Scrapegoat is a python library that can be used to scrape the websites from internet based on the relevance of the given topic irrespective of language using Natural Language Processing

Overview

SCRAPEGOAT

Alt text

Scrapegoat is a python library that can be used to scrape the websites from internet based on the relevance of the given topic irrespective of language using Natural Language Processing. It can be mainly used for non-English language to get accurate and relevant scraped text.

Concept

Initially the data is scraped from a website and processed ( to remove English words if the data required is in other language). The BERT model is feed with processed data and topic to compute the cosine similarity of the given topic with each word of the scraped data then mean of cosine similarity scores of is computed. If the mean is greater than threshold then scraped data is generated as output. Also there is a section where we are using Adaptive threshold.

Alt text

BERT Model

BERT, which stands for Bidirectional Encoder Representations from Transformers, is based on Transformers, a deep learning model in which every output element is connected to every input element, and the weightings between them are dynamically calculated based upon their connection. The BERT framework was pre-trained using text from Wikipedia. The transformer is the part of the model that gives BERT its increased capacity for understanding context and ambiguity in language. The transformer does this by processing any given word in relation to all other words in a sentence, rather than processing them one at a time. By looking at all surrounding words, the Transformer allows the BERT model to understand the full context of the word, and therefore better understand searcher intent.

Cosine Similarity

Cosine similarity is one of the metrics to measure the text-similarity between two documents irrespective of their size in Natural language Processing. A word can be represented in the vector form, therefore the text documents are represented in n-dimensional vector space. If the Cosine similarity score is 1, it means two vectors have the same orientation. The value closer to 0 indicates that the two documents have less similarity. The Cosine similarity of two documents will range from 0 to 1.

Alt text

Multi Processing

The multiprocessing module allows the programmer to fully leverage multiple processors on a given machine. The basic ideology of Multi-Processing is that if you have an algorithm that can be divided into different workers (small processors/cores), then you can speed up the program. Machines nowadays come with 4,6,8 and 16 cores, therefore parts of the code can be deployed in parallel.

Using Scrapegoat

The examples/test.py file contains these

url = "https://hindi.newslaundry.com/2021/01/22/loan-developing-countries-and-epidemics#:~:text=120%20%E0%A4%A8%E0%A4%BF%E0%A4%AE%E0%A5%8D%E0%A4%A8%20%E0%A4%94%E0%A4%B0%20%E0%A4%AE%E0%A4%A7%E0%A5%8D%E0%A4%AF%E0%A4%AE%20%E0%A4%86%E0%A4%AF,8.1%20%E0%A4%85%E0%A4%B0%E0%A4%AC%20%E0%A4%A1%E0%A5%89%E0%A4%B2%E0%A4%B0%20%E0%A4%B9%E0%A5%8B%20%E0%A4%97%E0%A4%AF%E0%A4%BE."
topic = "Debt of developing countries"
language = 'hi'

if __name__=="__main__":
    from scrapegoat.utils import automate
    from scrapegoat.main import getLinkData
    text,score = getLinkData(url, topic, language=language, tag='p')
    print(text, score)
You might also like...
VG-Scraper is a python program using the module called BeautifulSoup which allows anyone to scrape something off an website. This program lets you put in a number trough an input and a number is 1 news article.

VG-Scraper VG-Scraper is a convinient program where you can find all the news articles instead of finding one yourself. Installing [Linux] Open a term

A tool to easily scrape youtube data using the Google API

YouTube data scraper To easily scrape any data from the youtube homepage, a youtube channel/user, search results, playlists, and a single video itself

This tool crawls a list of websites and download all PDF and office documents

This tool crawls a list of websites and download all PDF and office documents. Then it analyses the PDF documents and tries to detect accessibility issues.

Video Games Web Scraper is a project that crawls websites and APIs and extracts video game related data from their pages.

Video Games Web Scraper Video Games Web Scraper is a project that crawls websites and APIs and extracts video game related data from their pages. This

Scrapy-soccer-games - Scraping information about soccer games from a few websites

scrapy-soccer-games Esse projeto tem por finalidade pegar informação de tabela d

This is python to scrape overview and reviews of companies from Glassdoor.

Data Scraping for Glassdoor This is python to scrape overview and reviews of companies from Glassdoor. Please use it carefully and follow the Terms of

A Python web scraper to scrape latest posts from official Coinbase's Blog.
A Python web scraper to scrape latest posts from official Coinbase's Blog.

Coinbase Blog Scraper A Python web scraper to scrape latest posts from official Coinbase's Blog. IDEA It scrapes up latest blog posts from https://blo

A python tool to scrape NFT's off of OpenSea
A python tool to scrape NFT's off of OpenSea

Right Click Bot A script to download NFT PNG's from OpenSea. All the NFT's you could ever want, no blockchain, for free. Usage Must Use Python 3! Auto

Python framework to scrape Pastebin pastes and analyze them
Python framework to scrape Pastebin pastes and analyze them

pastepwn - Paste-Scraping Python Framework Pastebin is a very helpful tool to store or rather share ascii encoded data online. In the world of OSINT,

Comments
  • Type Error

    Type Error

    Describe the bug While running generateData() a type error was encountered, which displays

    Search() got an unexpected keyword argument 'tld'

    To Reproduce Steps to reproduce the behavior:

      # scrape and download data
        topic = " cricket"
        language = 'hi'
        generateData(topic, language, n_links=20
    
    
    bug 
    opened by pritamkandula 1
  • Feature Request to Scrape images given a topic from web based on relevance

    Feature Request to Scrape images given a topic from web based on relevance

    Is your feature request related to a problem? Please describe. Finding similar images and downloading it is a time consuming problem. Please provide an feature for scraping images as well given a topic.

