# | Patient_ID | Age | Gender | Ethnicity | Length_of_Stay | Previous_Admissions | Discharge_Disposition | Pulse | Temperature | Heart_Rate | Systolic_BP | Diastolic_BP | Respiratory_Rate | BUN | Creatinine | Sodium | Hemoglobin | NT_proBNP | Ejection_Fraction | Readmission_30Days | Readmission_60Days | Readmission_30or60Days |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 1 | 83 | Male | Other | 7 | 4 | Rehab | 119 | 37.1 | 147 | 160 | 99 | 27 | 11 | 0.61 | 127 | 13.1 | 2973 | 39 | 0 | 0 | 0 |
2 | 2 | 73 | Female | Hispanic | 10 | 2 | Home | 107 | 38.4 | 54 | 151 | 75 | 13 | 15 | 1.48 | 145 | 11.4 | 3220 | 56 | 0 | 0 | 0 |
3 | 3 | 59 | Female | White | 5 | 1 | Expired | 63 | 39.0 | 118 | 112 | 57 | 21 | 26 | 1.54 | 147 | 10.9 | 1190 | 50 | 0 | 0 | 0 |
4 | 4 | 87 | Female | White | 8 | 3 | Expired | 86 | 39.2 | 80 | 135 | 55 | 27 | 34 | 1.63 | 133 | 10.1 | 2934 | 29 | 1 | 1 | 1 |
5 | 5 | 52 | Female | Asian | 1 | 1 | Home | 117 | 38.5 | 94 | 145 | 79 | 16 | 32 | 2.57 | 146 | 12.8 | 4324 | 37 | 0 | 0 | 0 |
6 | 6 | 65 | Male | Black | 3 | 1 | Rehab | 89 | 37.0 | 58 | 96 | 88 | 26 | 24 | 0.75 | 143 | 16.3 | 2176 | 62 | 0 | 0 | 0 |
7 | 7 | 83 | Male | Asian | 3 | 1 | Rehab | 108 | 37.1 | 81 | 178 | 72 | 24 | 25 | 2.26 | 137 | 14.2 | 3290 | 58 | 0 | 0 | 0 |
8 | 8 | 63 | Female | Hispanic | 9 | 2 | Home | 65 | 36.1 | 82 | 150 | 81 | 24 | 9 | 1.34 | 147 | 14.7 | 4887 | 65 | 0 | 1 | 1 |
9 | 9 | 67 | Male | Asian | 5 | 0 | Nursing Facility | 111 | 38.7 | 116 | 92 | 71 | 24 | 15 | 1.27 | 138 | 15.5 | 4328 | 39 | 1 | 1 | 1 |
10 | 10 | 55 | Female | White | 12 | 3 | Expired | 53 | 36.1 | 79 | 127 | 91 | 26 | 37 | 2.83 | 144 | 11.2 | 1308 | 37 | 0 | 1 | 1 |
11 | 11 | 55 | Female | White | 9 | 0 | Nursing Facility | 94 | 39.0 | 125 | 173 | 92 | 25 | 23 | 1.12 | 143 | 8.6 | 3677 | 30 | 0 | 0 | 0 |
12 | 12 | 68 | Female | Other | 13 | 0 | Rehab | 77 | 36.4 | 78 | 123 | 106 | 19 | 29 | 2.11 | 147 | 13.6 | 4841 | 41 | 0 | 0 | 0 |
13 | 13 | 80 | Male | Other | 9 | 0 | Rehab | 115 | 36.6 | 52 | 133 | 94 | 22 | 11 | 1.19 | 131 | 9.7 | 2681 | 63 | 0 | 0 | 0 |
14 | 14 | 84 | Female | Hispanic | 1 | 1 | Nursing Facility | 80 | 37.7 | 139 | 119 | 58 | 29 | 21 | 1.77 | 128 | 13.1 | 3887 | 37 | 1 | 0 | 1 |
