Dataset creation for beginners using Software

INTRODUCTION

WHY THIS ARTICLE?

This article is the second part of the web-scraping series.

AS I mentioned before in my first article, that I choose to write an article about scraping because during building my project Fake-News Detection System, It took me days to research for it accordingly, As I wasn’t able to find dataset according to my need.

So, If you didn’t go through my first article, I would strongly recommend going through that once and If you have a programming background, then you must read the first article of this series.

WHOM THIS ARTICLE IS USEFUL FOR?

Since, for users having programming background, I have already written a blog and who is having knowledge about python in specific, I would suggest doing scraping using that instead of any software because I find it easy to do it using python as compare to spend days on the understanding interface of any particular software.

But the people out there, who don’t have any programming background in particular, you can follow along with me and get familiar with the interface & working of this software.


OVERVIEW

This article covers the second part of the series, Scraping web-pages using software: Octoparse.

However, there are many software that you can found easily on the internet for automating the purpose like

ParseHubScarpeSimpleDiffbotMozenda.

Brief Introduction to different automated software:

1.ParseHub:

Purpose: Parsehub is a phenomenal tool for building web scrapers without coding to extract tremendous data. It is used by data scientists, data journalists, data analysts, E-commerce websites, job boards, marketing & sales, finance & many more.

Features: Its interface is dead simple to use, you can build web scrapers simply by clicking on data that you want. It then exports the data in JSON or Excel format. It has many handy features such as automatic IP rotation, allowing scraping behind login walls, going through dropdowns and tabs, getting data from tables and maps, and much much more. In addition, it has a generous free tier, allowing users to scrape up to 200 pages of data in just 40 minutes! Parsehub is also nice in that it provides desktop clients for Windows, Mac OS, and Linux, so you can use them from your computer no matter what system you’re running.

2.ScrapeSimple:

Purpose: ScrapeSimple is the perfect service for people who want a custom scraper built for them. Web scraping is made as simple as filling out a form with instructions for what kind of data you want.

Features: ScrapeSimple lives up to its name with a fully managed service that builds and maintains custom web scrapers for customers. Just tell them what information you need from which sites, and they will design a custom web scraper to deliver the information to you periodically (could be daily, weekly, monthly, or whatever) in CSV format directly to your inbox. This service is perfect for businesses that just want an HTML scraper without needing to write any code themselves. Response times are quick and the service is incredibly friendly and helpful, making this service perfect for people who just want the full data extraction process taken care of for them.

3.Diffbot:
Purpose: Enterprises who have specific data crawling and screen scraping needs, particularly those who scrape websites that often change their HTML structure.

Features: Diffbot is different from most page scraping tools out there in that it uses computer vision (instead of HTML parsing) to identify relevant information on a page. This means that even if the HTML structure of a page changes, your web scrapers will not break as long as the page looks the same visually. This is an incredible feature for long-running mission-critical web scraping jobs. While they may be a bit pricey (the cheapest plan is $299/month), they do a great job offering a premium service that may make it worth it for large customers.

4.Mozenda:

Purpose: Enterprises looking for a cloud-based self serve webpage scraping platform need look no further. With over 7 billion pages scraped, Mozenda has experience in serving enterprise customers from all around the world.

Features: Mozenda allows enterprise customers to run web scrapers on their robust cloud platform. They set themselves apart with the customer service (providing both phone and email support to all paying customers). Its platform is highly scalable and will allow for on-premise hosting as well. Like Diffbot, they are a bit pricy, and their lowest plans start at $250/month.

  • Although I am going to talk about Octoparse in detail in this article since I have used that only.

OCTOPARSE

Purpose: Octoparse is a fantastic tool for people who want to extract data from websites without having to code, while still having control over the full process with their easy to use user interface.

Features: Octoparse is the perfect tool for people who want to scrape websites without learning to code. It features a point and clicks screen scraper, allowing users to scrape behind login forms, fills in forms, input search terms, scrolls through the infinite scroll, renders javascript, and more. It also includes a site parser and a hosted solution for users who want to run their scrapers in the cloud. Best of all, it comes with a generous free tier allowing users to build up to 10 crawlers for free. For enterprise-level customers, they also offer fully customized crawlers and managed solutions where they take care of running everything for you and just deliver the data to you directly.

