| [ | |
| { | |
| "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": 12.3, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:08:23.945379" | |
| }, | |
| { | |
| "type": "PEST_ALERT", | |
| "id": "PEST_ARMYWORMS", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udc1b ARMYWORMS ALERT", | |
| "message": "High Armyworms infestation risk detected (50% confidence).", | |
| "action": "PEST_MANAGEMENT", | |
| "details": { | |
| "pest": "Armyworms", | |
| "risk_level": "HIGH", | |
| "confidence": 50, | |
| "favorable_temp": "30.18\u00b0C is UNFAVORABLE for Armyworms", | |
| "humidity_level": "Current: 60% - Moderate risk" | |
| }, | |
| "action_items": [ | |
| "\ud83d\udd0d Scout fields immediately for Armyworms 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)" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:08:23.961432" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 7.118 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "7.118 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 7.12 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:08:23.970353" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:08:23.984357" | |
| }, | |
| { | |
| "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": 12.3, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:08:41.237730" | |
| }, | |
| { | |
| "type": "PEST_ALERT", | |
| "id": "PEST_PINK_STEM_BORER", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udc1b PINK STEM BORER ALERT", | |
| "message": "High Pink Stem Borer infestation risk detected (50% confidence).", | |
| "action": "PEST_MANAGEMENT", | |
| "details": { | |
| "pest": "Pink Stem Borer", | |
| "risk_level": "HIGH", | |
| "confidence": 50, | |
| "favorable_temp": "30.18\u00b0C is UNFAVORABLE for Pink Stem Borer", | |
| "humidity_level": "Current: 60% - Moderate risk" | |
| }, | |
| "action_items": [ | |
| "\ud83d\udd0d Scout fields immediately for Pink Stem Borer 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)" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:08:41.246162" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 7.118 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "7.118 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 7.12 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:08:41.262254" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:08:41.273945" | |
| }, | |
| { | |
| "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": 12.3, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:09:04.711584" | |
| }, | |
| { | |
| "type": "PEST_ALERT", | |
| "id": "PEST_THRIPS", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udc1b THRIPS ALERT", | |
| "message": "High Thrips infestation risk detected (50% confidence).", | |
| "action": "PEST_MANAGEMENT", | |
| "details": { | |
| "pest": "Thrips", | |
| "risk_level": "HIGH", | |
| "confidence": 50, | |
| "favorable_temp": "30.18\u00b0C is UNFAVORABLE for Thrips", | |
| "humidity_level": "Current: 60% - Moderate risk" | |
| }, | |
| "action_items": [ | |
| "\ud83d\udd0d Scout fields immediately for Thrips 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)" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:09:04.733147" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 7.118 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "7.118 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 7.12 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:09:04.750277" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:09:04.763338" | |
| }, | |
| { | |
| "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": 12.3, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:09:12.078783" | |
| }, | |
| { | |
| "type": "PEST_ALERT", | |
| "id": "PEST_STEM_BORER", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udc1b STEM BORER ALERT", | |
| "message": "High Stem Borer infestation risk detected (50% confidence).", | |
| "action": "PEST_MANAGEMENT", | |
| "details": { | |
| "pest": "Stem Borer", | |
| "risk_level": "HIGH", | |
| "confidence": 50, | |
| "favorable_temp": "30.18\u00b0C is UNFAVORABLE for Stem Borer", | |
| "humidity_level": "Current: 60% - Moderate risk" | |
| }, | |
| "action_items": [ | |
| "\ud83d\udd0d Scout fields immediately for Stem Borer 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)" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:09:12.116007" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 7.118 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "7.118 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 7.12 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:09:12.136032" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:09:12.155883" | |
| }, | |
| { | |
| "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": 12.3, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:09:36.031608" | |
| }, | |
| { | |
| "type": "PEST_ALERT", | |
| "id": "PEST_THRIPS", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udc1b THRIPS ALERT", | |
| "message": "High Thrips infestation risk detected (50% confidence).", | |
| "action": "PEST_MANAGEMENT", | |
| "details": { | |
| "pest": "Thrips", | |
| "risk_level": "HIGH", | |
| "confidence": 50, | |
| "favorable_temp": "30.18\u00b0C is UNFAVORABLE for Thrips", | |
| "humidity_level": "Current: 60% - Moderate risk" | |
| }, | |
| "action_items": [ | |
