id
stringlengths
13
16
crop_type
stringclasses
1 value
inputs
dict
deterministic_engine_outputs
dict
ai_explanation_layer
dict
sensor_data_1
Wheat
{ "soil_moisture": 63.4, "temperature": 25.6, "humidity": 31.5, "rainfall": 0, "evapotranspiration_et0": 5.3 }
{ "water_stress_index": 0.43, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.43). Soil moisture level (63.4%) is perfectly sufficient for the crop matrix." }
sensor_data_2
Wheat
{ "soil_moisture": 24.2, "temperature": 12.1, "humidity": 22.5, "rainfall": 12, "evapotranspiration_et0": 4 }
{ "water_stress_index": 0.02, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.02). Soil moisture level (24.2%) is perfectly sufficient for the crop matrix." }
sensor_data_3
Wheat
{ "soil_moisture": 17.2, "temperature": 35.8, "humidity": 73, "rainfall": 0, "evapotranspiration_et0": 6.1 }
{ "water_stress_index": 0.67, "irrigation_recommended": "Yes", "water_needed_mm": 7.8 }
{ "generated_text": "High water stress (0.67). Soil moisture dropped below the critical crop threshold (17.2%). Irrigation of 7.8 mm is highly recommended." }
sensor_data_4
Wheat
{ "soil_moisture": 17.5, "temperature": 40.5, "humidity": 42, "rainfall": 0, "evapotranspiration_et0": 1.8 }
{ "water_stress_index": 0.79, "irrigation_recommended": "Yes", "water_needed_mm": 8.4 }
{ "generated_text": "High water stress (0.79). Soil moisture dropped below the critical crop threshold (17.5%). Irrigation of 8.4 mm is highly recommended." }
sensor_data_5
Wheat
{ "soil_moisture": 51.6, "temperature": 20.3, "humidity": 23.9, "rainfall": 0, "evapotranspiration_et0": 1.6 }
{ "water_stress_index": 0.49, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.49). Soil moisture level (51.6%) is perfectly sufficient for the crop matrix." }
sensor_data_6
Wheat
{ "soil_moisture": 56, "temperature": 41.4, "humidity": 55.2, "rainfall": 5.5, "evapotranspiration_et0": 5.1 }
{ "water_stress_index": 0.24, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.24). Soil moisture level (56.0%) is perfectly sufficient for the crop matrix." }
sensor_data_7
Wheat
{ "soil_moisture": 14.9, "temperature": 12.6, "humidity": 62.4, "rainfall": 0, "evapotranspiration_et0": 7.2 }
{ "water_stress_index": 0.57, "irrigation_recommended": "Yes", "water_needed_mm": 9.1 }
{ "generated_text": "High water stress (0.57). Soil moisture dropped below the critical crop threshold (14.9%). Irrigation of 9.1 mm is highly recommended." }
sensor_data_8
Wheat
{ "soil_moisture": 67.1, "temperature": 40.6, "humidity": 55.5, "rainfall": 2, "evapotranspiration_et0": 4.9 }
{ "water_stress_index": 0.34, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.34). Soil moisture level (67.1%) is perfectly sufficient for the crop matrix." }
sensor_data_9
Wheat
{ "soil_moisture": 18.2, "temperature": 33.2, "humidity": 35, "rainfall": 0, "evapotranspiration_et0": 3.1 }
{ "water_stress_index": 0.75, "irrigation_recommended": "Yes", "water_needed_mm": 11 }
{ "generated_text": "High water stress (0.75). Soil moisture dropped below the critical crop threshold (18.2%). Irrigation of 11.0 mm is highly recommended." }
sensor_data_10
Wheat
{ "soil_moisture": 68.2, "temperature": 18.7, "humidity": 50.7, "rainfall": 0, "evapotranspiration_et0": 5.2 }
{ "water_stress_index": 0.31, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.31). Soil moisture level (68.2%) is perfectly sufficient for the crop matrix." }
sensor_data_11
Wheat
{ "soil_moisture": 72.7, "temperature": 12.3, "humidity": 71.7, "rainfall": 12, "evapotranspiration_et0": 2.3 }
{ "water_stress_index": 0, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.0). Soil moisture level (72.7%) is perfectly sufficient for the crop matrix." }
sensor_data_12
Wheat
{ "soil_moisture": 42.6, "temperature": 16.9, "humidity": 28.6, "rainfall": 2, "evapotranspiration_et0": 2 }
{ "water_stress_index": 0.42, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.42). Soil moisture level (42.6%) is perfectly sufficient for the crop matrix." }
