age stringclasses 6 values | time_in_hospital int64 1 14 | n_lab_procedures int64 1 113 | n_procedures int64 0 6 | n_medications int64 1 79 | n_outpatient int64 0 33 | n_inpatient int64 0 15 | n_emergency int64 0 64 | medical_specialty stringclasses 7 values | diag_1 stringclasses 8 values | diag_2 stringclasses 8 values | diag_3 stringclasses 8 values | glucose_test stringclasses 3 values | A1Ctest stringclasses 3 values | change stringclasses 2 values | diabetes_med stringclasses 2 values | readmitted stringclasses 2 values |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
[70-80) | 2 | 16 | 2 | 14 | 3 | 6 | 2 | Missing | Injury | Other | Respiratory | normal | no | no | no | yes |
[70-80) | 6 | 2 | 1 | 23 | 0 | 0 | 0 | Missing | Musculoskeletal | Musculoskeletal | Diabetes | no | no | yes | yes | yes |
[60-70) | 12 | 33 | 0 | 17 | 0 | 4 | 3 | InternalMedicine | Circulatory | Respiratory | Diabetes | no | no | no | no | no |
[70-80) | 5 | 73 | 0 | 16 | 0 | 0 | 0 | Emergency/Trauma | Circulatory | Respiratory | Diabetes | no | high | yes | yes | no |
[40-50) | 5 | 58 | 1 | 22 | 0 | 0 | 0 | Missing | Musculoskeletal | Other | Other | no | no | yes | yes | yes |
[60-70) | 3 | 17 | 0 | 5 | 0 | 0 | 0 | Family/GeneralPractice | Respiratory | Diabetes | Other | normal | no | no | yes | no |
[70-80) | 8 | 23 | 2 | 17 | 0 | 2 | 0 | Missing | Other | Circulatory | Respiratory | no | no | no | yes | no |
[80-90) | 1 | 66 | 4 | 15 | 0 | 1 | 0 | Family/GeneralPractice | Digestive | Respiratory | Circulatory | no | no | no | no | yes |
[60-70) | 4 | 34 | 0 | 12 | 1 | 1 | 2 | Missing | Other | Other | Circulatory | no | no | yes | yes | no |
[50-60) | 2 | 46 | 1 | 19 | 0 | 0 | 0 | Missing | Digestive | Digestive | Diabetes | no | no | no | yes | no |
[70-80) | 6 | 65 | 0 | 13 | 2 | 0 | 1 | Missing | Circulatory | Circulatory | Other | no | no | yes | yes | yes |
[40-50) | 2 | 41 | 1 | 10 | 0 | 0 | 0 | Missing | Injury | Other | Other | no | no | yes | yes | no |
[80-90) | 2 | 47 | 0 | 12 | 0 | 0 | 0 | Missing | Diabetes | Other | Circulatory | no | no | no | yes | no |
[50-60) | 3 | 51 | 1 | 16 | 0 | 0 | 0 | InternalMedicine | Respiratory | Other | Other | no | no | yes | yes | yes |
[50-60) | 3 | 47 | 6 | 16 | 0 | 0 | 0 | Missing | Circulatory | Circulatory | Diabetes | no | no | no | yes | yes |
[60-70) | 3 | 42 | 0 | 29 | 0 | 0 | 0 | Missing | Respiratory | Other | Musculoskeletal | no | no | yes | yes | yes |
[70-80) | 3 | 2 | 0 | 10 | 1 | 1 | 0 | Missing | Circulatory | Diabetes | Other | no | no | yes | yes | yes |
[70-80) | 2 | 58 | 0 | 15 | 2 | 0 | 0 | Missing | Respiratory | Respiratory | Diabetes | no | no | no | yes | no |
[70-80) | 2 | 16 | 0 | 15 | 0 | 1 | 0 | Missing | Respiratory | Other | Other | normal | no | no | no | yes |
[60-70) | 4 | 64 | 0 | 20 | 1 | 2 | 0 | Other | Digestive | Respiratory | Diabetes | no | no | yes | yes | yes |
[40-50) | 7 | 22 | 1 | 4 | 0 | 0 | 0 | Emergency/Trauma | Circulatory | Injury | Other | no | no | no | no | no |
