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idx
int64
0
99
Date
stringclasses
8 values
Region
stringlengths
11
19
Temperature_Avg
int64
3
30
Rainfall_Total
int64
0
80
Soil_Nitrogen_Level
stringclasses
5 values
Crop_Type
stringlengths
3
18
Historical_Yield
int64
50
260
Predicted_Yield
int64
60
270
0
2021-01-01
North Valley
5
10
High
Wheat
200
210
1
2021-01-01
South Valley
7
15
Medium
Corn
180
190
2
2021-02-01
East Valley
6
20
Low
Rice
160
170
3
2021-02-01
West Valley
8
5
Medium
Soybean
220
230
4
2021-03-01
Central Valley
10
25
High
Wheat
210
220
5
2021-04-01
North Valley
12
30
High
Wheat
230
240
6
2021-04-01
North Valley
12
0
Low
Wheat
220
225
7
2021-04-01
North Valley
12
12
High
Corn
195
205
8
2021-04-01
North Valley
7
12
Medium
Corn
190
200
9
2021-04-01
East Valley
15
5
Medium
Corn
190
200
10
2021-04-01
East Valley
12
10
Medium
Rice
150
155
11
2021-04-01
Highland Plains
12
35
Medium
Barley
190
200
12
2021-04-01
Highland Plateau
12
30
Medium
Barley
140
150
13
2021-04-01
Highland Plateau
12
30
Very High
Barley
150
160
15
2021-04-01
South Valley
9
10
Medium
Corn
190
200
16
2021-04-01
South Valley
9
30
High
Corn
200
205
17
2021-04-01
South Valley
9
30
Medium
Wheat
185
195
18
2021-04-01
South Valley
9
18
Low
Wheat
210
220
19
2021-04-01
South Valley
20
30
High
Wheat
230
240
20
2021-04-01
North Valley
9
20
High
Wheat
215
225
21
2021-04-01
Coastal Lowlands
15
60
High
Sugar Cane
230
240
22
2021-04-01
Lake District
9
35
High
Potato
190
200
23
2021-04-01
Delta Basin
18
45
Medium
Sorghum
190
200
25
2021-05-01
East Valley
15
5
Low
Rice
170
180
26
2021-05-01
East Valley
14
45
Medium
Rice
175
180
27
2021-05-01
East Valley
16
5
Low
Soybean
175
180
28
2021-05-01
East Valley
11
15
High
Rice
200
210
29
2021-05-01
Central Valley
25
10
Low
Soybean
215
225
30
2021-05-01
South Valley
14
30
Low
Corn
170
180
31
2021-05-01
Mountainous Terrain
10
10
Low
Quinoa
140
150
32
2021-05-01
Coastal Plains
15
40
Low
Grape
120
130
33
2021-05-01
Coastal Plains
22
40
High
Sweet Potato
230
240
35
2021-05-01
West Valley
11
15
Medium
Soybean
225
235
36
2021-05-01
West Valley
11
5
Medium
Soybean
215
220
37
2021-05-01
West Valley
18
10
High
Rice
215
225
38
2021-05-01
West Valley
10
10
Medium
Soybean
230
240
39
2021-05-01
West Valley
18
20
High
Rice
205
215
40
2021-05-01
West Valley
13
15
Medium
Soybean
225
235
41
2021-05-01
Arid Desert
20
5
Very Low
Date Palm
100
110
42
2021-05-01
Urban Garden
10
25
High
Herbs
90
100
43
2021-05-01
Hillside Region
15
50
Very High
Quinoa
210
225
45
2021-06-01
Central Valley
17
20
High
Wheat
220
230
46
2021-06-01
Central Valley
16
60
High
Wheat
230
240
47
2021-06-01
Central Valley
20
0
Medium
Corn
225
235
48
2021-06-01
Central Valley
13
20
Medium
Wheat
220
230
49
2021-06-01
North Valley
20
15
Medium
Wheat
240
250
50
2021-06-01
Central Valley
16
20
High
Wheat
220
230
51
2021-06-01
River Delta
18
70
High
Rice
260
270
52
2021-06-01
Desert Fringe
18
5
Very Low
Date
50
60
53
2021-06-01
Riverine Area
25
60
Medium
Cassava
220
235
55
2021-06-01
North Valley
14
25
High
Corn
210
220
56
2021-06-01
North Valley
17
0
Low
Corn
205
210
57
2021-06-01
North Valley
22
0
High
Wheat
205
215
58
2021-06-01
North Valley
8
22
High
Corn
205
215
59
2021-06-01
East Valley
