record_id
int64
1
6k
irrigation_id
stringlengths
18
18
country
stringclasses
10 values
year
int64
2.02k
2.03k
farm_size_ha
float64
0.2
23.6
farm_type
stringclasses
3 values
has_irrigation
bool
2 classes
annual_rainfall_mm
float64
400
2k
rainfall_variability_pct
float64
15
35
drought_frequency
stringclasses
3 values
water_stress_months
int64
2
7
irrigation_type
stringclasses
7 values
water_source
stringclasses
7 values
energy_source
stringclasses
7 values
ownership
stringclasses
6 values
area_irrigated_ha
float64
0
10.1
rainfed_area_ha
float64
0
23.6
irrigation_pct
float64
0
99.9
irrigation_capacity_m3_day
float64
0
444
system_age_years
int64
0
19
system_condition
stringclasses
5 values
installation_cost_usd
float64
0
19.1k
annual_maintenance_usd
float64
0
2.51k
subsidy_received
bool
2 classes
subsidy_amount_usd
float64
0
6.71k
financing_access
bool
2 classes
water_applied_mm
float64
0
800
crop_water_requirement_mm
float64
400
700
application_efficiency_pct
float64
0
95
effective_water_mm
float64
0
757
water_productivity_kg_m3
float64
0
2.5
conveyance_efficiency_pct
float64
0
95
distribution_uniformity_pct
float64
0
95
irrigation_efficiency_index
float64
0
84.8
energy_cost_usd_season
float64
0
2.19k
labor_hours_season
float64
0
441
irrigation_frequency
stringclasses
5 values
scheduling_method
stringclasses
5 values
primary_crop
stringclasses
7 values
yield_increase_pct
float64
0
60
cropping_intensity
float64
1
2.5
seasons_irrigated
int64
0
3
total_water_use_m3
float64
0
58.3k
water_withdrawal_m3_ha
float64
0
8k
water_user_association
bool
2 classes
permit_obtained
bool
2 classes
water_conflicts
bool
2 classes
groundwater_depth_m
float64
0
79.9
pump_capacity_hp
float64
0
25
maintenance_quality
stringclasses
3 values
technology_level
stringclasses
4 values
technical_support
bool
2 classes
water_scarcity_impact
bool
2 classes
expansion_potential
bool
2 classes
investment_return_years
float64
0
44.5
irrigation_category
stringclasses
3 values
scenario
stringclasses
3 values
1
IRR-MAL-2018-00001
Malawi
2,018
1.45
subsistence
false
1,106
32.1
rare
2
none
none
none
none
0
1.45
0
0
0
na
0
0
false
0
false
0
603
0
0
0
0
0
0
0
0
none
none
sugarcane
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
2
IRR-GHA-2021-00002
Ghana
2,021
1.56
commercial
false
1,077
15.4
frequent
7
none
none
none
none
0
1.56
0
0
0
na
0
0
false
0
false
0
670
0
0
0
0
0
0
0
0
none
none
maize
0
1
0
0
0
false
false
false
0
0
na
none
false
true
false
0
none
high_burden
3
IRR-MAL-2019-00003
Mali
2,019
2.24
semi-commercial
false
1,051
19.1
occasional
7
none
none
none
none
0
2.24
0
0
0
na
0
0
false
0
false
0
483
0
0
0
0
0
0
0
0
none
none
sugarcane
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
4
IRR-BUR-2020-00004
Burkina Faso
2,020
1.09
subsistence
false
744
20.8
rare
6
none
none
none
none
0
1.09
0
0
0
na
0
0
false
0
false
0
695
0
0
0
0
0
0
0
0
none
none
sugarcane
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
5
IRR-MAL-2022-00005
Mali
2,022
2.36
commercial
false
1,027
33.1
rare
7
none
none
none
none
0
2.36
0
0
0
na
0
0
false
0
false
0
668
0
0
0
0
0
0
0
0
none
none
maize
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
6
IRR-BUR-2021-00006
Burkina Faso
2,021
1.68
semi-commercial
false
1,096
28.9
occasional
6
none
none
none
none
0
