ScraperWiki lets anyone scrape Twitter data without coding

The Obama administration’s open data mandate announced on Thursday was made all the better by the unveiling of the new ScraperWiki service on Friday. If you’re not familiar with ScraperWiki, it’s a web-scraping service that has been around for a while but has primarily focused on users with some coding chops or data journalists willing to pay to have someone scrape data sets for them. Its new service, though, currently in beta, also makes it possible for anyone to scrape Twitter to create a custom data set without having to write a single line of code.

Taken alone, ScraperWiki isn’t that big of a deal, but it’s part of a huge revolution that has been called the democratization of data. More data is becoming available all the time — whether from the government, corportations or even our own lives — only it’s not of much use unless you’re able to do something with it. ScraperWiki is now one of a growing list of tools dedicated to helping everyone, not just expert data analysts or coders, analyze — and, in its case, generate — the data that matters to them.

After noticing a particularly large numbers of tweets in my stream about flight delays yesterday, I thought I’d test out ScraperWiki’s new Twitter search function by gathering a bunch of tweets directed to @United. The results — from 1,697 tweets dating back to May 3 — are pretty fun to play with, if not that surprising. (Also, I have no idea how far back the tweet search will go or how long it will take using the free account, which is limited to 30 minutes of compute time a day. I just stopped at some point so I could start digging in.)

First things first, I ran my query. Here’s what the data looks like viewed in a table in the ScraperWiki app.

Next, it’s a matter of analyzing it. ScraperWiki lets you view it in a table (like above), export it to Excel or query it using SQL, and will also summarize it for you. This being Twitter data, the natural thing to do seemed to be analyzing it for sentiment. One simple way to do this right inside the ScraperWiki table is to search for a particular term that might suggest joy or anger. I chose a certain four-letter word that begins with f.

Surprisingly, I only found eight instances. Here’s my favorite: “Your Customer Service is better than a hooker. I paid a bunch of money and you’re still…” (You probably get the idea.)

But if you read my “data for dummies” post from January, you know that we mere mortals have tools at our disposal for dealing with text data in a more refined way. IBM’s Many Eyes service won’t let me score tweets for sentiment, but I can get a pretty good idea overall by looking at how words are used. For this job, though, a simple word cloud won’t work, even after filtering out common words, @united and other obvious terms. Think of how “thanks” can be used sarcastically and you can see why.

Using the customized word tree, you can see that “thanks” sometimes means “thanks.” Other times, not so much. I know it’s easy to dwell on the negative, but consider this: “worst” had 28 hits while “best” had 15. One of those was referring to Tito’s vodka and at least three were referring to skyline views. (Click here to access it and search by whatever word you want.)

Here’s a phrase net filtering the results by phrases where the word “for” connects two words.

Anyhow, this was just a fast, simple and fairly crude example of what ScraperWiki now allows users to do, and how that resulting data can be combined with other tools to analyze and visualize it. Obviously, it’s more powerful if you can code, but new tools are supposedly on the way (remember, this is just a beta version) that should make it easier to scrape data from even more sources.

In the long term, though, services like ScraperWiki should become a lot more valuable as tools for helping us generate and analyze data rather than just believe what we’re told. Want to improve your small business, put your life in context or perhaps just write the best book report your teacher has ever seen? It’s getting easier every day.


Source: http://gigaom.com/2013/05/10/scraperwiki-lets-anyone-scrape-twitter-data-without-coding/

What you need to know about web scraping: How to understand, identify, and sometimes stop

This is a gust article by Rami Essaid, co-founder and CEO of Distil Networks.

Here’s the thing about web scraping in the travel industry: everyone knows it exists but few know the details.

Details like how does web scraping happen and how will I know? Is web scraping just part of doing business online, or can it be stopped? And lastly, if web scraping can be stopped, should it always be stopped?

These questions and the challenge of web scraping are relevant to every player in the travel industry. Travel suppliers, OTAs and meta search sites are all being scraped. We have the data to prove it; over 30% of travel industry website visitors are web scrapers.

Google Analytics, and most other analytics tools do not automatically remove web scraper traffic, also called “bot” traffic, from your reports – so how would you know this non-human and potentially harmful traffic exists? You have to look for it.

This is a good time to note that I am CEO of a bot-blocking company called Distil Networks, and we serve the travel industry as well as digital publishers and eCommerce sites to protect against web scraping and data theft – we’re on a mission to make the web more secure.

So I am admittedly biased, but will do my best to provide an educational account of what we’ve learned to be true about web scraping in travel – and why this is an issue every travel company should at the very least be knowledgeable about.

Overall, I see an alarming lack of awareness around the prevalence of web scraping and bots in travel, and I see confusion around what to do about it. As we talk this through I’ll explain what these “bots” are, how to find them and how to manage them to better protect and leverage your travel business.

What are bots, web scrapers and site indexers? Which are good and which are bad?

The jargon around web scraping is confusing – bots, web scrapers, data extractors, price scrapers, site indexers and more – what’s the difference? Allow me to quickly clarify.

–> Bots: This is a general term that refers to non-human traffic, or robot traffic that is computer generated. Bots are essentially a line of code or a program that is created to perform specific tasks on a large scale.  Bots can include web scrapers, site indexers and fraud bots. Bots can be good or bad.

–> Web Scraper: (web harvesting or web data extraction) is a computer software technique of extracting information from websites (source, Wikipedia). Web scrapers are usually bad.

If your travel website is being scraped, it is most likely your competitors are collecting competitive intelligence on your prices. Some companies are even built to scrape and report on competitive price as a service. This is difficult to prove, but based on a recent Distil Networks study, prices seem to be main target.You can see more details of the study and infographic here.

One case study is Ryanair. They have been particularly unhappy about web scraping and won a lawsuit against a German company in 2008, incorporated Captcha in 2011 to stop new scrapers, and when Captcha wasn’t totally effective and Cheaptickets was still scraping, they took to the courts once again.

So Ryanair is doing what seems to be a consistent job of fending off web scrapers – at least after the scraping is performed. Unfortunately, the amount of time and energy that goes into identifying and stopping web scraping after the fact is very high, and usually this means the damage has been done.

This type of web scraping is bad because:

    Your competition is likely collecting your price data for competitive intelligence.
    Other travel companies are collecting your flights for resale without your consent.
    Identifying this type of web scraping requires a lot of time and energy, and stopping them generally requires a lot more.

Web scrapers are sometimes good

Sometimes a web scraper is a potential partner in disguise.

