on a scale of 10. See the table below
variable
|
completeness (%)
|
N_fertilizer
|
100
|
P_fertilizer
|
100
|
K_fertilizer
|
100
|
irrigated
|
100
|
latitude
|
0
|
longitude
|
0
|
location
|
100
|
The data are further summarized in the table below.
Variable |
Stats / Values |
Freqs (% of Valid) |
Graph |
Missing |
country
[character] |
1. Madagascar |
|
 |
0
(0.0%) |
location
[character] |
1. Ambohimiarina | 2. Ambohitsilaozana | 3. Ambongabe | 4. Ampitatsimo | 5. Antsahamamy |
|
1584 | ( | 41.7% | ) | 757 | ( | 19.9% | ) | 392 | ( | 10.3% | ) | 93 | ( | 2.4% | ) | 977 | ( | 25.7% | ) |
|
 |
0
(0.0%) |
geo_from_source
[logical] |
1. FALSE |
|
 |
0
(0.0%) |
trial_id
[character] |
1. F2006070001 | 2. F2006070002 | 3. F2006070003 | 4. F2006070004 | 5. F2006070005 | 6. F2006070006 | 7. F2006070007 | 8. F2006070008 | 9. F2006070009 | 10. F2006070010 | [ 3793 others ] |
|
1 | ( | 0.0% | ) | 1 | ( | 0.0% | ) | 1 | ( | 0.0% | ) | 1 | ( | 0.0% | ) | 1 | ( | 0.0% | ) | 1 | ( | 0.0% | ) | 1 | ( | 0.0% | ) | 1 | ( | 0.0% | ) | 1 | ( | 0.0% | ) | 1 | ( | 0.0% | ) | 3793 | ( | 99.7% | ) |
|
 |
0
(0.0%) |
planting_date
[character] |
1. 2007-12-26 | 2. 2007-12-28 | 3. 2009-12-10 | 4. 2009-12-15 | 5. 2007-12-29 | 6. 2007-12-24 | 7. 2009-12-12 | 8. 2007-12-21 | 9. 2007-12-23 | 10. 2009-12-11 | [ 268 others ] |
|
78 | ( | 2.1% | ) | 60 | ( | 1.6% | ) | 57 | ( | 1.5% | ) | 57 | ( | 1.5% | ) | 55 | ( | 1.4% | ) | 52 | ( | 1.4% | ) | 51 | ( | 1.3% | ) | 46 | ( | 1.2% | ) | 46 | ( | 1.2% | ) | 45 | ( | 1.2% | ) | 3256 | ( | 85.6% | ) |
|
 |
0
(0.0%) |
season
[character] |
1. 2006-2007 | 2. 2007-2008 | 3. 2008-2009 | 4. 2009-2010 |
|
716 | ( | 18.8% | ) | 978 | ( | 25.7% | ) | 958 | ( | 25.2% | ) | 1151 | ( | 30.3% | ) |
|
 |
0
(0.0%) |
on_farm
[logical] |
1. TRUE |
|
 |
0
(0.0%) |
is_survey
[logical] |
1. FALSE |
|
 |
0
(0.0%) |
crop
[character] |
1. rice |
|
 |
0
(0.0%) |
yield_part
[character] |
1. grain |
|
 |
0
(0.0%) |
yield
[numeric] |
Mean (sd) : 2566.5 (908.3) | min ≤ med ≤ max: | 318 ≤ 2546.7 ≤ 5350 | IQR (CV) : 1227.3 (0.4) |
|
1757 distinct values |
 |
0
(0.0%) |
fertilizer_type
[character] |
1. urea;NPK |
|
 |
0
(0.0%) |
N_fertilizer
[numeric] |
Mean (sd) : 10.4 (17.3) | min ≤ med ≤ max: | 0 ≤ 0 ≤ 91.5 | IQR (CV) : 18.4 (1.7) |
|
819 distinct values |
 |
0
(0.0%) |
P_fertilizer
[numeric] |
Mean (sd) : 2.1 (4.7) | min ≤ med ≤ max: | 0 ≤ 0 ≤ 28.8 | IQR (CV) : 0 (2.2) |
|
364 distinct values |
 |
0
(0.0%) |
K_fertilizer
[numeric] |
Mean (sd) : 2.9 (6.4) | min ≤ med ≤ max: | 0 ≤ 0 ≤ 39.8 | IQR (CV) : 0 (2.2) |
|
364 distinct values |
 |
0
(0.0%) |
OM_used
[logical] |
|
|
 |
0
(0.0%) |
OM_type
[character] |
|
|
 |
0
(0.0%) |
OM_amount
[numeric] |
Mean (sd) : 1198.8 (1676.3) | min ≤ med ≤ max: | 0 ≤ 0 ≤ 11976 | IQR (CV) : 2500 (1.4) |
|
476 distinct values |
 |
0
(0.0%) |
inoculated
[logical] |
1. FALSE |
|
 |
0
(0.0%) |
irrigated
[logical] |
1. TRUE |
|
 |
0
(0.0%) |
land_prep_method
[character] |
1. conventional | 2. reduced tillage |
|
|
 |
0
(0.0%) |
rain
[numeric] |
Mean (sd) : 919.4 (160.3) | min ≤ med ≤ max: | 443.4 ≤ 925.4 ≤ 1325.5 | IQR (CV) : 178.5 (0.2) |
|
481 distinct values |
 |
0
(0.0%) |
herbicide_used
[logical] |
|
|
 |
0
(0.0%) |
herbicide_product
[character] |
|
|
 |
0
(0.0%) |
soil_type
[character] |
|
|
 |
0
(0.0%) |
landscape_position
[character] |
|
|
 |
0
(0.0%) |