1.68
0
0
0
na
0
0
false
0
false
0
611
0
0
0
0
0
0
0
0
none
none
cotton
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
7
IRR-ETH-2020-00007
Ethiopia
2,020
0.3
subsistence
false
1,402
23.7
occasional
3
none
none
none
none
0
0.3
0
0
0
na
0
0
false
0
false
0
470
0
0
0
0
0
0
0
0
none
none
fruits
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
8
IRR-BUR-2019-00008
Burkina Faso
2,019
1.7
semi-commercial
false
1,167
20.5
occasional
4
none
none
none
none
0
1.7
0
0
0
na
0
0
false
0
false
0
467
0
0
0
0
0
0
0
0
none
none
vegetables
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
9
IRR-KEN-2018-00009
Kenya
2,018
1.63
semi-commercial
false
827
16
occasional
5
none
none
none
none
0
1.63
0
0
0
na
0
0
false
0
false
0
689
0
0
0
0
0
0
0
0
none
none
vegetables
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
10
IRR-ETH-2024-00010
Ethiopia
2,024
0.83
subsistence
false
731
18.7
occasional
2
none
none
none
none
0
0.83
0
0
0
na
0
0
false
0
false
0
641
0
0
0
0
0
0
0
0
none
none
maize
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
11
IRR-NIG-2025-00011
Nigeria
2,025
6.35
subsistence
false
981
17.4
rare
2
none
none
none
none
0
6.35
0
0
0
na
0
0
false
0
false
0
654
0
0
0
0
0
0
0
0
none
none
vegetables
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
12
IRR-ZAM-2023-00012
Zambia
2,023
0.56
subsistence
true
400
24.3
rare
6
flood
rainwater_harvesting
electric
government
0.49
0.07
87.7
19
7
good
195
12
true
117
false
400
425
40.8
163
2.43
92.7
84.7
32
66
20
as_needed
visual
cotton
43.2
1.69
1
1,953
3,999
true
false
false
0
18.3
good
low
true
false
false
1.6
traditional
high_burden
13
IRR-ETH-2019-00013
Ethiopia
2,019
1.28
semi-commercial
false
1,282
27.4
occasional
7
none
none
none
none
0
1.28
0
0
0
na
0
0
false
0
false
0
583
0
0
0
0
0
0
0
0
none
none
horticulture
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
14
IRR-UGA-2020-00014
Uganda
2,020
0.51
subsistence
false
869
29.8
rare
6
none
none
none
none
0
0.51
0
0
0
na
0
0
false
0
false
0
606
0
0
0
0
0
0
0
0
none
none
rice
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
15
IRR-MAL-2022-00015
Mali
2,022
1.76
subsistence
false
834
28.9
rare
2
none
none
none
none
0
1.76
0
0
0
na
0
0
false
0
false
0
560
0
0
0
0
0
0
0
0
none
none
rice
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
16
IRR-ZAM-2024-00016
Zambia
2,024
1.07
semi-commercial
false
568
25.9
rare
5
none
none
none
none
0
1.07
0
0
0
na
0
0
false
0
false
0
561
0
0
0
0
0
0
0
0
none
none
vegetables
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
17
IRR-ZAM-2019-00017
Zambia
2,019
3.72
semi-commercial
false
1,164
24
occasional
3
none
none
none
none
0
3.72
0
0
0
na
0
0
false
0
false
0
652
0
0
0
0
0
0
0
0
none
none
cotton
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
18
IRR-MAL-2021-00018
Mali
2,021
0.72
subsistence
false
887
16.2
frequent
7
none
none
none
none
0
0.72
0
0
0
na
0
0
false
0
false
0
644
0
0
0
0
0
0
0
0
none
none
rice
0
1
0
0
0
false
false
false
0
0
na
none
false
true
false
0
none
high_burden
19
IRR-MAL-2021-00019
Malawi
2,021
4.26
subsistence
false
589
26.3
occasional
4
none
none
none
none
0
4.26
0
0
0
na
0
0
false
0
false
0
488
0
0
0
0
0
0
0
0
none
none
vegetables
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
20
IRR-NIG-2023-00020
Nigeria
2,023
1.96