15 | 15 | 68 | Female | Black | 2 | 4 | Home | 52 | 38.6 | 106 | 106 | 80 | 15 | 9 | 2.47 | 136 | 14.7 | 615 | 53 | 0 | 0 | 0 |
16 | 16 | 47 | Female | Asian | 5 | 1 | Nursing Facility | 57 | 36.5 | 79 | 148 | 56 | 21 | 25 | 2.7 | 147 | 15.1 | 2312 | 42 | 0 | 0 | 0 |
17 | 17 | 66 | Male | Hispanic | 4 | 1 | Nursing Facility | 73 | 37.5 | 58 | 99 | 58 | 12 | 34 | 2.6 | 138 | 10.7 | 3074 | 20 | 1 | 0 | 1 |
18 | 18 | 46 | Male | Other | 10 | 0 | Expired | 64 | 37.7 | 75 | 173 | 62 | 16 | 9 | 1.96 | 126 | 12.6 | 1032 | 29 | 1 | 0 | 1 |
19 | 19 | 68 | Female | Asian | 9 | 1 | Expired | 92 | 36.7 | 51 | 107 | 107 | 24 | 10 | 1.12 | 125 | 13.6 | 1763 | 20 | 0 | 0 | 0 |
20 | 20 | 88 | Male | Other | 7 | 0 | Nursing Facility | 80 | 36.4 | 111 | 134 | 52 | 12 | 30 | 2.15 | 142 | 15.4 | 656 | 57 | 0 | 1 | 1 |
21 | 21 | 74 | Male | Asian | 6 | 4 | Nursing Facility | 94 | 38.9 | 52 | 148 | 84 | 19 | 37 | 2.27 | 144 | 14.9 | 1771 | 58 | 0 | 0 | 0 |
22 | 22 | 82 | Male | Black | 7 | 3 | Rehab | 115 | 37.8 | 95 | 151 | 82 | 14 | 17 | 0.53 | 132 | 16.9 | 1092 | 68 | 0 | 1 | 1 |
23 | 23 | 46 | Male | Hispanic | 1 | 0 | Expired | 57 | 36.1 | 117 | 148 | 70 | 14 | 7 | 1.6 | 127 | 8.1 | 1728 | 28 | 1 | 0 | 1 |
24 | 24 | 65 | Male | Asian | 1 | 4 | Expired | 106 | 38.8 | 74 | 138 | 80 | 18 | 15 | 2.61 | 130 | 11.9 | 1791 | 50 | 0 | 0 | 0 |
25 | 25 | 77 | Male | White | 8 | 3 | Rehab | 79 | 39.4 | 100 | 152 | 101 | 15 | 23 | 1.72 | 146 | 10.3 | 4952 | 26 | 0 | 0 | 0 |
26 | 26 | 56 | Male | White | 13 | 2 | Home | 67 | 38.1 | 62 | 176 | 83 | 14 | 7 | 1.28 | 137 | 9.1 | 1204 | 36 | 1 | 1 | 1 |
27 | 27 | 66 | Male | Asian | 13 | 0 | Expired | 118 | 37.8 | 93 | 121 | 81 | 26 | 9 | 2.68 | 133 | 16.2 | 1370 | 54 | 0 | 0 | 0 |
28 | 28 | 88 | Male | Asian | 2 | 0 | Expired | 88 | 39.1 | 84 | 99 | 106 | 19 | 32 | 0.89 | 133 | 17.0 | 3002 | 67 | 0 | 1 | 1 |
29 | 29 | 69 | Male | Asian | 12 | 2 | Home | 109 | 39.3 | 104 | 100 | 84 | 14 | 37 | 1.02 | 144 | 9.6 | 4844 | 56 | 1 | 0 | 1 |
30 | 30 | 71 | Female | White | 10 | 2 | Expired | 92 | 38.6 | 136 | 159 | 64 | 18 | 32 | 2.22 | 133 | 8.3 | 1509 | 37 | 1 | 0 | 1 |
31 | 31 | 86 | Female | White | 11 | 0 | Expired | 94 | 37.6 | 58 | 151 | 105 | 29 | 29 | 1.38 | 139 | 10.5 | 3746 | 52 | 1 | 1 | 1 |
32 | 32 | 72 | Male | Asian | 9 | 2 | Home | 72 | 38.1 | 51 | 136 | 81 | 22 | 36 | 2.28 | 137 | 15.5 | 1430 | 23 | 0 | 0 | 0 |
