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farm_id
stringlengths
11
11
application_date
stringdate
2022-01-01 00:00:00
2025-03-30 00:00:00
type
stringclasses
2 values
product
stringclasses
8 values
dosage_kg_ha
float64
0.5
300
area_ha
float64
0.1
15
cost_ngn
float64
54.1
903k
method
stringclasses
4 values
FARM-015547
2024-05-03
fertilizer
Urea
119.49
2.04
59,180.51
spot
FARM-000840
2023-02-27
fertilizer
NPK_15_15_15
216.06
1.64
64,055.48
foliar_spray
FARM-046984
2024-07-26
pesticide
insecticide
0.63
1.21
921.72
broadcast
FARM-033224
2024-03-02
pesticide
herbicide
3.48
3.89
19,773.78
foliar_spray
FARM-009113
2023-06-27
fertilizer
SSP
78.9
1.35
23,314.76
foliar_spray
FARM-017597
2022-12-28
pesticide
fungicide
3.28
1.77
7,883.55
foliar_spray
FARM-004835
2024-02-29
fertilizer
SSP
35
1.33
11,298.81
broadcast
FARM-031414
2024-06-15
fertilizer
SSP
70.5
1.21
20,967.1
broadcast
FARM-009539
2024-09-27
fertilizer
SSP
101.2
2.73
57,768.81
broadcast
FARM-014601
2023-10-05
pesticide
insecticide
3.3
0.52
2,114.15
broadcast
FARM-022658
2022-11-03
fertilizer
NPK_20_10_10
189.67
0.74
27,516.63
foliar_spray
FARM-044212
2024-02-13
fertilizer
NPK_15_15_15
174.45
4.11
161,425.96
foliar_spray
FARM-009403
2023-11-23
fertilizer
Urea
130.08
1.82
53,328.18
soil_drench
FARM-009535
2024-01-16
fertilizer
SSP
68.05
0.49
6,557.45
soil_drench
FARM-023633
2022-11-19
fertilizer
NPK_12_12_17
155.66
0.41
13,618.53
spot
FARM-015735
2024-02-05
fertilizer
NPK_20_10_10
197.57
2.51
111,865.27
soil_drench
FARM-003806
2023-03-03
fertilizer
NPK_12_12_17
176.41
0.74
30,447.16
spot
FARM-031685
2023-12-18
fertilizer
NPK_20_10_10
140.8
0.9
31,410.62
soil_drench
FARM-005935
2023-08-02
fertilizer
NPK_15_15_15
232.25
1.34
62,657.39
soil_drench
FARM-048045
2023-05-19
fertilizer
Urea
105.79
1.1
23,384.06
broadcast
FARM-016802
2023-05-07
fertilizer
Urea
74.88
2.12
39,449.38
spot
FARM-003840
2023-06-17
fertilizer
Urea
98.75
0.61
13,118.05
soil_drench
FARM-042620
2024-08-23
pesticide
fungicide
2.94
1.14
4,241.08
foliar_spray
FARM-000177
2022-12-25
pesticide
herbicide
4.05
2.83
9,815.59
broadcast
FARM-005712
2025-02-13
fertilizer
NPK_12_12_17
173.44
1.32
42,650.01
soil_drench
FARM-041328
2024-01-06
fertilizer
NPK_20_10_10
167.52
0.88
31,657.81
soil_drench
FARM-008468
2024-11-30
pesticide
fungicide
2.94
1.23
3,468.66
broadcast
FARM-001198
2023-05-28
pesticide
insecticide
3.09
4.52
17,121.86
soil_drench
FARM-045629
2024-01-04
fertilizer
Urea
103.96
3.16
67,223.53
soil_drench
FARM-026046
2024-10-16
fertilizer
Urea
148.32
0.76
24,917.5
broadcast
FARM-013660
2022-11-17
fertilizer
SSP
