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
4,601
IRR-UGA-2023-04601
Uganda
2,023
2.63
commercial
true
693
27.7
occasional
2
manual
river
solar
government
1.96
0.67
74.6
75
12
good
392
44
false
0
false
546
661
62.7
342
1.69
71.8
60.7
27.3
0
157
as_needed
soil_moisture
vegetables
45.1
2.29
2
10,714
5,462
true
true
true
0
13.9
good
low
true
false
false
0.7
traditional
moderate_burden
4,602
IRR-BUR-2024-04602
Burkina Faso
2,024
0.67
subsistence
false
425
18.2
rare
5
none
none
none
none
0
0.67
0
0
0
na
0
0
false
0
false
0
646
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
moderate_burden
4,603
IRR-KEN-2025-04603
Kenya
2,025
1.35
subsistence
false
1,221
17.8
rare
4
none
none
none
none
0
1.35
0
0
0
na
0
0
false
0
false
0
480
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
moderate_burden
4,604
IRR-MAL-2024-04604
Malawi
2,024
3
semi-commercial
false
1,009
18.6
occasional
3
none
none
none
none
0
3
0
0
0
na
0
0
false
0
false
0
550
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
moderate_burden
4,605
IRR-TAN-2025-04605
Tanzania
2,025
1.02
semi-commercial
false
789
29.8
occasional
7
none
none
none
none
0
1.02
0
0
0
na
0
0
false
0
false
0
581
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
moderate_burden
4,606
IRR-MAL-2025-04606
Mali
2,025
1.17
semi-commercial
false
784
34.9
rare
2
none
none
none
none
0
1.17
0
0
0
na
0
0
false
0
false
0
542
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
moderate_burden
4,607
IRR-ZAM-2022-04607
Zambia
2,022
0.53
subsistence
false
1,302
23.3
frequent
4
none
none
none
none
0
0.53
0
0
0
na
0
0
false
0
false
0
614
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
moderate_burden
4,608
IRR-KEN-2023-04608
Kenya
2,023
1.3
subsistence
false
730
15.6
rare
4
none
none
none
none
0
1.3
0
0
0
na
0
0
false
0
false
0
406
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
moderate_burden
4,609
IRR-MAL-2021-04609
Malawi
2,021
2.83
subsistence
false
857
17.9
occasional
3
none
none
none
none
0
2.83
0
0
0
na
0
0
false
0
false
0
426
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
moderate_burden
4,610
IRR-ZAM-2018-04610
Zambia
2,018
1.02
semi-commercial
true
968
21
occasional
7
sprinkler
river
diesel
individual
0.78
0.25
75.8
36
2
excellent
1,165
151
false
0
false
608
460
79.6
484
1.26
82.2
87.4
57.1
91
16
weekly
calendar
rice
44.1
1.21
3
4,726
6,082
false
false
false
0
18.4
good
medium
false
false
false
5.2
modern
moderate_burden
4,611
IRR-TAN-2021-04611
Tanzania
2,021
0.92
subsistence
false
1,468
27.2
frequent
3
none
none
none
none
0
0.92
0
0
0
na
0
0
false
0
false
0
422
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
moderate_burden
4,612
IRR-ETH-2018-04612
Ethiopia
2,018
0.6
semi-commercial
false
841
21.9
frequent
3
none
none
none
none
0
0.6
0
0
0
na
0
0
false
0
false
0
400
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
moderate_burden
4,613
IRR-TAN-2022-04613
Tanzania
2,022
1.57
semi-commercial
false
1,098
31.9
occasional
7
none
none
none
none
0
1.57
0
0
0
na
0
0
false
0
false
0
631
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
moderate_burden
4,614
IRR-KEN-2023-04614
Kenya
2,023
2.39
semi-commercial
false
886
29.1
frequent
4
none
none
none
none
0
2.39
0
0
0
na
0
0
false
0
false
0
401
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
