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) | 7 | 65 | 0 | 22 | 0 | 0 | 0 | Missing | Circulatory | Other | Respiratory | no | normal | no | no | yes |
[50-60) | 2 | 38 | 2 | 9 | 0 | 2 | 0 | Surgery | Digestive | Other | Diabetes | no | no | yes | yes | yes |
[70-80) | 10 | 41 | 5 | 26 | 2 | 3 | 1 | Missing | Diabetes | Circulatory | Other | no | no | yes | yes | yes |
[50-60) | 4 | 53 | 1 | 31 | 0 | 0 | 0 | Surgery | Circulatory | Other | Other | no | no | no | no | no |
[60-70) | 1 | 42 | 0 | 19 | 0 | 0 | 1 | Missing | Other | Other | Other | no | no | yes | yes | yes |
[80-90) | 7 | 48 | 1 | 12 | 0 | 2 | 1 | Missing | Digestive | Other | Circulatory | no | no | no | yes | no |
[60-70) | 3 | 51 | 1 | 27 | 3 | 2 | 0 | Missing | Musculoskeletal | Diabetes | Circulatory | no | no | yes | yes | yes |
[80-90) | 5 | 57 | 0 | 22 | 0 | 0 | 0 | Cardiology | Circulatory | Circulatory | Other | no | no | no | no | no |
[50-60) | 1 | 57 | 0 | 11 | 0 | 0 | 1 | Other | Circulatory | Circulatory | Diabetes | no | no | yes | yes | no |
[60-70) | 7 | 3 | 0 | 13 | 0 | 1 | 0 | Missing | Respiratory | Respiratory | Circulatory | no | no | no | yes | yes |
[60-70) | 4 | 56 | 0 | 17 | 0 | 0 | 0 | Missing | Diabetes | Other | Other | no | no | yes | yes | yes |
[60-70) | 5 | 61 | 1 | 14 | 1 | 2 | 0 | Missing | Diabetes | Circulatory | Other | no | no | no | no | yes |
[70-80) | 8 | 51 | 0 | 13 | 0 | 0 | 0 | InternalMedicine | Other | Other | Other | no | no | yes | yes | yes |
[70-80) | 3 | 57 | 0 | 26 | 0 | 1 | 0 | Family/GeneralPractice | Respiratory | Respiratory | Other | no | no | yes | yes | yes |
[50-60) | 3 | 1 | 0 | 6 | 0 | 0 | 0 | Emergency/Trauma | Respiratory | Other | Diabetes | no | no | no | no | no |
[70-80) | 1 | 12 | 1 | 13 | 0 | 0 | 0 | Missing | Other | Other | Diabetes | no | no | no | yes | no |
[50-60) | 7 | 38 | 0 | 23 | 0 | 0 | 0 | Missing | Circulatory | Respiratory | Circulatory | no | no | yes | yes | no |
[90-100) | 3 | 13 | 1 | 11 | 0 | 0 | 0 | Missing | Circulatory | Other | Other | high | no | no | yes | yes |
[70-80) | 8 | 59 | 0 | 9 | 0 | 1 | 0 | Family/GeneralPractice | Circulatory | Respiratory | Circulatory | no | no | no | yes | no |
[80-90) | 6 | 64 | 3 | 21 | 0 | 0 | 0 | InternalMedicine | Other | Circulatory | Circulatory | no | no | yes | yes | yes |
[70-80) | 2 | 24 | 6 | 15 | 4 | 1 | 0 | Missing | Circulatory | Circulatory | Circulatory | no | no | no | no | yes |
[80-90) | 10 | 68 | 0 | 17 | 0 | 0 | 0 | Missing | Digestive | Other | Digestive | no | no | no | no | yes |
[80-90) | 5 | 47 | 0 | 12 | 0 | 1 | 0 | InternalMedicine | Circulatory | Respiratory | Respiratory | no | no | yes | yes | yes |
[60-70) | 5 | 40 | 3 | 14 | 0 | 2 | 0 | Missing | Digestive | Other | Respiratory | no | no | no | yes | no |
[70-80) | 1 | 42 | 0 | 5 | 2 | 1 | 0 | Missing | Other | Respiratory | Respiratory | no | no | no | no | no |