Step by Step explanation to extract data from 1000’s of news articles

Step-1: Download Octoparse

  • and follow along with the guidelines of the community.

Step-2: Sign-up

  • After completing with downloading & installing, sign up for an account if you haven’t created before.

Step-3: Explore it

  • Before starting on your own, I would strongly recommend you please explore different sections of it that will be ultimately going to help you in interacting with this interface while working on it later on.
  • Go through the popular template section, there are some popular templates of popular websites and you might find your required data there.
  • Go through the tutorials on both template mode & advanced mode

Step-4: Enter URL

  • If you want to scrape data from just one website, you can simply paste your copied URL at the home page and click start.

#data-science #web-scraping-tools #web-scraping #beginner #data analysis

What is GEEK

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Dataset creation for beginners using Software

Inside ABCD, A Dataset To Build In-Depth Task-Oriented Dialogue Systems

According to a recent study, call centre agents’ spend approximately 82 percent of their total time looking at step-by-step guides, customer data, and knowledge base articles.

Traditionally, dialogue state tracking (DST) has served as a way to determine what a caller wants at a given point in a conversation. Unfortunately, these aspects are not accounted for in popular DST benchmarks. DST is the core part of a spoken dialogue system. It estimates the beliefs of possible user’s goals at every dialogue turn.

To reduce the burden on call centre agents and improve the SOTA of task-oriented dialogue systems, AI-powered customer service company ASAPP recently launched an action-based conversations dataset (ABCD). The dataset is designed to help develop task-oriented dialogue systems for customer service applications. ABCD consists of a fully labelled dataset with over 10,000 human dialogues containing 55 distinct user intents requiring sequences of actions constrained by company policies to accomplish tasks.

https://twitter.com/asapp/status/1397928363923177472

The dataset is currently available on GitHub.

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Custom Software vs Off-the-shelf Software: How to select a better one for your business?

Custom Software or Off-the-shelf software, the question in mind for many business personnel. Read this blog to get help to make the right decision that will benefit your business.
For a business that wants to upgrade and modernize itself with the help of software, a common dilemma it is whether to go for custom-made software or opt for off-the-shelf software. You can find many top software development companies worldwide, but before that all, you should first decide the type of software –an off-the-shelf software or a custom one.
This blog aims to overcome the dilemma and accord some clarity to a business looking to automate its business processes.

#custom software vs off-the-shelf software #custom software development companies #top software development companies #off-the-shelf software development #customized software solution #custom software development

Christa  Stehr

Christa Stehr

1594456938

Offshore Software Development - Best Practices

With the rise of globalization and the worldwide lockdown due to the pandemic, most of the work has been done by remote working processes and professionals from their homes. This lockdown has proved the efficiency of remote development and enhanced the trust in offshore software development industry.

To make the most out of the benefits of offshore software development, you should understand the crucial factors that affect offshore development. This is why you should read this guide for the best practices when hiring an offshore software development company. Despite the size and the industry of the business, offshore software development is not beneficial for every entrepreneur in many aspects to make the optimum use of talents in technology across the globe.

Here are some of the top reasons why offshore development is beneficial for your business.

  • Offshore development teams can work on flexible timing to provide you with the best possible software development practices.
  • Get access to the talents across the world from your home to develop the top of the line software with the help of offshore development companies.
  • Assured high quality and next-generation technology expertise with duly NDA signed with respect to the priorities of the business.
  • With flexible recruitment models, you can hire the freelance developers, remote development team, or an entire offshore development company with respect to the size of your business.
  • Build high-end software applications from one corner of the world by hiring software developers across the world.
  • Get immediate access to the best resources without hiring them on a permanent basis.

To avail of all these benefits, you should have clear goals, a list of requirements, and features that are mandatory for your software product.

Here are a few tips to help you find the best offshore software development company. Build a top-notch software application by following the listed best practices.

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Why Use WordPress? What Can You Do With WordPress?

Can you use WordPress for anything other than blogging? To your surprise, yes. WordPress is more than just a blogging tool, and it has helped thousands of websites and web applications to thrive. The use of WordPress powers around 40% of online projects, and today in our blog, we would visit some amazing uses of WordPress other than blogging.
What Is The Use Of WordPress?