moderate_burden
4,615
IRR-UGA-2020-04615
Uganda
2,020
1.79
semi-commercial
false
994
15.2
occasional
4
none
none
none
none
0
1.79
0
0
0
na
0
0
false
0
false
0
406
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
moderate_burden
4,616
IRR-MAL-2025-04616
Mali
2,025
1.83
semi-commercial
false
1,118
27.2
occasional
7
none
none
none
none
0
1.83
0
0
0
na
0
0
false
0
false
0
619
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
moderate_burden
4,617
IRR-NIG-2019-04617
Nigeria
2,019
1.66
subsistence
false
787
26.7
frequent
7
none
none
none
none
0
1.66
0
0
0
na
0
0
false
0
false
0
518
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
moderate_burden
4,618
IRR-MAL-2021-04618
Malawi
2,021
1.2
semi-commercial
false
847
22.9
occasional
7
none
none
none
none
0
1.2
0
0
0
na
0
0
false
0
false
0
657
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
moderate_burden
4,619
IRR-BUR-2020-04619
Burkina Faso
2,020
1.41
semi-commercial
false
611
28.7
occasional
7
none
none
none
none
0
1.41
0
0
0
na
0
0
false
0
false
0
543
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
moderate_burden
4,620
IRR-BUR-2019-04620
Burkina Faso
2,019
2.27
semi-commercial
false
783
26.5
rare
2
none
none
none
none
0
2.27
0
0
0
na
0
0
false
0
false
0
553
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
moderate_burden
4,621
IRR-ZAM-2021-04621
Zambia
2,021
0.8
semi-commercial
true
708
20.6
occasional
4
drip
reservoir
electric
shared
0.28
0.53
34.4
11
13
good
690
71
false
0
false
719
568
77.2
555
1.51
84.5
93.1
60.8
15
4
weekly
calendar
fruits
52
1.94
1
1,983
7,191
false
false
false
0
23.5
good
high
false
false
true
3.3
modern
moderate_burden
4,622
IRR-MAL-2023-04622
Mali
2,023
1.83
subsistence
false
408
32.6
frequent
3
none
none
none
none
0
1.83
0
0
0
na
0
0
false
0
false
0
531
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
moderate_burden
4,623
IRR-NIG-2023-04623
Nigeria
2,023
2.04
semi-commercial
false
1,288
22.7
frequent
5
none
none
none
none
0
2.04
0
0
0
na
0
0
false
0
false
0
600
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
moderate_burden
4,624
IRR-BUR-2019-04624
Burkina Faso
2,019
0.52
subsistence
false
780
18.7
occasional
7
none
none
none
none
0
0.52
0
0
0
na
0
0
false
0
false
0
491
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
moderate_burden
4,625
IRR-KEN-2019-04625
Kenya
2,019
2.28
semi-commercial
false
937
27.1
frequent
2
none
none
none
none
0
2.28
0
0
0
na
0
0
false
0
false
0
406
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
moderate_burden
4,626
IRR-TAN-2019-04626
Tanzania
2,019
0.65
semi-commercial
false
1,106
15.5
occasional
6
none
none
none
none
0
0.65
0
0
0
na
0
0
false
0
false
0
458
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
moderate_burden
4,627
IRR-MAL-2022-04627
Malawi
2,022
4.91
semi-commercial
false
1,127
21.7
frequent
4
none
none
none
none
0
4.91
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
true
false
0
none
moderate_burden
4,628
IRR-MAL-2025-04628
Mali
2,025
0.86
semi-commercial
false
649
25.7
occasional
5
none
none
none
none
0
0.86
0
0
0
na
0
0
false
0
false
0
505
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
moderate_burden
4,629
IRR-UGA-2025-04629
Uganda
2,025
0.5
subsistence
false
489
31.2
frequent
7
none
none
none
none
0
0.5
0
0
0
na
0
0
false
0
false
0
477
