> For the complete documentation index, see [llms.txt](https://www.rforseo.com/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://www.rforseo.com/analysis/count-words-n-grams-shingles.md).

# Count words, n-grams, shingles x

```
library(stringr)


top_words <- all_full_txt %>%
  unnest_tokens(word, txt) %>%
  anti_join(get_stopwords()) %>%
  filter(!str_detect(word, "[0-9]+") == TRUE) %>%
  group_by(url) %>%
  count(word, sort = F) %>%
  View()
```