{ "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", "catboost==1.2.1" ], "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": "catboost_without_hospital_number.pkl" }, "model_format": "pickle", "task": "tabular-classification", "use_intelex": false } }