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
moderate_burden
4,630
IRR-GHA-2020-04630
Ghana
2,020
0.39
semi-commercial
false
647
26.5
frequent
7
none
none
none
none
0
0.39
0
0
0
na
0
0
false
0
false
0
481
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
moderate_burden
4,631
IRR-ETH-2020-04631
Ethiopia
2,020
2.35
subsistence
false
830
18.8
rare
2
none
none
none
none
0
2.35
0
0
0
na
0
0
false
0
false
0
677
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
moderate_burden
4,632
IRR-UGA-2019-04632
Uganda
2,019
0.49
subsistence
false
638
29.8
frequent
3
none
none
none
none
0
0.49
0
0
0
na
0
0
false
0
false
0
452
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
moderate_burden
4,633
IRR-TAN-2023-04633
Tanzania
2,023
0.79
subsistence
false
991
16.4
frequent
5
none
none
none
none
0
0.79
0
0
0
na
0
0
false
0
false
0
555
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
moderate_burden
4,634
IRR-ZAM-2021-04634
Zambia
2,021
2.81
subsistence
false
1,345
17.8
rare
7
none
none
none
none
0
2.81
0
0
0
na
0
0
false
0
false
0
532
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
moderate_burden
4,635
IRR-GHA-2019-04635
Ghana
2,019
0.36
semi-commercial
false
1,238
31.5
rare
5
none
none
none
none
0
0.36
0
0
0
na
0
0
false
0
false
0
616
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
moderate_burden
4,636
IRR-ZAM-2019-04636
Zambia
2,019
1.49
subsistence
true
1,086
16.1
occasional
3
flood
groundwater
diesel
private_company
1.16
0.33
77.9
62
10
fair
464
48
false
0
false
459
425
39.8
183
2.48
85.3
68.8
23.4
145
46
as_needed
calendar
horticulture
28.6
2.22
2
5,325
4,589
false
false
false
75.6
9.5
poor
low
true
false
false
2.2
traditional
moderate_burden
4,637
IRR-NIG-2022-04637
Nigeria
2,022
2
subsistence
false
1,217
33.2
rare
7
none
none
none
none
0
2
0
0
0
na
0
0
false
0
false
0
579
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
moderate_burden
4,638
IRR-ZAM-2024-04638
Zambia
2,024
1.39
subsistence
true
679
15.6
frequent
7
flood
river
solar
shared
1.35
0.05
96.6
73
7
poor
539
66
true
169
false
681
404
49.3
335
1.07
93.7
64.7
29.9
0
54
weekly
visual
vegetables
34.5
2.42
2
9,165
6,807
false
false
false
0
23.6
poor
low
true
true
false
2.2
traditional
moderate_burden
4,639
IRR-UGA-2019-04639
Uganda
2,019
3.18
subsistence
false
1,158
24.8
rare
2
none
none
none
none
0
3.18
0
0
0
na
0
0
false
0
false
0
560
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
moderate_burden
4,640
IRR-MAL-2021-04640
Malawi
2,021
0.91
commercial
false
759
27.7
occasional
7
none
none
none
none
0
0.91
0
0
0
na
0
0
false
0
false
0
632
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
moderate_burden
4,641
IRR-MAL-2023-04641
Mali
2,023
0.61
semi-commercial
false
1,381
32.2
rare
5
none
none
none
none
0
0.61
0
0
0
na
0
0
false
0
false
0
573
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
moderate_burden
4,642
IRR-NIG-2023-04642
Nigeria
2,023
0.43
semi-commercial
false
945
27.6
occasional
2
none
none
none
none
0
0.43
0
0
0
na
0
0
false
0
false
0
493
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
moderate_burden
4,643
IRR-MAL-2025-04643
Malawi
2,025
1.27
subsistence
false
585
28.2
rare
6
none
none
none
none
0
1.27
0
0
0
na
0
0
false
0
false
0
651
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
moderate_burden
4,644
