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 74,314 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 2,715 times.

Sun
Mon
Tue
Wed
Thu
Fri
Sat
0 downloadsFeb 9, 2025
0 downloadsFeb 10, 2025
0 downloadsFeb 11, 2025
2,219 downloadsFeb 12, 2025
1,406 downloadsFeb 13, 2025
1,153 downloadsFeb 14, 2025
521 downloadsFeb 15, 2025
659 downloadsFeb 16, 2025
1,436 downloadsFeb 17, 2025
1,421 downloadsFeb 18, 2025
1,457 downloadsFeb 19, 2025
1,387 downloadsFeb 20, 2025
1,130 downloadsFeb 21, 2025
577 downloadsFeb 22, 2025
557 downloadsFeb 23, 2025
6,328 downloadsFeb 24, 2025
6,958 downloadsFeb 25, 2025
6,386 downloadsFeb 26, 2025
6,243 downloadsFeb 27, 2025
4,648 downloadsFeb 28, 2025
1,368 downloadsMar 1, 2025
1,500 downloadsMar 2, 2025
3,013 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
0 downloadsMar 14, 2025
0 downloadsMar 15, 2025
521
6,958

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 540,619 times in the last 365 days. Half a million downloads! This work is now a household name in certain academic circles. 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