[50-60) | 4 | 40 | 1 | 9 | 1 | 0 | 0 | Other | Circulatory | Circulatory | Musculoskeletal | no | no | no | no | no |
[60-70) | 3 | 39 | 0 | 12 | 0 | 0 | 0 | Missing | Circulatory | Circulatory | Diabetes | no | no | no | yes | no |
[60-70) | 2 | 25 | 1 | 34 | 0 | 0 | 0 | Other | Musculoskeletal | Circulatory | Other | no | no | yes | yes | no |
[80-90) | 3 | 41 | 0 | 15 | 0 | 1 | 0 | Family/GeneralPractice | Diabetes | Circulatory | Circulatory | no | no | yes | yes | yes |
[50-60) | 1 | 1 | 3 | 16 | 3 | 0 | 0 | Missing | Musculoskeletal | Circulatory | Diabetes | no | no | no | no | no |
[80-90) | 3 | 30 | 1 | 20 | 0 | 3 | 1 | Other | Respiratory | Circulatory | Other | no | no | no | yes | yes |
[70-80) | 3 | 55 | 0 | 11 | 0 | 1 | 0 | InternalMedicine | Circulatory | Circulatory | Digestive | no | no | no | no | no |
[70-80) | 7 | 67 | 1 | 30 | 1 | 0 | 0 | Missing | Digestive | Circulatory | Digestive | no | no | yes | yes | no |
[70-80) | 3 | 14 | 2 | 17 | 0 | 1 | 0 | Other | Injury | Other | Other | no | no | no | yes | no |
[80-90) | 12 | 55 | 2 | 17 | 0 | 3 | 0 | Family/GeneralPractice | Other | Other | Diabetes | no | no | yes | yes | yes |
[70-80) | 2 | 59 | 0 | 9 | 0 | 0 | 0 | Emergency/Trauma | Other | Other | Other | no | no | no | yes | no |
[50-60) | 1 | 38 | 3 | 17 | 2 | 1 | 0 | Surgery | Injury | Circulatory | Other | no | no | no | no | no |
[40-50) | 2 | 10 | 3 | 15 | 0 | 0 | 0 | Missing | Other | Other | Other | no | no | yes | yes | no |
[60-70) | 10 | 78 | 5 | 29 | 0 | 0 | 0 | Missing | Circulatory | Other | Other | no | no | yes | yes | yes |
[60-70) | 3 | 63 | 0 | 16 | 0 | 3 | 0 | Missing | Diabetes | Other | Other | no | no | yes | yes | yes |
[80-90) | 2 | 28 | 0 | 16 | 0 | 1 | 0 | Missing | Digestive | Respiratory | Respiratory | no | no | yes | yes | yes |
[60-70) | 4 | 27 | 0 | 10 | 0 | 0 | 0 | InternalMedicine | Circulatory | Other | Diabetes | no | no | yes | yes | no |
[80-90) | 6 | 66 | 0 | 13 | 0 | 0 | 0 | Missing | Other | Circulatory | Circulatory | normal | no | no | yes | no |
[70-80) | 6 | 19 | 0 | 23 | 1 | 0 | 0 | Missing | Respiratory | Respiratory | Respiratory | high | no | yes | yes | no |
[60-70) | 7 | 47 | 3 | 20 | 0 | 2 | 1 | Other | Circulatory | Circulatory | Other | no | no | yes | yes | yes |
[80-90) | 4 | 54 | 0 | 17 | 0 | 2 | 0 | Emergency/Trauma | Circulatory | Other | Circulatory | no | no | yes | yes | yes |
[60-70) | 9 | 41 | 0 | 13 | 0 | 0 | 0 | Other | Other | Circulatory | Other | no | no | no | yes | yes |
[60-70) | 1 | 40 | 0 | 6 | 0 | 0 | 0 | Missing | Circulatory | Other | Musculoskeletal | no | normal | yes | yes | yes |
[80-90) | 6 | 76 | 1 | 19 | 0 | 0 | 0 | Cardiology | Circulatory | Circulatory | Other | no | no | no | no | no |
[50-60) | 1 | 22 | 0 | 7 | 0 | 0 | 0 | Missing | Other | Digestive | Diabetes | no | no | yes | yes | no |