IRR-NIG-2023-04644
Nigeria
2,023
1.34
semi-commercial
false
1,256
21.6
frequent
6
none
none
none
none
0
1.34
0
0
0
na
0
0
false
0
false
0
413
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
moderate_burden
4,645
IRR-MAL-2022-04645
Mali
2,022
1
subsistence
false
846
31.6
frequent
6
none
none
none
none
0
1
0
0
0
na
0
0
false
0
false
0
446
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
moderate_burden
4,646
IRR-ETH-2022-04646
Ethiopia
2,022
1.08
semi-commercial
false
1,065
30.9
frequent
4
none
none
none
none
0
1.08
0
0
0
na
0
0
false
0
false
0
566
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
moderate_burden
4,647
IRR-ZAM-2020-04647
Zambia
2,020
1.04
semi-commercial
false
744
33.6
frequent
3
none
none
none
none
0
1.04
0
0
0
na
0
0
false
0
false
0
517
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
moderate_burden
4,648
IRR-KEN-2020-04648
Kenya
2,020
0.67
subsistence
false
964
21.7
rare
7
none
none
none
none
0
0.67
0
0
0
na
0
0
false
0
false
0
683
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
moderate_burden
4,649
IRR-KEN-2020-04649
Kenya
2,020
4.01
subsistence
false
907
19.6
rare
4
none
none
none
none
0
4.01
0
0
0
na
0
0
false
0
false
0
664
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
moderate_burden
4,650
IRR-MAL-2025-04650
Mali
2,025
1.18
semi-commercial
false
1,023
34.1
rare
6
none
none
none
none
0
1.18
0
0
0
na
0
0
false
0
false
0
624
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
moderate_burden
4,651
IRR-ETH-2024-04651
Ethiopia
2,024
0.82
commercial
false
734
25.5
occasional
7
none
none
none
none
0
0.82
0
0
0
na
0
0
false
0
false
0
407
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
moderate_burden
4,652
IRR-MAL-2018-04652
Malawi
2,018
0.39
subsistence
false
846
34.4
occasional
3
none
none
none
none
0
0.39
0
0
0
na
0
0
false
0
false
0
558
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
moderate_burden
4,653
IRR-ETH-2025-04653
Ethiopia
2,025
1.29
subsistence
false
889
30.2
rare
4
none
none
none
none
0
1.29
0
0
0
na
0
0
false
0
false
0
479
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
moderate_burden
4,654
IRR-KEN-2019-04654
Kenya
2,019
0.84
subsistence
false
400
32.2
rare
4
none
none
none
none
0
0.84
0
0
0
na
0
0
false
0
false
0
458
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
moderate_burden
4,655
IRR-TAN-2022-04655
Tanzania
2,022
1.01
semi-commercial
false
1,355
18.3
occasional
6
none
none
none
none
0
1.01
0
0
0
na
0
0
false
0
false
0
632
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
moderate_burden
4,656
IRR-GHA-2023-04656
Ghana
2,023
3.15
semi-commercial
false
635
26
frequent
6
none
none
none
none
0
3.15
0
0
0
na
0
0
false
0
false
0
500
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
moderate_burden
4,657
IRR-UGA-2023-04657
Uganda
2,023
0.53
subsistence
false
684
23.9
rare
7
none
none
none
none
0
0.53
0
0
0
na
0
0
false
0
false
0
524
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
moderate_burden
4,658
IRR-UGA-2020-04658
Uganda
2,020
3.71
commercial
false
506
21.1
rare
2
none
none
none
none
0
3.71
0
0
0
na
0
0
false
0
false
0
566
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
moderate_burden
4,659
IRR-BUR-2024-04659
Burkina Faso
2,024
3.54
subsistence
false
773
28.5
rare
5
none
none
none
none
0
3.54
0
0
0
na
0
0
false
