| { | |
| "generated_at": "2026-03-21T23:10:46.701397", | |
| "farmer_id": "F001", | |
| "farmer_profile": { | |
| "farmer_id": "F001", | |
| "name": "Ramesh Patil", | |
| "crop_type": "WHEAT", | |
| "soil_type": "DRY", | |
| "village": "Pune", | |
| "latitude": 18.5204, | |
| "longitude": 73.8567, | |
| "crop_age": 45, | |
| "motor_capacity": 10.0, | |
| "farm_size_hectares": 1.0, | |
| "irrigation_type": "Drip", | |
| "season": "Rabi" | |
| }, | |
| "weather_intelligence": { | |
| "status": "online", | |
| "location": "Siddharth Free Reading Room & Library, Shivaji Road, 411001, Shivaji Road, Pune, Maharashtra, India", | |
| "current": { | |
| "temp": 25.05, | |
| "icon": "\u2600\ufe0f", | |
| "desc": "Clear sky", | |
| "wind": 2.6 | |
| }, | |
| "highlights": {}, | |
| "forecast": [ | |
| { | |
| "day_name": "Saturday", | |
| "date": "Mar 21", | |
| "icon": "\u26c5", | |
| "description": "Partly cloudy", | |
| "temp_max": 33.9, | |
| "temp_min": 19.5 | |
| }, | |
| { | |
| "day_name": "Sunday", | |
| "date": "Mar 22", | |
| "icon": "\u26c5", | |
| "description": "Partly cloudy", | |
| "temp_max": 35.8, | |
| "temp_min": 21.9 | |
| }, | |
| { | |
| "day_name": "Monday", | |
| "date": "Mar 23", | |
| "icon": "\u26c5", | |
| "description": "Partly cloudy", | |
| "temp_max": 36.6, | |
| "temp_min": 24.0 | |
| }, | |
| { | |
| "day_name": "Tuesday", | |
| "date": "Mar 24", | |
| "icon": "\u26c5", | |
| "description": "Partly cloudy", | |
| "temp_max": 37.3, | |
| "temp_min": 22.3 | |
| }, | |
| { | |
| "day_name": "Wednesday", | |
| "date": "Mar 25", | |
| "icon": "\u26c5", | |
| "description": "Partly cloudy", | |
| "temp_max": 36.9, | |
| "temp_min": 22.7 | |
| }, | |
| { | |
| "day_name": "Thursday", | |
| "date": "Mar 26", | |
| "icon": "\u26c5", | |
| "description": "Partly cloudy", | |
| "temp_max": 37.7, | |
| "temp_min": 20.8 | |
| }, | |
| { | |
| "day_name": "Friday", | |
| "date": "Mar 27", | |
| "icon": "\u26c5", | |
| "description": "Partly cloudy", | |
| "temp_max": 38.2, | |
| "temp_min": 23.7 | |
| }, | |
| { | |
| "day_name": "Saturday", | |
| "date": "Mar 28", | |
| "icon": "\u26c5", | |
| "description": "Partly cloudy", | |
| "temp_max": 38.5, | |
| "temp_min": 25.3 | |
| }, | |
| { | |
| "day_name": "Sunday", | |
| "date": "Mar 29", | |
| "icon": "\u26c5", | |
| "description": "Mainly clear", | |
| "temp_max": 36.1, | |
| "temp_min": 21.5 | |
| }, | |
| { | |
| "day_name": "Monday", | |
| "date": "Mar 30", | |
| "icon": "\u26c5", | |
| "description": "Mainly clear", | |
| "temp_max": 37.3, | |
| "temp_min": 24.0 | |
| } | |
| ], | |
| "alerts": [ | |
| { | |
| "day": "Sunday", | |
| "severity": "WARNING", | |
| "conditions": [ | |
| "\ud83c\udf21\ufe0f High temp" | |
| ] | |
| }, | |
| { | |
| "day": "Monday", | |
| "severity": "WARNING", | |
| "conditions": [ | |
| "\ud83c\udf21\ufe0f High temp" | |
| ] | |
| }, | |
| { | |
| "day": "Tuesday", | |
| "severity": "WARNING", | |
| "conditions": [ | |
| "\ud83c\udf21\ufe0f High temp" | |
| ] | |
| }, | |
| { | |
| "day": "Wednesday", | |
| "severity": "WARNING", | |
| "conditions": [ | |
| "\ud83c\udf21\ufe0f High temp" | |
| ] | |
| }, | |
| { | |
| "day": "Thursday", | |
| "severity": "WARNING", | |
| "conditions": [ | |
| "\ud83c\udf21\ufe0f High temp" | |
| ] | |
| }, | |
| { | |
| "day": "Friday", | |
| "severity": "WARNING", | |
| "conditions": [ | |
| "\ud83c\udf21\ufe0f High temp" | |
| ] | |
| }, | |
| { | |
| "day": "Saturday", | |
| "severity": "WARNING", | |
| "conditions": [ | |
| "\ud83c\udf21\ufe0f High temp" | |
| ] | |
| }, | |
| { | |
| "day": "Sunday", | |
| "severity": "WARNING", | |
| "conditions": [ | |
| "\ud83c\udf21\ufe0f High temp" | |
| ] | |
| }, | |
| { | |
| "day": "Monday", | |
| "severity": "WARNING", | |
| "conditions": [ | |
| "\ud83c\udf21\ufe0f High temp" | |
| ] | |
| } | |
| ], | |
| "critical_days": [], | |
| "warning_days": [ | |
| "Sunday", | |
| "Monday", | |
| "Tuesday", | |
| "Wednesday", | |
| "Thursday", | |
| "Friday", | |
| "Saturday", | |
| "Sunday", | |
| "Monday" | |
| ], | |