| "\ud83d\udd0d Scout fields immediately for Thrips 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)" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:09:36.050896" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 7.118 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "7.118 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 7.12 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:09:36.069508" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:09:36.079632" | |
| }, | |
| { | |
| "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": 12.3, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:09:43.356919" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 7.118 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "7.118 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 7.12 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:09:43.377638" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:09:43.396517" | |
| }, | |
| { | |
| "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": 12.3, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:10:20.403670" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 7.118 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "7.118 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 7.12 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:10:20.429433" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:10:20.441928" | |
| }, | |
| { | |
| "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": 12.3, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:10:27.961075" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 7.118 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "7.118 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 7.12 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:10:27.978014" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:10:27.987554" | |
| }, | |
| { | |
| "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": 12.3, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:10:32.177928" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 7.118 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "7.118 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 7.12 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:10:32.194095" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:10:32.207453" | |
| }, | |
| { | |
| "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": 12.3, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:11:25.618426" | |
| }, | |
| { | |
| "type": "PEST_ALERT", | |
| "id": "PEST_LEAF_BLIGHT", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udc1b LEAF BLIGHT ALERT", | |
| "message": "High Leaf Blight infestation risk detected (50% confidence).", | |
| "action": "PEST_MANAGEMENT", | |
| "details": { | |
| "pest": "Leaf Blight", | |
| "risk_level": "HIGH", | |
| "confidence": 50, | |
| "favorable_temp": "30.18\u00b0C is UNFAVORABLE for Leaf Blight", | |
| "humidity_level": "Current: 60% - Moderate risk" | |
| }, | |
| "action_items": [ | |
| "\ud83d\udd0d Scout fields immediately for Leaf Blight 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)" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:11:25.631256" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 7.118 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "7.118 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 7.12 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:11:25.645835" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:11:25.661241" | |
| }, | |
| { | |
| "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": 12.3, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:12:22.845392" | |
| }, | |
| { | |
| "type": "PEST_ALERT", | |
| "id": "PEST_ARMYWORMS", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udc1b ARMYWORMS ALERT", | |
| "message": "High Armyworms infestation risk detected (50% confidence).", | |
| "action": "PEST_MANAGEMENT", | |
| "details": { | |
| "pest": "Armyworms", | |
| "risk_level": "HIGH", | |
| "confidence": 50, | |
| "favorable_temp": "30.18\u00b0C is UNFAVORABLE for Armyworms", | |
| "humidity_level": "Current: 60% - Moderate risk" | |
| }, | |
| "action_items": [ | |
| "\ud83d\udd0d Scout fields immediately for Armyworms 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)" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:12:22.861127" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 7.118 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "7.118 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 7.12 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:12:22.873574" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:12:22.884385" | |
| }, | |
| { | |
| "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": 12.3, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:16:41.857716" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 7.118 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "7.118 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 7.12 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:16:41.872334" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:16:41.968311" | |
| }, | |
| { | |
| "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": 12.3, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:18:41.944730" | |
| }, | |
| { | |
| "type": "PEST_ALERT", | |
| "id": "PEST_THRIPS", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udc1b THRIPS ALERT", | |
| "message": "High Thrips infestation risk detected (50% confidence).", | |
| "action": "PEST_MANAGEMENT", | |
