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fluffypancakes-0.1.5
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تبلیغات ما
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مشاهده بیشترتوضیحات
Detect Phishing Websites using Machine Learning
| ویژگی | مقدار |
|---|---|
| سیستم عامل | - |
| نام فایل | fluffypancakes-0.1.5 |
| نام | fluffypancakes |
| نسخه کتابخانه | 0.1.5 |
| نگهدارنده | [] |
| ایمیل نگهدارنده | [] |
| نویسنده | Suhas Sharma |
| ایمیل نویسنده | le.bon.garconn@gmail.com |
| آدرس صفحه اصلی | https://github.com/suhasrsharma/FluffyPancakes |
| آدرس اینترنتی | https://pypi.org/project/fluffypancakes/ |
| مجوز | - |
# Fluffy Pancakes
Fluffy Pancakes is a library designed to detect phishing websites. It uses Machine Learning to predict the output with an accuracy of 95.2%.
*Note: Please bear with us for a few seconds to get the output since the library is computationally intensive. We felt bad for making you wait, so we have included a progress bar that you can enable to see the percentage of progress and also see the time taken for execution. Also note that the library heavily depends on a stable internet connection to function its best and to obtain the results. So, the quicker your internet connection is, the faster your results will be :).*
# Usage
- #### Install the module
```sh
$ pip install fluffypancakes
```
- #### Grant Permissions
Use `sudo chmod 777` to give permissions to the **<System Python File PATH>/site-packages/fluffypancakes/dependencies/** folder.
- #### Import
```py
$ from fluffypancakes import fluffypancakes as fp
```
- #### Call the function and Pass the URL
```py
$ result = fp.serve('<website URL>', progressBar=True)
$ print(result)
```
- #### Defaults
The default value of the progressBar is 'True'. However, the option can be enabled or disabled with *boolean* 'True' or 'False' respectively.
# Output
> -1 : Legitimate Website
> 1 : Phishing Website
> "The URL entered is either Invalid or the Host is unserviceable" : For invalid URLs and Unservicable Hosts
The output is predicted with an accuracy of 95.2%. It is not a definitive classification.
# Dependencies
Python dependencies:
- beautifulsoup4>=4.9.0
- numpy>=1.17.2
- pandas>=1.0.4
- python-whois>=0.7.2
- requests>=2.23.0
- scikit-learn>=0.21.3
- selenium>=3.141.0
- sklearn>=0.0
- tqdm>=4.46.0
- urllib3>=1.25.8
Installing this module will install all the dependencies automatically.
Additional dependencies:
- Chrome Driver : You'll need a chromedriver in order to complete execution of the code. You can get the file from [here](https://chromedriver.chromium.org/). Unzip and add the "chromedriver.exe" (Windows) or "chromedriver" (Linux and MacOS) file to the PYTHONPATH environment variable.
Well, that's a lot of work right? We know! So, we have included the current stable version of the chromedriver in the [dependencies](https://github.com/suhasrsharma/FluffyPancakes/tree/master/dependencies) folder of the repo.
The code automatically detects the OS (Windows, Linux Based and MacOS) and picks up the respective chromedriver file.
**You're all set to go.** Although, if, by any chance, you face an issue, just add to PYTHONPATH, the directory structure to where you downloaded this repository.
# Development
Want to contribute? Great!
FluffyPancakes uses http requests, bs4, selenium, and of course, Machine Learning, and a lot more libraries.
You can find the GitHub repository [here](https://github.com/suhasrsharma/FluffyPancakes).
Make sure you use the following command to get the exact versions of pytest and twine:
```sh
$ pip install -e .[dev]
```
You can find the sample test case [here](https://github.com/suhasrsharma/FluffyPancakes/blob/master/src/sample_test.py).
# Development Status
##### Development Status :: 4 - Beta
##### Operating System :: OS Independent
# License
### MIT
---
In collaboration with the [Center for ISFCR](https://www.isfcr.pes.edu/) at [PES University](https://www.pes.edu/), Bangalore, India. Special thanks to [Mr. Prasad B Honnavali](https://faculty.pes.edu/p10020) (Director, Center for ISFCR) for his constant support and mentorship.
نیازمندی
| مقدار | نام |
|---|---|
| >=4.9.0 | beautifulsoup4 |
| >=0.0.1 | bs4 |
| >=1.18.2 | numpy |
| >=1.0.4 | pandas |
| >=0.7.2 | python-whois |
| >=2.23.0 | requests |
| >=0.21.3 | scikit-learn |
| >=3.141.0 | selenium |
| >=0.0 | sklearn |
| >=4.46.0 | tqdm |
| >=1.25.8 | urllib3 |
| >=3.7 | pytest |
| >=3.1.1 | twine |
نحوه نصب
نصب پکیج whl fluffypancakes-0.1.5:
pip install fluffypancakes-0.1.5.whl
نصب پکیج tar.gz fluffypancakes-0.1.5:
pip install fluffypancakes-0.1.5.tar.gz