[60-70) | 10 | 78 | 4 | 25 | 0 | 0 | 0 | Other | Injury | Diabetes | Other | no | high | yes | yes | yes |
[90-100) | 3 | 42 | 0 | 4 | 0 | 6 | 0 | Missing | Digestive | Diabetes | Digestive | no | no | no | no | yes |
[70-80) | 5 | 51 | 2 | 13 | 0 | 0 | 0 | InternalMedicine | Injury | Missing | Other | no | no | yes | yes | no |
[60-70) | 2 | 61 | 2 | 21 | 0 | 0 | 0 | Emergency/Trauma | Diabetes | Circulatory | Other | no | normal | yes | yes | no |
[50-60) | 8 | 44 | 4 | 22 | 0 | 0 | 0 | InternalMedicine | Musculoskeletal | Diabetes | Other | no | no | no | yes | no |
[70-80) | 3 | 29 | 2 | 16 | 0 | 1 | 0 | Missing | Digestive | Circulatory | Circulatory | no | no | yes | yes | yes |
[50-60) | 2 | 41 | 1 | 19 | 0 | 0 | 0 | InternalMedicine | Respiratory | Other | Diabetes | no | no | yes | yes | no |
[70-80) | 3 | 50 | 2 | 9 | 0 | 0 | 0 | Emergency/Trauma | Digestive | Respiratory | Circulatory | no | no | no | no | no |
[60-70) | 6 | 77 | 6 | 49 | 0 | 1 | 0 | Cardiology | Circulatory | Circulatory | Circulatory | no | no | yes | yes | yes |
[70-80) | 10 | 68 | 5 | 34 | 0 | 0 | 0 | Missing | Diabetes | Other | Other | no | no | yes | yes | yes |
[60-70) | 4 | 10 | 1 | 24 | 0 | 0 | 0 | Missing | Musculoskeletal | Injury | Digestive | no | no | yes | yes | no |
[70-80) | 4 | 71 | 0 | 15 | 0 | 0 | 0 | Missing | Other | Diabetes | Digestive | no | high | yes | yes | no |
[60-70) | 6 | 45 | 3 | 16 | 0 | 2 | 0 | Missing | Circulatory | Circulatory | Other | no | no | yes | yes | yes |
[40-50) | 1 | 1 | 6 | 11 | 0 | 0 | 0 | Cardiology | Circulatory | Circulatory | Circulatory | no | no | no | yes | no |
[50-60) | 2 | 35 | 6 | 19 | 0 | 0 | 0 | Cardiology | Circulatory | Circulatory | Circulatory | no | no | no | no | no |
[40-50) | 7 | 57 | 0 | 11 | 0 | 0 | 0 | Missing | Other | Other | Other | no | no | yes | yes | no |
[60-70) | 4 | 64 | 0 | 12 | 1 | 0 | 0 | Missing | Respiratory | Respiratory | Respiratory | no | no | no | yes | yes |
[70-80) | 10 | 35 | 1 | 14 | 0 | 1 | 0 | Emergency/Trauma | Digestive | Other | Diabetes | no | no | yes | yes | no |
[60-70) | 1 | 3 | 3 | 25 | 0 | 0 | 0 | Surgery | Other | Circulatory | Other | no | no | no | yes | no |
[50-60) | 3 | 53 | 0 | 16 | 0 | 1 | 0 | Surgery | Circulatory | Diabetes | Other | no | no | yes | yes | yes |
[60-70) | 3 | 41 | 0 | 8 | 0 | 0 | 0 | Missing | Circulatory | Circulatory | Diabetes | no | no | no | yes | no |
[40-50) | 2 | 44 | 0 | 10 | 1 | 0 | 0 | Other | Circulatory | Respiratory | Other | no | high | yes | yes | no |
[60-70) | 1 | 44 | 0 | 12 | 0 | 0 | 0 | Family/GeneralPractice | Other | Circulatory | Diabetes | no | no | no | yes | yes |
[60-70) | 6 | 55 | 1 | 21 | 0 | 0 | 0 | Cardiology | Circulatory | Other | Other | no | no | no | no | no |
[70-80) | 3 | 30 | 1 | 17 | 1 | 0 | 0 | Missing | Diabetes | Other | Circulatory | no | no | yes | yes | no |