| "details": { | |
| "pest": "Thrips", | |
| "risk_level": "HIGH", | |
| "confidence": 50, | |
| "favorable_temp": "30.18\u00b0C is UNFAVORABLE for Thrips", | |
| "humidity_level": "Current: 60% - Moderate risk" | |
| }, | |
| "action_items": [ | |
| "\ud83d\udd0d Scout fields immediately for Thrips 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)" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:18:41.977187" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 7.118 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "7.118 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 7.12 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:18:42.019871" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:18:42.048994" | |
| }, | |
| { | |
| "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": 12.3, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:20:01.137190" | |
| }, | |
| { | |
| "type": "PEST_ALERT", | |
| "id": "PEST_BROWN_WHEAT_MITE", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udc1b BROWN WHEAT MITE ALERT", | |
| "message": "High Brown Wheat Mite infestation risk detected (50% confidence).", | |
| "action": "PEST_MANAGEMENT", | |
| "details": { | |
| "pest": "Brown Wheat Mite", | |
| "risk_level": "HIGH", | |
| "confidence": 50, | |
| "favorable_temp": "30.18\u00b0C is UNFAVORABLE for Brown Wheat Mite", | |
| "humidity_level": "Current: 60% - Moderate risk" | |
| }, | |
| "action_items": [ | |
| "\ud83d\udd0d Scout fields immediately for Brown Wheat Mite 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)" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:20:01.150597" | |
| }, | |
| { | |
| "type": "PEST_ALERT", | |
| "id": "PEST_RUSSIAN_WHEAT_APHID", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udc1b RUSSIAN WHEAT APHID ALERT", | |
| "message": "High Russian Wheat Aphid infestation risk detected (50% confidence).", | |
| "action": "PEST_MANAGEMENT", | |
| "details": { | |
| "pest": "Russian Wheat Aphid", | |
| "risk_level": "HIGH", | |
| "confidence": 50, | |
| "favorable_temp": "30.18\u00b0C is UNFAVORABLE for Russian Wheat Aphid", | |
| "humidity_level": "Current: 60% - Moderate risk" | |
| }, | |
| "action_items": [ | |
| "\ud83d\udd0d Scout fields immediately for Russian Wheat Aphid 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)" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:20:01.165510" | |
| }, | |
| { | |
| "type": "PEST_ALERT", | |
| "id": "PEST_WHEAT_CURL_MITE", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udc1b WHEAT CURL MITE ALERT", | |
| "message": "High Wheat Curl Mite infestation risk detected (50% confidence).", | |
| "action": "PEST_MANAGEMENT", | |
| "details": { | |
| "pest": "Wheat Curl Mite", | |
| "risk_level": "HIGH", | |
| "confidence": 50, | |
| "favorable_temp": "30.18\u00b0C is UNFAVORABLE for Wheat Curl Mite", | |
| "humidity_level": "Current: 60% - Moderate risk" | |
| }, | |
| "action_items": [ | |
| "\ud83d\udd0d Scout fields immediately for Wheat Curl Mite 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)" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:20:01.181570" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 7.118 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "7.118 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 7.12 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:20:01.199322" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:20:01.211154" | |
| }, | |
| { | |
| "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": 12.3, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:20:54.742130" | |
| }, | |
| { | |
| "type": "PEST_ALERT", | |
| "id": "PEST_THRIPS", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udc1b THRIPS ALERT", | |
| "message": "High Thrips infestation risk detected (50% confidence).", | |
| "action": "PEST_MANAGEMENT", | |
| "details": { | |
| "pest": "Thrips", | |
| "risk_level": "HIGH", | |
| "confidence": 50, | |
| "favorable_temp": "30.18\u00b0C is UNFAVORABLE for Thrips", | |
| "humidity_level": "Current: 60% - Moderate risk" | |
| }, | |
| "action_items": [ | |
| "\ud83d\udd0d Scout fields immediately for Thrips 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)" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:20:54.778905" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 7.118 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "7.118 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 7.12 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:20:54.804463" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:20:54.825458" | |
| }, | |
| { | |
| "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": 12.3, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:20:55.393287" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 7.118 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "7.118 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 7.12 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:20:55.437073" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:20:55.465695" | |
| }, | |
| { | |
| "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": 12.3, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:22:47.843963" | |
| }, | |
| { | |
| "type": "PEST_ALERT", | |
| "id": "PEST_THRIPS", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udc1b THRIPS ALERT", | |
| "message": "High Thrips infestation risk detected (50% confidence).", | |
