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Fig 1.

COVID-19 space-time scan hotspots in the United States at the county level from 1/22/-3/13/2020.

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Fig 1 Expand

Table 1.

Attributes of prospective space-time clusters (hotspots) for COVID-19 from 1/23-3/13/2020 at the county level.

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Table 1 Expand

Fig 2.

Elbow method evaluation and hierarchical clustering results for the 1st period.

Notice that the numberings and colors of STES clusters match with those of corresponding clusters on the map and the temporal trend graph in Fig 3.

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Fig 2 Expand

Fig 3.

Sequence similarity-based COVID-19 clusters along with average temporal trends at the county level through 3/13/2020.

This map includes the counties with higher relative risk (RR>1) contained in all the clusters detected by scan statistics in Fig 1. The average temporal trends of cumulative cases for STES clusters 1–8 on the map appear at the bottom right. Notice that the colors of STES clusters match with correspondingly colored dots on the map and with the colors of the STES cluster curves on the graph. OC includes all counties not included in the clusters.

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Fig 3 Expand

Fig 4.

COVID-19 space-time scan statistic detected hotspots in the United States at county level through 3/31/2020.

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Fig 4 Expand

Table 2.

Attributes of prospective space-time clusters (hotspots) for COVID-19 from 1/23-3/31/2020 at the county level.

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Table 2 Expand

Fig 5.

Elbow method evaluation and hierarchical clustering results for the 2nd period.

Notice that the numberings and colors of STES clusters match with those of corresponding clusters on the map and the temporal trend graph in Fig 6.

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Fig 5 Expand

Fig 6.

Sequence similarity-based COVID-19 clusters along with average temporal trends at county level during 1/22/2020-3/31/2020.

This map includes the counties with higher relative risk (RR>1) contained in all the clusters detected by scan statistics in Fig 3. The average temporal trends of cumulative cases for STES clusters 1–8 on the map appear at the bottom right. Notice that the colors of STES clusters match with correspondingly colored dots on the map and with the colors of the STES cluster curves on the graph. OC includes all counties not included in the clusters.

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Fig 6 Expand

Fig 7.

COVID-19 space-time scan statistic detected hotspots in the United States at county level through 4/19/2020.

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Fig 7 Expand

Table 3.

Attributes of prospective space-time clusters (hotspots) for COVID-19 from 1/23-4/19/2020 at the county level.

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Table 3 Expand

Fig 8.

Elbow method evaluation and hierarchical clustering results for the 3rd period.

Notice that the numberings and colors of STES clusters match with those of corresponding clusters on the map and the temporal trend graph in Fig 9.

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Fig 8 Expand

Fig 9.

Sequence similarity-based COVID-19 emerging clusters along with average temporal trends at county level during 1/22/-4/19/2020.

This map includes the counties with higher relative risk (RR>) contained in all the clusters detected by scan statistics in Fig 5. The average temporal trends of cumulative cases for STES clusters 1–10 on the map appear at the bottom right. Notice that the colors of STES clusters match with correspondingly colored dots on the map and with the colors of the STES cluster curves on the graph. OC includes all counties not included in the clusters.

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Fig 9 Expand

Fig 10.

Prospective space-time scan statistic detected clusters of COVID-19 incidents during the study period of 1/22/2020-5/20/2020.

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Fig 10 Expand

Table 4.

Attributes of prospective space-time clusters (hotspots) for COVID-19 from 1/23-5/20/2020 at the county level.

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Table 4 Expand

Fig 11.

Elbow method evaluation and hierarchical clustering results for the 4th period.

Notice that the numberings and colors of STES clusters match with those of corresponding clusters on the map and the temporal trend graph in Fig 12.

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Fig 11 Expand

Fig 12.

Sequence similarity-based COVID-19 clusters along with average temporal trends at county level during 1/22/-5/20/2020.

This map includes the counties with higher relative risk (RR>1) contained in all the clusters detected by scan statistics in Fig 10. The average temporal trends of cumulative cases for STES clusters 1–10 on the map appear at the bottom right. Notice that the colors of STES clusters match with correspondingly colored dots on the map and with the colors of the STES cluster curves on the graph. OC includes all counties not included in the clusters.

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Fig 12 Expand