Meta search sites like Hipmunk sometimes get their start by scraping travel site data. Once they have enough data and enough traffic to be valuable they go to suppliers and OTAs with a partnership agreement. I’m naming Hipmunk because the Company is one of the few to fess up to site scraping, and one of the few who claim to have quickly stopped scraping when asked.

I’d wager that Hipmunk and others use(d) web scraping because it’s easy, and getting a decision maker at a major travel supplier on the phone is not easy, and finding legitimate channels to acquire supplier data is most definitely not easy.

I’m not saying you should allow this type of site scraping – you shouldn’t. But you should acknowledge the opportunity and create a proper channel for data sharing. And when you send your cease and desist notices to tell scrapers to stop their dirty work, also consider including a note for potential partners and indicate proper channels to request data access.

–> Site Indexer: Good.

Google, Bing and other search sites send site indexer bots all over the web to scour and prioritize content. You want to ensure your strategy includes site indexer access. Bing has long indexed travel suppliers and provided inventory links directly in search results, and recently Google has followed suit.

–> Fraud Bot: Always bad.

Fraud bots look for vulnerabilities and take advantage of your systems; these are the pesky and expensive hackers that game websites by falsely filling in forms, clicking ads, and looking for other vulnerabilities on your site. Reviews sections are a common attack vector for these types of bots.

How to identify and block bad bots and web scrapers

Now that you know the difference between good and bad web scrapers and bots, how do you identify them and how do you stop the bad ones? The first thing to do is incorporate bot-identification into your website security program. There are a number of ways to do this.

In-house

When building an in house solution, it is important to understand that fighting off bots is an arms race. Every day web scraping technology evolves and new bots are written. To have an effective solution, you need a dynamic strategy that is always adapting.

When considering in-house solutions, here are a few common tactics:

    CAPTCHAs – Completely Automated Public Turing Tests to Tell Computers and Humans Apart (CAPTCHA), exist to ensure that user input has not been generated by a computer. This has been the most common method deployed because it is simple to integrate and can be effective, at least at first. The problem is that Captcha’s can be beaten with a little workand more importantly, they are a nuisance to end usersthat can lead to a loss of business.

    Rate Limiting- Advanced scraping utilities are very adept at mimicking normal browsing behavior but most hastily written scripts are not. Bots will follow links and make web requests at a much more frequent, and consistent, rate than normal human users. Limiting IP’s that make several requests per second would be able to catch basic bot behavior.
    IP Blacklists - Subscribing to lists of known botnets & anonymous proxies and uploading them to your firewall access control list will give you a baseline of protection. A good number of scrapers employ botnets and Tor nodes to hide their true location and identity. Always maintain an active blacklist that contains the IP addresses of known scrapers and botnets as well as Tor nodes.

    Add-on Modules – Many companies already own hardware that offers some layer of security. Now, many of those hardware providers are also offering additional modules to try and combat bot attacks. As many companies move more of their services off premise, leveraging cloud hosting and CDN providers, the market share for this type of solution is shrinking.

    It is also important to note that these types of solutions are a good baseline but should not be expected to stop all bots. After all, this is not the core competency of the hardware you are buying, but a mere plugin.

Some example providers are:

    Impreva SecureSphere- Imperva offers Web Application Firewalls, or WAF’s. This is an appliance that applies a set of rules to an HTTP connection. Generally, these rules cover common attacks such as Cross-site Scripting (XSS) and SQL Injection. By customizing the rules to your application, many attacks can be identified and blocked. The effort to perform this customization can be significant and needs to be maintained as the application is modified.

    F5 – ASM – F5 offers many modules on their BigIP load balancers, one of which is the ASM. This module adds WAF functionality directly into the load balancer. Additionally, F5 has added policy-based web application security protection.

Software-as-a-service

There are website security software options that include, and sometimes specialize in web scraping protection. This type of solution, from my perspective, is the most effective path.

The SaaS model allows someone else to manage the problem for you and respond with more efficiency even as new threats evolve.  Again, I’m admittedly biased as I co-founded Distil Networks.

When shopping for a SaaS solution to protect against web scraping, you should consider some of the following factors:

    Does the provider update new threats and rules in real time?
    How does the solution block suspected non-human visitors?
    Which types of proactive blocking techniques, such as code injections, does the provider deploy?
    Which of the reactive techniques, such as rate limiting, are used?
    Does the solution look at all of your traffic or a snapshot?
    Can the solution block bots before they reach your infrastructure – and your data?
    What kind of latency does this solution introduce?

I hope you now have a clearer understanding of web scraping and why it has become so prevalent in travel, and even more important, what you should do to protect and leverage these occurrences.

NB: This is a gust article by Rami Essaid, co-founder and CEO of Distil Networks.

NB2: Locked binder image courtesy Shutterstock.


Source: http://www.tnooz.com/article/what-you-need-to-know-about-web-scraping-how-to-understand-identify-and-sometimes-stop/

WP Web Scraper

An easy to implement professional web scraper for WordPress. This can be used to display realtime data from any websites directly into your posts, pages or sidebar. Use this to include realtime stock quotes, cricket or soccer scores or any other generic content. The scraper is an extension of WP_HTTP class for scraping and uses phpQuery or xpath for parsing HTML. Features include:

    Can be easily implemented using the button in the post / page editor.
    Configurable caching of scraped data. Cache timeout in minutes can be defined in minutes for every scrap.
    Configurable Useragent7 for your scraper can be set for every scrap.
    Scrap output can be displayed thru custom template tag, shortcode in page, post and sidebar (through a text widget).
    Other configurable settings like timeout, disabling shortcode etc.
    Error handling - Silent fail, error display, custom error message or display expired cache.
    Clear or replace a regex pattern from the scrap before output.
    Option to pass post arguments to a URL to be scraped.
    Dynamic conversion of scrap to specified character encoding (using incov) to scrap data from a site using different charset.
    Create scrap pages on the fly using dynamic generation of URLs to scrap or post arguments based on your page's get or post arguments.
    Callback function to parse the scraped data.

For demos and support, visit the WP Web Scraper project page. Comments appreciated.

Tags: curl, html, import, page, phpquery, Post, Realtime, sidebar, stock market, web scraping, xpath   



Source: http://wordpress.org/plugins/wp-web-scrapper/

Yellow Page Scraping- How Use Full

In short, technology has changed the world and really changed in the YP industry.

Thanks to the World Wide Web! Now anyone, anywhere, can always access the online YP. Is just a click away, you find the information you need, your city or across the world the best instructors can be mechanical or robotic care hospital locations.

