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https://github.com/srstevenson/keyword-extractor
Extract keywords from plain text documents
https://github.com/srstevenson/keyword-extractor
nlp spacy tf-idf
Last synced: 3 months ago
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Extract keywords from plain text documents
- Host: GitHub
- URL: https://github.com/srstevenson/keyword-extractor
- Owner: srstevenson
- License: mit
- Archived: true
- Created: 2021-03-28T17:06:44.000Z (over 3 years ago)
- Default Branch: main
- Last Pushed: 2024-04-12T16:27:19.000Z (7 months ago)
- Last Synced: 2024-06-28T13:32:13.034Z (5 months ago)
- Topics: nlp, spacy, tf-idf
- Language: Python
- Homepage:
- Size: 824 KB
- Stars: 1
- Watchers: 4
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
- Codeowners: .github/CODEOWNERS
Awesome Lists containing this project
README
# keyword-extractor
A toy package for extracting keywords from plain text documents. Pre-processing
is carried out using [spaCy][spacy] (tokenisation, removal of stop words, and
lemmatisation) and keywords are selected by applying [tf-idf][tf-idf] over
sentences, using the implementation in [scikit-learn][scikit-learn].
## Usage
[Poetry][poetry] is used for packaging and dependency management. Install the
package and its dependencies with:
```sh
poetry install
```
You also need to download the language model used for pre-processing:
```sh
poetry run python3 -m spacy download en_core_web_sm
```
To check that the code is formatted, free of linting errors, and that the test
suite passes, run:
```sh
poetry run poe check
```
After entering the virtual environment in which the package is installed, you
can use the `keyword-extractor` executable to perform keyword extraction from a
document. You can specify multiple input documents as positional arguments, and
choose the number of keywords you want to be extracted with the `-n` flag.
```
$ poetry shell
$ keyword-extractor --help
usage: keyword-extractor [-h] [-n N] PATH [PATH ...]
positional arguments:
PATH Input document
optional arguments:
-h, --help show this help message and exit
-n N Number of keywords to extract (default: 5)
$ keyword-extractor example_doc.txt
╒═════════╤═══════════════╤═════════════════╤═══════════════════════════════════════════════════════════════════════╕
│ Word │ Occurrences │ Documents │ Sentences │
╞═════════╪═══════════════╪═════════════════╪═══════════════════════════════════════════════════════════════════════╡
│ na │ 3 │ example_doc.txt │ In reality, you're as dumb as they come and I needed those seeds real │
│ │ │ │ bad, and I had to give them up just to get your parents off my back, │
│ │ │ │ so now we're gonna have to go get more adventures. │
│ │ │ │ │
│ │ │ │ And then we're gonna go on even more adventures after that, Morty and │
│ │ │ │ you're gonna keep your mouth shut about it, Morty, because the world │
│ │ │ │ is full of idiots that don't understand what's important, and they'll │
│ │ │ │ tear us apart, Morty but if you stick with me, I'm gonna accomplish │
│ │ │ │ great things, Morty, and you're gonna be part of them, and together, │
│ │ │ │ we're gonna run around, Morty. │
│ │ │ │ │
│ │ │ │ We're gonna do all kinds of wonderful things, Morty. │
├─────────┼───────────────┼─────────────────┼───────────────────────────────────────────────────────────────────────┤
│ forever │ 3 │ example_doc.txt │ Rick and Morty forever and forever. │
│ │ │ │ │
│ │ │ │ All day long, forever. │
│ │ │ │ │
│ │ │ │ Rick and Morty forever 100 times. │
├─────────┼───────────────┼─────────────────┼───────────────────────────────────────────────────────────────────────┤
│ gon │ 3 │ example_doc.txt │ In reality, you're as dumb as they come and I needed those seeds real │
│ │ │ │ bad, and I had to give them up just to get your parents off my back, │
│ │ │ │ so now we're gonna have to go get more adventures. │
│ │ │ │ │
│ │ │ │ And then we're gonna go on even more adventures after that, Morty and │
│ │ │ │ you're gonna keep your mouth shut about it, Morty, because the world │
│ │ │ │ is full of idiots that don't understand what's important, and they'll │
│ │ │ │ tear us apart, Morty but if you stick with me, I'm gonna accomplish │
│ │ │ │ great things, Morty, and you're gonna be part of them, and together, │
│ │ │ │ we're gonna run around, Morty. │
│ │ │ │ │
│ │ │ │ We're gonna do all kinds of wonderful things, Morty. │
├─────────┼───────────────┼─────────────────┼───────────────────────────────────────────────────────────────────────┤
│ rick │ 5 │ example_doc.txt │ It's just Rick and Morty. │
│ │ │ │ │
│ │ │ │ Rick and Morty and their adventures, Morty. │
│ │ │ │ │
│ │ │ │ Rick and Morty forever and forever. │
│ │ │ │ │
│ │ │ │ Me and Rick and Morty running around, and Rick and Morty time. │
│ │ │ │ │
│ │ │ │ Rick and Morty forever 100 times. │
├─────────┼───────────────┼─────────────────┼───────────────────────────────────────────────────────────────────────┤
│ morty │ 12 │ example_doc.txt │ I'm sorry, Morty. │
│ │ │ │ │
│ │ │ │ And then we're gonna go on even more adventures after that, Morty and │
│ │ │ │ you're gonna keep your mouth shut about it, Morty, because the world │
│ │ │ │ is full of idiots that don't understand what's important, and they'll │
│ │ │ │ tear us apart, Morty but if you stick with me, I'm gonna accomplish │
│ │ │ │ great things, Morty, and you're gonna be part of them, and together, │
│ │ │ │ we're gonna run around, Morty. │
│ │ │ │ │
│ │ │ │ We're gonna do all kinds of wonderful things, Morty. │
│ │ │ │ │
│ │ │ │ Just you and me, Morty. │
│ │ │ │ │
│ │ │ │ The outside world is our enemy, Morty. │
│ │ │ │ │
│ │ │ │ We're the only friends we've got, Morty. │
│ │ │ │ │
│ │ │ │ It's just Rick and Morty. │
│ │ │ │ │
│ │ │ │ Rick and Morty and their adventures, Morty. │
│ │ │ │ │
│ │ │ │ Rick and Morty forever and forever. │
│ │ │ │ │
│ │ │ │ Morty's things. │
│ │ │ │ │
│ │ │ │ Me and Rick and Morty running around, and Rick and Morty time. │
│ │ │ │ │
│ │ │ │ Rick and Morty forever 100 times. │
╘═════════╧═══════════════╧═════════════════╧═══════════════════════════════════════════════════════════════════════╛
```
[poetry]: https://python-poetry.org/
[scikit-learn]: https://scikit-learn.org/
[spacy]: https://spacy.io/
[tf-idf]: https://en.wikipedia.org/wiki/Tf%E2%80%93idf