sensor_data_13
Wheat
{ "soil_moisture": 65.5, "temperature": 17.8, "humidity": 26.6, "rainfall": 12, "evapotranspiration_et0": 2.7 }
{ "water_stress_index": 0, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.0). Soil moisture level (65.5%) is perfectly sufficient for the crop matrix." }
sensor_data_14
Wheat
{ "soil_moisture": 71.9, "temperature": 20.1, "humidity": 24.9, "rainfall": 12, "evapotranspiration_et0": 6.6 }
{ "water_stress_index": 0, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.0). Soil moisture level (71.9%) is perfectly sufficient for the crop matrix." }
sensor_data_15
Wheat
{ "soil_moisture": 49.6, "temperature": 13.9, "humidity": 24.1, "rainfall": 0, "evapotranspiration_et0": 5.3 }
{ "water_stress_index": 0.47, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.47). Soil moisture level (49.6%) is perfectly sufficient for the crop matrix." }
sensor_data_16
Wheat
{ "soil_moisture": 73.5, "temperature": 15.1, "humidity": 71.6, "rainfall": 2, "evapotranspiration_et0": 6.6 }
{ "water_stress_index": 0.1, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.1). Soil moisture level (73.5%) is perfectly sufficient for the crop matrix." }
sensor_data_17
Wheat
{ "soil_moisture": 59.2, "temperature": 28.6, "humidity": 21.6, "rainfall": 12, "evapotranspiration_et0": 1.6 }
{ "water_stress_index": 0, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.0). Soil moisture level (59.2%) is perfectly sufficient for the crop matrix." }
sensor_data_18
Wheat
{ "soil_moisture": 55.2, "temperature": 12.9, "humidity": 80.1, "rainfall": 12, "evapotranspiration_et0": 5.7 }
{ "water_stress_index": 0, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.0). Soil moisture level (55.2%) is perfectly sufficient for the crop matrix." }
sensor_data_19
Wheat
{ "soil_moisture": 80.8, "temperature": 27.6, "humidity": 80.2, "rainfall": 2, "evapotranspiration_et0": 5.8 }
{ "water_stress_index": 0.11, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.11). Soil moisture level (80.8%) is perfectly sufficient for the crop matrix." }
sensor_data_20
Wheat
{ "soil_moisture": 30.3, "temperature": 31.4, "humidity": 45.2, "rainfall": 0, "evapotranspiration_et0": 3.3 }
{ "water_stress_index": 0.64, "irrigation_recommended": "Yes", "water_needed_mm": 6.2 }
{ "generated_text": "Moderate water stress (0.64) detected due to elevated ambient temperature (31.4°C). Preventive irrigation is recommended." }
sensor_data_21
Wheat
{ "soil_moisture": 70.9, "temperature": 12.6, "humidity": 25.6, "rainfall": 0, "evapotranspiration_et0": 3.4 }
{ "water_stress_index": 0.32, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.32). Soil moisture level (70.9%) is perfectly sufficient for the crop matrix." }
sensor_data_22
Wheat
{ "soil_moisture": 37.8, "temperature": 21.6, "humidity": 92.1, "rainfall": 0, "evapotranspiration_et0": 3.1 }
{ "water_stress_index": 0.41, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.41). Soil moisture level (37.8%) is perfectly sufficient for the crop matrix." }
sensor_data_23
Wheat
{ "soil_moisture": 14.4, "temperature": 32.4, "humidity": 55.8, "rainfall": 0, "evapotranspiration_et0": 6 }
{ "water_stress_index": 0.72, "irrigation_recommended": "Yes", "water_needed_mm": 11.6 }
{ "generated_text": "High water stress (0.72). Soil moisture dropped below the critical crop threshold (14.4%). Irrigation of 11.6 mm is highly recommended." }
sensor_data_24
Wheat
{ "soil_moisture": 73.1, "temperature": 18.4, "humidity": 21.1, "rainfall": 0, "evapotranspiration_et0": 6 }
{ "water_stress_index": 0.36, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.36). Soil moisture level (73.1%) is perfectly sufficient for the crop matrix." }
sensor_data_25
Wheat
{ "soil_moisture": 49.3, "temperature": 37.4, "humidity": 56.7, "rainfall": 0, "evapotranspiration_et0": 5.4 }
{ "water_stress_index": 0.53, "irrigation_recommended": "Yes", "water_needed_mm": 3.4 }
