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County
stringclasses
20 values
Year
int64
2.01k
2.03k
Month
int64
1
12
Rainfall_mm
float64
20
981
Average_Temperature_C
float64
4.69
40.3
Humidity_Percent
float64
31.6
107
Soil_Type
stringclasses
10 values
Soil_pH
float64
4.24
8.06
Soil_Organic_Matter_Percent
float64
-0.97
7.98
Hass_Avocado_Yield_Tonnes_Per_Hectare
float64
2.83
15.4
Altitude_m
float64
900
2.8k
Slope_Degrees
float64
0
35
Solar_Radiation_MJ_m2
float64
10
30
Wind_Speed_m_s
float64
0.1
8.9
Fertilizer_kg_ha
float64
0
381
Irrigation_mm
int64
0
120
Tree_Age_Years
int64
1
30
Planting_Density_Trees_ha
int64
90
199
Pest_Severity
stringclasses
3 values
Disease_Severity
stringclasses
3 values
NDVI
float64
0.2
0.95
EVI
float64
0.1
0.8
Soil_Moisture_Percent
float64
5
60
Nakuru
2,024
11
122.37
26.12
82.78
Volcanic
6.29
2.74
8.37
1,423
6.9
25.63
3.99
188.5
80
4
134
Low
Low
0.587
0.447
27.8
Meru
2,025
11
73.79
26.43
93.78
Sandy Loam
6.76
3.14
9
1,597
6.6
24.55
2.24
190.9
0
6
97
Low
Low
0.625
0.51
10.5
Nakuru
2,025
6
116.69
25.41
63.03
Loam
6.38
4.83
10.05
2,061
4.6
20.75
2.81
224.4
20
29
155
Low
Low
0.612
0.562
26
Meru
2,015
1
157.17
25.18
76.83
Silt Loam
6.48
1.94
8.89
1,754
18.2
12.22
4.6
133.7
120
20
124
Low
Low
0.569
0.423
41.7
Kirinyaga
2,023
2
132.4
24.59
69.69
Loam
6
3.22
9.01
1,958
12.6
15.62
4.31
211.2
40
7
95
Low
Low
0.676
0.531
null
Embu
2,013
5
540.68
20.52
56.32
Loam
6.11
2.86
9.46
1,862
17.7
20.17
1.04
167.4
60
9
118
Medium
Low
0.891
0.547
22.8
Embu
2,012
5
null
21.77
88.14
Clay
6.6
3.99
9.2
1,522
8.8
16.9
3.85
200.9
100
29
129
Low
Medium
0.648
0.475
16.8
Meru
2,018
2
204.47
19.41
57.21
Sandy Loam
5.94
4.62
10.88
1,852
18.6
23.97
2.63
225.8
20
30
179
Low
Low
0.825
0.429
21
Murang'a
2,022
9
129.42
24.31
73.38
Sandy Loam
5.46
4.64
11.71
1,611
2.3
24.09
3.56
200.7
60
16
126
Medium
Low
0.833
0.42
28.2
Nyandarua
2,018
6
128.87
28.57
69.05
Loam
6.2
3.88
6.77
1,610
7
20.09
3.52
102.6
0
26
181
Low
Low
0.458
0.458
null
Embu
2,024
2
126.4
27.93
74.94
Silt Loam
6.65
2.99
9.7
1,727
6.9
25.49
3.27
174.6
60
7
125
Low
Low
0.538
0.455
25.4
Nyandarua
2,014
3
158.49
24.86
53.31
Silt Loam
5.67
3.77
9.81
1,273
7.3
21.34
4.81
280.8
0
7
157
Low
Low
0.601
0.501
22.3
Nyandarua
2,020
10
137.5
20.83
79.72
Sandy Loam
5.86
2.01
9.22
2,034
1
20.12
2.37
145.2
100
11
190
Low
Low
0.633
0.581
33.7
Kirinyaga
2,017
11
116.72
23.28
80.34
Volcanic
6.3
2.96
8.85
1,512
13.3
23.05
4.25
203.7
80
22
151
High
Low
0.54
0.498
24.2
Nyandarua
2,020
12
114.76
25.38
80.1
Sandy Loam
null
2.69
7.01
1,980
15.8
20.31
1.92
120.6
60
13
190
Low
Low
0.785
0.406
26.2
Murang'a
2,017
1
79.2
24.42
73.37
Silt Loam
5.6
3.94
8.47
1,738
8.1
23.79
5.42
205.5
20
5
186
Medium
Low
0.558
0.626
39
Kiambu
2,017
9
109.8
26.51
82.46