Since its inception in a while with the organization is already one of the most visited sites online Yp. url legitimized their favorite food court / cinema / travel agent / doctor / editors / auto part store / game center provides updated information / settings / layouts / restaurant / hotel / pub / to eat and what not! Hyderabad and around each service can be found here.

Some commentators pointed out that the YP advertising is very expensive compared to that of search engines. So, for a meaningful and ROI of search traffic, as part of a good marketing campaign using the YP? My answer is yes, can and should the YP, local search engine optimization to make to be used as an important component. YP can be used for SEO, and here is some information about how to approach it.

First, why would you use the YP for natural search optimization?
Well, YP, local search companies in the search engines themselves, enjoy the great location. "There / Organic SEO is a fair amount of traffic driven by search engines."
YP sites high page rank and keywords is usually small compared to the sites "trade" types of searches will be able to get. For example, the Google Maps One Box results sites, the highest rank of the following discoveries:

"San Francisco Accountants"," Italian restaurant in Seattle"," Garden Supplies, Atlanta"," Miami Grocery Store".

IYPs provide several portal sites, news, books and many areas of the print YP to find the URL for the big promotion of direct navigation.

However, the questions point to the example I show up, will score well in many cases, companies must adapt their listings in the YP sites. Users click through to the IYP sites, and if no business listings, businesses will not be references.

Now, the question of cost:
Sterling Folx various discussions on the blog point out, YP advertising is expensive, especially in categories that are very popular. My "natural search engine optimization" hat wearing, I suggest that for the first time by optimizing the YP sites is not always cost money. Many of these sites on your company, including a URL to add additional information at no cost, is possible. So, all you can before you pay anything.

As with the major search engines, placement is very important that your entry you want to display to the top of the page. (You can reasonably expect. The YP and look at places where users most of the "Heat Map" of some sort, like search engines, and the sweet spot is close to listing the top of the paginate consider the alternative names may want to improve their rankings.

Biz online directory listings of the evaluation are in order of ranking, though, and this is one area where you could improve any price. Family and friends and others who are positively disposed toward you rate each of these sites ask. Some very satisfied / streaming client? Give them a voucher for future visits and beg them to you to judge on these online sites.

Now, the YP of hyperlinks to sites that help improve your site's Page Rank? In short, it depends on:
(1) If your biz displays information IYP pages are spider and ranking;

(2) link to your site / usable crawl (click on the link NO Followed coated or tracking code, it may not be search engine friendly) is.


Source: http://goarticles.com/article/Yellow-Page-Scraping-How-Use-Full-It-Is/5072397/

Simple method of Data Scrapping

There are so many tools available on the Internet are scraping data. With these tools, without stress, you can download a large amount of data. The last decade, the Internet revolution as an information center was the world. You can get any information on the Internet. However, if you want to work with specific information, you must find other sites. Download all the information on the website that interests you, then you must copy the information in the document header. Everything seems to work a bit "more difficult. With scraping tools, your time, save money and can reduce manual labor.

Tools for extracting Web data to extract data from HTML pages and Web sites to compare data. Each day, there are many sites are hosted on the Internet. You can not see all the sites the same day. These data mining tools, you can view all pages on the Internet. If you use a wide range of applications, the scraping tool is also useful for you.

Software tools for data retrieval for structured data that is used on the Internet. There are so many Internet search engines to help you find a site for a particular problem would be. Various sites, the data appears in different styles. The expert scraped help you compare the different sites and structures for recording updated data.

And the web crawler software tool is used to index the Web pages on the Internet, moving data to the Internet from your hard drive. With this work, you can surf the Internet much faster than they are connected. It is time to use the tip of the device is important if you try to download data from the Internet. It will take considerable time to download. However, the device with faster Internet rate. There you can download all the corporate data of the person is another tool called e-mail extractor. The tribute, you can easily target your e-mail client. Each time your product is able to send targeted advertisements to customers. The customer database to find the best equipment.

Scraping and data extraction can be used in any organization, corporation, or any company which is a data set targeted customer industry, company, or anything that is available on the net as some data, such as e-ID mail data, site name, search term or what is available on the web. In most cases, data scraping and data mining services, not a product of industry, are marketed and used for example to reach targeted customers as a marketing company, if company X, the city has a restaurant in California, the software relationship that the city's restaurants in California and use that information for marketing your product to market-type restaurant company can extract the data.

MLM and marketing network using data mining and data services to each potential customer for a new client by extracting the data, and call customer service, postcard, e-mail marketing, and thus produce large networks to send large groups of construction companies and their products.

However, there are tolls are scraping on the Internet. And some sites have reliable information about these tools. By paying a nominal amount to download these tools.


Source: http://goarticles.com/article/Simple-method-of-Data-Scrapping/4692026/

Simple Answer to a Frequently Asked Question, ‘What Is Screen Scraping’?

Undoubtedly, data extraction today has become a laborious task and thus calls the demand for latest technology to accomplish the job. With the support of web screen scraping services, the job to drag out required data and information has become simple and easy. Now the questions arises âEUR~what is screen scrapingâEUR(TM)? Well, it is a specially designed program that has proved to be of great help for the purpose of extraction of data, images and heavy files as well. This software helps individuals to download the specific data in the desired format. This service is like a boon for many websites.

There lies a tough competition in the market today. Business entrepreneurs are trying hard to get beneficial outcome in their business growth. With the support and help of scraping services, business owners are extracting the information of many internet users in their website and this readily helps them to grow their business. One big advantage of this program is that it can develop tons of datas in less time. In business scenario, it is time that matters a lot. So, businesses today are making use of this service to get the data available in no time.

Benefits of Screen Scraping

Fast Scraping: One greatest advantage of using this software is that it saves your time and labor. It lessens the chances of making you wait for long hours to provide you data. Also, the quick scraping tools offer you latest data.

Presentable: Scraping programs also offers data in readable format which could be used in a hassle free manner. The service providers can provide data in database file or spreadsheet or any other format as desired by the user. Data which cannot be read is of no use. Presentation means a lot.

As screen scarping is a software, it is made. In its development involves a group of experts that possess great knowledge in the field. They are basically programmers who have gained great expertise in the domain and are efficient to load innumerable dataâEUR(TM)s from different websites in very little time.

Today, the market is swarming up with various service providers offering screen scraping services. Explore different websites and select one that excites you the most. Going online would not only save your time but also reduce the difficulty of going out in the sweltering sun. Get the details of the firm and contact their service providers to get the data extracted for your business. Furthermore, if you are concerned about the charges, do not worry as the facilities can be availed at realistic rates.

Henceforth, give your business a new turn with the best screen scraping service providers.