33 | 33 | 60 | Female | Other | 7 | 1 | Home | 118 | 38.5 | 110 | 123 | 55 | 22 | 16 | 0.89 | 146 | 10.6 | 4823 | 42 | 1 | 1 | 1 |
34 | 34 | 59 | Female | Other | 6 | 3 | Nursing Facility | 55 | 36.7 | 90 | 106 | 94 | 28 | 14 | 1.13 | 140 | 8.5 | 2154 | 30 | 0 | 0 | 0 |
35 | 35 | 88 | Male | Black | 1 | 3 | Rehab | 105 | 37.6 | 93 | 143 | 70 | 17 | 31 | 0.89 | 126 | 8.5 | 1053 | 28 | 0 | 0 | 0 |
36 | 36 | 47 | Male | Hispanic | 1 | 3 | Rehab | 53 | 38.9 | 113 | 165 | 82 | 19 | 28 | 2.88 | 138 | 11.8 | 1942 | 49 | 1 | 1 | 1 |
37 | 37 | 81 | Male | Other | 2 | 1 | Home | 72 | 38.3 | 80 | 174 | 81 | 12 | 21 | 1.51 | 130 | 16.4 | 2902 | 27 | 0 | 1 | 1 |
38 | 38 | 51 | Female | White | 6 | 2 | Home | 55 | 37.4 | 96 | 129 | 101 | 21 | 16 | 1.34 | 126 | 10.6 | 109 | 59 | 1 | 0 | 1 |
39 | 39 | 65 | Female | Other | 14 | 4 | Expired | 81 | 38.3 | 51 | 108 | 68 | 14 | 26 | 0.54 | 132 | 11.8 | 2709 | 24 | 0 | 1 | 1 |
40 | 40 | 53 | Male | Black | 6 | 2 | Nursing Facility | 67 | 36.4 | 145 | 156 | 82 | 15 | 29 | 0.88 | 128 | 8.9 | 221 | 31 | 0 | 0 | 0 |
41 | 41 | 83 | Male | Black | 2 | 0 | Nursing Facility | 64 | 37.4 | 131 | 171 | 77 | 22 | 7 | 1.55 | 145 | 12.4 | 4882 | 20 | 1 | 1 | 1 |
42 | 42 | 62 | Male | Hispanic | 1 | 3 | Home | 89 | 38.8 | 126 | 142 | 80 | 26 | 8 | 0.67 | 148 | 14.3 | 2660 | 34 | 0 | 0 | 0 |
43 | 43 | 48 | Female | Other | 10 | 2 | Expired | 55 | 36.8 | 118 | 153 | 70 | 12 | 25 | 1.78 | 138 | 10.4 | 3137 | 44 | 0 | 0 | 0 |
44 | 44 | 69 | Female | White | 5 | 4 | Expired | 112 | 36.7 | 107 | 172 | 103 | 20 | 20 | 1.64 | 135 | 10.7 | 540 | 37 | 0 | 0 | 0 |
45 | 45 | 58 | Female | White | 5 | 0 | Rehab | 116 | 39.3 | 93 | 136 | 83 | 22 | 14 | 2.42 | 148 | 15.6 | 2849 | 57 | 1 | 0 | 1 |
46 | 46 | 53 | Female | Asian | 2 | 1 | Rehab | 60 | 36.7 | 123 | 95 | 64 | 24 | 18 | 2.15 | 138 | 8.1 | 690 | 61 | 0 | 0 | 0 |
47 | 47 | 70 | Male | White | 6 | 1 | Expired | 92 | 36.9 | 105 | 105 | 63 | 27 | 32 | 1.61 | 136 | 13.7 | 1468 | 65 | 0 | 0 | 0 |
48 | 48 | 46 | Male | Hispanic | 9 | 4 | Rehab | 66 | 39.4 | 92 | 161 | 68 | 15 | 33 | 1.06 | 140 | 11.5 | 2089 | 45 | 0 | 0 | 0 |
49 | 49 | 64 | Male | Hispanic | 2 | 0 | Home | 53 | 38.6 | 138 | 107 | 92 | 12 | 35 | 2.32 | 130 | 10.7 | 1461 | 59 | 1 | 1 | 1 |