[40-50) | 1 | 34 | 0 | 21 | 0 | 1 | 0 | Missing | Circulatory | Musculoskeletal | Diabetes | no | no | yes | yes | no |
[80-90) | 6 | 30 | 5 | 18 | 0 | 0 | 0 | Missing | Digestive | Respiratory | Other | no | no | no | no | no |
[60-70) | 1 | 32 | 1 | 29 | 0 | 0 | 0 | Missing | Musculoskeletal | Diabetes | Other | no | no | yes | yes | yes |
[60-70) | 3 | 65 | 0 | 13 | 1 | 2 | 0 | InternalMedicine | Other | Digestive | Other | no | no | yes | yes | yes |
[60-70) | 6 | 2 | 0 | 13 | 0 | 0 | 0 | Missing | Respiratory | Diabetes | Circulatory | no | no | yes | yes | no |
[70-80) | 1 | 9 | 4 | 12 | 1 | 0 | 0 | Other | Musculoskeletal | Diabetes | Other | no | no | yes | yes | no |
[80-90) | 2 | 43 | 0 | 7 | 0 | 2 | 2 | InternalMedicine | Circulatory | Other | Diabetes | no | no | no | no | yes |
[50-60) | 1 | 42 | 0 | 14 | 0 | 0 | 0 | Missing | Respiratory | Diabetes | Circulatory | no | no | yes | yes | yes |
[70-80) | 2 | 40 | 1 | 5 | 0 | 0 | 0 | Missing | Digestive | Circulatory | Other | no | no | no | yes | yes |
[70-80) | 8 | 31 | 1 | 11 | 0 | 2 | 0 | InternalMedicine | Other | Musculoskeletal | Other | normal | no | yes | yes | yes |
[80-90) | 5 | 47 | 1 | 17 | 0 | 0 | 0 | Surgery | Circulatory | Other | Other | no | no | no | yes | no |
[70-80) | 3 | 43 | 1 | 26 | 0 | 0 | 0 | Other | Musculoskeletal | Musculoskeletal | Musculoskeletal | no | no | yes | yes | no |
[80-90) | 6 | 66 | 0 | 15 | 0 | 0 | 0 | Family/GeneralPractice | Other | Circulatory | Other | no | no | no | no | no |
[70-80) | 4 | 56 | 0 | 15 | 0 | 0 | 0 | Missing | Musculoskeletal | Other | Other | no | no | yes | yes | yes |
[70-80) | 13 | 85 | 1 | 20 | 0 | 1 | 2 | Emergency/Trauma | Respiratory | Other | Circulatory | no | high | yes | yes | yes |
[40-50) | 4 | 58 | 2 | 13 | 0 | 0 | 0 | Other | Diabetes | Other | Circulatory | no | no | no | yes | yes |
[60-70) | 3 | 53 | 1 | 11 | 0 | 0 | 0 | Other | Musculoskeletal | Other | Circulatory | no | no | no | no | no |
[70-80) | 3 | 26 | 4 | 9 | 1 | 0 | 0 | Missing | Circulatory | Circulatory | Circulatory | no | no | yes | yes | yes |
[50-60) | 10 | 35 | 2 | 19 | 0 | 0 | 0 | Surgery | Injury | Other | Circulatory | no | no | yes | yes | no |
[90-100) | 4 | 13 | 0 | 24 | 0 | 0 | 0 | Cardiology | Circulatory | Circulatory | Diabetes | no | no | no | yes | no |
[60-70) | 6 | 62 | 2 | 17 | 0 | 0 | 0 | Missing | Other | Respiratory | Other | no | no | yes | yes | no |
[60-70) | 5 | 28 | 1 | 9 | 0 | 0 | 0 | Missing | Digestive | Other | Other | no | no | no | no | no |
[60-70) | 2 | 22 | 0 | 10 | 0 | 0 | 0 | Other | Other | Other | Diabetes | normal | no | no | no | yes |
[60-70) | 5 | 47 | 3 | 24 | 0 | 0 | 0 | Other | Diabetes | Circulatory | Other | no | no | no | yes | yes |
[50-60) | 1 | 11 | 0 | 18 | 0 | 0 | 0 | Missing | Respiratory | Digestive | Respiratory | normal | no | no | no | yes |
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