Source: http://goarticles.com/article/Simple-Answer-to-a-Frequently-Asked-Question-What-Is-Screen-Scraping/7872372/

Screen Scraper Software

Applications for Monitoring Competitor Pricing by using screen scraping.

In a world with seamless integration of internet information, more and more web data extraction services can be found providing reliable ways to monitor competitive pricing for your business. In addition to streamlining content, these companies gather resourceful information. Which is of course a vital asset for any company or private group's use. Not only for collecting and refining web content, you can also make use of gathered information in an organized form for purposes of intelligence, study, and storage for future use. Finding this form of web extraction service for you can take some seriously contemplated decision making, if you don't know where to look. But, with this article you will hopefully find that deciding which one best suites your need doesn't have to be headache inducing in the end.

The first name that comes to mind for monitoring competitor pricing would have to be Mozenda. Being the highest rated on sites like theeasybee.com, they have become a optimal solution for web content scraping of this nature. Mozenda offers a extremely easy, and organized approach with it's carefully crafted user interface. Collecting detailed marketing and research data could not be made simpler than they have made it. Dedicated to the search of online content for projects like competitive pricing, lead generation, or scientific research, you will find that Mozenda has been designed to fit all of your web extraction needs. But this is only a mere glimpse of what it has to offer. Mozenda converts your collected web data into many useful formats like CSV, TSV, XML, and RSS just to name a few. Also, for those new to web extraction, they even offer to set up your first project free of charge. But, I doubt you would even need that with all of the resources made available to you. They have a section on their page offering instructional videos that show you how to set up your very own projects extremely quick, and easily. In addition to the already impressive capabilities of Mozenda's software, they offer many sub services in order to get your job done correctly as well. Giving you more time to actually use the information collected in your projects any manner you like.

At a not too distant second is Kapow Technologies. Proudly claiming to deliver business solutions involving web data in only a fraction of the time as their competitors in software development. They also boast the ability to achieve the same end results in only a fraction of cost as well. Having gained much acclaim with their partnership with IBM in order to create a Web 2.0 Expo application for the IPhone in less than three hours, they definitely have the expertise to carry out the much simpler project ideas like these. One major attraction to their applications are it's abilities to extract with absolutely no coding, through it's exclusive point-and-click develop technology. They are a unique enterprise, capable of wrapping any existing web content or API with this lossless technique.

To see which applications and services work best for you, it is highly suggested that you take advantage of the free trial downloads that are made available on these sites. Most come with a two week test period, which allows more than enough time to figure out which one is best suited for your optimal business performance. Monitoring your competitor's pricing has been made a extremely easy task with all of the accessible options. Luckily, tedious and time-consuming methods are completely a thing of the past.



Source: http://goarticles.com/article/Screen-Scraper-Software/3623340/

The Manifold Advantages Of Investing In An Efficient Web Scraping Service

Bitrake is an extremely professional and effective online data mining service that would enable you to combine content from several webpages in a very quick and convenient method and deliver the content in any structure you may desire in the most accurate manner. Web scraping may be referred as web harvesting or data scraping a website and is the special method of extracting and assembling details from various websites with the help from web scraping tool along with web scrapping software. It is also connected to web indexing that indexes details on the online web scraper utilizing bot (web scrapping tool). The dissimilarity is that web scraping is actually focused on obtaining unstructured details from diverse resources into a planned arrangement that can be utilized and saved, for instance a database or worksheet.

Frequent services that utilize online web scraper are price-comparison sites or diverse kinds of mash-up websites. The most fundamental method for obtaining details from diverse resources is individual copy-paste. Never web scraping theless, the objective with Bitrake is to create an effective software to the last element. Other methods comprise DOM parsing, upright aggregation platforms and even HTML parses. Web scraping might be in opposition to the conditions of usage of some sites. The enforceability of the terms is uncertain.

While complete replication of original content will in numerous cases is prohibited, in the United States, court ruled in Feist Publications v Rural Telephone Service that replication details is permissible. Bitrate service allows you to obtain specific details from the net without technical information; you just need to send the explanation of your explicit requirements by email and Bitrate will set everything up for you. The latest self-service is formatted through your preferred web browser and formation needs only necessary facts of either Ruby or Javascript. The main constituent of this web scraping tool is a thoughtfully made crawler that is very quick and simple to arrange.

The web scraping software permits the users to identify domains, crawling tempo, filters and preparation making it extremely flexible. Every web page brought by the crawler is effectively processed by a draft that is accountable for extracting and arranging the essential content. Data scraping a website is configured with UI, and in the full-featured package this will be easily completed by Bitrake. However, Bitrake has two vital capabilities, which are:

- Data mining from sites to a planned custom-format (web scraping tool)

- Real-time assessment details on the internet.



Source: http://goarticles.com/article/The-Manifold-Advantages-Of-Investing-In-An-Efficient-Web-Scraping-Service/5509184/

Understanding Web Scraping

It is evident that the invention of the internet is one of the greatest inventions of life. This is so because it allows quick recovery of information from large databases. Though the internet has its own negative aspects, its advantages outweigh the demerits f using it. It is therefore the objective of every researcher to understand the concept of web scraping and learn the basics of collecting accurate data from the internet. The following are some of the skills researchers need to know and keep them abreast of:

Understanding File Extensions in Web Scraping

In web scraping the first step to know is file extensions. For instance a site ending with dot-com is either a sales or commercial site. With the involvement of sales activity in such a website, there is a possibility that the data contained therein is inaccurate. Sites that may be ending with dot-gov are sites owned by various governments. The information found on such websites is accurate since they are reviewed by professionals regularly. Sites ending with dot-org are sites owned by non-governmental organizations that are not after making profit. There is a greater probability that the information contained is not accurate. Sites ending with dot-edu are owned by educational institutions. The information found on such sites is sourced by professionals and is of high quality. In case you have no understanding concerning a particular website it is important that get more information from expert data mining services.

Search Engine Limitations in Web Scraping

After understanding the file extensions, the next step is to understand search engine limitations applied to web scraping. These include process such as file extension, filtering or any other parameters. The following are some of the restrictions that need to typed after your search term: for instance if you key in “finance” and then click “search” all sites will be listed from the dot-com directory that contain the word finance on its website. If you key in “finance site.gov,” of course with the quotation marks, only the government sites that have the word finance will be listed. The same applies to other sites with different file extensions.

Advanced Parameters in Web Scraping

When performing web scraping it is important to understand more skills beyond the file extension. Therefore there is a need to understand particular search terms. For instance if you key in “software company in India” without the quotation marks, the search engines will display thousands of websites having “software”, “company” and India in their search terms. If you key in “Software Company in India” with the quotation marks, the search engines will only display sites that contain the exact phrase “software company in India” within their text.