{ "generated_text": "Moderate water stress (0.53) detected due to elevated ambient temperature (37.4°C). Preventive irrigation is recommended." }
sensor_data_26
Wheat
{ "soil_moisture": 35.9, "temperature": 31, "humidity": 46.6, "rainfall": 0, "evapotranspiration_et0": 7.3 }
{ "water_stress_index": 0.6, "irrigation_recommended": "Yes", "water_needed_mm": 6.8 }
{ "generated_text": "Moderate water stress (0.6) detected due to elevated ambient temperature (31.0°C). Preventive irrigation is recommended." }
sensor_data_27
Wheat
{ "soil_moisture": 39.9, "temperature": 14.8, "humidity": 47.9, "rainfall": 2, "evapotranspiration_et0": 7.5 }
{ "water_stress_index": 0.37, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.37). Soil moisture level (39.9%) is perfectly sufficient for the crop matrix." }
sensor_data_28
Wheat
{ "soil_moisture": 41.1, "temperature": 12.5, "humidity": 20.4, "rainfall": 12, "evapotranspiration_et0": 2 }
{ "water_stress_index": 0, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.0). Soil moisture level (41.1%) is perfectly sufficient for the crop matrix." }
sensor_data_29
Wheat
{ "soil_moisture": 12.6, "temperature": 32.1, "humidity": 24.5, "rainfall": 0, "evapotranspiration_et0": 3.1 }
{ "water_stress_index": 0.81, "irrigation_recommended": "Yes", "water_needed_mm": 8.5 }
{ "generated_text": "High water stress (0.81). Soil moisture dropped below the critical crop threshold (12.6%). Irrigation of 8.5 mm is highly recommended." }
sensor_data_30
Wheat
{ "soil_moisture": 65.2, "temperature": 34.8, "humidity": 81.7, "rainfall": 0, "evapotranspiration_et0": 7.2 }
{ "water_stress_index": 0.35, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.35). Soil moisture level (65.2%) is perfectly sufficient for the crop matrix." }
sensor_data_31
Wheat
{ "soil_moisture": 50, "temperature": 17.1, "humidity": 68.1, "rainfall": 5.5, "evapotranspiration_et0": 1.6 }
{ "water_stress_index": 0.09, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.09). Soil moisture level (50.0%) is perfectly sufficient for the crop matrix." }
sensor_data_32
Wheat
{ "soil_moisture": 25.8, "temperature": 27.6, "humidity": 20.6, "rainfall": 0, "evapotranspiration_et0": 1.9 }
{ "water_stress_index": 0.71, "irrigation_recommended": "Yes", "water_needed_mm": 10.4 }
{ "generated_text": "High water stress (0.71). Soil moisture dropped below the critical crop threshold (25.8%). Irrigation of 10.4 mm is highly recommended." }
sensor_data_33
Wheat
{ "soil_moisture": 57.8, "temperature": 23.9, "humidity": 71.1, "rainfall": 5.5, "evapotranspiration_et0": 7.1 }
{ "water_stress_index": 0.08, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.08). Soil moisture level (57.8%) is perfectly sufficient for the crop matrix." }
sensor_data_34
Wheat
{ "soil_moisture": 14.7, "temperature": 35.6, "humidity": 70.9, "rainfall": 0, "evapotranspiration_et0": 6.6 }
{ "water_stress_index": 0.69, "irrigation_recommended": "Yes", "water_needed_mm": 5.4 }
{ "generated_text": "High water stress (0.69). Soil moisture dropped below the critical crop threshold (14.7%). Irrigation of 5.4 mm is highly recommended." }
sensor_data_35
Wheat
{ "soil_moisture": 66.4, "temperature": 19, "humidity": 46.1, "rainfall": 0, "evapotranspiration_et0": 1.5 }
{ "water_stress_index": 0.33, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.33). Soil moisture level (66.4%) is perfectly sufficient for the crop matrix." }
sensor_data_36
Wheat
{ "soil_moisture": 83.5, "temperature": 38.5, "humidity": 69.5, "rainfall": 0, "evapotranspiration_et0": 7.6 }
{ "water_stress_index": 0.29, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.29). Soil moisture level (83.5%) is perfectly sufficient for the crop matrix." }
sensor_data_37
Wheat
{ "soil_moisture": 18.6, "temperature": 33.2, "humidity": 83.7, "rainfall": 0, "evapotranspiration_et0": 3.2 }
{ "water_stress_index": 0.62, "irrigation_recommended": "Yes", "water_needed_mm": 14 }
{ "generated_text": "High water stress (0.62). Soil moisture dropped below the critical crop threshold (18.6%). Irrigation of 14.0 mm is highly recommended." }
