From: Comparing machine learning algorithms for predicting COVID-19 mortality
Features (quantitative) | Range | Mean (SD) |
---|---|---|
Age (year) | 18–100 | 57.25 (17.8) |
Leng of hospitalization | 1–32 | 61.89 (13.25) |
Creatinine (mg/dL) | 0.1–17.9 | 51.39 (14.4) |
White-cell count | 1300–63,000 | 82.34 (4897.4) |
Platelet count | 108,000–691,000 | 66.2 (38.1) |
Absolute lymphocyte count | 2–95 | 23.74 (11.8) |
Absolute neutrophil count | 8–98 | 74.52 (12.3) |
Blood urea nitrogen | 0.5–251 | 42.52 (31.7) |
Aspartate aminotransferase | 3.8–924 | 44.45 (53.5) |
Alanine aminotransferase | 2–672 | 38.29 (41.6) |
Glucose | 18–994 | 36.09 (74.2) |
Lactate dehydrogenase | 4.6–6973 | 55.68 (339.0) |
Prothrombin time | 0.9–46.8 | 42.82 (23.9) |
Alkaline phosphatase | 9.6–2846 | 21.12 (39.2) |
Erythrocyte sedimentation rate | 2–258 | 40.65 (28.8) |
Features (qualitative) | Values | Frequencies |
---|---|---|
Gender | Male, Female | 836, 664 |
Cough | Yes, No | 736, 764 |
Contusion | Yes, No | 363, 1137 |
Nausea/vomiting | Yes, No | 802, 848 |
Headache | Yes, No | 899, 601 |
Gastrointestinal symptoms | Yes, No | 976, 524 |
Muscular pain | Yes, No | 1021, 479 |
Chill | Yes, No | 878, 622 |
Fever | Yes, No | 728, 772 |
Pneumonia | Yes, No | 1044,456 |
Oxygen therapy | Yes, No | 1053, 447 |
Dyspnea | Yes, No | 1078, 422 |
Loss of taste | Yes, No | 272, 1228 |
Loss of smell | Yes, No | 1195, 305 |
Runny Noise | Yes, No | 637, 863 |
Sore throat | Yes, No | 444, 1056 |
Other underline disease | Yes, No | 360, 1140 |
Cardiac disease | Yes, No | 118, 1382 |
Hypertension | Yes, No | 395, 1105 |
Diabetes | Yes, No | 268, 1232 |
Smoking | Yes, No | 141, 1359 |
Alcohol addiction | Yes, No | 26, 1474 |
C-reactive protein | Positive, Negative | 1163, 337 |
Oxygen therapy | Yes, No | 363, 1137 |
ICU admission | Yes, No | 298, 1202 |
Deceased | Yes, No | 114, 1386 |