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 '':
- Dataset Generation Page: https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=&dataset=AgriculturalYieldPredictor&tags=agriculture,+regression,+time+series
- Model: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct
- More Datasets: https://huggingface.co/datasets?other=infinite-dataset-hub
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