Instructions to use thananchayan/crop-yield-regressor with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Scikit-learn
How to use thananchayan/crop-yield-regressor with Scikit-learn:
from huggingface_hub import hf_hub_download import joblib model = joblib.load( hf_hub_download("thananchayan/crop-yield-regressor", "sklearn_model.joblib") ) # only load pickle files from sources you trust # read more about it here https://skops.readthedocs.io/en/stable/persistence.html - Notebooks
- Google Colab
- Kaggle
| { | |
| "categorical_encoding": "one_hot_encoder", | |
| "categorical_features": [ | |
| "Area", | |
| "Item" | |
| ], | |
| "categorical_imputation": "most_frequent", | |
| "categories": { | |
| "Area": [ | |
| "Albania", | |
| "Algeria", | |
| "Angola", | |
| "Argentina", | |
| "Armenia", | |
| "Australia", | |
| "Austria", | |
| "Azerbaijan", | |
| "Bahamas", | |
| "Bahrain", | |
| "Bangladesh", | |
| "Belarus", | |
| "Belgium", | |
| "Botswana", | |
| "Brazil", | |
| "Bulgaria", | |
| "Burkina Faso", | |
| "Burundi", | |
| "Cameroon", | |
| "Canada", | |
| "Central African Republic", | |
| "Chile", | |
| "Colombia", | |
| "Croatia", | |
| "Denmark", | |
| "Dominican Republic", | |
| "Ecuador", | |
| "Egypt", | |
| "El Salvador", | |
| "Eritrea", | |
| "Estonia", | |
| "Finland", | |
| "France", | |
| "Germany", | |
| "Ghana", | |
| "Greece", | |
| "Guatemala", | |
| "Guinea", | |
| "Guyana", | |
| "Haiti", | |
| "Honduras", | |
| "Hungary", | |
| "India", | |
| "Indonesia", | |
| "Iraq", | |
| "Ireland", | |
| "Italy", | |
| "Jamaica", | |
| "Japan", | |
| "Kazakhstan", | |
| "Kenya", | |
| "Latvia", | |
| "Lebanon", | |
| "Lesotho", | |
| "Libya", | |
| "Lithuania", | |
| "Madagascar", | |
| "Malawi", | |
| "Malaysia", | |
| "Mali", | |
| "Mauritania", | |
| "Mauritius", | |
| "Mexico", | |
| "Montenegro", | |
| "Morocco", | |
| "Mozambique", | |
| "Namibia", | |
| "Nepal", | |
| "Netherlands", | |
| "New Zealand", | |
| "Nicaragua", | |
| "Niger", | |
| "Norway", | |
| "Pakistan", | |
| "Papua New Guinea", | |
| "Peru", | |
| "Poland", | |
| "Portugal", | |
| "Qatar", | |
| "Romania", | |
| "Rwanda", | |
| "Saudi Arabia", | |
| "Senegal", | |
| "Slovenia", | |
| "South Africa", | |
| "Spain", | |
| "Sri Lanka", | |
| "Sudan", | |
| "Suriname", | |
| "Sweden", | |
| "Switzerland", | |
| "Tajikistan", | |
| "Thailand", | |
| "Tunisia", | |
| "Turkey", | |
| "Uganda", | |
| "Ukraine", | |
| "United Kingdom", | |
| "Uruguay", | |
| "Zambia", | |
| "Zimbabwe" | |
| ], | |
| "Item": [ | |
| "Cassava", | |
| "Maize", | |
| "Plantains and others", | |
| "Potatoes", | |
| "Rice, paddy", | |
| "Sorghum", | |
| "Soybeans", | |
| "Sweet potatoes", | |
| "Wheat", | |
| "Yams" | |
| ] | |
| }, | |
| "encoded_feature_count": 115, | |
| "encoded_feature_names": [ | |
| "numeric__Year", | |
| "numeric__average_rain_fall_mm_per_year", | |
| "numeric__pesticides_tonnes", | |
| "numeric__avg_temp", | |
| "categorical__Area_Albania", | |
| "categorical__Area_Algeria", | |
| "categorical__Area_Angola", | |
| "categorical__Area_Argentina", | |
| "categorical__Area_Armenia", | |
| "categorical__Area_Australia", | |
| "categorical__Area_Austria", | |
| "categorical__Area_Azerbaijan", | |
| "categorical__Area_Bahamas", | |
| "categorical__Area_Bahrain", | |
| "categorical__Area_Bangladesh", | |
| "categorical__Area_Belarus", | |
| "categorical__Area_Belgium", | |
| "categorical__Area_Botswana", | |
| "categorical__Area_Brazil", | |
| "categorical__Area_Bulgaria", | |
| "categorical__Area_Burkina Faso", | |
| "categorical__Area_Burundi", | |
| "categorical__Area_Cameroon", | |
| "categorical__Area_Canada", | |
| "categorical__Area_Central African Republic", | |