| "ai_recommendations": "Based on the given weather pattern (assuming 'Sunday' to 'Saturday' as a week of sunny weather and the next 'Sunday' and 'Monday' as a continuation of sunny weather), here are some general farming tips for India:\n\n**Sunny Weather (Sunday to Saturday)**\n\n1. **Irrigation**: Water your crops in the early morning or evening to minimize evaporation.\n2. **Crop monitoring**: Regularly inspect your crops for signs of stress, pests, or diseases.\n3" | |
| }, | |
| "pest_intelligence": { | |
| "status": "online", | |
| "report_title": "Rabi Season Wheat Crop Pest Report", | |
| "pest_prediction_table": [ | |
| { | |
| "pest_name": "Aphid", | |
| "severity": "Moderate" | |
| }, | |
| { | |
| "pest_name": "Thrips", | |
| "severity": "Low" | |
| }, | |
| { | |
| "pest_name": "Armyworm", | |
| "severity": "High" | |
| }, | |
| { | |
| "pest_name": "Powdery mildew", | |
| "severity": "Moderate" | |
| } | |
| ], | |
| "weather_profile": [] | |
| }, | |
| "water_intelligence": { | |
| "status": "online", | |
| "water_mm": 6.65, | |
| "water_m3_sqm": 0.0067, | |
| "total_water_m3": 66.53, | |
| "irrigation_minutes": 399.19, | |
| "weather": { | |
| "temp": 25.08, | |
| "cond": "SUNNY" | |
| } | |
| }, | |
| "alerts": [ | |
| { | |
| "type": "SPRAY_OPERATIONS", | |
| "id": "OPTIMAL_SPRAY_WINDOW", | |
| "severity": "INFO", | |
| "title": "\u2705 OPTIMAL SPRAY WINDOW", | |
| "message": "Ideal conditions for spraying. Good wind and no rain.", | |
| "action": "APPLY_INPUTS", | |
| "details": { | |
| "wind_speed": 2.6, | |
| "spray_efficiency": "95-98%", | |
| "window_duration": "5-7 PM optimal" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Plan spraying activities for 5-7 PM (optimal wind)", | |
| "\ud83c\udfaf Use this window for pesticide/herbicide application", | |
| "\ud83d\udca1 Higher efficiency = reduced chemical usage = cost savings", | |
| "\ud83d\udcca Monitor weather updates continuously" | |
| ] | |
| }, | |
| { | |
| "type": "PEST_ALERT", | |
| "id": "PEST_ARMYWORM", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udc1b ARMYWORM ALERT", | |
| "message": "High Armyworm infestation risk detected (50% confidence).", | |
| "action": "PEST_MANAGEMENT", | |
| "details": { | |
| "pest": "Armyworm", | |
| "risk_level": "HIGH", | |
| "confidence": 50, | |
| "favorable_temp": "25.05\u00b0C is FAVORABLE for Armyworm", | |
| "humidity_level": "Current: 60% - Moderate risk" | |
| }, | |
| "action_items": [ | |
| "\ud83d\udd0d Scout fields immediately for Armyworm symptoms", | |
| "\ud83e\uddea Start bioagent/chemical control within 48 hours", | |
| "\ud83d\udcf8 Document infestation level (% affected plants)", | |
| "\ud83d\udcde Contact agricultural extension for spray recommendations", | |
| "\u23f0 Plan early morning or late evening spraying (5-7 PM optimal)" | |
| ] | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IRRIGATION_OPTIMAL", | |
| "severity": "INFO", | |
| "title": "\u2705 SOIL MOISTURE OPTIMAL", | |
| "message": "Current soil moisture is adequate. Monitor regularly.", | |
| "action": "MONITOR", | |
| "details": { | |
| "water_status": "OPTIMAL", | |
| "next_check": "48 hours" | |
| } | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "WATER_CONSERVATION_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83d\udca7 WATER CONSERVATION OPPORTUNITY", | |
| "message": "High irrigation need. Implement water-saving techniques.", | |
| "action": "CONSERVATION_MEASURE", | |
| "details": { | |
| "current_irrigation_time": 399, | |
| "potential_savings": "30-40%" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf3e Apply mulch (straw/leaves) to reduce evaporation by 40%", | |
| "\ud83c\udf31 Use drip irrigation if available (saves 50% water vs. flood)", | |
| "\ud83d\udca8 Install wind breaks to reduce evaporative stress", | |
| "\ud83d\udd50 Irrigate early morning (5-7 AM) to minimize evaporation", | |
| "\ud83d\udcca Monitor soil moisture with meter for precision" | |
| ] | |
| } | |
| ], | |
| "summary": { | |
| "total_alerts": 4, | |
| "critical_alerts": 0, | |
| "high_alerts": 1, | |
| "medium_alerts": 0, | |
| "action_required": false | |
| }, | |
| "health_check": { | |
| "weather_api": "\ud83d\udd34 DOWN", | |
| "pest_api": "\ud83d\udd34 DOWN", | |
| "water_api": "\ud83d\udd34 DOWN", | |
| "database": "\ud83d\udfe2 OK" | |
| } | |
| } |