0
false
0
422
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
moderate_burden
4,660
IRR-KEN-2021-04660
Kenya
2,021
0.43
semi-commercial
false
1,024
24.7
rare
5
none
none
none
none
0
0.43
0
0
0
na
0
0
false
0
false
0
575
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
moderate_burden
4,661
IRR-UGA-2022-04661
Uganda
2,022
0.67
semi-commercial
true
934
34.2
occasional
6
sprinkler
river
solar
shared
0.37
0.29
56
14
8
poor
559
40
true
196
false
400
613
70.1
280
2.08
72.6
74.1
37.7
0
7
biweekly
visual
fruits
44.7
2.5
1
1,491
4,001
false
true
false
0
6.8
poor
medium
true
false
false
3.8
modern
moderate_burden
4,662
IRR-ETH-2021-04662
Ethiopia
2,021
0.2
commercial
false
1,388
26.3
rare
5
none
none
none
none
0
0.2
0
0
0
na
0
0
false
0
false
0
581
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
moderate_burden
4,663
IRR-BUR-2023-04663
Burkina Faso
2,023
0.66
subsistence
false
868
26.4
occasional
7
none
none
none
none
0
0.66
0
0
0
na
0
0
false
0
false
0
552
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
moderate_burden
4,664
IRR-BUR-2019-04664
Burkina Faso
2,019
2.54
semi-commercial
false
694
27.3
occasional
6
none
none
none
none
0
2.54
0
0
0
na
0
0
false
0
false
0
693
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
moderate_burden
4,665
IRR-NIG-2025-04665
Nigeria
2,025
2.22
semi-commercial
false
1,373
28.5
occasional
5
none
none
none
none
0
2.22
0
0
0
na
0
0
false
0
false
0
643
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
moderate_burden
4,666
IRR-ETH-2022-04666
Ethiopia
2,022
2.21
semi-commercial
true
1,012
33.4
frequent
6
flood
reservoir
diesel
individual
1.02
1.19
46.1
37
9
fair
407
27
false
0
false
412
651
46.1
190
1.39
70.8
72
23.5
305
41
biweekly
visual
horticulture
23.8
1.94
2
4,194
4,123
false
false
false
0
8.5
poor
low
false
true
false
1.6
traditional
moderate_burden
4,667
IRR-ETH-2023-04667
Ethiopia
2,023
0.78
semi-commercial
false
431
30
occasional
2
none
none
none
none
0
0.78
0
0
0
na
0
0
false
0
false
0
538
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
moderate_burden
4,668
IRR-MAL-2022-04668
Mali
2,022
1.12
subsistence
false
905
32.5
rare
4
none
none
none
none
0
1.12
0
0
0
na
0
0
false
0
false
0
677
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
moderate_burden
4,669
IRR-ETH-2025-04669
Ethiopia
2,025
0.66
semi-commercial
false
766
25.6
rare
3
none
none
none
none
0
0.66
0
0
0
na
0
0
false
0
false
0
404
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
moderate_burden
4,670
IRR-NIG-2019-04670
Nigeria
2,019
0.61
semi-commercial
false
959
21.2
frequent
6
none
none
none
none
0
0.61
0
0
0
na
0
0
false
0
false
0
666
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
moderate_burden
4,671
IRR-GHA-2023-04671
Ghana
2,023
2.31
subsistence
false
1,004
20
occasional
6
none
none
none
none
0
2.31
0
0
0
na
0
0
false
0
false
0
610
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
moderate_burden
4,672
IRR-TAN-2021-04672
Tanzania
2,021
1.72
subsistence
false
1,157
21.7
frequent
5
none
none
none
none
0
1.72
0
0
0
na
0
0
false
0
false
0
410
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
moderate_burden
4,673
IRR-NIG-2018-04673
Nigeria
2,018
2.26
semi-commercial
false
782
22.3
occasional
7
none
none
none
none
0
2.26
0
0
0
na
0
0
false
0
false
0
495