This article forms the basis of web scraping. Collection of data needs to be carried out by experts and high quality tools. This is to ensure that the quality and accuracy of the data scraped is of high standards. The information extracted from that data has wide applications in business operations including decision making and predictive analytics.


Source: http://goarticles.com/article/Understanding-Web-Scraping/6771732/

How Can You Scrape Data From Amazon

Article Summary:

Amazon.com is a huge site that advertises and sells vast range of products. And hence to extract information of a particular product or large number of products belonging to the same category or myriad categories, professional marketing companies nowadays prefer using Amazon product scraper.

Article Body:

you need to be aware of the exact tools that are used. Amazon.com is a huge site that advertises and sells vast range of products. And hence to extract information of a particular product or large number of products belonging to the same category or myriad categories, professional marketing companies nowadays prefer using Amazon product scraper.

How does this scraper help?

Amazon product scraper is a great help as it captures all the details of the product/products such as product name, model no., its description, selling details and shipping price. It comes with a One Screen Dashboard which makes possible for you to view all the information on single screen. This dashboard also reveals all the extracted keywords, records and elapses. This provision also helps in easy controlling and operation. This scraper is also known as product extractor and rightly so as it crawls through the whole site and extracts Asin, model no, title, description, URL and other relevant details in a readable, clean CSV format which can be easily opened in excel and viewed.

This scraper is compatible with almost all types of computer systems such as Windows Vista, Windows XP, Windows 98, Net Framework 2.0, and Windows 7. It also comes with multiple channel criteria which enables the user to run multiple proxies at one time and search for multiple keywords.

How to scrape data from Amazon?

With the help of this software you can search for hundreds of targeted products with deep-scan technology in matter of few minutes. It provides you with the facility to scrape and search Amazon’s US API for particular products via 16 search parameters and present them in readable and clean CSV format that can be opened in excel.

For a professional who intends to design a price comparison or Amazon niche site extracting all the details of product and images is quite time consuming and frustrating. But with the help of this automated software you can easily scrape data from Amazon within matter of few minutes.

Ways to scrape data from Amazon

• You can scrape data by browsing the product catalog for up to 3 sub-categories
• Usually Amazon’s most Gifted/ top 10 Bestseller/ most hot and wished new listings of product is searched for.
• You can also search the site and scrape information by Keywords/Title/Manufacture
• Other search can include ASIN or ISBN numbers.


Source: http://goarticles.com/article/How-Can-You-Scrape-Data-From-Amazon/7210828/

Web Scraping and Financial Matters

Many marketers value the process of harvesting data on the financial sector. They are also conversant with the challenges concerning the collection and processing of the data. Web scraping techniques and technologies are used for tracking and recognizing patterns that are found within the data. This is quite useful to businesses as it shifts through the layers of data, remove unrelated data and only leave the data that has meaningful relationships. This enables companies anticipate rather than just reacting to the customer and financial needs. Web scraping in combination with other complementary technologies and sound business processes, it can be used in reinforcing and redefining financial analysis.

Objectives of web scraping

The following are some of the web scraping services objectives that are covered in this article:

1. Discus show the customization of data and data mining tools may be developed for financial data analysis.

2. What is the usage pattern, in terms of purpose and the categories for the need for financial analysis?

3. Is the development of a tool for financial analysis through web scraping techniques possible?

Web scraping can be regarded as the procedure of extracting or harvesting knowledge for the large quantities of data. It is also known as Knowledge Discovery in Database (KDD). This implies that web scraping involves data collection, data management, database creation and the analysis of data and its understanding.

The following are some of the steps that are involved in web scraping service:

1. Data cleaning. This is the process of removing nose and the inconsistent data. This process is important as it only ensures that only important data should be integrated. This process saves time that will be consumed in the next processes.

2. Data integration. This is the processes of combining multiple sources of information. This process is quite important as it ensure that there is sufficient data for selection purposes.

3. Data selection. This is retrieving of data from databases that are relevant from the data in question.

4. Data transformation. It is the process of consolidating or transforming data into forms, which are appropriate for scraping by performing aggregation operations and summary.
5. Data mining. This is the process where intelligent methods are used in extracting data patterns.

6. Pattern evaluation. It is the identification of the patterns that are quite interesting and ones that represent knowledge and the interesting measures.

7. Knowledge presentation. It is the process where knowledge representation techniques and visualization are used in representing extracted data to the user.

Data Warehouse

Data warehouse may be defined as a store where information that has been mined from different sources, and stored under a unified schema and it resides at a single site.

Majority of banks and financial institutions offer a wide variety of baking services that include checking account balances, savings, customer and business transactions. Other services that may be offered by such companies include investment and credit services. Stock and insurance services may also be offered.

Through web scraping services it is possible for companies to gather data from financial and banking sectors, which may be relatively reliable, high quality and complete. Such data is quite important is it facilitates the analysis and the decision making of a company.



Source: http://goarticles.com/article/Web-Scraping-and-Financial-Matters/6771760/

Data Extraction,Web Screen Scraping Tool,Mozenda Scraper

Web Scraping

Web scraping, also known as Web data extraction or Web harvesting, is a software method of extracting data from websites. Web scraping is closely related and similar to Web indexing, which indexes Web content. Web indexing is the method used by most search engines. The difference with Web scraping is that it focuses more on the translation of unstructured content on the Web, characteristically in rich text format like that of HTML, into controlled data that can be analyzed stored and in a spreadsheet or database. Web scraping also makes Web browsing more efficient and productive for users. For example, Web scraping automates weather data monitoring, online price comparison, and website change recognition and data integration.

This clever method that uses specially coded software programs is also used by public agencies. Government operations and Law enforcement authorities use data scrape methods to develop information files useful against crime and evaluation of criminal behaviors. Medical industry researchers get the benefit and use of Web scraping to gather up data and analyze statistics concerning diseases such as AIDS and the most recent strain of influenza like the recent swine flu H1N1 epidemic.

Data scraping is an automatic task performed by a software program that extracts data output from another program, one that is more individual friendly. Data scraping is a helpful device for programmers who have to generate a line through a legacy system when it is no longer reachable with up to date hardware. The data generated with the use of data scraping takes information from something that was planned for use by an end user.