semi-commercial
false
886
27.5
occasional
2
none
none
none
none
0
1.96
0
0
0
na
0
0
false
0
false
0
617
0
0
0
0
0
0
0
0
none
none
vegetables
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
21
IRR-KEN-2020-00021
Kenya
2,020
1.16
subsistence
false
1,137
30.9
occasional
4
none
none
none
none
0
1.16
0
0
0
na
0
0
false
0
false
0
483
0
0
0
0
0
0
0
0
none
none
sugarcane
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
22
IRR-BUR-2020-00022
Burkina Faso
2,020
2.31
subsistence
false
689
20.2
rare
3
none
none
none
none
0
2.31
0
0
0
na
0
0
false
0
false
0
519
0
0
0
0
0
0
0
0
none
none
vegetables
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
23
IRR-GHA-2023-00023
Ghana
2,023
1.39
commercial
false
934
16
frequent
4
none
none
none
none
0
1.39
0
0
0
na
0
0
false
0
false
0
534
0
0
0
0
0
0
0
0
none
none
vegetables
0
1
0
0
0
false
false
false
0
0
na
none
false
true
false
0
none
high_burden
24
IRR-GHA-2019-00024
Ghana
2,019
3.16
semi-commercial
false
896
16.9
occasional
3
none
none
none
none
0
3.16
0
0
0
na
0
0
false
0
false
0
402
0
0
0
0
0
0
0
0
none
none
fruits
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
25
IRR-UGA-2024-00025
Uganda
2,024
1.8
subsistence
false
1,160
27.1
occasional
3
none
none
none
none
0
1.8
0
0
0
na
0
0
false
0
false
0
485
0
0
0
0
0
0
0
0
none
none
vegetables
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
26
IRR-ZAM-2023-00026
Zambia
2,023
0.57
subsistence
false
1,237
15.3
rare
7
none
none
none
none
0
0.57
0
0
0
na
0
0
false
0
false
0
514
0
0
0
0
0
0
0
0
none
none
rice
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
27
IRR-MAL-2020-00027
Mali
2,020
1.45
semi-commercial
false
1,068
19.3
frequent
4
none
none
none
none
0
1.45
0
0
0
na
0
0
false
0
false
0
653
0
0
0
0
0
0
0
0
none
none
vegetables
0
1
0
0
0
false
false
false
0
0
na
none
false
true
false
0
none
high_burden
28
IRR-ETH-2022-00028
Ethiopia
2,022
1.47
semi-commercial
false
1,352
22.2
occasional
6
none
none
none
none
0
1.47
0
0
0
na
0
0
false
0
false
0
557
0
0
0
0
0
0
0
0
none
none
fruits
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
29
IRR-MAL-2023-00029
Malawi
2,023
2.36
semi-commercial
false
569
17.7
rare
3
none
none
none
none
0
2.36
0
0
0
na
0
0
false
0
false
0
524
0
0
0
0
0
0
0
0
none
none
cotton
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
30
IRR-GHA-2018-00030
Ghana
2,018
3.95
subsistence
false
1,319
32
rare
7
none
none
none
none
0
3.95
0
0
0
na
0
0
false
0
false
0
577
0
0
0
0
0
0
0
0
none
none
maize
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
31
IRR-MAL-2025-00031
Mali
2,025
1.39
subsistence
false
1,277
24.1
rare
7
none
none
none
none
0
1.39
0
0
0
na
0
0
false
0
false
0
546
0
0
0
0
0
0
0
0
none
none
vegetables
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
32
IRR-ETH-2022-00032
Ethiopia
2,022
0.43
subsistence
false
658
18.7
rare
6
none
none
none
none
0
0.43
0
0
0
na
0
0
false
0
false
0
548
0
0
0
0
0
0
0
0
none
none
vegetables
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
33
IRR-ETH-2019-00033
Ethiopia
2,019
1.1
subsistence
false
870
28.6
occasional
2
none
none
none
none
0
1.1
0
0
0
na
0
0
false
0
false
0
612
0
0
0
0
0
0
0
0
none
none
sugarcane
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
34
IRR-NIG-2021-00034
Nigeria
2,021
1.58
subsistence
false
975
15.7