Silt Loam
4.87
4.59
8.28
2,129
5.5
27.12
5.33
152
0
27
95
Medium
High
0.681
0.348
34.6
Embu
2,020
2
126.67
19.8
60.53
Loam
6.4
4.29
9.47
1,515
10.7
20.33
1.4
260.5
0
29
145
Low
Low
0.819
0.425
26.5
Machakos
2,017
1
150.28
21.24
69.98
Loam
4.58
3.8
9.6
1,613
13.3
15.82
5.37
246
40
27
125
Medium
Low
0.717
0.517
28.4
Nakuru
2,016
12
151.26
20.72
56.55
Loam
6.01
4.31
11.49
1,795
16
20.98
3.44
203.9
0
30
168
Medium
Medium
0.64
0.347
19.8
Meru
2,021
7
68.62
22.94
70.32
Loam
6.01
2.92
8.73
1,082
4.8
21.76
3.36
164.3
60
16
99
Low
Low
0.544
0.437
21.3
Laikipia
2,020
7
135.9
19.76
68.92
Clay
6.06
2.1
7.4
1,932
8.1
20.37
2.39
143.7
60
19
101
High
Low
0.509
0.381
25.6
Embu
2,012
5
20
24.3
64.74
Volcanic
6.32
4.17
8.95
2,132
5.7
20.39
6.35
179.3
20
25
149
High
Low
0.608
0.475
28.1
Kiambu
2,015
3
141.6
20.71
72.21
Volcanic
6.86
3.47
9.58
2,016
6.7
22.39
5.41
166.3
20
24
195
Low
Medium
0.642
0.341
25.4
Nakuru
2,020
7
133.5
18.75
65.54
Silt Loam
5.53
2.22
10.25
1,911
18.6
17.07
2.68
182
80
30
110
Low
Low
0.802
0.449
31.7
Nyandarua
2,024
7
75.68
22.29
61.87
Loam
6.47
3.47
9.69
1,659
6.1
17.28
4.11
182.1
100
11
157
Medium
Low
0.56
0.272
32.9
Machakos
2,012
12
205.76
23.9
63.38
Sandy Loam
5.19
3.69
9.9
2,059
14.8
26.3
2.07
174.3
120
15
143
High
Low
0.638
0.448
23.4
Nakuru
2,025
6
116.69
25.41
63.03
Loam
6.38
4.83
9.86
2,001
13.2
18.85
4.87
237.7
0
7
109
Low
Low
0.692
0.341
30.1
Nyeri
2,012
5
152.55
22.75
67
Clay
6.01
4
10.31
1,810
10.1
21.64
3.48
189.5
0
28
91
Medium
High
0.723
0.414
26.6
Kirinyaga
2,022
10
167.47
21.09
77.35
Silt Loam
6.92
2.96
10.17
1,701
4.8
17.77
6.8
134
120
21
173
Low
Medium
0.932
0.343
29.7
Murang'a
2,016
12
121.09
17.46
79.4
Loam
6.04
2.49
8.88
1,599
15.9
24.34
3.21
147.9
120
14
142
Low
Low
0.825
0.361
38.6
Nakuru
2,024
11
149.47
21.3
71.3
Loam
6.16
3.5
8.16
1,356
7.7
23.63
6.37
239.8
0
23
116
High
null
0.308
0.478
34.1
Meru
2,025
12
null
16.74
96.67
Loam
6.25
5.31
10.87
2,043
4.7
21.2
2.73
229.5
0
19
174
Low
Low
0.563
0.522
8.6
Murang'a
2,016
6
101.59
22.87
80.04
Loam
6.41
3.1
9.37
1,092
12
19.42
0.31
160.3
0
28
128
Low
Medium
0.574
0.498
24.9
Nyeri
2,017
3
131.77
24.32
66.57
Clay
6.11
3.04
9.69
1,596
2.9
19.27
1.78
167.7
20
26
133
Low
High
0.843
0.498
38.2
Nyandarua
2,013
3
94.07
16.27
72.04
Clay
6.09
2.14
8.62
1,746
8.9
20.23
3.26
195.4
80
17
108
Medium
Low
0.706
0.426
29
Nakuru
2,020
10
135.68
20.06
73.8
Volcanic
5.91
null
7.89
1,941
2.5
26.65
5.07
287.7
100
30
152
Low
Low
0.767
0.466
24.5
Embu
2,025
11
94.61
17.16
75.61
Silt Loam
6.54
3.89
10.97
2,193
3.1
19.54
2.09
174.1
0
14
109
Low
Low
0.833
0.435
20.6
Kirinyaga
2,021
3
152.2
28.57
89.74
Silt Loam
6.64
4.53
9.51
1,978
16.8
18.1
3.88
198.8
0
20
151
Low
Medium
0.657
0.538
34.8
Meru
2,019
2
64.78
21.47
76.75
Volcanic
6.11
