wordsalad
The goal of wordsalad is to provide a unified interface for word embedding methods to produce word vectors. wordsalad doesn’t provide the implementation of these methods, only a unified interface. For more information on the specific method please refer to the documentation.
Goals of this package are:
- Allow the specification of tokenizer used
- Streamline argument names and order
- Consistent output formats
- Avoid the need for creating temporary files
Installation
You can install the released version of wordsalad from CRAN with:
install.packages("wordsalad")If you want the development version instead then install directly from GitHub:
# install.packages("devtools")
devtools::install_github("EmilHvitfeldt/wordsalad")Example
library(wordsalad)
glove(fairy_tales)
#> # A tibble: 451 x 11
#> tokens V1 V2 V3 V4 V5 V6 V7 V8 V9
#> <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
#> 1 "\"Do" -0.662 -0.309 0.328 -0.223 0.0484 0.765 -0.556 7.64e-5 0.548
#> 2 "\"Go… 0.0439 -0.383 -0.226 0.715 -0.841 0.687 -0.492 3.86e-1 0.901
#> 3 "\"He" 0.0459 -0.269 -0.0117 0.214 0.0850 -0.149 -0.495 -8.79e-2 1.28
#> 4 "\"He… 0.0389 0.168 -0.138 0.468 0.556 -0.365 -0.655 -2.17e-1 0.655
#> 5 "\"Oh" -0.239 0.221 -0.0658 0.968 -0.352 0.305 -0.235 1.95e-1 0.227
#> 6 "\"Th… -0.559 -0.269 -0.0896 0.987 0.601 -0.810 -0.398 -1.84e-1 1.08
#> 7 "\"Ye… -0.446 -0.982 -0.549 0.534 -0.0989 1.03 -0.851 -3.12e-1 0.341
#> 8 "-" -0.248 -0.323 0.0374 0.575 0.555 0.521 -0.472 2.65e-1 1.19
#> 9 "All" 0.523 -0.456 -0.649 0.647 0.173 0.0621 -0.758 -6.09e-2 0.253
#> 10 "You" -0.144 0.326 0.436 0.534 0.142 0.530 -0.226 -1.41e-1 1.53
#> # … with 441 more rows, and 1 more variable: V10 <dbl>Code of Conduct
Please note that the wordsalad project is released with a Contributor Code of Conduct. By contributing to this project, you agree to abide by its terms.