occasional
4
none
none
none
none
0
1.58
0
0
0
na
0
0
false
0
false
0
538
0
0
0
0
0
0
0
0
none
none
horticulture
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
35
IRR-NIG-2025-00035
Nigeria
2,025
0.29
subsistence
false
676
31.6
frequent
7
none
none
none
none
0
0.29
0
0
0
na
0
0
false
0
false
0
534
0
0
0
0
0
0
0
0
none
none
sugarcane
0
1
0
0
0
false
false
false
0
0
na
none
false
true
false
0
none
high_burden
36
IRR-NIG-2019-00036
Nigeria
2,019
3.14
semi-commercial
false
951
21.2
occasional
6
none
none
none
none
0
3.14
0
0
0
na
0
0
false
0
false
0
558
0
0
0
0
0
0
0
0
none
none
fruits
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
37
IRR-UGA-2022-00037
Uganda
2,022
1.68
subsistence
false
602
29.4
frequent
4
none
none
none
none
0
1.68
0
0
0
na
0
0
false
0
false
0
650
0
0
0
0
0
0
0
0
none
none
vegetables
0
1
0
0
0
false
false
false
0
0
na
none
false
true
false
0
none
high_burden
38
IRR-BUR-2021-00038
Burkina Faso
2,021
2.75
subsistence
false
640
15.6
frequent
5
none
none
none
none
0
2.75
0
0
0
na
0
0
false
0
false
0
447
0
0
0
0
0
0
0
0
none
none
maize
0
1
0
0
0
false
false
false
0
0
na
none
false
true
false
0
none
high_burden
39
IRR-MAL-2025-00039
Mali
2,025
3.64
semi-commercial
false
1,071
23
occasional
6
none
none
none
none
0
3.64
0
0
0
na
0
0
false
0
false
0
530
0
0
0
0
0
0
0
0
none
none
maize
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
40
IRR-ZAM-2025-00040
Zambia
2,025
2.22
subsistence
false
762
19.7
frequent
4
none
none
none
none
0
2.22
0
0
0
na
0
0
false
0
false
0
695
0
0
0
0
0
0
0
0
none
none
vegetables
0
1
0
0
0
false
false
false
0
0
na
none
false
true
false
0
none
high_burden
41
IRR-KEN-2018-00041
Kenya
2,018
3.94
semi-commercial
false
863
20.5
frequent
3
none
none
none
none
0
3.94
0
0
0
na
0
0
false
0
false
0
533
0
0
0
0
0
0
0
0
none
none
vegetables
0
1
0
0
0
false
false
false
0
0
na
none
false
true
false
0
none
high_burden
42
IRR-TAN-2021-00042
Tanzania
2,021
2
subsistence
false
921
33.1
occasional
3
none
none
none
none
0
2
0
0
0
na
0
0
false
0
false
0
627
0
0
0
0
0
0
0
0
none
none
rice
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
43
IRR-TAN-2018-00043
Tanzania
2,018
2.05
subsistence
false
937
27.6
occasional
6
none
none
none
none
0
2.05
0
0
0
na
0
0
false
0
false
0
558
0
0
0
0
0
0
0
0
none
none
fruits
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
44
IRR-GHA-2019-00044
Ghana
2,019
1.04
subsistence
false
913
22.1
occasional
6
none
none
none
none
0
1.04
0
0
0
na
0
0
false
0
false
0
535
0
0
0
0
0
0
0
0
none
none
cotton
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
45
IRR-UGA-2024-00045
Uganda
2,024
2.34
semi-commercial
false
1,258
22.2
occasional
5
none
none
none
none
0
2.34
0
0
0
na
0
0
false
0
false
0
695
0
0
0
0
0
0
0
0
none
none
maize
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
46
IRR-GHA-2018-00046
Ghana
2,018
0.49
semi-commercial
false
723
25.4
occasional
3
none
none
none
none
0
0.49
0
0
0
na
0
0
false
0
false
0
491
0
0
0
0
0
0
0
0
none
none
vegetables
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
47
IRR-BUR-2024-00047
Burkina Faso
2,024
0.95
subsistence
false
454
31.4
rare
2
none
none
none
none
0
0.95
0
0
0
na
0
0
false
0
false
0
503
0
0
0
0
0
0
0
0
none
none
cotton
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
48
IRR-KEN-2024-00048