4.29
10.44
1,618
8
20.63
4.76
207.7
0
24
134
Medium
Medium
0.85
0.483
26.8
Nyeri
2,016
12
107.18
24.14
68.44
Clay
6.23
3.63
10.07
1,904
2.1
26.18
2.08
202.8
60
14
94
Medium
Low
0.429
0.569
26.4
Machakos
2,022
2
149.59
26.46
80.87
Sandy Loam
6.76
4
9.08
1,347
13.2
14.53
3.08
161.9
40
16
148
Low
Low
null
0.535
24.5
Embu
2,022
3
142.88
18.49
null
Sandy Loam
5.89
2.78
9.92
2,100
0.9
20.33
2.24
165.1
60
8
153
Medium
Low
0.722
0.401
32.5
Laikipia
2,025
11
null
18.85
68.97
Silt Loam
6.95
5.36
8.4
1,656
5
20.55
4.26
157.2
80
5
145
Low
Medium
0.562
0.255
30.1
Nyandarua
2,022
4
130.28
21.37
64.71
Loam
6.42
4.02
10.59
1,511
0.4
19.07
3.75
189.5
80
12
191
Medium
High
0.402
0.436
30.5
Embu
2,015
11
164.08
23.55
72.22
Clay
7.1
3.68
9.97
1,521
8.1
18.33
3.12
191.8
40
19
118
Low
Low
0.622
0.388
34.2
Embu
2,018
1
112.56
17.2
59.68
Volcanic
7.34
2.27
8.18
1,683
7.1
19.86
4.53
182.2
0
11
177
Low
Low
0.675
0.665
22
Kirinyaga
2,019
12
84.3
24.81
79.9
Sandy Loam
6.94
4.44
9.95
1,590
4.4
19.32
2.76
105.6
100
21
148
Medium
Low
0.768
0.454
31.6
Murang'a
2,025
3
77.39
19.11
79.83
Sandy Loam
null
4.22
10.52
2,341
35
24.41
2.38
215.4
0
10
192
Low
Low
0.823
0.48
22
Kiambu
2,013
9
142.51
21.59
66.44
Sandy Loam
6.59
2.33
10.4
1,499
9.9
20.49
3.21
209.2
60
23
140
Low
Low
0.876
0.541
38.5
Nyeri
2,012
2
124.59
21.54
75.41
Silt Loam
6.34
5.57
9.26
1,709
11.2
22.39
3.06
224.1
40
22
91
High
Medium
0.553
0.488
31.6
Kirinyaga
2,015
4
20
18.48
71.35
Volcanic
6.56
3.7
8.12
1,708
21.4
19.4
4.3
225.6
0
22
124
Medium
Low
0.589
0.325
14.4
Embu
2,022
7
168.69
23.19
70.42
Sandy Loam
6.4
3.31
10.35
1,708
9
13.95
3.53
242.4
100
5
116
Low
Medium
0.711
0.422
37.1
Kiambu
2,017
12
155.63
21.16
72.89
Loam
6.23
4.09
9.38
1,715
15.6
28.24
3.06
181.9
0
2
147
Low
Medium
0.636
0.349
30.3
Kirinyaga
2,021
3
139.26
26.7
54.36
Clay
6.09
0.94
8.44
1,565
8.6
25.72
2.71
105.4
40
10
152
Low
Medium
null
0.466
23.4
Kiambu
2,023
11
173.3
29.81
65.27
Silt Loam
6.67
4.11
10.94
1,537
2.7
21.39
4.24
218.8
60
16
119
Low
Low
0.713
0.584
31
Nyeri
2,013
3
132.14
23.24
63.33
Silt Loam
5.86
4.35
9.99
1,459
35
20.07
5.82
186.3
0
21
155
Medium
High
0.612
0.319
23.1
Kirinyaga
2,023
6
113.67
24.17
59.82
Loam
5.87
2.86
8.97
1,283
9.5
15.71
3.81
130.2
40
22
175
Medium
Medium
0.795
0.464
31.2
Machakos
2,012
7
135.57
22.64
67.34
Silt Loam
6.2
4.85
10.31
1,761
24.6
21.71
2.95
131.5
80
9
113
High
High
0.903
0.507
29.1
Kiambu
2,015
8
161.26
23.16
71.49
Volcanic
5.71
2.15
9.02
1,976
0.4
19.52
6.04
176.6
60
21
129
Low
Medium
0.727
0.54
19.8
Kirinyaga
2,024
7
118.62
16.75
83.05
Volcanic
6.13
2.93
9.38
1,548
8.8
22.34
3.18
98.4
0
20
189
Medium
Low
0.592
0.49
24.1
Laikipia
2,021
3
130.83
22.31
63.67
Sandy Loam
6.24
3.98
11.39
1,544
4.8
19.22
1.37
168.4
0
12
174
Low
Low
0.585