| "action": "PEST_MANAGEMENT", | |
| "details": { | |
| "pest": "Thrips", | |
| "risk_level": "HIGH", | |
| "confidence": 50, | |
| "favorable_temp": "30.18\u00b0C is UNFAVORABLE for Thrips", | |
| "humidity_level": "Current: 60% - Moderate risk" | |
| }, | |
| "action_items": [ | |
| "\ud83d\udd0d Scout fields immediately for Thrips 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)" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:22:47.875522" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 7.118 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "7.118 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 7.12 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:22:47.904503" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:22:47.934048" | |
| }, | |
| { | |
| "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": 12.3, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:23:09.193558" | |
| }, | |
| { | |
| "type": "PEST_ALERT", | |
| "id": "PEST_HESSIAN_FLY", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udc1b HESSIAN FLY ALERT", | |
| "message": "High Hessian Fly infestation risk detected (50% confidence).", | |
| "action": "PEST_MANAGEMENT", | |
| "details": { | |
| "pest": "Hessian Fly", | |
| "risk_level": "HIGH", | |
| "confidence": 50, | |
| "favorable_temp": "30.18\u00b0C is UNFAVORABLE for Hessian Fly", | |
| "humidity_level": "Current: 60% - Moderate risk" | |
| }, | |
| "action_items": [ | |
| "\ud83d\udd0d Scout fields immediately for Hessian Fly 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)" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:23:09.218762" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 7.118 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "7.118 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 7.12 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:23:09.236867" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:23:09.249247" | |
| }, | |
| { | |
| "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": 12.3, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:25:07.344087" | |
| }, | |
| { | |
| "type": "PEST_ALERT", | |
| "id": "PEST_LEAF_FOLDER", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udc1b LEAF FOLDER ALERT", | |
| "message": "High Leaf Folder infestation risk detected (50% confidence).", | |
| "action": "PEST_MANAGEMENT", | |
| "details": { | |
| "pest": "Leaf Folder", | |
| "risk_level": "HIGH", | |
| "confidence": 50, | |
| "favorable_temp": "30.18\u00b0C is UNFAVORABLE for Leaf Folder", | |
| "humidity_level": "Current: 60% - Moderate risk" | |
| }, | |
| "action_items": [ | |
| "\ud83d\udd0d Scout fields immediately for Leaf Folder 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)" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:25:07.361875" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 7.118 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "7.118 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 7.12 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:25:07.379230" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:25:07.391971" | |
| }, | |
| { | |
| "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": 12.3, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:27:09.426031" | |
| }, | |
| { | |
| "type": "PEST_ALERT", | |
| "id": "PEST_THRIPS", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udc1b THRIPS ALERT", | |
| "message": "High Thrips infestation risk detected (50% confidence).", | |
| "action": "PEST_MANAGEMENT", | |
| "details": { | |
| "pest": "Thrips", | |
| "risk_level": "HIGH", | |
| "confidence": 50, | |
| "favorable_temp": "30.18\u00b0C is UNFAVORABLE for Thrips", | |
| "humidity_level": "Current: 60% - Moderate risk" | |
| }, | |
| "action_items": [ | |
| "\ud83d\udd0d Scout fields immediately for Thrips 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)" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:27:09.445014" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 7.118 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "7.118 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 7.12 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:27:09.462925" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:27:09.475377" | |
| }, | |
| { | |
| "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": 12.3, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:29:08.141986" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 7.068 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "7.068 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 7.07 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:29:08.168956" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:29:08.192290" | |
| }, | |
| { | |
| "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": 12.3, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:31:10.121962" | |
| }, | |
| { | |
| "type": "PEST_ALERT", | |
| "id": "PEST_YELLOW_RUST", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udc1b YELLOW RUST ALERT", | |
| "message": "High Yellow Rust infestation risk detected (50% confidence).", | |
| "action": "PEST_MANAGEMENT", | |
| "details": { | |
| "pest": "Yellow Rust", | |
| "risk_level": "HIGH", | |
| "confidence": 50, | |
| "favorable_temp": "29.63\u00b0C is FAVORABLE for Yellow Rust", | |
| "humidity_level": "Current: 60% - Moderate risk" | |
| }, | |
| "action_items": [ | |