Kenya
2,024
0.4
semi-commercial
false
764
34.4
occasional
7
none
none
none
none
0
0.4
0
0
0
na
0
0
false
0
false
0
671
0
0
0
0
0
0
0
0
none
none
vegetables
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
49
IRR-KEN-2025-00049
Kenya
2,025
0.39
commercial
false
876
34.3
occasional
2
none
none
none
none
0
0.39
0
0
0
na
0
0
false
0
false
0
485
0
0
0
0
0
0
0
0
none
none
vegetables
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
50
IRR-MAL-2019-00050
Malawi
2,019
0.93
semi-commercial
false
915
34.8
occasional
7
none
none
none
none
0
0.93
0
0
0
na
0
0
false
0
false
0
470
0
0
0
0
0
0
0
0
none
none
vegetables
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
51
IRR-KEN-2023-00051
Kenya
2,023
0.59
commercial
false
699
15.5
frequent
5
none
none
none
none
0
0.59
0
0
0
na
0
0
false
0
false
0
591
0
0
0
0
0
0
0
0
none
none
vegetables
0
1
0
0
0
false
false
false
0
0
na
none
false
true
false
0
none
high_burden
52
IRR-MAL-2025-00052
Malawi
2,025
0.86
semi-commercial
false
1,078
31.9
frequent
5
none
none
none
none
0
0.86
0
0
0
na
0
0
false
0
false
0
562
0
0
0
0
0
0
0
0
none
none
rice
0
1
0
0
0
false
false
false
0
0
na
none
false
true
false
0
none
high_burden
53
IRR-NIG-2018-00053
Nigeria
2,018
1.32
semi-commercial
false
1,183
25.9
rare
2
none
none
none
none
0
1.32
0
0
0
na
0
0
false
0
false
0
474
0
0
0
0
0
0
0
0
none
none
maize
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
54
IRR-BUR-2024-00054
Burkina Faso
2,024
1.64
subsistence
true
1,025
30.4
rare
5
sprinkler
rainwater_harvesting
electric
government
1.08
0.55
66.1
49
8
fair
1,625
155
true
591
false
652
455
69.6
454
1.61
85.9
80.6
48.2
63
22
daily
weather_based
vegetables
53.5
1.36
1
7,063
6,519
true
false
false
0
14.9
poor
medium
false
false
false
3.7
modern
high_burden
55
IRR-NIG-2024-00055
Nigeria
2,024
4.53
subsistence
false
761
15.1
occasional
6
none
none
none
none
0
4.53
0
0
0
na
0
0
false
0
false
0
673
0
0
0
0
0
0
0
0
none
none
cotton
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
56
IRR-ZAM-2024-00056
Zambia
2,024
0.86
subsistence
true
784
15.3
rare
4
sprinkler
reservoir
manual
cooperative
0.74
0.12
86.1
29
2
fair
1,111
66
false
0
true
705
515
67.8
478
1.07
93.4
68.4
43.4
0
15
biweekly
soil_moisture
fruits
57.4
1.99
1
5,223
7,049
true
true
false
0
0
poor
medium
false
false
false
4.5
modern
high_burden
57
IRR-ZAM-2018-00057
Zambia
2,018
0.69
subsistence
false
1,080
34.8
occasional
2
none
none
none
none
0
0.69
0
0
0
na
0
0
false
0
false
0
504
0
0
0
0
0
0
0
0
none
none
cotton
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
58
IRR-MAL-2018-00058
Malawi
2,018
1.62
subsistence
false
1,222
18.6
occasional
3
none
none
none
none
0
1.62
0
0
0
na
0
0
false
0
false
0
455
0
0
0
0
0
0
0
0
none
none
rice
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
59
IRR-GHA-2025-00059
Ghana
2,025
1.69
subsistence
false
601
21
frequent
5
none
none
none
none
0
1.69
0
0
0
na
0
0
false
0
false
0
501
0
0
0
0
0
0
0
0
none
none
fruits
0
1
0
0
0
false
false
false
0
0
na
none
false
true
false
0
none
high_burden
60
IRR-TAN-2019-00060
Tanzania
2,019
2.38
semi-commercial
false
827
30.2
occasional
7
none
none
none
none
0
2.38
0
0
0
na
0
0
false
0
false
0
621
0
0
0
0
0
0
0
0
none
none
maize
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
61
IRR-GHA-2022-00061