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
moderate_burden
4,674
IRR-ZAM-2025-04674
Zambia
2,025
0.57
semi-commercial
true
913
24.6
occasional
6
sprinkler
groundwater
electric
individual
0.49
0.07
87
29
13
good
740
67
false
0
false
408
686
71.9
293
1.79
70.7
84.2
42.8
55
10
daily
calendar
rice
36.5
1.42
1
2,013
4,080
false
false
true
5.6
3
good
medium
false
false
true
7.2
modern
moderate_burden
4,675
IRR-NIG-2021-04675
Nigeria
2,021
0.63
subsistence
false
1,298
34
occasional
6
none
none
none
none
0
0.63
0
0
0
na
0
0
false
0
false
0
580
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
moderate_burden
4,676
IRR-BUR-2025-04676
Burkina Faso
2,025
1.38
subsistence
true
962
35
rare
7
center_pivot
rainwater_harvesting
gravity
shared
0.52
0.86
37.8
27
18
good
2,602
332
false
0
false
373
483
84.3
314
1.74
92.9
88.2
69.1
0
5
weekly
visual
vegetables
28.1
2.41
1
1,941
3,729
true
false
false
0
0
good
high
false
false
false
13.4
traditional
moderate_burden
4,677
IRR-GHA-2025-04677
Ghana
2,025
2.23
subsistence
false
901
22.3
occasional
2
none
none
none
none
0
2.23
0
0
0
na
0
0
false
0
false
0
697
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
moderate_burden
4,678
IRR-BUR-2021-04678
Burkina Faso
2,021
0.77
subsistence
false
739
16.1
occasional
4
none
none
none
none
0
0.77
0
0
0
na
0
0
false
0
false
0
457
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
moderate_burden
4,679
IRR-KEN-2020-04679
Kenya
2,020
2.14
semi-commercial
false
1,037
28.2
occasional
3
none
none
none
none
0
2.14
0
0
0
na
0
0
false
0
false
0
434
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
moderate_burden
4,680
IRR-BUR-2018-04680
Burkina Faso
2,018
0.39
subsistence
false
647
34.5
rare
2
none
none
none
none
0
0.39
0
0
0
na
0
0
false
0
false
0
419
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
moderate_burden
4,681
IRR-ETH-2018-04681
Ethiopia
2,018
0.63
subsistence
false
678
18.7
rare
5
none
none
none
none
0
0.63
0
0
0
na
0
0
false
0
false
0
589
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
moderate_burden
4,682
IRR-UGA-2024-04682
Uganda
2,024
1.75
subsistence
true
959
30.6
frequent
2
flood
lake
diesel
government
0.98
0.78
55.8
47
18
excellent
391
37
false
0
true
507
487
49.2
249
1.48
92.4
71
32.3
291
39
daily
visual
fruits
43.6
2.22
2
4,953
5,068
false
false
false
0
21.2
good
low
false
true
false
1
traditional
moderate_burden
4,683
IRR-GHA-2025-04683
Ghana
2,025
1.62
semi-commercial
true
955
33.1
frequent
2
sprinkler
reservoir
electric
individual
0.69
0.93
42.5
37
3
good
1,031
129
true
402
true
551
438
69
380
2.36
86.5
74.5
44.5
78
14
weekly
weather_based
vegetables
42.7
1.55
2
3,786
5,508
false
false
false
0
13.2
good
medium
true
true
true
3
modern
moderate_burden
4,684
IRR-NIG-2020-04684
Nigeria
2,020
1.71
subsistence
false
969
32.8
occasional
6
none
none
none
none
0
1.71
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
false
false
0
none
moderate_burden
4,685
IRR-MAL-2018-04685
Mali
2,018
1.03
semi-commercial
false
700
22.4
occasional
6
none
none
none
none
0
1.03
0
0
0
na
0
0
false
0
false
0
491
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
moderate_burden
4,686
IRR-TAN-2018-04686
Tanzania
2,018
1.05
subsistence
false
467
33.5
occasional
5
none
none
none
none
0
1.05
0
0
0
na
0
0
false
0
false
0
456
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