50 | 50 | 72 | Male | White | 10 | 3 | Expired | 112 | 38.4 | 83 | 141 | 64 | 24 | 21 | 2.27 | 144 | 13.9 | 3873 | 22 | 0 | 0 | 0 |
51 | 51 | 51 | Female | White | 2 | 2 | Rehab | 117 | 39.0 | 79 | 137 | 55 | 12 | 7 | 0.88 | 125 | 15.5 | 2164 | 41 | 0 | 0 | 0 |
52 | 52 | 88 | Female | Asian | 3 | 0 | Nursing Facility | 90 | 36.4 | 120 | 132 | 101 | 16 | 34 | 2.79 | 136 | 13.0 | 2515 | 45 | 0 | 0 | 0 |
53 | 53 | 52 | Male | White | 13 | 1 | Expired | 54 | 38.5 | 119 | 128 | 58 | 16 | 9 | 0.66 | 131 | 8.3 | 3051 | 38 | 0 | 1 | 1 |
54 | 54 | 79 | Male | Asian | 7 | 4 | Expired | 81 | 37.8 | 104 | 138 | 86 | 25 | 24 | 0.64 | 132 | 12.2 | 2868 | 63 | 0 | 0 | 0 |
55 | 55 | 58 | Female | Asian | 6 | 4 | Nursing Facility | 119 | 38.9 | 116 | 101 | 69 | 25 | 38 | 0.97 | 133 | 12.2 | 3516 | 63 | 0 | 0 | 0 |
56 | 56 | 61 | Male | White | 12 | 2 | Home | 84 | 37.8 | 62 | 99 | 83 | 19 | 35 | 2.77 | 126 | 12.9 | 1676 | 66 | 0 | 0 | 0 |
57 | 57 | 80 | Female | Black | 8 | 4 | Nursing Facility | 71 | 38.2 | 52 | 160 | 87 | 15 | 31 | 1.8 | 141 | 14.0 | 214 | 58 | 1 | 0 | 1 |
58 | 58 | 84 | Male | Black | 8 | 4 | Expired | 114 | 37.7 | 75 | 144 | 75 | 18 | 32 | 2.47 | 144 | 8.2 | 1468 | 55 | 1 | 0 | 1 |
59 | 59 | 48 | Male | Asian | 6 | 0 | Home | 71 | 37.7 | 106 | 90 | 67 | 26 | 14 | 1.07 | 137 | 12.5 | 238 | 40 | 0 | 0 | 0 |
60 | 60 | 46 | Male | White | 12 | 3 | Rehab | 60 | 38.7 | 73 | 138 | 77 | 15 | 25 | 1.73 | 129 | 13.3 | 3473 | 60 | 0 | 0 | 0 |
61 | 61 | 50 | Male | Black | 11 | 2 | Rehab | 52 | 38.2 | 102 | 125 | 104 | 20 | 28 | 1.4 | 134 | 11.1 | 1415 | 67 | 1 | 0 | 1 |
62 | 62 | 86 | Male | White | 10 | 0 | Rehab | 58 | 38.2 | 119 | 110 | 100 | 24 | 35 | 2.57 | 136 | 14.0 | 173 | 45 | 0 | 0 | 0 |
63 | 63 | 48 | Male | White | 3 | 3 | Expired | 109 | 37.6 | 92 | 126 | 58 | 25 | 39 | 0.56 | 141 | 10.1 | 3946 | 32 | 0 | 0 | 0 |
64 | 64 | 73 | Male | White | 3 | 0 | Nursing Facility | 63 | 37.9 | 109 | 113 | 81 | 25 | 9 | 1.11 | 145 | 10.9 | 583 | 55 | 0 | 0 | 0 |
65 | 65 | 62 | Female | Other | 1 | 0 | Home | 67 | 38.6 | 107 | 144 | 108 | 21 | 25 | 0.88 | 130 | 16.7 | 4211 | 43 | 0 | 1 | 1 |
66 | 66 | 70 | Female | White | 7 | 4 | Rehab | 72 | 38.9 | 98 | 114 | 102 | 27 | 16 | 2.65 | 127 | 11.1 | 1649 | 60 | 1 | 1 | 1 |