Ghana
2,022
3.58
subsistence
false
519
24
occasional
7
none
none
none
none
0
3.58
0
0
0
na
0
0
false
0
false
0
686
0
0
0
0
0
0
0
0
none
none
maize
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
62
IRR-GHA-2023-00062
Ghana
2,023
4.98
semi-commercial
false
400
33
frequent
2
none
none
none
none
0
4.98
0
0
0
na
0
0
false
0
false
0
667
0
0
0
0
0
0
0
0
none
none
sugarcane
0
1
0
0
0
false
false
false
0
0
na
none
false
true
false
0
none
high_burden
63
IRR-NIG-2018-00063
Nigeria
2,018
4.94
semi-commercial
false
1,174
19.8
rare
5
none
none
none
none
0
4.94
0
0
0
na
0
0
false
0
false
0
619
0
0
0
0
0
0
0
0
none
none
vegetables
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
64
IRR-GHA-2023-00064
Ghana
2,023
1.98
subsistence
false
949
24.9
rare
7
none
none
none
none
0
1.98
0
0
0
na
0
0
false
0
false
0
594
0
0
0
0
0
0
0
0
none
none
fruits
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
65
IRR-UGA-2018-00065
Uganda
2,018
1.07
semi-commercial
false
1,242
24.6
frequent
4
none
none
none
none
0
1.07
0
0
0
na
0
0
false
0
false
0
480
0
0
0
0
0
0
0
0
none
none
rice
0
1
0
0
0
false
false
false
0
0
na
none
false
true
false
0
none
high_burden
66
IRR-BUR-2021-00066
Burkina Faso
2,021
2.47
semi-commercial
true
1,256
34.4
occasional
2
surface
river
diesel
individual
2.34
0.13
94.8
73
6
fair
1,872
132
true
578
true
454
501
48.3
220
1.73
93
87.5
39.3
508
70
biweekly
calendar
maize
33.8
1.49
3
10,632
4,544
true
false
true
0
9.6
poor
low
false
false
false
4.5
traditional
high_burden
67
IRR-BUR-2018-00067
Burkina Faso
2,018
0.81
commercial
false
1,045
21.9
occasional
6
none
none
none
none
0
0.81
0
0
0
na
0
0
false
0
false
0
534
0
0
0
0
0
0
0
0
none
none
rice
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
68
IRR-KEN-2018-00068
Kenya
2,018
1.12
semi-commercial
false
1,244
30.3
frequent
2
none
none
none
none
0
1.12
0
0
0
na
0
0
false
0
false
0
652
0
0
0
0
0
0
0
0
none
none
vegetables
0
1
0
0
0
false
false
false
0
0
na
none
false
true
false
0
none
high_burden
69
IRR-ZAM-2020-00069
Zambia
2,020
0.86
subsistence
false
784
15.1
frequent
5
none
none
none
none
0
0.86
0
0
0
na
0
0
false
0
false
0
688
0
0
0
0
0
0
0
0
none
none
maize
0
1
0
0
0
false
false
false
0
0
na
none
false
true
false
0
none
high_burden
70
IRR-ETH-2022-00070
Ethiopia
2,022
1.42
semi-commercial
false
761
21.7
occasional
5
none
none
none
none
0
1.42
0
0
0
na
0
0
false
0
false
0
456
0
0
0
0
0
0
0
0
none
none
fruits
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
71
IRR-NIG-2022-00071
Nigeria
2,022
2.21
semi-commercial
true
863
28.2
rare
6
flood
river
electric
cooperative
0.81
1.4
36.6
30
17
good
323
28
false
0
true
309
519
44
136
1.35
76.5
64.3
21.6
103
32
biweekly
soil_moisture
cotton
29
1.92
2
2,491
3,086
false
false
false
0
3.9
good
low
true
false
false
1
traditional
high_burden
72
IRR-MAL-2023-00072
Malawi
2,023
1.56
subsistence
false
693
27.2
frequent
7
none
none
none
none
0
1.56
0
0
0
na
0
0
false
0
false
0
692
0
0
0
0
0
0
0
0
none
none
sugarcane
0
1
0
0
0
false
false
false
0
0
na
none
false
true
false
0
none
high_burden
73
IRR-UGA-2019-00073
Uganda
2,019
1.15
semi-commercial
false
1,188
32.8
frequent
3
none
none
none
none
0
1.15
0
0
0
na
0
0
false
0
false
0
647
0
0
0
0
0
0
0
0
none
none
rice
0
1
0
0
0
false
false
false
0
0
na
none
false
