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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
[80-90) | 9 | 64 | 3 | 16 | 0 | 0 | 0 | Surgery | Injury | Circulatory | Circulatory | no | no | no | no | no |
[90-100) | 4 | 25 | 3 | 10 | 1 | 1 | 0 | Cardiology | Circulatory | Circulatory | Other | no | no | no | no | yes |
[80-90) | 4 | 1 | 2 | 12 | 0 | 0 | 0 | Other | Musculoskeletal | Other | Circulatory | no | no | yes | yes | no |
[50-60) | 2 | 49 | 1 | 7 | 0 | 0 | 0 | Surgery | Digestive | Diabetes | Other | no | high | no | no | yes |
[70-80) | 4 | 30 | 0 | 16 | 0 | 1 | 4 | Missing | Other | Other | Digestive | no | no | no | no | yes |
[50-60) | 5 | 62 | 0 | 4 | 0 | 0 | 0 | InternalMedicine | Circulatory | Respiratory | Circulatory | no | high | no | yes | no |
[80-90) | 1 | 6 | 6 | 6 | 0 | 0 | 0 | Other | Circulatory | Diabetes | Other | no | no | no | no | no |
[70-80) | 1 | 32 | 0 | 4 | 0 | 0 | 0 | Missing | Other | Diabetes | Circulatory | no | no | no | yes | yes |
[70-80) | 4 | 48 | 2 | 28 | 0 | 0 | 0 | Family/GeneralPractice | Digestive | Circulatory | Other | no | no | no | yes | yes |
[80-90) | 9 | 36 | 0 | 9 | 0 | 0 | 0 | Other | Injury | Diabetes | Musculoskeletal | no | no | yes | yes | no |
[70-80) | 1 | 34 | 5 | 4 | 0 | 0 | 0 | Cardiology | Circulatory | Other | Other | no | no | no | no | no |
[70-80) | 6 | 62 | 0 | 8 | 2 | 0 | 0 | Missing | Injury | Injury | Other | no | no | yes | yes | yes |
[70-80) | 7 | 54 | 3 | 25 | 0 | 0 | 0 | Missing | Circulatory | Respiratory | Diabetes | no | no | yes | yes | yes |
[70-80) | 5 | 59 | 0 | 15 | 0 | 0 | 0 | Missing | Other | Other | Other | no | no | no | yes | no |
[80-90) | 2 | 39 | 3 | 7 | 0 | 1 | 0 | Missing | Digestive | Circulatory | Other | no | no | no | no | yes |
[40-50) | 4 | 10 | 2 | 14 | 0 | 3 | 0 | Missing | Injury | Other | Diabetes | no | no | yes | yes | yes |
[70-80) | 3 | 32 | 2 | 37 | 0 | 0 | 0 | Other | Musculoskeletal | Respiratory | Other | no | no | yes | yes | yes |
[60-70) | 2 | 41 | 0 | 7 | 0 | 0 | 0 | Missing | Respiratory | Musculoskeletal | Diabetes | no | no | no | no | no |
[50-60) | 13 | 48 | 1 | 27 | 0 | 0 | 1 | Missing | Diabetes | Circulatory | Other | no | no | yes | yes | yes |
[60-70) | 1 | 37 | 0 | 14 | 0 | 2 | 1 | Cardiology | Circulatory | Circulatory | Other | no | no | yes | yes | yes |
[50-60) | 10 | 41 | 1 | 31 | 0 | 3 | 3 | InternalMedicine | Digestive | Circulatory | Other | no | no | yes | yes | no |
[50-60) | 12 | 45 | 3 | 38 | 1 | 0 | 0 | Missing | Circulatory | Circulatory | Other | no | no | yes | yes | no |
[50-60) | 11 | 17 | 0 | 18 | 0 | 1 | 0 | Other | Other | Other | Other | no | no | yes | yes | yes |
[40-50) | 4 | 88 | 1 | 16 | 0 | 2 | 2 | Family/GeneralPractice | Diabetes | Other | Other | no | no | no | yes | yes |
[70-80) | 2 | 51 | 5 | 22 | 0 | 1 | 0 | Cardiology | Circulatory | Circulatory | Circulatory | no | no | yes | yes | yes |