67 | 67 | 88 | Female | Other | 5 | 3 | Home | 96 | 38.4 | 91 | 96 | 105 | 16 | 33 | 1.67 | 139 | 11.1 | 1459 | 45 | 0 | 0 | 0 |
68 | 68 | 78 | Female | Asian | 4 | 2 | Expired | 118 | 39.2 | 125 | 170 | 108 | 17 | 21 | 1.51 | 131 | 13.4 | 1996 | 40 | 0 | 0 | 0 |
69 | 69 | 54 | Female | Black | 10 | 2 | Rehab | 96 | 38.9 | 149 | 160 | 55 | 13 | 17 | 1.62 | 130 | 16.7 | 4324 | 37 | 0 | 0 | 0 |
70 | 70 | 80 | Male | Black | 4 | 3 | Expired | 79 | 38.0 | 115 | 160 | 63 | 24 | 32 | 2.93 | 128 | 16.8 | 610 | 34 | 0 | 0 | 0 |
71 | 71 | 58 | Male | Black | 14 | 4 | Nursing Facility | 74 | 38.3 | 60 | 113 | 77 | 24 | 30 | 2.63 | 143 | 13.2 | 522 | 34 | 0 | 0 | 0 |
72 | 72 | 75 | Female | Black | 4 | 1 | Expired | 77 | 39.2 | 147 | 100 | 107 | 29 | 19 | 2.27 | 129 | 8.0 | 2532 | 25 | 0 | 0 | 0 |
73 | 73 | 59 | Male | Black | 6 | 0 | Expired | 74 | 38.2 | 139 | 162 | 73 | 12 | 38 | 1.23 | 127 | 16.1 | 2006 | 62 | 1 | 1 | 1 |
74 | 74 | 52 | Female | Black | 8 | 4 | Nursing Facility | 107 | 38.9 | 67 | 101 | 62 | 19 | 10 | 0.91 | 149 | 13.1 | 4427 | 50 | 1 | 1 | 1 |
75 | 75 | 58 | Female | Black | 8 | 3 | Home | 90 | 38.4 | 134 | 124 | 92 | 27 | 19 | 2.8 | 133 | 11.3 | 1058 | 47 | 1 | 0 | 1 |
76 | 76 | 67 | Male | Asian | 5 | 0 | Nursing Facility | 74 | 37.9 | 149 | 152 | 61 | 13 | 15 | 1.56 | 130 | 15.5 | 924 | 27 | 1 | 0 | 1 |
77 | 77 | 84 | Male | White | 6 | 2 | Nursing Facility | 97 | 36.8 | 101 | 157 | 100 | 19 | 13 | 1.2 | 137 | 11.6 | 164 | 48 | 0 | 1 | 1 |
78 | 78 | 65 | Male | Hispanic | 4 | 1 | Expired | 59 | 37.5 | 95 | 146 | 68 | 17 | 7 | 1.68 | 146 | 8.3 | 4810 | 40 | 0 | 1 | 1 |
79 | 79 | 60 | Female | Other | 12 | 2 | Home | 60 | 39.4 | 93 | 102 | 70 | 27 | 18 | 2.79 | 144 | 15.4 | 3448 | 36 | 0 | 1 | 1 |
80 | 80 | 89 | Male | Hispanic | 14 | 3 | Rehab | 70 | 38.3 | 71 | 112 | 76 | 22 | 27 | 1.47 | 128 | 12.9 | 900 | 68 | 0 | 0 | 0 |
81 | 81 | 62 | Female | Hispanic | 11 | 0 | Nursing Facility | 94 | 38.0 | 102 | 172 | 107 | 28 | 17 | 1.91 | 126 | 11.0 | 377 | 43 | 1 | 0 | 1 |
82 | 82 | 68 | Female | White | 13 | 3 | Home | 56 | 39.3 | 108 | 128 | 68 | 22 | 20 | 2.51 | 128 | 10.3 | 1817 | 69 | 1 | 0 | 1 |
83 | 83 | 70 | Female | White | 9 | 0 | Nursing Facility | 113 | 38.1 | 143 | 177 | 73 | 19 | 31 | 1.57 | 132 | 13.3 | 2513 | 55 | 0 | 0 | 0 |