    Describe the solution you'd like Compare the images in internet and collect the most similar images. Use transformer/deep learning based approach for doing it.

    enhancement 
    opened by Navaneeth-Sharma 0
  • Need a code to preview wikipedia page

    Need a code to preview wikipedia page

    Describe the bug Like if there is a word with many meanings and I want to extract data for least popular meaning. When I give the word it opens wiki and collects the data for the popular meaning one, then the relevancy of the data won't even happen. So there is need of print statement for the wiki data to preview , also an option to input the relevant data that we already have.

    bug 
    opened by spect-o-sagar 0
Releases(v1.0.0.7)
An Automated udemy coupons scraper which scrapes coupons and autopost the result in blogspot post

Autoscraper-n-blogger An Automated udemy coupons scraper which scrapes coupons and autopost the result in blogspot post and notifies via Telegram bot

GOKUL A.P 13 Dec 21, 2022
A powerful annex BUBT, BUBT Soft, and BUBT website scraping script.

Annex Bubt Scraping Script I think this is the first public repository that provides free annex-BUBT, BUBT-Soft, and BUBT website scraping API script

Md Imam Hossain 4 Dec 03, 2022
Web3 Pancakeswap Sniper bot written in python3

Pancakeswap_BSC_Sniper_Bot Web3 Pancakeswap Sniper bot written in python3, Please note the license conditions! The first Binance Smart Chain sniper bo

Treading-Tigers 295 Dec 31, 2022
Crawler do site Fundamentus.com com o uso do framework scrapy, tanto da aba detalhada como a de resumo.

Crawler do site Fundamentus.com com o uso do framework scrapy, tanto da aba detalhada como a de resumo. (Todas as infomações)

Guilherme Silva Uchoa 3 Oct 04, 2022
Transistor, a Python web scraping framework for intelligent use cases.

Web data collection and storage for intelligent use cases. transistor About The web is full of data. Transistor is a web scraping framework for collec

BOM Quote Manufacturing 212 Nov 05, 2022
Web Scraping Framework

Grab Framework Documentation Installation $ pip install -U grab See details about installing Grab on different platforms here http://docs.grablib.

2.3k Jan 04, 2023
河南工业大学 完美校园 自动校外打卡

HAUT-checkin 河南工业大学自动校外打卡 由于github actions存在明显延迟,建议直接使用腾讯云函数 特点 多人打卡 使用简单,仅需账号密码以及用于微信推送的uid 自动获取上一次打卡信息用于打卡 向所有成员微信单独推送打卡状态 完美校园服务器繁忙时造成打卡失败会自动重新打卡

36 Oct 27, 2022
ChromiumJniGenerator - Jni Generator module extracted from Chromium project

ChromiumJniGenerator - Jni Generator module extracted from Chromium project

allenxuan 4 Jun 12, 2022
An utility library to scrape data from TikTok, Instagram, Twitch, Youtube, Twitter or Reddit in one line!

Social Media Scraper An utility library to scrape data from TikTok, Instagram, Twitch, Youtube, Twitter or Reddit in one line! Go to the website » Vie

2 Aug 03, 2022
Goblyn is a Python tool focused to enumeration and capture of website files metadata.

Goblyn Metadata Enumeration What's Goblyn? Goblyn is a tool focused to enumeration and capture of website files metadata. How it works? Goblyn will se

Gustavo 46 Nov 22, 2022
SkyScrapers: A collection of variety of Scraping Apps

SkyScrapers Collection of variety of Web Scraping Apps The web-scrapers involved

Biplov Pokhrel 3 Feb 17, 2022
Crawl the information of a given keyword on Google search engine

Crawl the information of a given keyword on Google search engine

4 Nov 09, 2022
此脚本为 python 脚本,实现原理为利用 selenium 定位相关元素,再配合点击事件完成浏览器的自动化.

此脚本为 python 脚本,实现原理为利用 selenium 定位相关元素,再配合点击事件完成浏览器的自动化.

N0el4kLs 5 Nov 19, 2021
Get paper names from dblp.org

scraper-dblp Get paper names from dblp.org and store them in a .txt file Useful for a related literature :) Install libraries pip3 install -r requirem

Daisy Lab 1 Dec 07, 2021
A dead simple crawler to get books information from Douban.

Introduction A dead simple crawler to get books information from Douban. Pre-requesites Python 3 Install dependencies from requirements.txt (Optional)

Yun Wang 1 Jan 10, 2022
A crawler of doubamovie

豆瓣电影 A crawler of doubamovie 一个小小的入门级scrapy框架的应用,选取豆瓣电影对排行榜前1000的电影数据进行爬取。 spider.py start_requests方法为scrapy的方法,我们对它进行重写。 def start_requests(self):

Cats without dried fish 1 Oct 05, 2021
WebScrapping Project - G1 Latest News

Web Scrapping com Python Esse projeto consiste em um código para o usuário buscar as últimas nóticias sobre um termo qualquer, no site G1. Para esse p

Eduardo Henrique 2 Feb 13, 2022
Pseudo API for Google Trends

pytrends Introduction Unofficial API for Google Trends Allows simple interface for automating downloading of reports from Google Trends. Only good unt

General Mills 2.6k Dec 28, 2022
Footballmapies - Football mapies for learning webscraping and use of gmplot module in python

Footballmapies - Football mapies for learning webscraping and use of gmplot module in python

1 Jan 28, 2022
Simply scrape / download all the media from an fansly account.

Simply scrape / download all the media from an fansly account. Providing updates as long as its continuously gaining popularity, so hit the ⭐ button!

Mika C. 334 Jan 01, 2023