WordPress is the most popular website platform in the world. It is the first choice of businesses that want to set a feature-rich and dynamic Content Management System. So, if you ask what WordPress is used for, the answer is – everything. It is a super-flexible, feature-rich and secure platform that offers everything to build unique websites and applications. Let’s start knowing them:

1. Multiple Websites Under A Single Installation
WordPress Multisite allows you to develop multiple sites from a single WordPress installation. You can download WordPress and start building websites you want to launch under a single server. Literally speaking, you can handle hundreds of sites from one single dashboard, which now needs applause.
It is a highly efficient platform that allows you to easily run several websites under the same login credentials. One of the best things about WordPress is the themes it has to offer. You can simply download them and plugin for various sites and save space on sites without losing their speed.

2. WordPress Social Network
WordPress can be used for high-end projects such as Social Media Network. If you don’t have the money and patience to hire a coder and invest months in building a feature-rich social media site, go for WordPress. It is one of the most amazing uses of WordPress. Its stunning CMS is unbeatable. And you can build sites as good as Facebook or Reddit etc. It can just make the process a lot easier.
To set up a social media network, you would have to download a WordPress Plugin called BuddyPress. It would allow you to connect a community page with ease and would provide all the necessary features of a community or social media. It has direct messaging, activity stream, user groups, extended profiles, and so much more. You just have to download and configure it.
If BuddyPress doesn’t meet all your needs, don’t give up on your dreams. You can try out WP Symposium or PeepSo. There are also several themes you can use to build a social network.

3. Create A Forum For Your Brand’s Community
Communities are very important for your business. They help you stay in constant connection with your users and consumers. And allow you to turn them into a loyal customer base. Meanwhile, there are many good technologies that can be used for building a community page – the good old WordPress is still the best.
It is the best community development technology. If you want to build your online community, you need to consider all the amazing features you get with WordPress. Plugins such as BB Press is an open-source, template-driven PHP/ MySQL forum software. It is very simple and doesn’t hamper the experience of the website.
Other tools such as wpFoRo and Asgaros Forum are equally good for creating a community blog. They are lightweight tools that are easy to manage and integrate with your WordPress site easily. However, there is only one tiny problem; you need to have some technical knowledge to build a WordPress Community blog page.

4. Shortcodes
Since we gave you a problem in the previous section, we would also give you a perfect solution for it. You might not know to code, but you have shortcodes. Shortcodes help you execute functions without having to code. It is an easy way to build an amazing website, add new features, customize plugins easily. They are short lines of code, and rather than memorizing multiple lines; you can have zero technical knowledge and start building a feature-rich website or application.
There are also plugins like Shortcoder, Shortcodes Ultimate, and the Basics available on WordPress that can be used, and you would not even have to remember the shortcodes.

5. Build Online Stores
If you still think about why to use WordPress, use it to build an online store. You can start selling your goods online and start selling. It is an affordable technology that helps you build a feature-rich eCommerce store with WordPress.
WooCommerce is an extension of WordPress and is one of the most used eCommerce solutions. WooCommerce holds a 28% share of the global market and is one of the best ways to set up an online store. It allows you to build user-friendly and professional online stores and has thousands of free and paid extensions. Moreover as an open-source platform, and you don’t have to pay for the license.
Apart from WooCommerce, there are Easy Digital Downloads, iThemes Exchange, Shopify eCommerce plugin, and so much more available.

6. Security Features
WordPress takes security very seriously. It offers tons of external solutions that help you in safeguarding your WordPress site. While there is no way to ensure 100% security, it provides regular updates with security patches and provides several plugins to help with backups, two-factor authorization, and more.
By choosing hosting providers like WP Engine, you can improve the security of the website. It helps in threat detection, manage patching and updates, and internal security audits for the customers, and so much more.

Read More

#use of wordpress #use wordpress for business website #use wordpress for website #what is use of wordpress #why use wordpress #why use wordpress to build a website

Origin Scale

Origin Scale

1615535784

Purchasing & Replacement Software Solutions | Originscale

With Originscale, you’ve got reliable software providing dynamic inventory insights at your fingertips including raw materials and finished products that help you prevent missed production timelines, sales, avoid stockouts, and free up cash by optimizing operations so you can reinvest in your business.
Read more: https://www.originscale.io/purchasingreplenishment

#purchasing software solutions #purchase order software #purchasing software #free purchasing software #purchase order management software #purchasing software for manufacturing