sensor_data_38
Wheat
{ "soil_moisture": 88.3, "temperature": 28.4, "humidity": 85.5, "rainfall": 0, "evapotranspiration_et0": 5.8 }
{ "water_stress_index": 0.15, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.15). Soil moisture level (88.3%) is perfectly sufficient for the crop matrix." }
sensor_data_39
Wheat
{ "soil_moisture": 50.1, "temperature": 11.9, "humidity": 64.8, "rainfall": 12, "evapotranspiration_et0": 6.1 }
{ "water_stress_index": 0, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.0). Soil moisture level (50.1%) is perfectly sufficient for the crop matrix." }
sensor_data_40
Wheat
{ "soil_moisture": 79.3, "temperature": 31.3, "humidity": 78.3, "rainfall": 2, "evapotranspiration_et0": 3.1 }
{ "water_stress_index": 0.14, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.14). Soil moisture level (79.3%) is perfectly sufficient for the crop matrix." }
sensor_data_41
Wheat
{ "soil_moisture": 52, "temperature": 38, "humidity": 88.2, "rainfall": 5.5, "evapotranspiration_et0": 3.9 }
{ "water_stress_index": 0.16, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.16). Soil moisture level (52.0%) is perfectly sufficient for the crop matrix." }
sensor_data_42
Wheat
{ "soil_moisture": 21.1, "temperature": 22.7, "humidity": 92.2, "rainfall": 0, "evapotranspiration_et0": 2.1 }
{ "water_stress_index": 0.52, "irrigation_recommended": "Yes", "water_needed_mm": 10.5 }
{ "generated_text": "High water stress (0.52). Soil moisture dropped below the critical crop threshold (21.1%). Irrigation of 10.5 mm is highly recommended." }
sensor_data_43
Wheat
{ "soil_moisture": 49.7, "temperature": 13.6, "humidity": 54.8, "rainfall": 0, "evapotranspiration_et0": 3.5 }
{ "water_stress_index": 0.38, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.38). Soil moisture level (49.7%) is perfectly sufficient for the crop matrix." }
sensor_data_44
Wheat
{ "soil_moisture": 17.2, "temperature": 40.8, "humidity": 88.5, "rainfall": 0, "evapotranspiration_et0": 2.9 }
{ "water_stress_index": 0.66, "irrigation_recommended": "Yes", "water_needed_mm": 11.7 }
{ "generated_text": "High water stress (0.66). Soil moisture dropped below the critical crop threshold (17.2%). Irrigation of 11.7 mm is highly recommended." }
sensor_data_45
Wheat
{ "soil_moisture": 59.2, "temperature": 28.7, "humidity": 55.4, "rainfall": 2, "evapotranspiration_et0": 4.6 }
{ "water_stress_index": 0.31, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.31). Soil moisture level (59.2%) is perfectly sufficient for the crop matrix." }
sensor_data_46
Wheat
{ "soil_moisture": 32.7, "temperature": 32.6, "humidity": 33.5, "rainfall": 0, "evapotranspiration_et0": 1.7 }
{ "water_stress_index": 0.66, "irrigation_recommended": "Yes", "water_needed_mm": 11.3 }
{ "generated_text": "Moderate water stress (0.66) detected due to elevated ambient temperature (32.6°C). Preventive irrigation is recommended." }
sensor_data_47
Wheat
{ "soil_moisture": 82.6, "temperature": 41, "humidity": 69.1, "rainfall": 0, "evapotranspiration_et0": 4 }
{ "water_stress_index": 0.31, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.31). Soil moisture level (82.6%) is perfectly sufficient for the crop matrix." }
sensor_data_48
Wheat
{ "soil_moisture": 34.8, "temperature": 30.2, "humidity": 91.3, "rainfall": 0, "evapotranspiration_et0": 1.7 }
{ "water_stress_index": 0.48, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.48). Soil moisture level (34.8%) is perfectly sufficient for the crop matrix." }
sensor_data_49
Wheat
{ "soil_moisture": 19.2, "temperature": 36.3, "humidity": 64.5, "rainfall": 0, "evapotranspiration_et0": 1.9 }
{ "water_stress_index": 0.69, "irrigation_recommended": "Yes", "water_needed_mm": 4.7 }
{ "generated_text": "High water stress (0.69). Soil moisture dropped below the critical crop threshold (19.2%). Irrigation of 4.7 mm is highly recommended." }
sensor_data_50
Wheat