[70-80) | 10 | 48 | 3 | 23 | 0 | 0 | 0 | Missing | Injury | Injury | Injury | no | no | yes | yes | no |
[60-70) | 4 | 64 | 0 | 13 | 0 | 0 | 0 | Missing | Circulatory | Diabetes | Circulatory | no | high | yes | yes | yes |
[80-90) | 11 | 18 | 0 | 11 | 0 | 0 | 0 | Emergency/Trauma | Respiratory | Other | Other | no | no | no | yes | yes |
[70-80) | 4 | 62 | 0 | 14 | 0 | 0 | 0 | InternalMedicine | Digestive | Circulatory | Circulatory | no | no | no | yes | no |
[60-70) | 4 | 64 | 0 | 13 | 0 | 0 | 0 | Emergency/Trauma | Circulatory | Diabetes | Circulatory | no | high | yes | yes | yes |
[60-70) | 3 | 50 | 6 | 20 | 0 | 0 | 0 | Emergency/Trauma | Circulatory | Circulatory | Other | no | high | yes | yes | no |
[40-50) | 3 | 12 | 0 | 14 | 0 | 1 | 0 | Missing | Digestive | Other | Other | no | no | no | no | yes |
[40-50) | 7 | 65 | 3 | 21 | 0 | 5 | 0 | Family/GeneralPractice | Digestive | Digestive | Digestive | no | no | yes | yes | yes |
[90-100) | 7 | 59 | 0 | 20 | 1 | 1 | 0 | Missing | Respiratory | Respiratory | Circulatory | no | no | yes | yes | yes |
[60-70) | 3 | 43 | 1 | 20 | 0 | 0 | 0 | Other | Musculoskeletal | Circulatory | Diabetes | no | no | yes | yes | no |
[50-60) | 2 | 45 | 0 | 16 | 0 | 0 | 0 | InternalMedicine | Digestive | Other | Other | no | no | no | yes | yes |
[70-80) | 3 | 12 | 1 | 28 | 0 | 0 | 0 | Other | Musculoskeletal | Diabetes | Other | no | no | no | yes | no |
[70-80) | 2 | 18 | 0 | 12 | 0 | 0 | 0 | Other | Digestive | Digestive | Other | no | no | yes | yes | yes |
[80-90) | 6 | 43 | 0 | 21 | 0 | 0 | 0 | Missing | Circulatory | Circulatory | Respiratory | no | no | yes | yes | yes |
[60-70) | 3 | 68 | 2 | 20 | 1 | 2 | 0 | InternalMedicine | Digestive | Other | Other | no | no | no | yes | yes |
[60-70) | 4 | 43 | 2 | 11 | 0 | 0 | 1 | InternalMedicine | Circulatory | Respiratory | Circulatory | no | high | no | yes | no |
[50-60) | 1 | 48 | 6 | 9 | 0 | 0 | 0 | Cardiology | Circulatory | Diabetes | Circulatory | no | no | yes | yes | no |
[80-90) | 8 | 37 | 0 | 16 | 4 | 2 | 1 | InternalMedicine | Respiratory | Respiratory | Other | no | no | no | no | yes |
[70-80) | 4 | 15 | 0 | 13 | 0 | 2 | 0 | Surgery | Other | Other | Diabetes | no | no | yes | yes | yes |
[40-50) | 4 | 82 | 2 | 16 | 0 | 4 | 7 | InternalMedicine | Injury | Other | Other | no | high | yes | yes | yes |
[60-70) | 1 | 33 | 0 | 1 | 0 | 1 | 0 | Family/GeneralPractice | Digestive | Musculoskeletal | Diabetes | no | no | no | no | no |
[60-70) | 10 | 36 | 0 | 13 | 0 | 0 | 0 | Other | Other | Other | Other | no | no | no | yes | no |
[40-50) | 14 | 36 | 1 | 22 | 0 | 2 | 1 | Emergency/Trauma | Diabetes | Other | Other | no | no | yes | yes | no |
[70-80) | 2 | 44 | 0 | 24 | 0 | 2 | 0 | Missing | Circulatory | Other | Other | no | no | yes | yes | yes |
[60-70) | 9 | 60 | 1 | 35 | 0 | 0 | 0 | Missing | Musculoskeletal | Respiratory | Circulatory | no | no | yes | yes | no |
[50-60) | 1 | 49 | 0 | 10 | 0 | 0 | 0 | InternalMedicine | Other | Diabetes | Other | no | no | no | yes | no |
