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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==4.1.0"
],
"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
}
}