51.17
2.2
27,540.42
soil_drench
FARM-046580
2022-10-15
fertilizer
SSP
120
0.78
19,852.66
foliar_spray
FARM-025843
2023-11-01
fertilizer
Urea
128.47
5.69
140,422.51
broadcast
FARM-034616
2022-05-22
pesticide
insecticide
3.67
0.29
942.66
foliar_spray
FARM-009093
2022-03-20
fertilizer
Urea
115.4
0.27
5,905.2
foliar_spray
FARM-030595
2024-06-10
fertilizer
SSP
120
0.69
16,003.14
broadcast
FARM-017019
2023-03-26
fertilizer
NPK_12_12_17
170.94
2.88
101,054.9
foliar_spray
FARM-023733
2022-05-24
pesticide
fungicide
1.38
1.51
1,974.45
broadcast
FARM-041233
2023-02-15
pesticide
fungicide
3.76
1.23
6,711.28
spot
FARM-022924
2023-05-17
pesticide
insecticide
3.25
1.43
5,346.07
soil_drench
FARM-039163
2023-07-31
pesticide
insecticide
1.53
0.54
1,229.53
broadcast
FARM-003022
2022-07-10
fertilizer
NPK_12_12_17
115.97
6.32
162,708.38
broadcast
FARM-029014
2022-03-15
pesticide
fungicide
3.66
7.9
41,442.03
broadcast
FARM-043497
2022-12-08
pesticide
herbicide
2.67
2.76
10,562.9
soil_drench
FARM-029593
2023-10-24
fertilizer
SSP
111.55
4.32
113,732.55
foliar_spray
FARM-017928
2022-07-09
fertilizer
NPK_12_12_17
147.81
2.56
85,811.3
spot
FARM-045915
2024-03-23
pesticide
fungicide
2.71
3
11,327.59
foliar_spray
FARM-009924
2022-03-18
fertilizer
Urea
85.79
0.54
10,954.63
foliar_spray
FARM-023771
2023-04-12
pesticide
insecticide
2.53
0.28
1,049.8
foliar_spray
FARM-041889
2023-07-22
pesticide
fungicide
1.84
1.1
2,840.7
broadcast
FARM-010622
2024-05-27
fertilizer
NPK_12_12_17
133.41
0.58
17,693.29
soil_drench
FARM-030996
2023-11-26
pesticide
herbicide
2.52
1.28
4,662.65
spot
FARM-008949
2024-12-12
pesticide
insecticide
2.22
1.37
2,644.3
broadcast
FARM-028346
2024-12-28
fertilizer
Urea
104.33
1.04
22,254.86
soil_drench
FARM-016983
2022-07-18
fertilizer
NPK_20_10_10
218.37
1.3
56,352.24
spot
FARM-003938
2022-07-11
fertilizer
NPK_15_15_15
180.66
4.72
161,786.25
broadcast
FARM-029169
2022-01-09
fertilizer
NPK_20_10_10
214.68
3.35
172,723.76
spot
FARM-024938
2022-03-28
fertilizer
SSP
77.51
1.06
17,668.2
broadcast
FARM-022121
2023-01-28
fertilizer
SSP
85.33
1.2
23,238.86
foliar_spray
FARM-023190
2023-02-14
pesticide
herbicide
2.95
1.96
6,607.33
spot
FARM-029987
2024-03-30
pesticide
fungicide
0.98
1.95
1,685.92
foliar_spray
FARM-003724
2022-11-13
fertilizer
NPK_20_10_10
207.86
1.97
78,863.91
soil_drench
FARM-014032
2022-10-23
fertilizer
Urea
105.32
2.38
60,085.92
foliar_spray
FARM-035529
2025-02-22
fertilizer
NPK_20_10_10
225.07
0.41
20,113.15
spot
FARM-006606
2024-07-29
fertilizer
NPK_12_12_17
175.84
1.31
54,339.29
soil_drench
FARM-000227
2023-07-02
fertilizer
NPK_15_15_15
