Text normalization
Filter tokens. Strip unigrams and vgrams.
Two helpers control how text becomes features.
TextFilter(text)
Section titled “TextFilter(text)”Used on tokens (words).
| Step | Rule |
|---|---|
| 1 | Lowercase |
| 2 | Remove characters outside the allowed set |
Allowed characters include letters, digits, common punctuation, and space.
TextFilter("Hello, World!"); // "hello, world!"TextFilter("A-B_C"); // "a-b_c"TextStrip(text)
Section titled “TextStrip(text)”Used on unigrams and vgrams.
| Step | Rule |
|---|---|
| 1 | Run TextFilter |
| 2 | Keep letters and digits only (drop spaces and punctuation) |
TextStrip("Hello, World!"); // "helloworld"TextStrip("foo-bar baz 123"); // "foobarbaz123"When each runs
Section titled “When each runs”| Feature type | Helper | normalize: false |
|---|---|---|
| Token | TextFilter |
Raw split words |
| Unigram | TextStrip |
Raw tokens |
| Vgram | TextStrip on joined window |
Raw joined window |
Set normalize: false in Create() or Tokenize() to skip both helpers.