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. 2020 Sep 15;8:e9961. doi: 10.7717/peerj.9961

Table 1. PM2.5 2019 model performance statistics.

The Prophet model forecasted 2019 values on an hourly basis, which was compared to actual values over a 5 day, 15 day, 1 month, and 1 year period. Units for MSE, RMSE, and MAE are µg/m3. The MAE was on average 12.6 µg/m 3 away from the actual value after 5 days and as the time increased away from the known values, the error increased.

Time MSE RMSE MAE Coverage
5 Days 3.96 × 102 1.99 × 101 1.26 × 101 85.3%
15 Days 3.92 × 102 1.98 × 101 1.27 × 101 84.4%
1 Month 4.09 × 102 2.02 × 101 1.29 × 101 83.9%
6 Months 5.57 × 102 2.35 × 101 1.51 × 101 81.0%
1 Year 6.73 × 102 2.58 × 101 1.68 × 101 79.5%