Provide Tools to Extract and Analyze Word Vectors (original) (raw)
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
If you want the development version instead then install directly from GitHub:
install.packages("devtools")
devtools::install_github("EmilHvitfeldt/wordsalad")
Example
glove(fairy_tales)
#> # A tibble: 451 x 11
#> tokens V1 V2 V3 V4 V5 V6 V7 V8 V9
#>
#> 1 ""Do" -0.315 -0.699 -0.287 0.466 0.321 0.568 0.179 -0.0679 -1.00
#> 2 ""Go… -0.708 -0.983 0.464 0.589 -0.630 0.446 -1.03 0.447 -0.187
#> 3 ""He" -0.199 -0.592 0.259 0.157 0.224 0.456 0.127 0.177 -0.655
#> 4 ""He… -0.179 -0.690 -0.539 0.376 -0.367 -0.0658 0.378 0.302 -0.557
#> 5 ""Oh" -0.812 -0.327 0.640 1.11 -0.251 0.478 -0.229 -0.242 -0.538
#> 6 ""Th… -1.18 0.168 -0.246 -0.189 0.193 0.670 0.171 -0.0168 -0.585
#> 7 ""Ye… -0.245 -0.669 0.281 0.0824 0.343 0.977 -0.364 0.695 -0.768
#> 8 "-" -0.349 -0.412 0.701 0.501 -0.0532 0.704 -0.248 0.361 -0.757
#> 9 "All" -0.218 -0.669 -0.309 0.272 -0.122 0.277 -0.241 -0.0569 0.0158
#> 10 "You" -0.843 -0.921 0.219 0.112 0.504 0.551 0.184 0.655 -0.958
#> # … with 441 more rows, and 1 more variable: V10
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.