| "\ud83d\udd0d Scout fields immediately for Yellow Rust 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)" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:31:10.149978" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 7.068 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "7.068 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 7.07 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:31:10.163609" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T19:31:10.178992" | |
| }, | |
| { | |
| "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": 3.4, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T21:49:20.756529" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 6.804 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "6.804 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 6.80 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T21:49:20.781953" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T21:49:20.810950" | |
| }, | |
| { | |
| "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": 0, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T21:52:02.006045" | |
| }, | |
| { | |
| "type": "PEST_ALERT", | |
| "id": "PEST_WHEAT_STEM_SAWFLY", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udc1b WHEAT STEM SAWFLY ALERT", | |
| "message": "High Wheat Stem Sawfly infestation risk detected (50% confidence).", | |
| "action": "PEST_MANAGEMENT", | |
| "details": { | |
| "pest": "Wheat Stem Sawfly", | |
| "risk_level": "HIGH", | |
| "confidence": 50, | |
| "favorable_temp": "25\u00b0C is FAVORABLE for Wheat Stem Sawfly", | |
| "humidity_level": "Current: 60% - Moderate risk" | |
| }, | |
| "action_items": [ | |
| "\ud83d\udd0d Scout fields immediately for Wheat Stem Sawfly 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)" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T21:52:02.033745" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 6.804 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "6.804 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 6.80 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T21:52:02.061626" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T21:52:02.087303" | |
| }, | |
| { | |
| "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": 3.4, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T21:53:10.898441" | |
| }, | |
| { | |
| "type": "PEST_ALERT", | |
| "id": "PEST_STEM_BORER", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udc1b STEM BORER ALERT", | |
| "message": "High Stem Borer infestation risk detected (50% confidence).", | |
| "action": "PEST_MANAGEMENT", | |
| "details": { | |
| "pest": "Stem Borer", | |
| "risk_level": "HIGH", | |
| "confidence": 50, | |
| "favorable_temp": "26.72\u00b0C is FAVORABLE for Stem Borer", | |
| "humidity_level": "Current: 60% - Moderate risk" | |
| }, | |
| "action_items": [ | |
| "\ud83d\udd0d Scout fields immediately for Stem Borer 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)" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T21:53:10.919689" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 6.804 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "6.804 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 6.80 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T21:53:10.947008" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T21:53:10.976272" | |
| }, | |
| { | |
| "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": 3.4, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T21:55:18.308466" | |
| }, | |
| { | |
| "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": "26.72\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)" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T21:55:18.339799" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 6.804 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "6.804 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 6.80 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T21:55:18.369751" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T21:55:18.400379" | |
| }, | |
| { | |
| "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": 3.4, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T21:57:16.154866" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 6.804 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "6.804 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 6.80 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T21:57:16.194085" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T21:57:16.234020" | |
| }, | |
| { | |
| "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": 0, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:36:48.441944" | |
| }, | |
| { | |
| "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" | |
| }, | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:36:48.474152" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:36:48.490263" | |
| }, | |
| { | |
| "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": 0, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:37:46.007346" | |
| }, | |
| { | |
| "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" | |
| }, | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:37:46.041050" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:37:46.070601" | |
| }, | |
| { | |
| "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": 0, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:39:45.998308" | |
| }, | |
| { | |
