Table 1.
Comparison of data in training and test sets
| Training set |
Test set |
||||||||
|---|---|---|---|---|---|---|---|---|---|
| Mean | SD | Min | Max | Mean | SD | Min | Max | ||
| ED visits | Max | 166 | 24.6 | 83 | 281 | 162.5 | 23.1 | 57 | 260 |
| Temperature | Max | 60.2 | 18 | 13 | 103 | 59.1 | 19.1 | 14 | 96 |
| Mean | 53.2 | 17 | 6 | 92 | 51.8 | 18.3 | 8 | 84 | |
| Min | 45.6 | 16.4 | −2 | 81 | 43.8 | 17.9 | −3 | 74 | |
| Barometer | Max | 30.1 | 0.2 | 29.2 | 30.8 | 30.1 | 0.2 | 29.6 | 30.9 |
| Mean | 30 | 0.2 | 29 | 30.7 | 30 | 0.2 | 29.1 | 30.8 | |
| Min | 29.9 | 0.3 | 28.7 | 30.6 | 29.9 | 0.2 | 28.8 | 30.6 | |
| Visibility | Max | 10 | 0.5 | 0 | 10 | 9.9 | 0.6 | 2 | 10 |
| Mean | 8.8 | 2.1 | 0 | 10 | 8.9 | 2 | 1 | 10 | |
| Min | 6.5 | 4 | 0 | 10 | 6.7 | 4 | 0 | 10 | |
| Wind speed | Max | 20.8 | 6.2 | 6 | 48 | 20.5 | 5.9 | 8 | 45 |
| Mean | 10.7 | 3.8 | 2 | 31 | 10.6 | 3.6 | 3 | 26 | |
| Snowfall | Total | 0.1 | 0.5 | 0 | 10.8 | 0.1 | 1 | 0 | 13.6 |
| Fever | Vol | 2374.1 | 547.4 | 798.8 | 6471.7 | 2674 | 517.1 | 1240.2 | 4612.4 |
| Flu shot | Vol | 555.7 | 933.8 | 0 | 16443.1 | 486.7 | 558.4 | 0 | 3682.5 |
| Flu | Vol | 3557 | 8722.6 | 140.2 | 163310.8 | 2169 | 1477.3 | 209.5 | 8462.8 |
| Pneumonia | Vol | 987.4 | 399.4 | 265.2 | 2960.7 | 1064 | 369.9 | 194.6 | 2262.4 |
| Bronchitis | Vol | 554 | 242 | 0 | 2908 | 537.2 | 217.4 | 136.7 | 1293.2 |
| Snow | Vol | 9964.8 | 12114.7 | 2371.6 | 214082.3 | 13351.6 | 19133.6 | 2628.8 | 219681.7 |
| Allergies | Vol | 920.2 | 423 | 166.3 | 3079.6 | 982.2 | 600 | 186.2 | 4687.4 |
| Blizzard | Vol | 930.4 | 2901.1 | 152.2 | 84259.9 | 1112.2 | 4133.1 | 139.6 | 72836.5 |
| Forecast | Vol | 6680 | 3111.1 | 1207.4 | 31667.9 | 7699.6 | 3803.6 | 2132.9 | 33665 |
| Humidifier | Vol | 612.1 | 446.7 | 0 | 3036 | 644.1 | 485.8 | 121.5 | 2929.9 |