[70-80) | 9 | 72 | 2 | 26 | 0 | 0 | 0 | Missing | Other | Other | Musculoskeletal | no | no | yes | yes | no |
[70-80) | 3 | 58 | 0 | 16 | 1 | 1 | 0 | Missing | Other | Other | Other | no | no | no | no | yes |
[60-70) | 3 | 30 | 0 | 16 | 0 | 0 | 0 | Missing | Other | Other | Other | no | no | no | yes | yes |
[80-90) | 9 | 45 | 0 | 6 | 0 | 0 | 0 | Missing | Musculoskeletal | Diabetes | Other | no | no | no | no | no |
[80-90) | 3 | 60 | 0 | 14 | 0 | 1 | 0 | InternalMedicine | Circulatory | Circulatory | Circulatory | normal | no | no | yes | yes |
[40-50) | 3 | 10 | 0 | 13 | 0 | 0 | 0 | Missing | Circulatory | Other | Circulatory | no | no | yes | yes | yes |
[40-50) | 2 | 51 | 1 | 15 | 0 | 0 | 0 | Missing | Digestive | Circulatory | Diabetes | no | no | yes | yes | no |
[80-90) | 9 | 71 | 3 | 12 | 0 | 3 | 0 | Missing | Other | Circulatory | Other | no | no | no | no | yes |
[60-70) | 4 | 22 | 3 | 22 | 0 | 1 | 0 | InternalMedicine | Other | Digestive | Other | no | no | yes | yes | no |
[60-70) | 8 | 35 | 1 | 20 | 0 | 1 | 2 | InternalMedicine | Diabetes | Other | Other | no | no | yes | yes | no |
[60-70) | 8 | 24 | 5 | 11 | 0 | 0 | 0 | Surgery | Digestive | Digestive | Digestive | normal | no | no | yes | yes |
[80-90) | 2 | 41 | 1 | 15 | 0 | 0 | 0 | Missing | Respiratory | Other | Respiratory | no | no | no | yes | no |
[60-70) | 3 | 77 | 3 | 20 | 0 | 0 | 0 | Missing | Circulatory | Diabetes | Other | no | no | yes | yes | yes |
[80-90) | 3 | 53 | 0 | 10 | 0 | 0 | 0 | Emergency/Trauma | Other | Circulatory | Diabetes | no | no | yes | yes | no |
[40-50) | 1 | 52 | 0 | 14 | 0 | 0 | 0 | Emergency/Trauma | Respiratory | Respiratory | Other | no | no | no | yes | no |
[90-100) | 2 | 63 | 0 | 11 | 0 | 1 | 0 | Missing | Other | Circulatory | Other | no | no | no | yes | no |
[70-80) | 4 | 37 | 3 | 21 | 0 | 0 | 0 | InternalMedicine | Circulatory | Circulatory | Respiratory | no | no | no | yes | no |
[70-80) | 1 | 40 | 0 | 10 | 3 | 0 | 0 | Emergency/Trauma | Circulatory | Circulatory | Circulatory | no | high | yes | yes | yes |
[80-90) | 1 | 50 | 1 | 15 | 0 | 0 | 0 | Missing | Digestive | Circulatory | Other | no | no | yes | yes | no |
[70-80) | 2 | 32 | 1 | 20 | 0 | 1 | 0 | Missing | Injury | Other | Diabetes | no | no | no | yes | no |
[70-80) | 3 | 33 | 1 | 13 | 0 | 0 | 0 | Other | Musculoskeletal | Diabetes | Other | no | no | no | yes | yes |
[40-50) | 9 | 38 | 2 | 25 | 0 | 0 | 0 | InternalMedicine | Diabetes | Other | Circulatory | no | no | yes | yes | no |
[80-90) | 3 | 63 | 0 | 23 | 1 | 7 | 0 | InternalMedicine | Respiratory | Circulatory | Diabetes | no | no | no | no | yes |
[50-60) | 2 | 37 | 2 | 8 | 0 | 0 | 0 | Missing | Other | Other | Diabetes | no | no | no | yes | no |
[70-80) | 3 | 10 | 0 | 9 | 0 | 0 | 0 | Missing | Circulatory | Circulatory | Other | no | no | no | no | yes |