One of the top providers of Web scraping software, Mozenda, is a Software as a Service company that provides many kinds of users the ability to affordably and simply extract and administer web data. Using Mozenda, individuals will be able to set up agents that regularly extract data then store this data and finally publish the data to numerous locations. Once data is in the Mozenda system, individuals may format and repurpose data and use it in other applications or just use it as intelligence. All data in the Mozenda system is safe and sound and is hosted in a class A data warehouses and may be accessed by users over the internet safely through the Mozenda Web Console.

One other comparative software is called the Djuggler. The Djuggler is used for creating web scrapers and harvesting competitive intelligence and marketing data sought out on the web. With Dijuggles, scripts from a Web scraper may be stored in a format ready for quick use. The adaptable actions supported by the Djuggler software allows for data extraction from all kinds of webpages including dynamic AJAX, pages tucked behind a login, complicated unstructured HTML pages, and much more. This software can also export the information to a variety of formats including Excel and other database programs.

Web scraping software is a ground-breaking device that makes gathering a large amount of information fairly trouble free. The program has many implications for any person or companies who have the need to search for comparable information from a variety of places on the web and place the data into a usable context. This method of finding widespread data in a short amount of time is relatively easy and very cost effective. Web scraping software is used every day for business applications, in the medical industry, for meteorology purposes, law enforcement, and government agencies.


Source: http://goarticles.com/article/Data-Extraction-Web-Screen-Scraping-Tool-Mozenda-Scraper/3635541/

Ultimate Scraping Three Common Methods For Web Data Extraction

So what's the best way to data extraction? It really is dependent upon what your needs are, and what resources you have you can use. Here are some of the pros and cons of the various options, as well as suggestions on once you might use each an individual:

Raw regular expressions in addition to code

<em>Advantages: </em>

- If you're already informed about regular expressions and some form of programming language, this may be a quick solution.

- Regular expressions allow for a fair amount of "fuzziness" inside the matching such that minor changes towards the content won't break them all.

- You likely don't should try to learn any new languages or perhaps tools (again, assuming you're already informed about regular expressions and a new programming language).

- Regular expressions are supported in most of modern programming languages. Daylights, even VBScript has a daily expression engine. It's also nice for the reason that various regular expression implementations don't vary too significantly within their syntax.

<em>Disadvantages: </em>

- They are definitely complex for those that don't have plenty of experience with them. Figuring out regular expressions isn't want going from Perl for you to Java. It's more enjoy going from Perl to make sure you XSLT, where you really have to wrap your mind around an entirely different way of viewing the condition.

- They're often confusing to evaluate. Take a look through a number of the regular expressions people have manufactured to match something as simple as an email address and you'll see what i mean.

- If the content you're endeavoring to match changes (e. h., they change the internet page by adding a brand-new "font" tag) you'll likely must update your regular expressions to take into account the change.

- The data discovery component to the process (traversing various web pages to go to the page containing the data you want) will still should be handled, and can get fairly complex region deal with cookies and additionally such.

<em>When to make use approach: </em> You'll most in all likelihood use straight regular expressions in screen-scraping when you experience a small job you intend to get done quickly. Especially if you now know regular expressions, there's no sense in stepping into other tools if all you decide to do is pull some news headlines off a site.

Ontologies as well as artificial intelligence

<em>Advantages: </em>

- You create the software once and it can awfully extract the data from any page while in the content domain you're looking for.

- The data model is mostly built in. For case in point, if you're extracting data files about cars from online sites the extraction engine now knows what the help to make, model, and price are generally, so it can easily map it to existing data structures (e. gary the gadget guy., insert the data throughout the correct locations in ones own database).

- There is certainly relatively little long-term preservation required. As web sites change you likely might want to do very little to all your extraction engine as a way to account for the transformations.

<em>Disadvantages: </em>

- It's relatively complex for making and work with this engine. The level of expertise needed to even understand an removal engine that uses man-made intelligence and ontologies is noticeably higher than what must deal with regular words and phrases. Professionals Implement Key Search engine optimization Metric Techniques


Source: http://goarticles.com/article/Ultimate-Scraping-Three-Common-Methods-For-Web-Data-Extraction/5123576/

Challenges in Effective Web Data Mining

Data collection and web data mining are critical processes for many companies and the marketing companies today. The techniques usually used include search engines, topic-based searches and directories. Web data mining is necessary for any business that wants to create data warehouses by harvesting data from the internet. This is so because high-quality and intelligent information may not be harvested from the internet easily. Such information is critical as it enables you to get desired results and the business intelligence in demand.

Keyword-based searches are important in marketing of company products. They are usually affected by the following factors:
• Irrelevant pages. The use of common and general keywords on the search engines yields millions of web pages. Some of thesepages may be irrelevant and may not be of help to the user.

• Ambiguous results.This is usually caused by multi-variant or similar keyword semantics. A name would be an animal, movie or even a sport accessory. This results in web pages that are different what you are actually searching for.

• Possibility of missing some web pages.There is a great possibility of missing the most relevant information that is contained on web pages that are not indexed on a given keyword.

One of the factors that prohibit the usage of web data mining is the effectiveness of search engine crawlers. This is widely evidenced by lack of access of the entire web due to search engine crawlers and bot.This can be attributed partly tobandwidth limitations. It is important to understand that there are thousands of databases on the internet that can deliver well-maintained information, high quality and are not easily accessed by crawlers.

In web data mining it is important to understand that majority of search engines have limited choices or alternatives for keyword query combination. For instance, yahoo and Google offer option like phrase and even the exact matches that may limit even the search results. It is usually demands more efforts and even time and thereby get the most important and relevant information.The human behavior and the alternatives usually change of time.This therefore implies that web pages need to be updated frequently and there by reflect on the emerging trends. It is important to realize that there is a limited space for web data mining. This is so because the information that currently exists is heavily relied on keyword-based indices. This does not apply for the real data.

It is important to realize that web data mining is an important tool for any business. It is therefore important to embrace this technology to solve data crisis problems. There are several limitations and many challenges which may have resulted in the quest of effectively and efficiently in rediscovering the use of web resources. However, irrespective of the challenges of web data mining, this technology is an effective tool that can be employed in many technological and scientific fields. It is therefore paramount to embrace this technology and use it fully in order to realize your corporate goals.


Source: http://goarticles.com/article/Challenges-in-Effective-Web-Data-Mining/6771744/

Web Screen Scrape With a Software Program

Which software do you use for data mining? How much time does it take in mining required data and is it able to present in a customized format? Extracting data from the web is

a tedious job, if done manually but the moment you use an application or program, web screen scrape job becomes easy.

Using an application would certainly make data mining an easy affair but the problem is that which application to choose. Availability of a number of software programs makes

it difficult to choose one but you have to select a program because you canâEUR(TM)t keep mining data manually. Start your search for a data mining software program with

determining your needs. First note down the time a program takes to completing a project.

