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| "champion_model": "Extra Trees", | |
| "metrics": { | |
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| "mae_hg_ha": 2570.21, | |
| "rmse_hg_ha": 7925.48, | |
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| "benchmark_summary": [ | |
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| "model_name": "Extra Trees", | |
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| "rmse_hg_ha": 7925.48, | |
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| "mae_hg_ha": 3452.75, | |
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| "model_name": "Decision Tree", | |
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| "rmse_hg_ha": 12210.03, | |
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| { | |
| "model_name": "LightGBM", | |
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| "mae_hg_ha": 8649.42, | |
| "rmse_hg_ha": 15259.9, | |
| "training_time_sec": 2.39 | |
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| { | |
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| "mae_hg_ha": 9904.11, | |
| "rmse_hg_ha": 16569.78, | |
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| } | |
| ], | |
| "grouped_feature_importance": { | |
| "Crop Type (Item)": 60.81, | |
| "Country (Area)": 30.05, | |
| "Year / Trend": 3.3, | |
| "Average Rainfall": 0.94, | |
| "Pesticides Application": 2.57, | |
| "Average Temperature": 2.32 | |
| }, | |
| "top_feature_importances": [ | |
| { | |
| "feature": "Item_Potatoes", | |
| "importance_pct": 36.912 | |
| }, | |
| { | |
| "feature": "Item_Rice, paddy", | |
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| }, | |
| { | |
| "feature": "Item_Sweet potatoes", | |
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| { | |
| "feature": "Area_India", | |
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| { | |
| "feature": "Year", | |
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| { | |
| "feature": "Item_Maize", | |
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| { | |
| "feature": "Area_Japan", | |
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| { | |
| "feature": "pesticides_tonnes", | |
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| { | |
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| { | |
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| { | |
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| { | |
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| { | |
| "feature": "Item_Wheat", | |
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| { | |
| "feature": "Item_Soybeans", | |
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| ], | |
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| "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" | |
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| "Maize", | |
| "Plantains and others", | |
| "Potatoes", | |
| "Rice, paddy", | |
| "Sorghum", | |
| "Soybeans", | |
| "Sweet potatoes", | |
| "Wheat", | |
| "Yams" | |
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| "Belarus": { | |
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| "Belgium": { | |
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| "Botswana": { | |
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| "Brazil": { | |
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| "Bulgaria": { | |
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| "avg_temp": 9.4, | |
| "avg_pesticides": 2674.2, | |
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| "Burkina Faso": { | |
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| "Burundi": { | |
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| "Cameroon": { | |
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| "Canada": { | |
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| "Central African Republic": { | |
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| "avg_temp": 25.5, | |
| "avg_pesticides": 18.0, | |
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| "Chile": { | |
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| "avg_temp": 9.7, | |
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| "Colombia": { | |
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| "avg_temp": 24.9, | |
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| "Croatia": { | |
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| "avg_temp": 10.6, | |
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| "Denmark": { | |
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| "Dominican Republic": { | |
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| "Ecuador": { | |
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| "avg_temp": 20.5, | |
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| "Egypt": { | |
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| "El Salvador": { | |
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| "avg_temp": 26.1, | |
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| "Eritrea": { | |
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| "Estonia": { | |
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| "Finland": { | |
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| "France": { | |
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| "Germany": { | |
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| "Ghana": { | |
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