| "categorical__Area_Chile", | |
| "categorical__Area_Colombia", | |
| "categorical__Area_Croatia", | |
| "categorical__Area_Denmark", | |
| "categorical__Area_Dominican Republic", | |
| "categorical__Area_Ecuador", | |
| "categorical__Area_Egypt", | |
| "categorical__Area_El Salvador", | |
| "categorical__Area_Eritrea", | |
| "categorical__Area_Estonia", | |
| "categorical__Area_Finland", | |
| "categorical__Area_France", | |
| "categorical__Area_Germany", | |
| "categorical__Area_Ghana", | |
| "categorical__Area_Greece", | |
| "categorical__Area_Guatemala", | |
| "categorical__Area_Guinea", | |
| "categorical__Area_Guyana", | |
| "categorical__Area_Haiti", | |
| "categorical__Area_Honduras", | |
| "categorical__Area_Hungary", | |
| "categorical__Area_India", | |
| "categorical__Area_Indonesia", | |
| "categorical__Area_Iraq", | |
| "categorical__Area_Ireland", | |
| "categorical__Area_Italy", | |
| "categorical__Area_Jamaica", | |
| "categorical__Area_Japan", | |
| "categorical__Area_Kazakhstan", | |
| "categorical__Area_Kenya", | |
| "categorical__Area_Latvia", | |
| "categorical__Area_Lebanon", | |
| "categorical__Area_Lesotho", | |
| "categorical__Area_Libya", | |
| "categorical__Area_Lithuania", | |
| "categorical__Area_Madagascar", | |
| "categorical__Area_Malawi", | |
| "categorical__Area_Malaysia", | |
| "categorical__Area_Mali", | |
| "categorical__Area_Mauritania", | |
| "categorical__Area_Mauritius", | |
| "categorical__Area_Mexico", | |
| "categorical__Area_Montenegro", | |
| "categorical__Area_Morocco", | |
| "categorical__Area_Mozambique", | |
| "categorical__Area_Namibia", | |
| "categorical__Area_Nepal", | |
| "categorical__Area_Netherlands", | |
| "categorical__Area_New Zealand", | |
| "categorical__Area_Nicaragua", | |
| "categorical__Area_Niger", | |
| "categorical__Area_Norway", | |
| "categorical__Area_Pakistan", | |
| "categorical__Area_Papua New Guinea", | |
| "categorical__Area_Peru", | |
| "categorical__Area_Poland", | |
| "categorical__Area_Portugal", | |
| "categorical__Area_Qatar", | |
| "categorical__Area_Romania", | |
| "categorical__Area_Rwanda", | |
| "categorical__Area_Saudi Arabia", | |
| "categorical__Area_Senegal", | |
| "categorical__Area_Slovenia", | |
| "categorical__Area_South Africa", | |
| "categorical__Area_Spain", | |
| "categorical__Area_Sri Lanka", | |
| "categorical__Area_Sudan", | |
| "categorical__Area_Suriname", | |
| "categorical__Area_Sweden", | |
| "categorical__Area_Switzerland", | |
| "categorical__Area_Tajikistan", | |
| "categorical__Area_Thailand", | |
| "categorical__Area_Tunisia", | |
| "categorical__Area_Turkey", | |
| "categorical__Area_Uganda", | |
| "categorical__Area_Ukraine", | |
| "categorical__Area_United Kingdom", | |
| "categorical__Area_Uruguay", | |
| "categorical__Area_Zambia", | |
| "categorical__Area_Zimbabwe", | |
| "categorical__Item_Cassava", | |
| "categorical__Item_Maize", | |
| "categorical__Item_Plantains and others", | |
| "categorical__Item_Potatoes", | |
| "categorical__Item_Rice, paddy", | |
| "categorical__Item_Sorghum", | |
| "categorical__Item_Soybeans", | |
| "categorical__Item_Sweet potatoes", | |
| "categorical__Item_Wheat", | |
| "categorical__Item_Yams" | |
| ], | |
| "feature_columns": [ | |
| "Area", | |
| "Item", | |
| "Year", | |
| "average_rain_fall_mm_per_year", | |
| "pesticides_tonnes", | |
| "avg_temp" | |
| ], | |
| "model_version": "v3.0.0", | |
| "numeric_features": [ | |
| "Year", | |
| "average_rain_fall_mm_per_year", | |
| "pesticides_tonnes", | |
| "avg_temp" | |
| ], | |
| "numeric_imputation": "median", | |
| "numeric_scaling": "standard_scaler", | |
| "unknown_category_policy": "ignore" | |
| } |