224.08
1.22
65,022.34
foliar_spray
FARM-039160
2022-11-03
fertilizer
NPK_12_12_17
70
2.08
34,923.85
broadcast
FARM-032170
2024-10-15
fertilizer
NPK_15_15_15
212.41
1.47
71,043.58
spot
FARM-048624
2024-12-06
fertilizer
NPK_15_15_15
187.93
7.67
341,281.17
soil_drench
FARM-002122
2025-01-27
fertilizer
NPK_12_12_17
112.8
2.16
45,408.76
spot
FARM-010032
2022-04-25
fertilizer
SSP
48.33
1.93
22,292.07
spot
FARM-040277
2024-03-06
fertilizer
NPK_12_12_17
122.4
2.54
62,910.11
foliar_spray
FARM-030547
2022-09-19
pesticide
herbicide
2.83
0.15
488.57
spot
FARM-041448
2022-12-13
fertilizer
Urea
77.33
1.18
18,718.04
soil_drench
FARM-024003
2023-10-07
pesticide
fungicide
1.35
2.94
4,310.04
broadcast
FARM-040132
2022-02-18
fertilizer
NPK_20_10_10
222.53
0.79
44,000.43
spot
FARM-012349
2022-10-23
fertilizer
NPK_12_12_17
165.22
0.64
25,697.44
foliar_spray
FARM-006150
2022-08-09
fertilizer
NPK_12_12_17
129.76
1.92
55,207.62
soil_drench
FARM-045720
2022-12-10
fertilizer
NPK_15_15_15
250.19
2.45
120,463.61
spot
FARM-013089
2025-01-30
fertilizer
Urea
77.61
2.48
38,928.96
broadcast
FARM-011834
2024-03-11
fertilizer
NPK_15_15_15
180.93
1.29
54,547.2
soil_drench
FARM-033849
2024-12-10
pesticide
herbicide
3.21
1.06
3,571.69
spot
FARM-037385
2022-08-17
pesticide
herbicide
1.85
0.54
1,148.38
soil_drench
FARM-019901
2024-08-17
fertilizer
SSP
82.04
1.52
27,720.26
spot
FARM-010689
2022-10-24
fertilizer
NPK_12_12_17
142.47
1.59
49,992.99
spot
FARM-011199
2024-12-27
pesticide
herbicide
3.97
1.07
5,471.82
spot
FARM-005741
2025-03-08
fertilizer
NPK_12_12_17
188.8
1.69
76,627.26
foliar_spray
FARM-046542
2022-04-15
pesticide
herbicide
1.69
2.58
4,601.24
soil_drench
FARM-005940
2024-06-22
fertilizer
NPK_12_12_17
82.55
0.7
14,330.17
broadcast
FARM-002338
2022-03-07
fertilizer
NPK_20_10_10
198.05
1.08
51,020.63
spot
FARM-036130
2023-12-27
fertilizer
SSP
110.08
1.2
31,231.78
soil_drench
FARM-009106
2024-03-17
fertilizer
Urea
59.84
2.71
31,048.59
soil_drench
FARM-022637
2023-09-02
fertilizer
NPK_15_15_15
207.28
0.89
34,588.91
spot
FARM-005616
2024-04-12
fertilizer
NPK_15_15_15
212.44
0.85
32,751.01
soil_drench
FARM-003648
2025-02-19
fertilizer
Urea
81.94
1.27
25,050.86
broadcast
FARM-045265
2022-08-04
pesticide
insecticide
2.89
0.6
2,162.06
spot
FARM-027757
2022-01-24
fertilizer
NPK_12_12_17
164.11
7.16
244,332.11
spot
FARM-039623
2023-04-17
fertilizer
NPK_20_10_10
129.74
0.61
19,087.74
spot
FARM-015140
2024-07-29
pesticide
fungicide
3.6
1.02
4,163.55
broadcast
FARM-007068
2023-03-02
fertilizer
NPK_12_12_17
148.57
0.74
25,945.22
spot
End of preview. Expand in Data Studio