| "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" | |
| }, | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:39:46.034449" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:39:46.084681" | |
| }, | |
| { | |
| "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": 0, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:44:58.633601" | |
| }, | |
| { | |
| "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" | |
| }, | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:44:58.687994" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:44:58.728032" | |
| }, | |
| { | |
| "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": 0, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:45:43.125318" | |
| }, | |
| { | |
| "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" | |
| }, | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:45:43.163384" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:45:43.240028" | |
| }, | |
| { | |
| "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": 0, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:47:43.146767" | |
| }, | |
| { | |
| "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" | |
| }, | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:47:43.196858" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:47:43.256139" | |
| }, | |
| { | |
| "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": 2.9, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:48:40.830924" | |
| }, | |
| { | |
| "type": "PEST_ALERT", | |
| "id": "PEST_STEM_BORER", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udc1b STEM BORER ALERT", | |
| "message": "High Stem Borer infestation risk detected (50% confidence).", | |
| "action": "PEST_MANAGEMENT", | |
| "details": { | |
| "pest": "Stem Borer", | |
| "risk_level": "HIGH", | |
| "confidence": 50, | |
| "favorable_temp": "25.61\u00b0C is FAVORABLE for Stem Borer", | |
| "humidity_level": "Current: 60% - Moderate risk" | |
| }, | |
| "action_items": [ | |
| "\ud83d\udd0d Scout fields immediately for Stem Borer 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)" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:48:40.861730" | |
| }, | |
| { | |
| "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" | |
| }, | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:48:40.896693" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:48:40.932211" | |
| }, | |
| { | |
| "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": 2.9, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:49:35.859649" | |
| }, | |
| { | |
| "type": "PEST_ALERT", | |
| "id": "PEST_THRIPS", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udc1b THRIPS ALERT", | |
| "message": "High Thrips infestation risk detected (50% confidence).", | |
| "action": "PEST_MANAGEMENT", | |
| "details": { | |
| "pest": "Thrips", | |
| "risk_level": "HIGH", | |
| "confidence": 50, | |
| "favorable_temp": "25.61\u00b0C is FAVORABLE for Thrips", | |
| "humidity_level": "Current: 60% - Moderate risk" | |
| }, | |
| "action_items": [ | |
| "\ud83d\udd0d Scout fields immediately for Thrips 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)" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:49:35.907502" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 6.704 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "6.704 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 6.70 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:49:35.960540" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:49:36.000015" | |
| }, | |
| { | |
| "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": 2.9, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:51:32.648680" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 6.704 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "6.704 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 6.70 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:51:32.735620" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:51:32.778142" | |
| }, | |
| { | |
| "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": 2.9, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:53:34.175890" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 6.704 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "6.704 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 6.70 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:53:34.208265" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:53:34.238170" | |
| }, | |
| { | |
| "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": 2.9, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:53:36.984283" | |
| }, | |
| { | |
| "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": "25.61\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)" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:53:37.004498" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 6.704 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "6.704 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 6.70 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:53:37.023358" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:53:37.040731" | |
| }, | |
| { | |
| "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": 2.9, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:55:38.209879" | |
| }, | |
| { | |
| "type": "PEST_ALERT", | |
| "id": "PEST_TERMITES", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udc1b TERMITES ALERT", | |