[60-70) | 4 | 61 | 0 | 19 | 0 | 1 | 0 | Missing | Respiratory | Respiratory | Other | no | no | yes | yes | yes |
[70-80) | 2 | 7 | 0 | 15 | 0 | 0 | 0 | Missing | Respiratory | Respiratory | Circulatory | high | no | no | no | no |
[70-80) | 4 | 49 | 0 | 21 | 0 | 1 | 0 | Missing | Respiratory | Other | Circulatory | no | high | yes | yes | no |
[40-50) | 1 | 40 | 0 | 7 | 0 | 0 | 0 | Surgery | Respiratory | Diabetes | Circulatory | no | no | yes | yes | yes |
[80-90) | 6 | 61 | 3 | 22 | 0 | 1 | 0 | Family/GeneralPractice | Digestive | Respiratory | Circulatory | no | no | no | no | no |
[80-90) | 8 | 58 | 1 | 20 | 0 | 1 | 0 | InternalMedicine | Other | Other | Respiratory | no | no | no | no | no |
[40-50) | 3 | 60 | 2 | 35 | 0 | 3 | 0 | Other | Digestive | Other | Other | no | no | no | yes | yes |
[50-60) | 4 | 36 | 0 | 9 | 0 | 0 | 0 | Missing | Musculoskeletal | Other | Other | no | no | no | no | no |
[70-80) | 8 | 52 | 2 | 15 | 1 | 0 | 1 | Missing | Digestive | Other | Digestive | no | no | yes | yes | no |
[50-60) | 4 | 32 | 2 | 37 | 0 | 0 | 0 | Missing | Musculoskeletal | Other | Other | no | no | no | yes | no |
[90-100) | 1 | 26 | 3 | 24 | 0 | 1 | 0 | Surgery | Circulatory | Other | Circulatory | no | no | no | yes | no |
[70-80) | 2 | 36 | 0 | 10 | 0 | 0 | 0 | Missing | Digestive | Respiratory | Digestive | no | no | no | yes | yes |
[60-70) | 5 | 2 | 0 | 15 | 0 | 0 | 0 | Missing | Circulatory | Other | Diabetes | no | no | no | yes | yes |
[80-90) | 2 | 40 | 4 | 16 | 0 | 0 | 0 | Emergency/Trauma | Circulatory | Other | Other | no | no | yes | yes | no |
[60-70) | 1 | 48 | 0 | 5 | 0 | 0 | 1 | Missing | Diabetes | Other | Other | no | no | no | no | no |
[50-60) | 3 | 36 | 1 | 14 | 0 | 0 | 0 | Surgery | Injury | Other | Other | no | high | yes | yes | no |
[70-80) | 8 | 42 | 0 | 16 | 4 | 0 | 1 | Missing | Other | Other | Other | no | no | no | yes | yes |
[50-60) | 1 | 29 | 3 | 26 | 0 | 1 | 0 | Other | Other | Other | Circulatory | no | no | no | yes | no |
[80-90) | 5 | 25 | 0 | 6 | 0 | 2 | 0 | Emergency/Trauma | Digestive | Circulatory | Other | no | no | no | yes | yes |
[70-80) | 5 | 33 | 1 | 13 | 0 | 2 | 0 | Surgery | Injury | Circulatory | Circulatory | no | no | no | yes | yes |
[60-70) | 1 | 26 | 1 | 16 | 0 | 0 | 1 | Other | Injury | Other | Circulatory | no | no | yes | yes | no |
[40-50) | 1 | 49 | 5 | 4 | 0 | 0 | 0 | Cardiology | Circulatory | Circulatory | Diabetes | no | no | no | no | no |
[80-90) | 6 | 32 | 2 | 17 | 0 | 1 | 0 | Missing | Other | Circulatory | Respiratory | no | no | yes | yes | yes |
[60-70) | 10 | 59 | 0 | 9 | 0 | 0 | 0 | Other | Injury | Respiratory | Circulatory | no | no | yes | yes | yes |
[40-50) | 10 | 50 | 1 | 13 | 0 | 0 | 0 | Missing | Diabetes | Other | Other | no | normal | no | no | yes |
[70-80) | 3 | 59 | 0 | 15 | 0 | 1 | 0 | Missing | Circulatory | Circulatory | Other | no | no | yes | yes | no |
[90-100) | 1 | 18 | 1 | 10 | 0 | 0 | 0 | InternalMedicine | Other | Digestive | Circulatory | no | no | no | no | no |