true
false
0
none
high_burden
74
IRR-TAN-2019-00074
Tanzania
2,019
0.84
semi-commercial
false
879
25.1
frequent
4
none
none
none
none
0
0.84
0
0
0
na
0
0
false
0
false
0
633
0
0
0
0
0
0
0
0
none
none
maize
0
1
0
0
0
false
false
false
0
0
na
none
false
true
false
0
none
high_burden
75
IRR-TAN-2018-00075
Tanzania
2,018
1.29
commercial
false
1,214
28.6
occasional
6
none
none
none
none
0
1.29
0
0
0
na
0
0
false
0
false
0
515
0
0
0
0
0
0
0
0
none
none
maize
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
76
IRR-ZAM-2018-00076
Zambia
2,018
1.75
commercial
false
1,232
25.1
frequent
5
none
none
none
none
0
1.75
0
0
0
na
0
0
false
0
false
0
515
0
0
0
0
0
0
0
0
none
none
sugarcane
0
1
0
0
0
false
false
false
0
0
na
none
false
true
false
0
none
high_burden
77
IRR-MAL-2020-00077
Mali
2,020
1.24
commercial
false
929
19.7
occasional
5
none
none
none
none
0
1.24
0
0
0
na
0
0
false
0
false
0
416
0
0
0
0
0
0
0
0
none
none
vegetables
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
78
IRR-ETH-2020-00078
Ethiopia
2,020
3.16
subsistence
true
400
17.5
rare
7
surface
river
electric
shared
3.07
0.08
97.3
147
5
fair
2,456
319
true
1,354
false
365
531
51.2
187
1.24
72.4
78.4
29
292
92
weekly
weather_based
rice
40.2
1.8
3
11,214
3,652
false
true
false
0
12.4
poor
low
false
false
false
3.9
traditional
high_burden
79
IRR-MAL-2022-00079
Malawi
2,022
0.33
semi-commercial
false
1,042
19.3
occasional
3
none
none
none
none
0
0.33
0
0
0
na
0
0
false
0
false
0
476
0
0
0
0
0
0
0
0
none
none
cotton
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
80
IRR-ZAM-2018-00080
Zambia
2,018
2.81
commercial
false
820
17.8
rare
3
none
none
none
none
0
2.81
0
0
0
na
0
0
false
0
false
0
419
0
0
0
0
0
0
0
0
none
none
fruits
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
81
IRR-GHA-2020-00081
Ghana
2,020
1.22
subsistence
false
877
32.1
occasional
7
none
none
none
none
0
1.22
0
0
0
na
0
0
false
0
false
0
462
0
0
0
0
0
0
0
0
none
none
rice
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
82
IRR-UGA-2023-00082
Uganda
2,023
0.39
semi-commercial
false
777
16.3
rare
4
none
none
none
none
0
0.39
0
0
0
na
0
0
false
0
false
0
662
0
0
0
0
0
0
0
0
none
none
rice
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
83
IRR-ZAM-2018-00083
Zambia
2,018
0.54
subsistence
false
1,236
22.7
rare
2
none
none
none
none
0
0.54
0
0
0
na
0
0
false
0
false
0
672
0
0
0
0
0
0
0
0
none
none
rice
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
84
IRR-KEN-2021-00084
Kenya
2,021
0.9
subsistence
false
786
31.3
frequent
5
none
none
none
none
0
0.9
0
0
0
na
0
0
false
0
false
0
503
0
0
0
0
0
0
0
0
none
none
maize
0
1
0
0
0
false
false
false
0
0
na
none
false
true
false
0
none
high_burden
85
IRR-ZAM-2022-00085
Zambia
2,022
3.21
semi-commercial
false
558
23.3
rare
7
none
none
none
none
0
3.21
0
0
0
na
0
0
false
0
false
0
624
0
0
0
0
0
0
0
0
none
none
maize
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
86
IRR-TAN-2020-00086
Tanzania
2,020
1.11
semi-commercial
false
1,312
31.4
occasional
4
none
none
none
none
0
1.11
0
0
0
na
0
0
false
0
false
0
639
0
0
0
0
0
0
0
0
none
none
vegetables
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
87
IRR-BUR-2025-00087
Burkina Faso
2,025
2.56
semi-commercial
false
965
21.8
rare
3
none
none
none
none
0
2.56
0
0
0
na
0
