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AgriculturalYieldPredictor

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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Size of downloaded dataset files:

4.97 kB

Size of the auto-converted Parquet files:

6.96 kB

Number of rows: