uwot

The Uniform Manifold Approximation and Projection (UMAP) Method for Dimensionality Reduction

CRAN Package

An implementation of the Uniform Manifold Approximation and Projection dimensionality reduction by McInnes et al. (2018) doi:10.48550/arXiv.1802.03426. It also provides means to transform new data and to carry out supervised dimensionality reduction. An implementation of the related LargeVis method of Tang et al. (2016) doi:10.48550/arXiv.1602.00370 is also provided. This is a complete re-implementation in R (and C++, via the 'Rcpp' package): no Python installation is required. See the uwot website (https://github.com/jlmelville/uwot) for more documentation and examples.


Documentation


Team


Insights

Last 30 days

This package has been downloaded 62,583 times in the last 30 days. An impressive feat! Enough downloads to make even seasoned academics take note. The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 2,067 times.

Sun
Mon
Tue
Wed
Thu
Fri
Sat
0 downloadsMar 2, 2025
0 downloadsMar 3, 2025
2,886 downloadsMar 4, 2025
3,044 downloadsMar 5, 2025
2,840 downloadsMar 6, 2025
2,260 downloadsMar 7, 2025
1,162 downloadsMar 8, 2025
1,213 downloadsMar 9, 2025
2,568 downloadsMar 10, 2025
2,710 downloadsMar 11, 2025
2,549 downloadsMar 12, 2025
2,715 downloadsMar 13, 2025
1,975 downloadsMar 14, 2025
1,053 downloadsMar 15, 2025
1,072 downloadsMar 16, 2025
2,407 downloadsMar 17, 2025
2,664 downloadsMar 18, 2025
2,483 downloadsMar 19, 2025
2,280 downloadsMar 20, 2025
1,952 downloadsMar 21, 2025
1,102 downloadsMar 22, 2025
1,013 downloadsMar 23, 2025
2,408 downloadsMar 24, 2025
2,625 downloadsMar 25, 2025
2,714 downloadsMar 26, 2025
2,315 downloadsMar 27, 2025
1,893 downloadsMar 28, 2025
1,175 downloadsMar 29, 2025
1,134 downloadsMar 30, 2025
2,188 downloadsMar 31, 2025
2,116 downloadsApr 1, 2025
2,067 downloadsApr 2, 2025
0 downloadsApr 3, 2025
0 downloadsApr 4, 2025
0 downloadsApr 5, 2025
1,013
3,044

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 561,252 times in the last 365 days. This is starting to look legendary. Enough downloads to inspire a dedicated panel discussion! The day with the most downloads was Dec 14, 2024 with 7,491 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


Binaries


Dependencies

  • Depends1 package
  • Imports5 packages
  • Suggests7 packages
  • Linking To4 packages
  • Reverse Imports16 packages
  • Reverse Suggests19 packages