{ "soil_moisture": 56.7, "temperature": 20.5, "humidity": 46.3, "rainfall": 0, "evapotranspiration_et0": 3.9 }
{ "water_stress_index": 0.4, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.4). Soil moisture level (56.7%) is perfectly sufficient for the crop matrix." }
sensor_data_51
Wheat
{ "soil_moisture": 49.4, "temperature": 31.9, "humidity": 66.7, "rainfall": 0, "evapotranspiration_et0": 2.5 }
{ "water_stress_index": 0.47, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.47). Soil moisture level (49.4%) is perfectly sufficient for the crop matrix." }
sensor_data_52
Wheat
{ "soil_moisture": 15.9, "temperature": 19.6, "humidity": 67.8, "rainfall": 0, "evapotranspiration_et0": 5.5 }
{ "water_stress_index": 0.6, "irrigation_recommended": "Yes", "water_needed_mm": 14 }
{ "generated_text": "High water stress (0.6). Soil moisture dropped below the critical crop threshold (15.9%). Irrigation of 14.0 mm is highly recommended." }
sensor_data_53
Wheat
{ "soil_moisture": 58.5, "temperature": 28.6, "humidity": 89.9, "rainfall": 0, "evapotranspiration_et0": 5.4 }
{ "water_stress_index": 0.33, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.33). Soil moisture level (58.5%) is perfectly sufficient for the crop matrix." }
sensor_data_54
Wheat
{ "soil_moisture": 83.2, "temperature": 12.5, "humidity": 22.9, "rainfall": 0, "evapotranspiration_et0": 6.4 }
{ "water_stress_index": 0.25, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.25). Soil moisture level (83.2%) is perfectly sufficient for the crop matrix." }
sensor_data_55
Wheat
{ "soil_moisture": 71.3, "temperature": 22.2, "humidity": 40.8, "rainfall": 0, "evapotranspiration_et0": 6.2 }
{ "water_stress_index": 0.34, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.34). Soil moisture level (71.3%) is perfectly sufficient for the crop matrix." }
sensor_data_56
Wheat
{ "soil_moisture": 88, "temperature": 37.5, "humidity": 36.8, "rainfall": 5.5, "evapotranspiration_et0": 6 }
{ "water_stress_index": 0.06, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.06). Soil moisture level (88.0%) is perfectly sufficient for the crop matrix." }
sensor_data_57
Wheat
{ "soil_moisture": 73.8, "temperature": 19.9, "humidity": 75.1, "rainfall": 0, "evapotranspiration_et0": 5.6 }
{ "water_stress_index": 0.22, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.22). Soil moisture level (73.8%) is perfectly sufficient for the crop matrix." }
sensor_data_58
Wheat
{ "soil_moisture": 85.4, "temperature": 16.4, "humidity": 33.1, "rainfall": 0, "evapotranspiration_et0": 7 }
{ "water_stress_index": 0.23, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.23). Soil moisture level (85.4%) is perfectly sufficient for the crop matrix." }
sensor_data_59
Wheat
{ "soil_moisture": 68.4, "temperature": 35.3, "humidity": 23.4, "rainfall": 12, "evapotranspiration_et0": 7.5 }
{ "water_stress_index": 0, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.0). Soil moisture level (68.4%) is perfectly sufficient for the crop matrix." }
sensor_data_60
Wheat
{ "soil_moisture": 71.2, "temperature": 17.8, "humidity": 45.5, "rainfall": 0, "evapotranspiration_et0": 6.2 }
{ "water_stress_index": 0.3, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.3). Soil moisture level (71.2%) is perfectly sufficient for the crop matrix." }
sensor_data_61
Wheat
{ "soil_moisture": 75.4, "temperature": 38.4, "humidity": 41, "rainfall": 5.5, "evapotranspiration_et0": 5.4 }
{ "water_stress_index": 0.14, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.14). Soil moisture level (75.4%) is perfectly sufficient for the crop matrix." }
sensor_data_62
Wheat
{ "soil_moisture": 85.8, "temperature": 28.8, "humidity": 60, "rainfall": 12, "evapotranspiration_et0": 4.5 }
{ "water_stress_index": 0, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.0). Soil moisture level (85.8%) is perfectly sufficient for the crop matrix." }
sensor_data_63
Wheat
{ "soil_moisture": 61.4, "temperature": 27.2, "humidity": 74.6, "rainfall": 0, "evapotranspiration_et0": 5.4 }
