tdigest

Wicked Fast, Accurate Quantiles Using t-Digests

CRAN Package

The t-Digest construction algorithm, by Dunning et al., (2019) <doi:10.48550/arXiv.1902.04023>, uses a variant of 1-dimensional k-means clustering to produce a very compact data structure that allows accurate estimation of quantiles. This t-Digest data structure can be used to estimate quantiles, compute other rank statistics or even to estimate related measures like trimmed means. The advantage of the t-Digest over previous digests for this purpose is that the t-Digest handles data with full floating point resolution. The accuracy of quantile estimates produced by t-Digests can be orders of magnitude more accurate than those produced by previous digest algorithms. Methods are provided to create and update t-Digests and retrieve quantiles from the accumulated distributions.


Team


Insights

Last 30 days

This package has been downloaded 559 times in the last 30 days. Not bad! The download count is somewhere between 'small-town buzz' and 'moderate academic conference'. The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 37 times.

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0 downloadsFeb 9, 2025
0 downloadsFeb 10, 2025
19 downloadsFeb 11, 2025
24 downloadsFeb 12, 2025
22 downloadsFeb 13, 2025
27 downloadsFeb 14, 2025
14 downloadsFeb 15, 2025
9 downloadsFeb 16, 2025
14 downloadsFeb 17, 2025
11 downloadsFeb 18, 2025
18 downloadsFeb 19, 2025
28 downloadsFeb 20, 2025
16 downloadsFeb 21, 2025
9 downloadsFeb 22, 2025
26 downloadsFeb 23, 2025
22 downloadsFeb 24, 2025
13 downloadsFeb 25, 2025
14 downloadsFeb 26, 2025
19 downloadsFeb 27, 2025
10 downloadsFeb 28, 2025
8 downloadsMar 1, 2025
19 downloadsMar 2, 2025
24 downloadsMar 3, 2025
23 downloadsMar 4, 2025
23 downloadsMar 5, 2025
18 downloadsMar 6, 2025
23 downloadsMar 7, 2025
9 downloadsMar 8, 2025
13 downloadsMar 9, 2025
25 downloadsMar 10, 2025
22 downloadsMar 11, 2025
37 downloadsMar 12, 2025
0 downloadsMar 13, 2025
0 downloadsMar 14, 2025
0 downloadsMar 15, 2025
8
37

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 7,832 times in the last 365 days. A solid achievement! Enough downloads to get noticed at department meetings. The day with the most downloads was Jun 20, 2024 with 96 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

  • Imports1 package
  • Suggests3 packages
  • Reverse Depends1 package
  • Reverse Imports1 package