diff --git "a/data/alerts_history.json" "b/data/alerts_history.json" new file mode 100644--- /dev/null +++ "b/data/alerts_history.json" @@ -0,0 +1,3776 @@ +[ + { + "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" + } +] \ No newline at end of file