{ "water_stress_index": 0.34, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.34). Soil moisture level (61.4%) is perfectly sufficient for the crop matrix." }
sensor_data_64
Wheat
{ "soil_moisture": 82.9, "temperature": 18.6, "humidity": 86.4, "rainfall": 0, "evapotranspiration_et0": 6.6 }
{ "water_stress_index": 0.12, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.12). Soil moisture level (82.9%) is perfectly sufficient for the crop matrix." }
sensor_data_65
Wheat
{ "soil_moisture": 62.7, "temperature": 18.2, "humidity": 94.3, "rainfall": 12, "evapotranspiration_et0": 3.6 }
{ "water_stress_index": 0, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.0). Soil moisture level (62.7%) is perfectly sufficient for the crop matrix." }
sensor_data_66
Wheat
{ "soil_moisture": 41.2, "temperature": 29.1, "humidity": 32.4, "rainfall": 2, "evapotranspiration_et0": 3.4 }
{ "water_stress_index": 0.49, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.49). Soil moisture level (41.2%) is perfectly sufficient for the crop matrix." }
sensor_data_67
Wheat
{ "soil_moisture": 86.9, "temperature": 39.2, "humidity": 66.7, "rainfall": 2, "evapotranspiration_et0": 6.4 }
{ "water_stress_index": 0.18, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.18). Soil moisture level (86.9%) is perfectly sufficient for the crop matrix." }
sensor_data_68
Wheat
{ "soil_moisture": 19, "temperature": 38.5, "humidity": 56.4, "rainfall": 0, "evapotranspiration_et0": 4.4 }
{ "water_stress_index": 0.72, "irrigation_recommended": "Yes", "water_needed_mm": 10.1 }
{ "generated_text": "High water stress (0.72). Soil moisture dropped below the critical crop threshold (19.0%). Irrigation of 10.1 mm is highly recommended." }
sensor_data_69
Wheat
{ "soil_moisture": 58.5, "temperature": 22.2, "humidity": 34, "rainfall": 12, "evapotranspiration_et0": 5.2 }
{ "water_stress_index": 0, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.0). Soil moisture level (58.5%) is perfectly sufficient for the crop matrix." }
sensor_data_70
Wheat
{ "soil_moisture": 73.2, "temperature": 14, "humidity": 51.4, "rainfall": 2, "evapotranspiration_et0": 3.8 }
{ "water_stress_index": 0.15, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.15). Soil moisture level (73.2%) is perfectly sufficient for the crop matrix." }
sensor_data_71
Wheat
{ "soil_moisture": 84.4, "temperature": 28.1, "humidity": 50.5, "rainfall": 0, "evapotranspiration_et0": 3.7 }
{ "water_stress_index": 0.27, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.27). Soil moisture level (84.4%) is perfectly sufficient for the crop matrix." }
sensor_data_72
Wheat
{ "soil_moisture": 32.6, "temperature": 37.4, "humidity": 57.1, "rainfall": 0, "evapotranspiration_et0": 8 }
{ "water_stress_index": 0.63, "irrigation_recommended": "Yes", "water_needed_mm": 12.5 }
{ "generated_text": "Moderate water stress (0.63) detected due to elevated ambient temperature (37.4°C). Preventive irrigation is recommended." }
sensor_data_73
Wheat
{ "soil_moisture": 34.9, "temperature": 16.1, "humidity": 50.1, "rainfall": 2, "evapotranspiration_et0": 7.7 }
{ "water_stress_index": 0.4, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.4). Soil moisture level (34.9%) is perfectly sufficient for the crop matrix." }
sensor_data_74
Wheat
{ "soil_moisture": 12.1, "temperature": 37.5, "humidity": 41.2, "rainfall": 0, "evapotranspiration_et0": 6.6 }
{ "water_stress_index": 0.8, "irrigation_recommended": "Yes", "water_needed_mm": 14.2 }
{ "generated_text": "High water stress (0.8). Soil moisture dropped below the critical crop threshold (12.1%). Irrigation of 14.2 mm is highly recommended." }
sensor_data_75
Wheat
{ "soil_moisture": 28.3, "temperature": 10.4, "humidity": 77.1, "rainfall": 0, "evapotranspiration_et0": 4.9 }
{ "water_stress_index": 0.44, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.44). Soil moisture level (28.3%) is perfectly sufficient for the crop matrix." }
sensor_data_76
Wheat