moderate_burden
4,687
IRR-KEN-2022-04687
Kenya
2,022
1.51
semi-commercial
false
923
20.8
occasional
2
none
none
none
none
0
1.51
0
0
0
na
0
0
false
0
false
0
674
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
moderate_burden
4,688
IRR-NIG-2019-04688
Nigeria
2,019
0.82
semi-commercial
false
1,140
27.1
rare
2
none
none
none
none
0
0.82
0
0
0
na
0
0
false
0
false
0
442
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
moderate_burden
4,689
IRR-MAL-2025-04689
Malawi
2,025
1.04
subsistence
false
775
27.7
occasional
3
none
none
none
none
0
1.04
0
0
0
na
0
0
false
0
false
0
569
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
moderate_burden
4,690
IRR-ETH-2025-04690
Ethiopia
2,025
3.92
subsistence
false
1,202
23.5
occasional
7
none
none
none
none
0
3.92
0
0
0
na
0
0
false
0
false
0
458
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
moderate_burden
4,691
IRR-KEN-2021-04691
Kenya
2,021
2.31
subsistence
false
966
20.3
occasional
7
none
none
none
none
0
2.31
0
0
0
na
0
0
false
0
false
0
462
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
moderate_burden
4,692
IRR-MAL-2019-04692
Malawi
2,019
0.6
semi-commercial
false
914
23.6
occasional
6
none
none
none
none
0
0.6
0
0
0
na
0
0
false
0
false
0
489
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
moderate_burden
4,693
IRR-NIG-2022-04693
Nigeria
2,022
0.62
semi-commercial
false
846
21.9
occasional
7
none
none
none
none
0
0.62
0
0
0
na
0
0
false
0
false
0
511
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
moderate_burden
4,694
IRR-KEN-2025-04694
Kenya
2,025
0.93
subsistence
true
756
33.5
rare
7
drip
river
electric
individual
0.51
0.43
54.4
17
1
good
1,272
171
true
453
false
312
487
91.8
286
1.07
87.6
95
76.4
31
8
weekly
weather_based
rice
40.2
2.04
2
1,585
3,117
false
false
false
0
21.7
good
high
false
false
false
6.8
modern
moderate_burden
4,695
IRR-GHA-2020-04695
Ghana
2,020
0.43
commercial
false
1,064
31.1
occasional
7
none
none
none
none
0
0.43
0
0
0
na
0
0
false
0
false
0
466
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
moderate_burden
4,696
IRR-BUR-2022-04696
Burkina Faso
2,022
1.75
commercial
false
824
27.2
occasional
5
none
none
none
none
0
1.75
0
0
0
na
0
0
false
0
false
0
543
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
moderate_burden
4,697
IRR-ZAM-2025-04697
Zambia
2,025
0.64
subsistence
false
1,393
15.9
occasional
3
none
none
none
none
0
0.64
0
0
0
na
0
0
false
0
false
0
452
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
moderate_burden
4,698
IRR-ZAM-2019-04698
Zambia
2,019
0.43
semi-commercial
false
1,083
25.1
rare
4
none
none
none
none
0
0.43
0
0
0
na
0
0
false
0
false
0
479
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
moderate_burden
4,699
IRR-ZAM-2019-04699
Zambia
2,019
7.5
subsistence
true
564
27.4
rare
7
sprinkler
rainwater_harvesting
wind
government
6.79
0.71
90.5
348
2
fair
10,183
1,457
true
5,212
true
485
636
76
369
1.08
84.8
88.4
57
0
136
biweekly
calendar
vegetables
57.8
2.47
3
32,951
4,854
false
false
false
0
0
poor
medium
true
false
false
4.7
modern
moderate_burden
4,700
IRR-KEN-2019-04700
Kenya
2,019
1.42
subsistence
false
810
33.9
rare
7
none
none
none
none
0
1.42
0
0
0
na
0
0
false
0
false
0
651
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
moderate_burden