Ant Fly Radar

Array de Variáveis (Input ML)

Array
(
    [user_id] => 0
    [profile_id] => 1
    [ant_species_id] => 12
    [ant_name_display] => Camponotus vittatus
    [species_name_reported] => Camponotus vittatus
    [base_model_filename] => model_camponotus_vittatus
    [conditions_json] => {
    "ideal_conditions": {
        "temperature_min": 24,
        "temperature_ideal": 27,
        "temperature_max": 31,
        "humidity_ideal": 70,
        "wind_speed_max_ideal_kmh": 6,
        "wind_speed_max_possible_kmh": 24,
        "rain_max_possible_mm": 15,
        "time_ideal_hour": 20,
        "time_window_hours": 6,
        "weights": {
            "temperature": 1,
            "humidity": 1,
            "wind": 1,
            "rain": 1.5,
            "time": 1
        }
    },
    "others": {
        "improving_modifier": 1.15,
        "worsening_modifier": 0.85,
        "pressure_trend": {
            "rising_modifier": 1.2,
            "falling_modifier": 0.8
        },
        "flight_months": "1,2,3,11,12"
    }
}
    [lat] => -22.917106
    [lon] => -43.184626
    [altitude] => 74
    [biome_type] => 1
    [day_of_year] => 313
    [current_hour] => 19
    [temp] => 21.63
    [humidity] => 70
    [wind_speed] => 14.83
    [wind_deg] => 190
    [wind_dir_abbr] => S
    [pressure] => 763.56
    [moon_phase] => 0.66
    [sunrise_time] => 2025-11-09 05:03:13
    [sunset_time] => 2025-11-09 18:10:01
    [offset_after_sunset] => 73
    [offset_after_sunrise] => 860
    [temp_24h_ago] => 25.63
    [pressure_24h_ago] => 753.81
    [rain_total_48h] => 0
)

Debug Output (from Python Script)

Engine: Joblib/LGBM
Script: /www/wwwroot/antranger.com.br/ml_scripts/predict_joblib.py
Command: /www/wwwroot/antranger.com.br/ml_env/bin/python /www/wwwroot/antranger.com.br/ml_scripts/predict_joblib.py 'model_camponotus_vittatus' '74' '1' '21.63' '70' '14.83' '763.56' '313' '0.66' '19' '73' '860' '25.63' '753.81' '0' 2>&1
---------
Raw Output:
/www/wwwroot/antranger.com.br/ml_env/lib/python3.10/site-packages/sklearn/utils/validation.py:2749: UserWarning: X does not have valid feature names, but LGBMClassifier was fitted with feature names
  warnings.warn(
DEBUG (joblib): Model Base Name: model_camponotus_vittatus
DEBUG (joblib): Features Count: 14
DEBUG (joblib): Scaler Path: /www/wwwroot/antranger.com.br/ml_scripts/models/model_camponotus_vittatus_scaler_joblib.pkl
DEBUG (joblib): Model Path: /www/wwwroot/antranger.com.br/ml_scripts/models/model_camponotus_vittatus.pkl
DEBUG (joblib): Scaler and Model loaded successfully.
DEBUG (joblib): Input Data (first 3): [74.    1.   21.63]
DEBUG (joblib): Input Shape: (1, 14)
DEBUG (joblib): Data normalized.
DEBUG (joblib): Raw probability [P(0), P(1)]: [9.99827638e-01 1.72361800e-04]
0.0001723617995937623

---------
Filtered Debug:
/www/wwwroot/antranger.com.br/ml_env/lib/python3.10/site-packages/sklearn/utils/validation.py:2749: UserWarning: X does not have valid feature names, but LGBMClassifier was fitted with feature names
  warnings.warn(
DEBUG (joblib): Model Base Name: model_camponotus_vittatus
DEBUG (joblib): Features Count: 14
DEBUG (joblib): Scaler Path: /www/wwwroot/antranger.com.br/ml_scripts/models/model_camponotus_vittatus_scaler_joblib.pkl
DEBUG (joblib): Model Path: /www/wwwroot/antranger.com.br/ml_scripts/models/model_camponotus_vittatus.pkl
DEBUG (joblib): Scaler and Model loaded successfully.
DEBUG (joblib): Input Data (first 3): [74.    1.   21.63]
DEBUG (joblib): Input Shape: (1, 14)
DEBUG (joblib): Data normalized.
DEBUG (joblib): Raw probability [P(0), P(1)]: [9.99827638e-01 1.72361800e-04]