| "message": "High Termites infestation risk detected (50% confidence).", | |
| "action": "PEST_MANAGEMENT", | |
| "details": { | |
| "pest": "Termites", | |
| "risk_level": "HIGH", | |
| "confidence": 50, | |
| "favorable_temp": "25.61\u00b0C is FAVORABLE for Termites", | |
| "humidity_level": "Current: 60% - Moderate risk" | |
| }, | |
| "action_items": [ | |
| "\ud83d\udd0d Scout fields immediately for Termites 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)" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:55:38.253480" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 6.704 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "6.704 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 6.70 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:55:38.313044" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:55:38.366863" | |
| }, | |
| { | |
| "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": 2.9, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:57:35.182098" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 6.704 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "6.704 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 6.70 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:57:35.239699" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:57:35.283175" | |
| }, | |
| { | |
| "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": 2.9, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:59:33.157624" | |
| }, | |
| { | |
| "type": "PEST_ALERT", | |
| "id": "PEST_STEM_BORERS", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udc1b STEM BORERS ALERT", | |
| "message": "High Stem borers infestation risk detected (50% confidence).", | |
| "action": "PEST_MANAGEMENT", | |
| "details": { | |
| "pest": "Stem borers", | |
| "risk_level": "HIGH", | |
| "confidence": 50, | |
| "favorable_temp": "25.61\u00b0C is FAVORABLE for Stem borers", | |
| "humidity_level": "Current: 60% - Moderate risk" | |
| }, | |
| "action_items": [ | |
| "\ud83d\udd0d Scout fields immediately for Stem borers 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)" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:59:33.206107" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 6.704 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "6.704 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 6.70 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:59:33.257510" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T22:59:33.311069" | |
| }, | |
| { | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T23:01:57.863330" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 6.704 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "6.704 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 6.70 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T23:01:57.906226" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T23:01:57.943287" | |
| }, | |
| { | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T23:02:42.040673" | |
| }, | |
| { | |
| "type": "PEST_ALERT", | |
| "id": "PEST_LEAF_BLIGHT", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udc1b LEAF BLIGHT ALERT", | |
| "message": "High Leaf Blight infestation risk detected (50% confidence).", | |
| "action": "PEST_MANAGEMENT", | |
| "details": { | |
| "pest": "Leaf Blight", | |
| "risk_level": "HIGH", | |
| "confidence": 50, | |
| "favorable_temp": "25.61\u00b0C is FAVORABLE for Leaf Blight", | |
| "humidity_level": "Current: 60% - Moderate risk" | |
| }, | |
| "action_items": [ | |
| "\ud83d\udd0d Scout fields immediately for Leaf Blight 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)" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T23:02:42.084249" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 6.704 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "6.704 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 0, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 0 minutes", | |
| "\ud83d\udca7 Deliver 6.70 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T23:02:42.133891" | |
| }, | |
| { | |
| "type": "SUSTAINABILITY", | |
| "id": "SUSTAINABLE_PRACTICE_TIP", | |
| "severity": "INFO", | |
| "title": "\ud83c\udf0d SUSTAINABLE FARMING TIP", | |
| "message": "Implement intercropping for natural pest control.", | |
| "action": "IMPLEMENT_PRACTICE", | |
| "details": { | |
| "practice": "Intercropping with legumes", | |
| "benefit": "30-40% reduction in pest incidence, soil nitrogen boost" | |
| }, | |
| "action_items": [ | |
| "\ud83c\udf31 Intercrop with legumes (beans, peas) to fix nitrogen", | |
| "\ud83d\udc1d Attract pollinators with flowering plants at field edges", | |
| "\ud83d\udc1b Encourage beneficial insects (ladybugs, parasitoid wasps)", | |
| "\u267b\ufe0f Use crop residue for compost instead of burning", | |
| "\ud83d\udcc8 Expected yield increase: 15-20% with better soil health" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T23:02:42.192931" | |
| }, | |
| { | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T23:05:34.426095" | |
| }, | |
| { | |
| "type": "PEST_ALERT", | |
| "id": "PEST_THRIPS", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udc1b THRIPS ALERT", | |
| "message": "High Thrips infestation risk detected (50% confidence).", | |
| "action": "PEST_MANAGEMENT", | |
| "details": { | |
| "pest": "Thrips", | |
| "risk_level": "HIGH", | |
| "confidence": 50, | |
| "favorable_temp": "25.61\u00b0C is FAVORABLE for Thrips", | |