[60-70) | 1 | 50 | 1 | 15 | 0 | 4 | 2 | Missing | Circulatory | Respiratory | Other | no | no | no | yes | yes |
[70-80) | 9 | 79 | 4 | 38 | 0 | 1 | 1 | Missing | Circulatory | Other | Respiratory | no | no | no | yes | no |
[40-50) | 2 | 51 | 0 | 7 | 0 | 0 | 0 | InternalMedicine | Digestive | Respiratory | Other | no | no | no | no | no |
[50-60) | 7 | 36 | 2 | 28 | 0 | 0 | 0 | Cardiology | Respiratory | Respiratory | Diabetes | no | no | yes | yes | no |
[70-80) | 2 | 22 | 2 | 23 | 4 | 0 | 0 | Other | Musculoskeletal | Circulatory | Diabetes | no | no | yes | yes | no |
[70-80) | 4 | 23 | 0 | 12 | 0 | 0 | 0 | Family/GeneralPractice | Respiratory | Circulatory | Other | no | no | no | no | no |
[50-60) | 6 | 45 | 3 | 26 | 1 | 6 | 1 | Emergency/Trauma | Circulatory | Other | Diabetes | no | no | no | no | yes |
[50-60) | 2 | 19 | 1 | 18 | 1 | 2 | 0 | Missing | Circulatory | Other | Circulatory | high | no | yes | yes | no |
[50-60) | 1 | 19 | 6 | 13 | 0 | 1 | 0 | Other | Circulatory | Circulatory | Circulatory | no | no | yes | yes | no |
[60-70) | 5 | 56 | 0 | 21 | 0 | 0 | 1 | Emergency/Trauma | Respiratory | Respiratory | Circulatory | no | no | yes | yes | yes |
[50-60) | 5 | 41 | 6 | 19 | 0 | 0 | 0 | InternalMedicine | Circulatory | Circulatory | Circulatory | no | high | no | no | no |
[70-80) | 5 | 32 | 2 | 18 | 0 | 3 | 1 | Surgery | Diabetes | Circulatory | Circulatory | no | no | no | yes | no |
[70-80) | 1 | 40 | 1 | 12 | 0 | 0 | 0 | Cardiology | Circulatory | Diabetes | Other | no | no | yes | yes | no |
[80-90) | 5 | 35 | 1 | 21 | 0 | 1 | 0 | Other | Other | Circulatory | Digestive | no | no | yes | yes | yes |
[50-60) | 4 | 26 | 0 | 12 | 0 | 0 | 0 | Missing | Other | Digestive | Circulatory | no | no | no | yes | yes |
[70-80) | 6 | 37 | 1 | 18 | 0 | 0 | 0 | Family/GeneralPractice | Respiratory | Respiratory | Circulatory | no | no | no | yes | yes |
[70-80) | 11 | 38 | 0 | 18 | 0 | 0 | 0 | Missing | Other | Other | Musculoskeletal | no | no | no | yes | no |
[70-80) | 8 | 52 | 2 | 17 | 0 | 1 | 1 | Surgery | Diabetes | Other | Other | no | no | yes | yes | yes |
[80-90) | 6 | 80 | 2 | 19 | 0 | 0 | 0 | InternalMedicine | Other | Circulatory | Circulatory | no | no | no | yes | no |
[40-50) | 5 | 64 | 0 | 15 | 5 | 3 | 8 | Emergency/Trauma | Digestive | Digestive | Diabetes | no | no | yes | yes | yes |
[80-90) | 5 | 65 | 4 | 18 | 2 | 1 | 1 | Other | Digestive | Other | Other | no | high | yes | yes | yes |
[70-80) | 1 | 45 | 0 | 6 | 0 | 0 | 0 | Missing | Circulatory | Circulatory | Diabetes | no | no | yes | yes | no |
[60-70) | 7 | 40 | 0 | 21 | 0 | 0 | 0 | Missing | Circulatory | Circulatory | Other | no | normal | no | yes | yes |
[50-60) | 2 | 37 | 6 | 24 | 0 | 0 | 0 | Other | Circulatory | Circulatory | Diabetes | no | no | yes | yes | yes |
[80-90) | 4 | 46 | 1 | 15 | 1 | 0 | 2 | Family/GeneralPractice | Respiratory | Respiratory | Other | no | no | yes | yes | no |
