A text analysis tool that predicts whether a given string appears random or meaningful.
Project description
Randetect
Randetect
is a Python-based text analysis tool that predicts whether a given string of text appears random or has a meaningful structure. The tool is based on a combination of heuristic measures, such as text entropy, and a pre-trained logistic regression model.
Features
- Predicts randomness of a given text string.
- Utilizes both heuristic measures and a machine learning model.
- Provides preprocessing tools to clean and prepare text for analysis.
Installation
You can easily install Randetect
using pip
:
pip install randetect
Usage
To use Randetect
, you need to instantiate the TextAnalyzer
class and then call the random_detect()
method to evaluate a text string. Here's how you can do it:
from randetect import random_detect
analyzer = random_detect.TextAnalyzer()
result, label = analyzer.random_detect('asdfasdf')
print(f"'{result}' is {label}.")
In addition to predicting randomness, Randetect
provides a preprocess_text()
method to clean and prepare text:
from randetect import random_detect
analyzer = random_detect.TextAnalyzer()
processed_text = analyzer.preprocess_text('text')
print(processed_text)
Contribution
Contributions are welcome! If you find a bug, have a feature request, or want to contribute to the code, please feel free to submit an issue or a pull request on the GitHub repository.
License
This project is licensed under the MIT License. See the LICENSE.md file for more details.
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
File details
Details for the file randetect-0.0.1.tar.gz
.
File metadata
- Download URL: randetect-0.0.1.tar.gz
- Upload date:
- Size: 50.4 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.2 CPython/3.11.5
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 251f70d60e74aca010ef10829a74132a83905518774e7671b1023a214cf68d64 |
|
MD5 | f4159de63eacffd1c8edcdf59d2c7d67 |
|
BLAKE2b-256 | eb9ab92a1b33cbebeee6268be41e16e33fe0b2b16a643bde9c7836c468d2e313 |
File details
Details for the file randetect-0.0.1-py3-none-any.whl
.
File metadata
- Download URL: randetect-0.0.1-py3-none-any.whl
- Upload date:
- Size: 49.7 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.2 CPython/3.11.5
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | e32c1b3c440981216c933d4c26b52aa80e8a32c99b2bf1c285ccf043cf5c88a9 |
|
MD5 | 73b63f3d12b2b175d49b7feadb5c5031 |
|
BLAKE2b-256 | 54d1954edf5785ce6fef114e8060a94132ba62ca99409d64ccbee337bca57aea |