Quick scraping

The software shouldnâEUR(TM)t take much time and if it does then thereâEUR(TM)s no use of investing in the software. A software program that needs time for data mining would

only save your labor and not time. Keep this factor in mind as you canâEUR(TM)t keep waiting for hours for the software to provide you data. Another reason behind choosing a

quick software program is that you a quick scraping tool would provide you latest data.

Presentation

Extracted data should be presented in readable format that you could use in a hassle free manner. For instance the web screen scrape program should be able to provide data in

spreadsheet or database file or in any other format as desired by the user. Data thatâEUR(TM)s difficult to read is good for nothing. Presentation matters most. If you

arenâEUR(TM)t able to understand the data then how could you use in future.

Coded program

Invest in web screen scrape program coded for your project and not for everyone. It should be dedicated to you and not made for public. There are groups that provide coded

programs for data mining. They charge a fee for programming but the job they do worth a fee. Look for a reliable group and get the software program that could make your data

mining job a lot easier.

Whether you are looking for contact details of your targeted audiences or you want to keep a close watch on social media, you need web screen scrape service that would save

your time and labor. If youâEUR(TM)re using a software program for data mining then you should make sure that the program works according to your wishes.


Source: http://goarticles.com/article/Web-Screen-Scrape-With-a-Software-Program/7763109/

Web Screen Scrape: Quick and Affordable Data Mining Service

Getting contact details of people living in a certain area or practicing a certain profession isnâEUR(TM)t a difficult job as you could get the data from websites. You can even get the data in short time so that you could take advantage of it. Web screen scrape service could make data mining a breeze for you.

Extracting data from websites is a tedious job but there isnâEUR(TM)t any need to mine the data manually as you could get it electronically. The data could be extracted from websites and presented in a readable format like spreadsheet and data file that you could store for future use. The data would be accurate and since you would get the data in short time, you could rely on the information. If your business relies on the data then you should consider using this service.

How much this data extraction service would cost? It wonâEUR(TM)t cost a fortune. It isnâEUR(TM)t expensive. Service charge is determined on the number of hours put in data mining. You can locate a service provider and ask him to give quote for his services. If youâEUR(TM)re satisfied with the service and the charge, you could assign the data mining work to the person.

ThereâEUR(TM)s hardly any business that doesnâEUR(TM)t need data. For instance some businesses look for competitor pricing to set their price index. These companies employ a team for data mining. Similarly you can find businesses downloading online directories to get contact details of their targeted customers. Employing people for data mining is a convenient way to get online data but the process is lengthy and frustrating. On the other hand, service is quick and affordable.

You need specific data; you can get it without spending countless hours in downloading data from websites. All you need to do to get the data is contact a credible web screen scrape service provider and assign the data mining job to him. The service provider would present the data in the desired format and in the expected time. As far as budget of the project is concerned, you can negotiate the price with the service provider.

Web screen scrape service is a boon for websites. This service is quite beneficial for websites that rely on data like tour and travel, marketing and PR companies. If you need online data then you should consider hiring this service instead of wasting time on data mining.



Source: http://goarticles.com/article/Web-Screen-Scrape-Quick-and-Affordable-Data-Mining-Service/7783303/

Why to Go With a Web Screen Scraping Program?

There is a tough competition in the market, nowadays. Business owners are trying to get the best and beneficial result in their business growth. At present, there are different

kinds of businesses available online. With the support of their specific websites, business owners are promoting their products as well as services online. Currently, most of the

people are internet users and in order to get their contact details, websites owners are availing the benefits of software that can help them to get the desired data in a very short

time. Websites are now extracting relevant data of internet users with the support of web screen scraping software, these days. Undoubtedly, data collection from websites is a

time consuming and laborious job and thus one need to have a dedicated team to do so. However today, with the support of website screen scraping program, it has become so

easy to extract required data from websites as it was never before.

Screen scraping is really a beneficial program that can help people to download the desired data in an appropriate format. Therefore, it would be great for people to select a

screen scraping program instead of going with data mining team. There is no denying to this fact that this software would make your job much easier than before. There are a

number of benefits of using this software for the people in different ways. First of all, this program enables you to save lots of your precious time and to get your particular

project done in a very short time. If there is need to collect contact details of targeted audiences from some specific websites then it can easily be done with the support of this

program.

The best thing about this software is that it would help your data mining team to get rid of the tedious job of data mining from different websites. software will not only make your

data mining team free from the tedious job but also make you able to utilize them in some other productive projects of your company. With the support of this software, you will

surely experience great improvement in your teamâEUR(TM)s productivity. This program will surely make you able to get the data in the same format you are looking for. It will

allow you to get the required data in suitable format. So, what are you waiting for? Leave all your data extracting problems on this software and enjoy its benefits!



Source: http://goarticles.com/article/Why-to-Go-With-a-Web-Screen-Scraping-Program/7803789/

Microsys A1 Website Scraper Review

The A1 scraper by Microsys is a program that is mainly used to scrape websites to extract data in large quantities for later use in webservices. The scraper works to extract text, URLs etc., using multiple Regexes and saving the output into a CSV file. This tool is can be compared with other web harvesting and web scraping services.
How it works
This scraper program works as follows:
Scan mode

    Go to the ScanWebsite tab and enter the site’s URL into the Path subtab.
    Press the ‘Start scan‘ button to cause the crawler to find text, links and other data on this website and cache them.

Important: URLs that you scrape data from have to pass filters defined in both analysis filters and output filters. The defining of those filters can be set at the Analysis filters and Output filters subtabs respectively. They must be set at the website analysis stage (mode).
Extract mode

    Go to the Scraper Options tab
    Enter the Regex(es) into the Regex input area.
    Define the name and path of the output CSV file.
    The scraper automatically finds and extracts the data according to Regex patterns.

The result will be stored in one CSV file for all the given URLs.

There is a need to mention that the set of regular expressions will be run against all the pages scraped.
Some more scraper features

Using the scraper as a website crawler also affords:

    URL filtering.
    Adjustment of the speed of crawling according to service needs rather than server load.

If  you need to extract data from a complex website, just disable Easy mode: out press the  button. A1 Scraper’s full tutorial is available here.
Conclusion

The A1 Scraper is good for mass gathering of URLs, text, etc., with multiple conditions set. However this scraping tool is designed for using only Regex expressions, which can increase the parsing process time greatly.