[70-80) | 6 | 55 | 0 | 14 | 0 | 2 | 0 | Missing | Circulatory | Circulatory | Other | no | normal | no | yes | yes |
[60-70) | 4 | 35 | 2 | 22 | 0 | 0 | 0 | Surgery | Diabetes | Other | Other | no | no | yes | yes | no |
[60-70) | 1 | 60 | 2 | 18 | 0 | 0 | 1 | Surgery | Injury | Other | Other | no | no | yes | yes | yes |
[70-80) | 6 | 19 | 3 | 10 | 2 | 2 | 1 | Missing | Circulatory | Other | Other | normal | no | no | no | no |
[60-70) | 2 | 16 | 0 | 12 | 0 | 0 | 0 | Missing | Circulatory | Circulatory | Diabetes | no | no | no | no | yes |
[60-70) | 1 | 34 | 6 | 12 | 0 | 0 | 0 | Cardiology | Circulatory | Circulatory | Diabetes | no | no | no | yes | no |
[60-70) | 3 | 42 | 1 | 11 | 0 | 2 | 0 | InternalMedicine | Circulatory | Circulatory | Diabetes | no | no | yes | yes | no |
[40-50) | 7 | 35 | 2 | 28 | 0 | 1 | 0 | Surgery | Injury | Diabetes | Other | no | no | yes | yes | no |
[50-60) | 2 | 47 | 0 | 10 | 0 | 0 | 0 | Cardiology | Diabetes | Circulatory | Other | no | no | yes | yes | yes |
[60-70) | 2 | 24 | 6 | 13 | 0 | 0 | 0 | Missing | Circulatory | Circulatory | Diabetes | no | no | no | yes | no |
[70-80) | 1 | 20 | 2 | 13 | 0 | 0 | 0 | Missing | Other | Circulatory | Diabetes | no | no | no | yes | no |
[70-80) | 6 | 62 | 3 | 24 | 0 | 0 | 0 | Emergency/Trauma | Digestive | Other | Circulatory | no | no | no | yes | no |
[70-80) | 1 | 69 | 0 | 12 | 0 | 0 | 0 | InternalMedicine | Other | Respiratory | Circulatory | no | no | no | no | no |
[80-90) | 5 | 48 | 0 | 17 | 0 | 0 | 0 | InternalMedicine | Circulatory | Circulatory | Circulatory | no | normal | no | no | yes |
[60-70) | 9 | 51 | 2 | 10 | 0 | 0 | 0 | Emergency/Trauma | Circulatory | Other | Circulatory | no | no | no | no | no |
[50-60) | 5 | 64 | 6 | 26 | 0 | 0 | 0 | InternalMedicine | Circulatory | Circulatory | Circulatory | no | normal | no | yes | no |
[40-50) | 8 | 36 | 2 | 29 | 0 | 1 | 0 | InternalMedicine | Other | Other | Diabetes | no | no | yes | yes | no |
[70-80) | 3 | 48 | 0 | 9 | 0 | 0 | 0 | Missing | Digestive | Other | Digestive | no | no | no | no | yes |
[80-90) | 4 | 59 | 1 | 14 | 0 | 0 | 0 | Emergency/Trauma | Other | Circulatory | Other | no | normal | no | yes | yes |
[40-50) | 4 | 60 | 1 | 15 | 0 | 0 | 0 | Emergency/Trauma | Digestive | Diabetes | Other | no | high | yes | yes | no |
[80-90) | 7 | 64 | 5 | 8 | 0 | 0 | 0 | Missing | Other | Circulatory | Other | no | high | no | yes | yes |
[40-50) | 3 | 50 | 2 | 10 | 0 | 0 | 2 | InternalMedicine | Diabetes | Digestive | Other | no | no | yes | yes | yes |
[70-80) | 3 | 48 | 6 | 19 | 0 | 0 | 0 | Missing | Circulatory | Digestive | Digestive | no | no | yes | yes | yes |
[70-80) | 3 | 19 | 1 | 16 | 0 | 0 | 0 | Missing | Musculoskeletal | Circulatory | Diabetes | no | no | yes | yes | no |
[90-100) | 3 | 20 | 0 | 6 | 0 | 0 | 0 | InternalMedicine | Other | Circulatory | Other | normal | no | no | no | no |
[80-90) | 6 | 76 | 0 | 7 | 0 | 0 | 0 | Missing | Diabetes | Other | Other | no | no | no | no | no |
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