0
false
0
false
0
513
0
0
0
0
0
0
0
0
none
none
vegetables
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
88
IRR-KEN-2022-00088
Kenya
2,022
2.43
semi-commercial
false
979
31.9
occasional
2
none
none
none
none
0
2.43
0
0
0
na
0
0
false
0
false
0
404
0
0
0
0
0
0
0
0
none
none
vegetables
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
89
IRR-TAN-2023-00089
Tanzania
2,023
0.64
subsistence
true
997
28.5
frequent
6
surface
lake
diesel
government
0.21
0.42
33.3
11
12
excellent
170
14
true
77
false
602
647
51.5
310
2.08
77.3
87
34.6
29
6
daily
visual
fruits
49.8
2.49
1
1,278
6,017
false
false
false
0
6.1
good
low
false
true
false
1.1
traditional
high_burden
90
IRR-NIG-2019-00090
Nigeria
2,019
2.44
subsistence
false
1,035
15.1
frequent
5
none
none
none
none
0
2.44
0
0
0
na
0
0
false
0
false
0
494
0
0
0
0
0
0
0
0
none
none
cotton
0
1
0
0
0
false
false
false
0
0
na
none
false
true
false
0
none
high_burden
91
IRR-MAL-2022-00091
Mali
2,022
0.77
subsistence
false
813
32.8
occasional
5
none
none
none
none
0
0.77
0
0
0
na
0
0
false
0
false
0
570
0
0
0
0
0
0
0
0
none
none
vegetables
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
92
IRR-TAN-2018-00092
Tanzania
2,018
0.63
subsistence
false
969
24.3
rare
5
none
none
none
none
0
0.63
0
0
0
na
0
0
false
0
false
0
414
0
0
0
0
0
0
0
0
none
none
vegetables
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
93
IRR-GHA-2024-00093
Ghana
2,024
1.7
subsistence
false
919
18.9
occasional
6
none
none
none
none
0
1.7
0
0
0
na
0
0
false
0
false
0
490
0
0
0
0
0
0
0
0
none
none
vegetables
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
94
IRR-MAL-2024-00094
Malawi
2,024
1.56
subsistence
false
1,063
17.6
occasional
4
none
none
none
none
0
1.56
0
0
0
na
0
0
false
0
false
0
478
0
0
0
0
0
0
0
0
none
none
vegetables
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
95
IRR-BUR-2021-00095
Burkina Faso
2,021
0.75
semi-commercial
false
418
16.2
frequent
2
none
none
none
none
0
0.75
0
0
0
na
0
0
false
0
false
0
676
0
0
0
0
0
0
0
0
none
none
fruits
0
1
0
0
0
false
false
false
0
0
na
none
false
true
false
0
none
high_burden
96
IRR-MAL-2019-00096
Mali
2,019
1.43
semi-commercial
false
480
26.2
rare
7
none
none
none
none
0
1.43
0
0
0
na
0
0
false
0
false
0
685
0
0
0
0
0
0
0
0
none
none
maize
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
97
IRR-BUR-2020-00097
Burkina Faso
2,020
1.31
subsistence
false
677
17.6
occasional
4
none
none
none
none
0
1.31
0
0
0
na
0
0
false
0
false
0
588
0
0
0
0
0
0
0
0
none
none
fruits
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
98
IRR-MAL-2021-00098
Malawi
2,021
2.84
semi-commercial
false
1,326
20.1
occasional
7
none
none
none
none
0
2.84
0
0
0
na
0
0
false
0
false
0
501
0
0
0
0
0
0
0
0
none
none
cotton
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
99
IRR-MAL-2019-00099
Mali
2,019
0.44
subsistence
false
1,011
25.4
rare
7
none
none
none
none
0
0.44
0
0
0
na
0
0
false
0
false
0
663
0
0
0
0
0
0
0
0
none
none
vegetables
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden
100
IRR-UGA-2022-00100
Uganda
2,022
0.77
subsistence
false
558
23.5
occasional
4
none
none
none
none
0
0.77
0
0
0
na
0
0
false
0
false
0
679
0
0
0
0
0
0
0
0
none
none
horticulture
0
1
0
0
0
false
false
false
0
0
na
none
false
false
false
0
none
high_burden