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Horse-Health-Outcome-6d56348a-8c02-416a-8d5d-fdf98b0d4f59

Tabular Classification
Scikit-learn
skops
Model card Files Community
Horse-Health-Outcome-6d56348a-8c02-416a-8d5d-fdf98b0d4f59
File size: 4,262 Bytes 
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{
    "sklearn": {
        "columns": [
            "surgery",
            "age",
            "rectal_temp",
            "pulse",
            "respiratory_rate",
            "temp_of_extremities",
            "peripheral_pulse",
            "mucous_membrane",
            "capillary_refill_time",
            "pain",
            "peristalsis",
            "abdominal_distention",
            "nasogastric_tube",
            "nasogastric_reflux",
            "nasogastric_reflux_ph",
            "rectal_exam_feces",
            "abdomen",
            "packed_cell_volume",
            "total_protein",
            "abdomo_appearance",
            "abdomo_protein",
            "surgical_lesion",
            "lesion_1",
            "lesion_2",
            "lesion_3",
            "cp_data"
        ],
        "environment": [
            "scikit-learn=1.3.0",
            "lightgbm",
            "numpy"
        ],
        "example_input": {
            "abdomen": [
                "distend_small",
                "distend_small",
                "distend_large"
            ],
            "abdominal_distention": [
                "none",
                "none",
                "moderate"
            ],
            "abdomo_appearance": [
                "serosanguious",
                "cloudy",
                "serosanguious"
            ],
            "abdomo_protein": [
                4.1,
                4.3,
                2.0
            ],
            "age": [
                "adult",
                "adult",
                "adult"
            ],
            "capillary_refill_time": [
                "less_3_sec",
                "less_3_sec",
                "more_3_sec"
            ],
            "cp_data": [
                "yes",
                "yes",
                "no"
            ],
            "lesion_1": [
                7209,
                2112,
                5400
            ],
            "lesion_2": [
                0,
                0,
                0
            ],
            "lesion_3": [
                0,
                0,
                0
            ],
            "mucous_membrane": [
                "bright_pink",
                "bright_pink",
                "dark_cyanotic"
            ],
            "nasogastric_reflux": [
                "none",
                "none",
                "more_1_liter"
            ],
            "nasogastric_reflux_ph": [
                7.0,
                3.5,
                2.0
            ],
            "nasogastric_tube": [
                "slight",
                "none",
                "significant"
            ],
            "packed_cell_volume": [
                37.0,
                44.0,
                65.0
            ],
            "pain": [
                "depressed",
                "mild_pain",
                "extreme_pain"
            ],
            "peripheral_pulse": [
                "normal",
                "normal",
                "reduced"
            ],
            "peristalsis": [
                "hypermotile",
                "hypomotile",
                "absent"
            ],
            "pulse": [
                84.0,
                66.0,
                72.0
            ],
            "rectal_exam_feces": [
                "absent",
                "decreased",
                "absent"
            ],
            "rectal_temp": [
                39.0,
                38.5,
                37.3
            ],
            "respiratory_rate": [
                24.0,
                21.0,
                30.0
            ],
            "surgery": [
                "yes",
                "yes",
                "yes"
            ],
            "surgical_lesion": [
                "yes",
                "yes",
                "yes"
            ],
            "temp_of_extremities": [
                "cool",
                "normal",
                "cool"
            ],
            "total_protein": [
                6.5,
                7.6,
                13.0
            ]
        },
        "model": {
            "file": "LightGBM_without_hospital_number_01.pkl"
        },
        "model_format": "pickle",
        "task": "tabular-classification",
        "use_intelex": false
    }
}