0.463
26.9
Machakos
2,022
9
139.85
24.17
70.16
Loam
5.2
3.88
9.17
1,611
16.1
25.22
1.97
191.6
120
27
179
Medium
Medium
0.567
0.652
27.7
Kiambu
2,016
12
51.93
22.52
73.76
Clay
7.07
4.47
6.98
1,571
0.1
16.19
3.01
183.3
0
11
173
Medium
Low
0.686
0.407
44.1
Nyeri
2,024
1
170.37
27.48
91.87
Clay
6.14
2.94
8.35
1,298
6.6
22.55
3.27
173.5
0
5
140
High
Medium
0.736
0.579
27.1
Nakuru
2,018
11
110.57
15.78
75.58
Silt Loam
6.22
2.25
9.48
2,082
4.4
22.28
3.57
172
120
18
96
Medium
Low
0.761
0.42
26
Meru
2,015
9
129.07
21.62
71.21
Clay
6.72
4.1
9.81
1,823
5.8
20
4.85
191.3
80
17
167
Low
Low
0.703
0.396
31.2
Meru
2,025
5
130.59
22.25
67.03
Loam
6.66
3.35
9.5
1,501
17.4
20.3
4.17
111
20
5
169
Low
Low
0.739
0.468
16.5
Laikipia
2,022
12
118.98
21.35
66.57
Clay
6.23
2.9
10.57
1,783
12.5
16.97
2.08
217
100
24
187
Medium
null
0.735
0.362
21.8
Kiambu
2,021
9
181.1
23
78.3
Loam
5.74
4.28
11.23
1,577
7.4
26.51
2.19
181.8
0
7
129
Low
Medium
0.837
0.618
26.5
Kiambu
2,019
1
190.04
21.91
74.32
Volcanic
6.33
2.87
9.94
1,641
4.7
17.99
3.56
119
120
12
161
Low
Low
0.694
0.372
17.7
Nyandarua
2,017
6
89.17
21.44
80.7
Clay
6.21
2.56
7.99
1,802
9.6
17.38
4.52
180.8
120
22
113
Low
Low
0.528
0.437
27.8
Laikipia
2,017
6
53.41
22.89
71.26
Loam
6.59
3.21
9.54
1,967
8
16.31
2.33
224.9
40
1
113
Low
Low
0.834
0.558
24.2
Nyeri
2,019
6
104.73
27.98
91.1
Silt Loam
6.81
2.04
8.29
2,125
4.4
20.83
3.5
182.6
0
23
176
Low
Low
0.711
0.284
21.9
Embu
2,024
6
108.67
24.24
77
Volcanic
6.94
4.89
10.97
2,177
6.2
18.52
3.08
209.4
0
18
127
High
Medium
0.816
0.455
43.1
Murang'a
2,019
2
128.03
21.48
65.68
Loam
6.07
4.67
11.36
1,630
2.9
17.24
3.76
201.4
0
18
136
Low
Low
0.872
0.522
24.5
Kirinyaga
2,023
4
117.27
17
61.09
Loam
6.47
2.95
9.12
1,560
5
19.69
4.95
216.3
0
20
91
Low
Low
0.893
0.412
30.7
Nakuru
2,014
2
56.59
19.44
65.04
Loam
5.6
3.17
8.1
1,728
11.2
20.66
3
154.7
0
30
173
Low
Low
0.52
0.398
41.9
Laikipia
2,021
7
123.2
22.96
70.86
Volcanic
5.71
4.22
8.06
1,736
5
18.56
3.28
173.1
40
2
111
Low
Medium
0.712
0.515
29.9
Laikipia
2,012
11
93.88
21.91
56.82
Clay
6.42
5.44
10.79
1,494
5.6
20.72
3.15
190.7
80
2
127
Low
Low
0.716
0.43
35.9
Kirinyaga
2,023
4
150.6
19.53
52.67
Loam
5.98
3.05
8.81
1,526
8.1
16.78
3.5
217.9
100
24
106
Medium
Medium
0.682
0.356
26
Laikipia
2,019
1
118.27
27.18
null
Volcanic
5.33
4.62
8.37
1,928
10.2
16.98
2.94
100.4
20
9
171
Low
Low
0.621
0.403
23.6
Embu
2,015
10
205.28
28.09
66
Silt Loam
6.15
4.65
11.93
2,160
4.7
19.91
4.05
101.5
60
14
183
Low
Low
0.809
0.395
22.8
Laikipia
2,017
4
69.46
23.05
81.7
Silt Loam
6.18
1.78
8.29
1,637
23.9
19.18
4.69
147.8
40
10
146
Medium
Low
0.798
0.453
25
Murang'a
2,013
8
null
30.8
null
Volcanic
5.96
4.23
7.4
1,519
9.6
24.2
4.01
188.1
0
20
142
Low
Low
0.716
0.411
32.1
Meru
2,023
11