{ "soil_moisture": 17.3, "temperature": 31.9, "humidity": 71.9, "rainfall": 5.5, "evapotranspiration_et0": 5 }
{ "water_stress_index": 0.38, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.38). Soil moisture level (17.3%) is perfectly sufficient for the crop matrix." }
sensor_data_77
Wheat
{ "soil_moisture": 85.7, "temperature": 41.8, "humidity": 47.1, "rainfall": 2, "evapotranspiration_et0": 7.5 }
{ "water_stress_index": 0.25, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.25). Soil moisture level (85.7%) is perfectly sufficient for the crop matrix." }
sensor_data_78
Wheat
{ "soil_moisture": 37.2, "temperature": 29.5, "humidity": 38, "rainfall": 0, "evapotranspiration_et0": 3.2 }
{ "water_stress_index": 0.6, "irrigation_recommended": "Yes", "water_needed_mm": 14 }
{ "generated_text": "Moderate water stress (0.6) detected due to elevated ambient temperature (29.5°C). Preventive irrigation is recommended." }
sensor_data_79
Wheat
{ "soil_moisture": 53.7, "temperature": 36.6, "humidity": 73.9, "rainfall": 0, "evapotranspiration_et0": 5.4 }
{ "water_stress_index": 0.45, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.45). Soil moisture level (53.7%) is perfectly sufficient for the crop matrix." }
sensor_data_80
Wheat
{ "soil_moisture": 62.7, "temperature": 20.2, "humidity": 28.5, "rainfall": 0, "evapotranspiration_et0": 1.9 }
{ "water_stress_index": 0.41, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.41). Soil moisture level (62.7%) is perfectly sufficient for the crop matrix." }
sensor_data_81
Wheat
{ "soil_moisture": 11.1, "temperature": 34.6, "humidity": 77.4, "rainfall": 0, "evapotranspiration_et0": 6.3 }
{ "water_stress_index": 0.69, "irrigation_recommended": "Yes", "water_needed_mm": 11.5 }
{ "generated_text": "High water stress (0.69). Soil moisture dropped below the critical crop threshold (11.1%). Irrigation of 11.5 mm is highly recommended." }
sensor_data_82
Wheat
{ "soil_moisture": 67.6, "temperature": 18.3, "humidity": 58.3, "rainfall": 12, "evapotranspiration_et0": 3.2 }
{ "water_stress_index": 0, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.0). Soil moisture level (67.6%) is perfectly sufficient for the crop matrix." }
sensor_data_83
Wheat
{ "soil_moisture": 13.8, "temperature": 33.2, "humidity": 32.8, "rainfall": 0, "evapotranspiration_et0": 4.6 }
{ "water_stress_index": 0.79, "irrigation_recommended": "Yes", "water_needed_mm": 4.6 }
{ "generated_text": "High water stress (0.79). Soil moisture dropped below the critical crop threshold (13.8%). Irrigation of 4.6 mm is highly recommended." }
sensor_data_84
Wheat
{ "soil_moisture": 62.6, "temperature": 25.5, "humidity": 67.5, "rainfall": 0, "evapotranspiration_et0": 4.8 }
{ "water_stress_index": 0.34, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.34). Soil moisture level (62.6%) is perfectly sufficient for the crop matrix." }
sensor_data_85
Wheat
{ "soil_moisture": 11.8, "temperature": 23.5, "humidity": 41.6, "rainfall": 0, "evapotranspiration_et0": 7 }
{ "water_stress_index": 0.72, "irrigation_recommended": "Yes", "water_needed_mm": 11.5 }
{ "generated_text": "High water stress (0.72). Soil moisture dropped below the critical crop threshold (11.8%). Irrigation of 11.5 mm is highly recommended." }
sensor_data_86
Wheat
{ "soil_moisture": 55.1, "temperature": 31.5, "humidity": 29.1, "rainfall": 0, "evapotranspiration_et0": 2.1 }
{ "water_stress_index": 0.53, "irrigation_recommended": "Yes", "water_needed_mm": 14.6 }
{ "generated_text": "Moderate water stress (0.53) detected due to elevated ambient temperature (31.5°C). Preventive irrigation is recommended." }
sensor_data_87
Wheat
{ "soil_moisture": 66.8, "temperature": 30, "humidity": 70.4, "rainfall": 0, "evapotranspiration_et0": 3.2 }
{ "water_stress_index": 0.34, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.34). Soil moisture level (66.8%) is perfectly sufficient for the crop matrix." }
sensor_data_88
Wheat