22
5
High
Corn
220
230
60
2021-06-01
East Valley
11
25
Medium
Rice
155
160
61
2021-06-01
Island Archipelago
22
80
Medium
Mango
220
230
62
2021-06-01
Meadowlands
17
15
Medium
Oats
170
180
63
2021-06-01
Mountain Range
8
20
Very High
Tea
180
190
65
2021-07-01
South Valley
16
5
Medium
Rice
180
190
66
2021-07-01
South Valley
19
20
High
Rice
185
190
67
2021-07-01
South Valley
25
15
Medium
Soybean
190
200
68
2021-07-01
South Valley
10
30
Low
Rice
215
225
69
2021-07-01
South Valley
28
35
Medium
Soybean
250
260
70
2021-07-01
North Valley
10
5
Low
Wheat
200
210
71
2021-07-01
Prairie Steppe
16
40
Medium
Corn
210
220
72
2021-07-01
Alpine Meadows
10
10
Low
Alpine Strawberry
80
90
73
2021-07-01
Sandy Terrain
30
10
Low
Cactus
160
165
75
2021-07-01
East Valley
18
10
Low
Soybean
205
215
76
2021-07-01
East Valley
21
55
Medium
Soybean
225
230
77
2021-07-01
East Valley
23
20
Low
Rice
180
185
78
2021-07-01
East Valley
14
20
High
Soybean
240
250
79
2021-07-01
Central Valley
30
15
Low
Rice
235
245
80
2021-07-01
South Valley
15
35
Medium
Corn
180
190
81
2021-07-01
Tundra Zone
3
15
Very Low
Siberian Pea Shrub
80
90
82
2021-07-01
Savanna Edge
20
10
Very High
Maize
130
140
83
2021-07-01
Urban Farms
19
35
Medium
Microgreens
100
110
85
2021-08-01
West Valley
20
0
Medium
Wheat
215
225
86
2021-08-01
West Valley
22
3
Low
Wheat
235
240
87
2021-08-01
West Valley
21
5
High
Wheat
220
230
88
2021-08-01
West Valley
12
25
Medium
Wheat
230
240
89
2021-08-01
West Valley
25
20
High
Wheat
245
255
90
2021-08-01
West Valley
17
10
High
Soybean
230
240
91
2021-08-01
Cherry Orchard
20
20
High
Cherries
250
260
92
2021-08-01
River Basin
13
45
Medium
Rice
200
210
93
2021-08-01
Prairie Grasslands
28
70
Very High
Canola
200
215
95
2021-08-01
Central Valley
19
30
High
Corn
220
230
96
2021-08-01
Central Valley
23
75
High
Corn
245
250
97
2021-08-01
Central Valley
20
35
Medium
Corn
235
245
98
2021-08-01
Central Valley
15
18
Low
Corn
225
235
99
2021-08-01
North Valley
27
25
Medium
Corn
230
240

AgriculturalYieldPredictor

tags: agriculture, regression, time series

Note: This is an AI-generated dataset so its content may be inaccurate or false

Dataset Description:

The 'AgriculturalYieldPredictor' dataset contains time-series data with features relevant for predicting the yield of various crops across different regions. The dataset includes measurements of weather conditions, soil properties, and historical yield data. Each record in the dataset is labeled with the expected yield outcome, which is crucial for training regression models.

CSV Content Preview:


"Date","Region","Temperature_Avg","Rainfall_Total","Soil_Nitrogen_Level","Crop_Type","Historical_Yield","Predicted_Yield"

"2021-01-01","North Valley","5","10","High","Wheat","200","210"

"2021-01-01","South Valley","7","15","Medium","Corn","180","190"

"2021-02-01","East Valley","6","20","Low","Rice","160","170"

"2021-02-01","West Valley","8","5","Medium","Soybean","220","230"

"2021-03-01","Central Valley","10","25","High","Wheat","210","220"

Source of the data:

The dataset was generated using the Infinite Dataset Hub and microsoft/Phi-3-mini-4k-instruct using the query '':

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