84 | 84 | 69 | Male | White | 8 | 4 | Nursing Facility | 113 | 37.8 | 79 | 169 | 75 | 15 | 10 | 1.08 | 137 | 9.9 | 1338 | 50 | 0 | 0 | 0 |
85 | 85 | 89 | Male | Black | 10 | 1 | Nursing Facility | 51 | 38.7 | 57 | 101 | 94 | 22 | 32 | 2.99 | 134 | 10.9 | 4623 | 66 | 1 | 0 | 1 |
86 | 86 | 85 | Female | Asian | 12 | 4 | Nursing Facility | 91 | 38.5 | 147 | 123 | 77 | 19 | 22 | 2.89 | 142 | 13.7 | 1586 | 53 | 1 | 1 | 1 |
87 | 87 | 73 | Male | Black | 10 | 4 | Expired | 103 | 36.7 | 106 | 160 | 95 | 20 | 16 | 2.61 | 133 | 15.9 | 4781 | 21 | 0 | 1 | 1 |
88 | 88 | 59 | Male | Asian | 1 | 3 | Home | 65 | 37.6 | 122 | 164 | 105 | 13 | 8 | 2.22 | 125 | 12.8 | 3398 | 61 | 1 | 0 | 1 |
89 | 89 | 89 | Male | Asian | 2 | 1 | Home | 67 | 37.7 | 69 | 120 | 67 | 27 | 25 | 1.24 | 137 | 14.8 | 4570 | 22 | 0 | 1 | 1 |
90 | 90 | 45 | Female | Hispanic | 9 | 0 | Home | 108 | 37.3 | 74 | 151 | 93 | 17 | 12 | 2.78 | 142 | 14.9 | 3095 | 49 | 0 | 0 | 0 |
91 | 91 | 69 | Female | Hispanic | 8 | 0 | Nursing Facility | 65 | 37.8 | 68 | 102 | 85 | 19 | 25 | 1.19 | 139 | 14.0 | 192 | 27 | 0 | 1 | 1 |
92 | 92 | 51 | Male | Asian | 14 | 2 | Expired | 55 | 37.4 | 54 | 120 | 91 | 25 | 14 | 2.5 | 126 | 10.2 | 3631 | 26 | 0 | 0 | 0 |
93 | 93 | 53 | Female | Asian | 3 | 0 | Nursing Facility | 106 | 36.7 | 124 | 91 | 78 | 27 | 20 | 2.8 | 135 | 15.8 | 1940 | 31 | 0 | 0 | 0 |
94 | 94 | 68 | Male | Black | 8 | 3 | Nursing Facility | 96 | 37.4 | 128 | 104 | 66 | 23 | 16 | 2.01 | 138 | 11.9 | 3627 | 38 | 0 | 0 | 0 |
95 | 95 | 45 | Male | Black | 12 | 4 | Home | 97 | 36.3 | 121 | 146 | 53 | 16 | 9 | 2.51 | 146 | 8.4 | 1721 | 45 | 1 | 0 | 1 |
96 | 96 | 88 | Male | Hispanic | 1 | 4 | Nursing Facility | 91 | 38.0 | 132 | 164 | 93 | 29 | 35 | 2.48 | 139 | 10.2 | 1661 | 47 | 0 | 0 | 0 |
97 | 97 | 52 | Male | White | 10 | 4 | Rehab | 109 | 39.0 | 136 | 123 | 94 | 20 | 21 | 0.98 | 138 | 14.9 | 1516 | 34 | 0 | 0 | 0 |
98 | 98 | 68 | Female | Asian | 4 | 1 | Nursing Facility | 53 | 38.5 | 76 | 157 | 108 | 13 | 29 | 2.17 | 140 | 8.6 | 3064 | 33 | 0 | 1 | 1 |
99 | 99 | 55 | Female | Black | 3 | 0 | Rehab | 51 | 37.3 | 89 | 164 | 78 | 23 | 29 | 0.73 | 147 | 9.3 | 4290 | 67 | 0 | 0 | 0 |
100 | 100 | 61 | Female | Hispanic | 6 | 3 | Nursing Facility | 108 | 36.3 | 145 | 118 | 53 | 13 | 24 | 1.77 | 139 | 14.2 | 1230 | 33 | 0 | 0 | 0 |