[50-60) | 3 | 44 | 1 | 20 | 0 | 1 | 0 | Cardiology | Circulatory | Circulatory | Circulatory | no | no | no | yes | no |
[90-100) | 5 | 41 | 1 | 17 | 0 | 0 | 0 | Missing | Other | Circulatory | Circulatory | no | no | no | no | no |
[70-80) | 5 | 43 | 1 | 15 | 0 | 0 | 0 | Missing | Diabetes | Respiratory | Musculoskeletal | no | no | no | yes | no |
[60-70) | 1 | 32 | 0 | 8 | 0 | 0 | 0 | Cardiology | Respiratory | Diabetes | Missing | no | no | yes | yes | no |
[70-80) | 1 | 23 | 0 | 5 | 2 | 0 | 1 | Missing | Other | Other | Other | normal | no | no | no | yes |
[70-80) | 5 | 52 | 0 | 17 | 0 | 0 | 0 | Family/GeneralPractice | Circulatory | Respiratory | Diabetes | no | no | no | no | no |
[80-90) | 2 | 62 | 4 | 22 | 0 | 0 | 0 | Missing | Circulatory | Circulatory | Diabetes | no | no | no | yes | no |
[40-50) | 6 | 52 | 3 | 58 | 0 | 0 | 0 | Surgery | Circulatory | Injury | Circulatory | no | no | yes | yes | no |
[60-70) | 6 | 38 | 2 | 31 | 0 | 1 | 0 | Other | Circulatory | Circulatory | Other | no | normal | yes | yes | yes |
[60-70) | 4 | 22 | 1 | 24 | 0 | 0 | 0 | Surgery | Musculoskeletal | Diabetes | Respiratory | no | no | yes | yes | no |
[70-80) | 3 | 56 | 5 | 8 | 0 | 0 | 0 | InternalMedicine | Circulatory | Respiratory | Diabetes | no | high | no | yes | no |
[50-60) | 7 | 76 | 4 | 24 | 0 | 0 | 0 | Missing | Circulatory | Circulatory | Circulatory | no | high | yes | yes | yes |
[60-70) | 3 | 79 | 0 | 18 | 0 | 0 | 0 | Missing | Respiratory | Other | Other | no | no | no | yes | no |
[40-50) | 3 | 42 | 4 | 15 | 0 | 0 | 0 | Other | Other | Other | Other | no | no | no | no | yes |
[70-80) | 7 | 72 | 6 | 52 | 0 | 0 | 0 | Cardiology | Circulatory | Circulatory | Respiratory | no | no | yes | yes | yes |
[70-80) | 6 | 40 | 0 | 16 | 2 | 0 | 0 | Missing | Respiratory | Diabetes | Other | high | no | no | no | yes |
[80-90) | 4 | 23 | 0 | 5 | 0 | 0 | 0 | Missing | Respiratory | Other | Other | no | no | yes | yes | yes |
[60-70) | 1 | 31 | 6 | 11 | 0 | 0 | 0 | Other | Circulatory | Diabetes | Circulatory | no | no | no | yes | yes |
[70-80) | 3 | 6 | 0 | 6 | 0 | 0 | 0 | Missing | Injury | Other | Other | no | no | no | no | no |
[60-70) | 2 | 42 | 0 | 13 | 0 | 0 | 1 | Missing | Other | Circulatory | Other | no | no | yes | yes | no |
[60-70) | 6 | 70 | 5 | 21 | 0 | 1 | 6 | InternalMedicine | Other | Respiratory | Other | no | normal | yes | yes | no |
[70-80) | 2 | 55 | 0 | 15 | 0 | 1 | 0 | Family/GeneralPractice | Other | Other | Circulatory | no | no | yes | yes | no |
[50-60) | 5 | 51 | 0 | 21 | 1 | 2 | 1 | Missing | Circulatory | Circulatory | Other | no | no | no | no | yes |
[60-70) | 6 | 60 | 0 | 20 | 1 | 5 | 0 | Other | Respiratory | Circulatory | Circulatory | no | no | yes | yes | yes |
[50-60) | 7 | 47 | 2 | 21 | 0 | 0 | 0 | Other | Circulatory | Circulatory | Circulatory | no | no | yes | yes | yes |
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