| "humidity_level": "Current: 60% - Moderate risk" | |
| }, | |
| "action_items": [ | |
| "\ud83d\udd0d Scout fields immediately for Thrips 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)" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T23:05:34.486468" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 6.704 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "6.704 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 402232, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 402232 minutes", | |
| "\ud83d\udca7 Deliver 6.70 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T23:05:34.538660" | |
| }, | |
| { | |
| "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": 402232, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T23:05:34.593776" | |
| }, | |
| { | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T23:05:34.703075" | |
| }, | |
| { | |
| "type": "PEST_ALERT", | |
| "id": "PEST_LEAF_BLIGHT", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udc1b LEAF BLIGHT ALERT", | |
| "message": "High Leaf Blight infestation risk detected (50% confidence).", | |
| "action": "PEST_MANAGEMENT", | |
| "details": { | |
| "pest": "Leaf Blight", | |
| "risk_level": "HIGH", | |
| "confidence": 50, | |
| "favorable_temp": "25.61\u00b0C is FAVORABLE for Leaf Blight", | |
| "humidity_level": "Current: 60% - Moderate risk" | |
| }, | |
| "action_items": [ | |
| "\ud83d\udd0d Scout fields immediately for Leaf Blight 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)" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T23:05:34.756837" | |
| }, | |
| { | |
| "type": "IRRIGATION", | |
| "id": "IMMEDIATE_IRRIGATION_NEEDED", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udca7 IRRIGATION REQUIRED", | |
| "message": "Soil water deficit: 6.704 m\u00b3. Start irrigation NOW.", | |
| "action": "IRRIGATE_IMMEDIATELY", | |
| "details": { | |
| "water_needed": "6.704 m\u00b3/m\u00b2", | |
| "irrigation_duration_minutes": 402232, | |
| "soil_moisture_status": "CRITICAL", | |
| "temperature_stress": "NO" | |
| }, | |
| "action_items": [ | |
| "\u23f1\ufe0f Start irrigation for 402232 minutes", | |
| "\ud83d\udca7 Deliver 6.70 m\u00b3 per m\u00b2 of field", | |
| "\ud83c\udf21\ufe0f Best timing: Early morning (5-7 AM) or evening (6-8 PM)", | |
| "\ud83d\udcca Check soil moisture after irrigation completion", | |
| "\ud83d\udcc8 Monitor evapotranspiration for next irrigation schedule" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T23:05:34.800218" | |
| }, | |
| { | |
| "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": 402232, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T23:05:34.848970" | |
| }, | |
| { | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T23:07:50.075167" | |
| }, | |
| { | |
| "type": "PEST_ALERT", | |
| "id": "PEST_STEM_BORER", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udc1b STEM BORER ALERT", | |
| "message": "High Stem Borer infestation risk detected (50% confidence).", | |
| "action": "PEST_MANAGEMENT", | |
| "details": { | |
| "pest": "Stem Borer", | |
| "risk_level": "HIGH", | |
| "confidence": 50, | |
| "favorable_temp": "25.05\u00b0C is FAVORABLE for Stem Borer", | |
| "humidity_level": "Current: 60% - Moderate risk" | |
| }, | |
| "action_items": [ | |
| "\ud83d\udd0d Scout fields immediately for Stem Borer 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)" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T23:07:50.102619" | |
| }, | |
| { | |
| "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" | |
| }, | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T23:07:50.125572" | |
| }, | |
| { | |
| "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": 402, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T23:07:50.140239" | |
| }, | |
| { | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T23:08:46.840369" | |
| }, | |
| { | |
| "type": "PEST_ALERT", | |
| "id": "PEST_STEM_BORER", | |
| "severity": "HIGH", | |
| "title": "\ud83d\udc1b STEM BORER ALERT", | |
| "message": "High Stem Borer infestation risk detected (50% confidence).", | |
| "action": "PEST_MANAGEMENT", | |
| "details": { | |
| "pest": "Stem Borer", | |
| "risk_level": "HIGH", | |
| "confidence": 50, | |
| "favorable_temp": "25.05\u00b0C is FAVORABLE for Stem Borer", | |
| "humidity_level": "Current: 60% - Moderate risk" | |
| }, | |
| "action_items": [ | |
| "\ud83d\udd0d Scout fields immediately for Stem Borer 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)" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T23:08:46.869053" | |
| }, | |
| { | |
| "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" | |
| }, | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T23:08:46.887391" | |
| }, | |
| { | |
| "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": 402, | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T23:08:46.901127" | |
| }, | |
| { | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T23:10:46.603638" | |
| }, | |
| { | |
| "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)" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T23:10:46.632614" | |
| }, | |
| { | |
| "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" | |
| }, | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T23:10:46.661917" | |
| }, | |
| { | |
| "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" | |
| ], | |
| "farmer_id": "F001", | |
| "timestamp": "2026-03-21T23:10:46.693033" | |
| } | |
| ] |