123.52
24.88
67.41
Silt Loam
6.16
null
9.36
1,621
8.5
22.11
1.85
103.5
40
13
121
Low
Low
0.76
0.53
30.7
Nyeri
2,022
10
135.97
19.94
66.13
Clay
5.97
6.16
11.09
1,421
11.9
18.9
2.64
94
0
9
101
Medium
Low
0.635
0.416
34.2
Kirinyaga
2,020
6
82.1
21.24
80.27
Volcanic
5.62
0.93
7.66
1,624
3.7
21.19
5.62
114.5
60
22
185
Low
null
0.522
0.439
29
Embu
2,013
6
138.06
22.8
65.32
Loam
null
1.94
8.99
1,818
3.1
19.38
2.36
160.1
120
14
187
Medium
Low
0.622
0.411
32.2
Nyeri
2,016
5
177.32
22.03
70.4
Volcanic
6.74
3.84
10.11
1,677
13.9
19.92
4.15
248.9
40
23
171
Medium
High
0.388
0.51
32.6
Laikipia
2,021
10
150.65
19.38
62.89
Silt Loam
5.23
2.55
9.52
2,046
10.3
23.42
3.77
155.4
120
12
175
Low
Low
0.59
0.454
44
Embu
2,020
12
94.18
23.22
69.09
Loam
6.5
null
10.4
1,742
14
21.51
1.91
117.4
20
3
106
Medium
Low
0.705
0.498
24.3
Murang'a
2,023
1
130.19
23.25
63.35
Volcanic
5.69
4.96
9.44
1,835
8.5
20.9
2.69
132.5
0
16
100
Low
Low
0.697
0.4
13.6
Kiambu
2,012
1
83.85
22.25
53.84
Loam
6.36
3.45
9.44
1,658
8.8
19.13
3.74
137.6
80
26
100
Medium
Medium
0.69
0.264
16.7
Machakos
2,025
2
89.05
21.13
68.6
Loam
6.31
4.88
8.79
2,068
8.1
22.67
2.86
146.6
0
2
175
Medium
High
0.772
0.433
33.4
Meru
2,019
2
97.04
20.9
76.91
Silt Loam
6.15
1.85
9.45
1,358
3.6
18.69
2.16
211.2
20
16
176
Low
Medium
0.729
0.441
22.1
Nyeri
2,017
7
131.74
17.93
53.85
Silt Loam
6.43
3.46
7.89
1,615
7.6
15.51
2.65
127.2
100
2
151
Medium
Low
0.622
0.361
28.9
Nakuru
2,023
9
69.86
21.36
72.41
Silt Loam
6.39
4.2
8.3
1,371
11.7
13.19
4.19
186.5
0
3
131
Low
Low
0.638
0.5
23.5
Machakos
2,022
11
164.89
21.28
82.19
Loam
6.12
2.24
10.8
1,931
2
22.92
4.15
188.6
80
14
129
Low
Low
0.564
0.421
34.4
Nyandarua
2,018
11
178.84
19.64
78.16
Silt Loam
6.39
2.5
8.55
1,938
13.5
14.96
2.2
206.1
100
25
169
High
Low
0.582
0.467
15.8
End of preview. Expand in Data Studio

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Check out the documentation for more information.

Hass Avocado Yield Prediction Dataset – Kenya

This dataset was developed for a university research project investigating machine learning approaches for predicting Hass avocado yield in Kenya.

Dataset Information

Number of observations: approximately 1,020,000

Geographical coverage: Kenya

Crop: Hass avocado

Main data categories:

  • Soil variables
  • Weather/climate variables
  • Vegetation variables
  • Geographic variables
  • Avocado yield

Intended Use

The dataset is intended for research and educational purposes, particularly for machine learning experiments involving agricultural yield prediction.

Project

The dataset supports a machine learning pipeline for predicting Hass avocado yield using environmental and agricultural variables.

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