Africa Synth Agriculture Fertilizer Pesticide Application Nigeria | Africa (Electric Sheep Africa metadata inventory)

Size category: 100K<n<1M - Formats: parquet - Sector: agriculture_food - Engineered by Electric Sheep Africa

size sector downloads license

TL;DR

This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.

What This Dataset Covers

Public datasets help analysts inspect structured evidence, build reproducible workflows, and compare patterns across domains.

Dataset context from the existing Hugging Face card: ⚠️ Synthetic dataset — Parameterized from published SSA literature, not real observations. Not suitable for empirical analysis or policy inference. Nigeria Agriculture – Fertilizer & Pesticide Application Dataset Description Input applications: type, product, dosage, area, cost, method. Category: Crop Production & YieldsRows: 160,000Format: CSV, ParquetLicense: MITSynthetic: Yes (generated using reference data from FAO, NBS, NiMet, FMARD) Dataset Structure… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-agriculture-fertilizer-pesticide-application-nigeria.

Dataset Profile

Field Value
Hugging Face repo electricsheepafrica/africa-synth-agriculture-fertilizer-pesticide-application-nigeria
Sector agriculture_food
Topic tags nigeria, agriculture, food-systems, synthetic, crop-production-and-yields
Modalities tabular, text
Formats parquet
Size category 100K<n<1M
Countries Nigeria
ISO3 coverage NGA
Last modified on HF 2026-04-14 22:22:14+00:00
Inventory snapshot 2026-07-16T16:00:34Z

How To Read This Dataset

  • Start from the repository files and the dataset viewer when available.
  • Treat the README context as a fast orientation layer; confirm variable definitions and units in the data files before modeling.
  • Use explicit country columns when present. When geography is only implied by the title or source metadata, document that assumption in downstream analysis.
  • Preserve missing values until you have a defensible imputation rule.

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-synth-agriculture-fertilizer-pesticide-application-nigeria")
print(ds)

split_name = next(iter(ds))
table = ds[split_name]
print(table.features)
print(table[:3])

Convert To Pandas When Tabular

from datasets import Dataset

first_split = ds[next(iter(ds))]
if isinstance(first_split, Dataset):
    df = first_split.to_pandas()
    print(df.head())

Data Quality Notes

  • This card was standardized from the Electric Sheep Africa Hugging Face metadata inventory.
  • Exact schema, row counts, and source files should be inspected in the repository data files.
  • Metadata gaps from the inventory: upstream_publisher, language.
  • Do not infer policy meaning from labels alone; confirm definitions, units, and methods in the source material.

Source And Provenance

Suggested Analyses

  • Inspect schema and missingness before modeling.
  • Profile variables by geography, time, and subgroup columns where present.
  • Join with other Electric Sheep Africa datasets using explicit country, year, and indicator fields when available.
  • Build reproducible notebooks that cite both the original source context and the Electric Sheep Africa Hugging Face repo.

Citation

@misc{electric_sheep_africa_africa_synth_agriculture_fertilizer_pesticide_application_nigeria_2026,
  title        = {Africa Synth Agriculture Fertilizer Pesticide Application Nigeria | Africa (Electric Sheep Africa metadata inventory)},
  author       = {Public dataset metadata},
  year         = {2026},
  url          = {https://huggingface.co/datasets/electricsheepafrica/africa-synth-agriculture-fertilizer-pesticide-application-nigeria},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-synth-agriculture-fertilizer-pesticide-application-nigeria}}
}

License

Released under mit.

Original source rights remain with the original publisher or data provider. Electric Sheep Africa engineering standardizes discovery metadata, documentation, and usage guidance for analysis on Hugging Face.

About Electric Sheep Africa

Electric Sheep Africa publishes ML-ready African public datasets on Hugging Face.


Provenance: metadata-backed README standardized 2026-08-12 by the Electric Sheep Africa README system. Inventory source: catalog/esa_metadata_inventory/master_metadata.jsonl.

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