| { | |
| "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 | |
| } | |
| } |