{ | |
"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 | |
} | |
} |