remotePARTS

Spatiotemporal Autoregression Analyses for Large Data Sets

CRAN Package

These tools were created to test map-scale hypotheses about trends in large remotely sensed data sets but any data with spatial and temporal variation can be analyzed. Tests are conducted using the PARTS method for analyzing spatially autocorrelated time series (Ives et al., 2021: doi:10.1016/j.rse.2021.112678). The method's unique approach can handle extremely large data sets that other spatiotemporal models cannot, while still appropriately accounting for spatial and temporal autocorrelation. This is done by partitioning the data into smaller chunks, analyzing chunks separately and then combining the separate analyses into a single, correlated test of the map-scale hypotheses.


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Insights

Last 30 days

This package has been downloaded 230 times in the last 30 days. More than a random curiosity, but not quite a blockbuster. Still, it's gaining traction! The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 6 times.

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0 downloadsFeb 9, 2025
0 downloadsFeb 10, 2025
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10 downloadsFeb 12, 2025
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6 downloadsFeb 15, 2025
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14 downloadsFeb 18, 2025
5 downloadsFeb 19, 2025
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6 downloadsFeb 23, 2025
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6 downloadsFeb 28, 2025
8 downloadsMar 1, 2025
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6 downloadsMar 13, 2025
0 downloadsMar 14, 2025
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The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Last 365 days

This package has been downloaded 2,636 times in the last 365 days. Now we’re talking! This work is officially 'heard of in academic circles', just like those wild research papers on synthetic bananas. The day with the most downloads was Apr 25, 2024 with 19 downloads.

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Data provided by CRAN


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Dependencies

  • Imports6 packages
  • Suggests10 packages
  • Linking To2 packages