{ "crop": "Tomato", "growth": { "irrigation": { "ai_opinion": { "ai_irrigation_insights": { "hydraulic_insight": "ML-based prediction for Tomato", "irrigation_efficiency_score": 80, "precise_strategy": "Run pump for 0.03 mins at optimal time.", "raw_metrics": [ { "label": "ML Volume", "value": "5.736 m\u00b3" }, { "label": "ML Time", "value": "0.03 min" } ], "root_zone_outlook": "Hydration status calculated from ML model." }, "ml_base": { "features": { "CROP TYPE": 14, "SOIL TYPE": 1, "TEMPERATURE": 30.0, "WEATHER CONDITION": 0 }, "pump_duration_min": 0.03, "water_needed_m3": 5.736 }, "soil_water_status": {} }, "ml_base": { "pump_duration_min": "25" } }, "pest": { "actionable_recommendations": [ "Monitor field every 2-3 days using sticky traps and visual inspection", "Encourage natural predators (ladybugs, spiders) by planting flower strips at field edges", "Use spray only if 30% of plants show pest damage - spot-treat affected areas first" ], "confidenceScores": { "irrigation": 50, "market": 50, "pestRisk": 50 }, "dailyActionPlan": { "afternoon": "Scout field", "evening": "Update notes", "morning": "Check soil and plants", "priority": "NORMAL" }, "decisionBreakdown": { "climate": 33, "soil": 33, "stage": 34 }, "forecast": { "predicted_pests": [ { "likelihood": "Monitor for changes in weather", "name": "Common insects", "risk": "Low" }, { "likelihood": "May increase if temperatures rise", "name": "Seasonal pests", "risk": "Medium" } ], "rainfall_prediction": 5, "week_2_risk": "Medium", "week_3_risk": "Low to Medium" }, "multilingual": { "hindi": "\u0905\u092a\u0928\u0947 \u0916\u0947\u0924 \u0915\u093e \u0928\u093f\u0930\u0940\u0915\u094d\u0937\u0923 \u0915\u0930\u0947\u0902 \u0914\u0930 \u0928\u093f\u092f\u092e\u093f\u0924 \u0930\u0942\u092a \u0938\u0947 \u092e\u093f\u091f\u094d\u091f\u0940 \u0915\u0940 \u091c\u093e\u0902\u091a \u0915\u0930\u0947\u0902\u0964", "marathi": "\u0917\u093e\u0921\u0940\u091a\u0947 \u0928\u093f\u0930\u0940\u0915\u094d\u0937\u0923 \u0915\u0930\u093e \u0906\u0923\u093f \u0928\u093f\u092f\u092e\u093f\u0924\u092a\u0923\u0947 \u092e\u093e\u0924\u0940 \u0924\u092a\u093e\u0938 \u0915\u0930\u093e." }, "pestAlert": { "action": "Monitor field regularly", "outbreak_details": "Regional pest activity may increase based on seasonal patterns", "risk": "Medium", "risk_7day": "Low", "type": "General monitoring" }, "reasoning": "System is running in fallback mode. Manual monitoring and field observation recommended.", "threePartStrategy": { "futureOutlook": "Follow regional weather advisories for upcoming climate shifts.", "hydrationNutrition": "Maintain standard soil moisture profile. Check NPK balance.", "pestProtection": "Monitor daily for early pest signs. Use sticky traps." }, "todayPlan": { "activity": "General field inspection", "alert": "AI Engine temporarily offline - monitor manually", "fertilizer": "N/A", "irrigation": "Standard watering" } } }, "market": { "hubs": [ { "arrival_date": "19-10-2024", "commodity": "Tomato", "district": "Bhavnagar", "grade": "FAQ", "market": "Palitana", "max_price": 4000.0, "min_price": 2500.0, "modal_price": 3250.0, "state": "Gujarat", "variety": "Hybrid" }, { "arrival_date": "19-10-2024", "commodity": "Tomato", "district": "Mehsana", "grade": "FAQ", "market": "Mehsana(Mehsana Veg)", "max_price": 5500.0, "min_price": 2000.0, "modal_price": 4250.0, "state": "Gujarat", "variety": "Tomato" }, { "arrival_date": "19-10-2024", "commodity": "Tomato", "district": "Surat", "grade": "FAQ", "market": "Surat", "max_price": 6000.0, "min_price": 3000.0, "modal_price": 4500.0, "state": "Gujarat", "variety": "Other" }, { "arrival_date": "19-10-2024", "commodity": "Tomato", "district": "Hissar", "grade": "FAQ", "market": "Hansi", "max_price": 5000.0, "min_price": 4000.0, "modal_price": 4500.0, "state": "Haryana", "variety": "Other" }, { "arrival_date": "19-10-2024", "commodity": "Tomato", "district": "Hissar", "grade": "FAQ", "market": "Hissar", "max_price": 4500.0, "min_price": 2500.0, "modal_price": 4000.0, "state": "Haryana", "variety": "Other" }, { "arrival_date": "19-10-2024", "commodity": "Tomato", "district": "Rohtak", "grade": "FAQ", "market": "Rohtak", "max_price": 3000.0, "min_price": 1500.0, "modal_price": 2500.0, "state": "Haryana", "variety": "Other" }, { "arrival_date": "19-10-2024", "commodity": "Tomato", "district": "Kullu", "grade": "FAQ", "market": "Kullu", "max_price": 4500.0, "min_price": 3500.0, "modal_price": 4100.0, "state": "Himachal Pradesh", "variety": "Other" }, { "arrival_date": "19-10-2024", "commodity": "Tomato", "district": "Sirmore", "grade": "FAQ", "market": "Nahan", "max_price": 6000.0, "min_price": 5500.0, "modal_price": 5800.0, "state": "Himachal Pradesh", "variety": "Other" }, { "arrival_date": "19-10-2024", "commodity": "Tomato", "district": "Una", "grade": "FAQ", "market": "Una", "max_price": 6500.0, "min_price": 5000.0, "modal_price": 5800.0, "state": "Himachal Pradesh", "variety": "Tomato" }, { "arrival_date": "19-10-2024", "commodity": "Tomato", "district": "Jammu", "grade": "FAQ", "market": "Batote", "max_price": 6500.0, "min_price": 5500.0, "modal_price": 6000.0, "state": "Jammu and Kashmir", "variety": "Other" } ], "outlook": { "current_market_price_per_kg": 35, "selling_strategy": "FLEXIBLE TIMING: Market is stable. Sell within 30 days for best cash flow. Monitor daily prices; sell when daily gains reach 5%." } }, "status": "success" }