{ "soil_moisture": 77.8, "temperature": 18.1, "humidity": 34, "rainfall": 12, "evapotranspiration_et0": 5.8 }
{ "water_stress_index": 0, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.0). Soil moisture level (77.8%) is perfectly sufficient for the crop matrix." }
sensor_data_89
Wheat
{ "soil_moisture": 88.4, "temperature": 31.5, "humidity": 93.7, "rainfall": 0, "evapotranspiration_et0": 3.5 }
{ "water_stress_index": 0.15, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.15). Soil moisture level (88.4%) is perfectly sufficient for the crop matrix." }
sensor_data_90
Wheat
{ "soil_moisture": 87.2, "temperature": 20.1, "humidity": 86.3, "rainfall": 12, "evapotranspiration_et0": 2.9 }
{ "water_stress_index": 0, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.0). Soil moisture level (87.2%) is perfectly sufficient for the crop matrix." }
sensor_data_91
Wheat
{ "soil_moisture": 89.6, "temperature": 41, "humidity": 91.2, "rainfall": 0, "evapotranspiration_et0": 3.7 }
{ "water_stress_index": 0.21, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.21). Soil moisture level (89.6%) is perfectly sufficient for the crop matrix." }
sensor_data_92
Wheat
{ "soil_moisture": 56.8, "temperature": 16.3, "humidity": 34.3, "rainfall": 12, "evapotranspiration_et0": 7.5 }
{ "water_stress_index": 0, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.0). Soil moisture level (56.8%) is perfectly sufficient for the crop matrix." }
sensor_data_93
Wheat
{ "soil_moisture": 51, "temperature": 39.2, "humidity": 88.3, "rainfall": 0, "evapotranspiration_et0": 1.3 }
{ "water_stress_index": 0.44, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.44). Soil moisture level (51.0%) is perfectly sufficient for the crop matrix." }
sensor_data_94
Wheat
{ "soil_moisture": 59.5, "temperature": 31, "humidity": 60.3, "rainfall": 5.5, "evapotranspiration_et0": 6.1 }
{ "water_stress_index": 0.14, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.14). Soil moisture level (59.5%) is perfectly sufficient for the crop matrix." }
sensor_data_95
Wheat
{ "soil_moisture": 35.4, "temperature": 14.4, "humidity": 47.6, "rainfall": 0, "evapotranspiration_et0": 3.7 }
{ "water_stress_index": 0.5, "irrigation_recommended": "Yes", "water_needed_mm": 13.7 }
{ "generated_text": "Moderate water stress (0.5) detected due to elevated ambient temperature (14.4°C). Preventive irrigation is recommended." }
sensor_data_96
Wheat
{ "soil_moisture": 20.1, "temperature": 20.6, "humidity": 58.7, "rainfall": 0, "evapotranspiration_et0": 1.4 }
{ "water_stress_index": 0.6, "irrigation_recommended": "Yes", "water_needed_mm": 4.5 }
{ "generated_text": "High water stress (0.6). Soil moisture dropped below the critical crop threshold (20.1%). Irrigation of 4.5 mm is highly recommended." }
sensor_data_97
Wheat
{ "soil_moisture": 64.6, "temperature": 28.5, "humidity": 76.3, "rainfall": 0, "evapotranspiration_et0": 4 }
{ "water_stress_index": 0.32, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.32). Soil moisture level (64.6%) is perfectly sufficient for the crop matrix." }
sensor_data_98
Wheat
{ "soil_moisture": 16.1, "temperature": 25.5, "humidity": 33.2, "rainfall": 5.5, "evapotranspiration_et0": 4.6 }
{ "water_stress_index": 0.45, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.45). Soil moisture level (16.1%) is perfectly sufficient for the crop matrix." }
sensor_data_99
Wheat
{ "soil_moisture": 82, "temperature": 39.6, "humidity": 27.8, "rainfall": 0, "evapotranspiration_et0": 4.4 }
{ "water_stress_index": 0.41, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.41). Soil moisture level (82.0%) is perfectly sufficient for the crop matrix." }
sensor_data_100
Wheat
{ "soil_moisture": 11.5, "temperature": 13.1, "humidity": 53.7, "rainfall": 5.5, "evapotranspiration_et0": 5.2 }
{ "water_stress_index": 0.35, "irrigation_recommended": "No", "water_needed_mm": 0 }
{ "generated_text": "System stable. Water stress index is low (0.35). Soil moisture level (11.5%) is perfectly sufficient for the crop matrix." }