tidylda

Latent Dirichlet Allocation Using 'tidyverse' Conventions

CRAN Package

Implements an algorithm for Latent Dirichlet Allocation (LDA), Blei et at. (2003) https://www.jmlr.org/papers/volume3/blei03a/blei03a.pdf, using style conventions from the 'tidyverse', Wickham et al. (2019) doi:10.21105/joss.01686, and 'tidymodels', Kuhn et al. https://tidymodels.github.io/model-implementation-principles/. Fitting is done via collapsed Gibbs sampling. Also implements several novel features for LDA such as guided models and transfer learning based on ongoing and, as yet, unpublished research.


Documentation


Team


Insights

Last 30 days

This package has been downloaded 586 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 25 times.

Sun
Mon
Tue
Wed
Thu
Fri
Sat
5 downloadsFeb 16, 2025
50 downloadsFeb 17, 2025
13 downloadsFeb 18, 2025
3 downloadsFeb 19, 2025
65 downloadsFeb 20, 2025
3 downloadsFeb 21, 2025
8 downloadsFeb 22, 2025
57 downloadsFeb 23, 2025
3 downloadsFeb 24, 2025
9 downloadsFeb 25, 2025
50 downloadsFeb 26, 2025
8 downloadsFeb 27, 2025
4 downloadsFeb 28, 2025
52 downloadsMar 1, 2025
3 downloadsMar 2, 2025
4 downloadsMar 3, 2025
53 downloadsMar 4, 2025
13 downloadsMar 5, 2025
5 downloadsMar 6, 2025
3 downloadsMar 7, 2025
49 downloadsMar 8, 2025
1 downloadsMar 9, 2025
4 downloadsMar 10, 2025
8 downloadsMar 11, 2025
8 downloadsMar 12, 2025
63 downloadsMar 13, 2025
3 downloadsMar 14, 2025
13 downloadsMar 15, 2025
1 downloadsMar 16, 2025
25 downloadsMar 17, 2025
0 downloadsMar 18, 2025
0 downloadsMar 19, 2025
0 downloadsMar 20, 2025
0 downloadsMar 21, 2025
0 downloadsMar 22, 2025
1
65

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 7,435 times in the last 365 days. That's a lot of interest! Someone might even write a blog post about it. The day with the most downloads was Sep 11, 2024 with 72 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

  • Imports11 packages
  • Suggests9 packages
  • Linking To4 packages