Source: http://extract-web-data.com/microsys-a1-website-scraper-review/

Using External Input Data in Off-the-shelf Web Scrapers

There is a question I’ve wanted to shed some light upon for a long time already: “What if I need to scrape several URL’s based on data in some external database?“.

For example, recently one of our visitors asked a very good question (thanks, Ed):

    “I have a large list of amazon.com asin. I would like to scrape 10 or so fields for each asin. Is there any web scraping software available that can read each asin from a database and form the destination url to be scraped like http://www.amazon.com/gp/product/{asin} and scrape the data?”

This question impelled me to investigate this matter. I contacted several web scraper developers, and they kindly provided me with detailed answers that allowed me to bring the following summary to your attention:
Visual Web Ripper

An input data source can be used to provide a list of input values to a data extraction project. A data extraction project will be run once for each row of input values. You can find the additional information here.
Web Content Extractor

You can use the -at”filename” command line option to add new URLs from TXT or CSV file:

    WCExtractor.exe projectfile -at”filename” -s

projectfile: the file name of the project (*.wcepr) to open.
filename – the file name of the CSV or TXT file that contains URLs separated by newlines.
-s – starts the extraction process

You can find some options and examples here.
Mozenda

Since Mozenda is cloud-based, the external data needs to be loaded up into the user’s Mozenda account. That data can then be easily used as part of the data extracting process. You can construct URLs, search for strings that match your inputs, or carry through several data fields from an input collection and add data to it as part of your output. The easiest way to get input data from an external source is to use the API to populate data into a Mozenda collection (in the user’s account). You can also input data in the Mozenda web console by importing a .csv file or importing one through our agent building tool.

Once the data is loaded into the cloud, you simply initiate building a Mozenda web agent and refer to that Data list. By using the Load page action and the variable from the inputs, you can construct a URL like http://www.amazon.com/gp/product/%asin%.
Helium Scraper

Here is a video showing how to do this with Helium Scraper:


The video shows how to use the input data as URLs and as search terms. There are many other ways you could use this data, way too many to fit in a video. Also, if you know SQL, you could run a query to get the data directly from an external MS Access database like
SELECT * FROM [MyTable] IN "C:\MyDatabase.mdb"

Note that the database needs to be a “.mdb” file.
WebSundew Data Extractor
Basically this allows using input data from external data sources. This may be CSV, Excel file or a Database (MySQL, MSSQL, etc). Here you can see how to do this in the case of an external file, but you can do it with a database in a similar way (you just need to write an SQL script that returns the necessary data).
In addition to passing URLs from the external sources you can pass other input parameters as well (input fields, for example).
Screen Scraper

Screen Scraper is really designed to be interoperable with all sorts of databases. We have composed a separate article where you can find a tutorial and a sample project about scraping Amazon products based on a list of their ASINs.


Source: http://extract-web-data.com/using-external-input-data-in-off-the-shelf-web-scrapers/

Scraping Amazon.com with Screen Scraper

Let’s look how to use Screen Scraper for scraping Amazon products having a list of asins in external database.

Screen Scraper is designed to be interoperable with all sorts of databases and web-languages. There is even a data-manager that allows one to make a connection to a database (MySQL, Amazon RDS, MS SQL, MariaDB, PostgreSQL, etc), and then the scripting in screen-scraper is agnostic to the type of database.

Let’s go through a sample scrape project you can see it at work. I don’t know how well you know Screen Scraper, but I assume you have it installed, and a MySQL database you can use. You need to:

    Make sure screen-scraper is not running as workbench or server
    Put the Amazon (Scraping Session).sss file in the “screen-scraper enterprise edition/import” directory.
    Put the mysql-connector-java-5.1.22-bin.jar file in the “screen-scraper enterprise edition/lib/ext” directory.
    Create a MySQL database for the scrape to use, and import the amazon.sql file.
    Put the amazon.db.config file in the “screen-scraper enterprise edition/input” directory and edit it to contain proper settings to connect to your database.
    Start the screen scraper workbench

Since this is a very simple scrape, you just want to run it in the workbench (most of the time you want to run scrapes in server mode). Start the workbench, and you will see the Amazon scrape in there, and you can just click the “play” button.

Note that a breakpoint comes up for each item. It would be easy to save the scraped details to a database table or file if you want. Also see in the database the “id_status” changes as each item is scraped.

When the scrape is run, it looks in the database for products marked “not scraped”, so when you want to re-run the scrapes, you need to:

UPDATE asin
SET `id_status` = 0

Have a nice scraping! ))

P.S. We thank Jason Bellows from Ekiwi, LLC for such a great tutorial.




Source: http://extract-web-data.com/scraping-amazon-com-with-screen-scraper/

Clustering in Data Mining

Clustering is a data mining process where data are viewed as points in a multidimensional space. Points that are “close” in this space are assigned to the same cluster. The clusters themselves are summarized by providing the centroid (central point) of the cluster group, and the average distance from the centroid to the points in the cluster. These cluster summaries are the summary of the entire data set. Having assigned sets of data in clusters, data mining techniques directly process a large amount of data with much greater computation effectiveness.

Ideally, points in the same cluster have small distances between them, while points in different clusters have large distances between them.

An illustration using social nets representation and their contribution to incoming web traffic is shown in next figure.
Figure A: Plotting the social networks on Visits / Pages per visit dimensions.

We can see just by looking at the diagram that the social nets fall into three clusters. The networks clustered disclose some common features. While the ‘Linkedin’ network is ahead in number of visits, the networks in the middle of the figure exhibit better pages per visit behavior. With small amounts of data, any clustering algorithm will establish the clusters, and simply plotting the points and “eyeballing” the plot will suffice as well.
Clustering formations algorithms

Clustering algorithms are clustered (!) into two groups that follow two fundamentally different strategies.

    Hierarchical algorithms start with each point as its own cluster. Clusters are combined based on their “closeness”, using one of many possible definitions of “close”. Merging clusters together stops when further combination leads to clusters that are ineffective for one or several parameters.
    The other class of algorithms are based on point assignment. Points are considered in some order, and each one is assigned to the cluster into which it best fits. Variations allow occasional combining or splitting of clusters, or may allow points to be unassigned if they are too far from any of the current clusters.

Algorithms for large amounts of data often take shortcuts, since it is not feasible to pass thru all pairs of points. For example, with 1,000,000 points the computation degree will be over a half a trillion operations.

The algorithms differ depending on the data model, whether static with no point added in the future, or dynamic where more data are to be worked with. The latter does require more flexibility because of cluster features needing to be re-calculated.

More reading on clustering algorithms may be found here (starting from section  7.1.2 “Clustering Strategies”).
Euclidean space in clustering

An N-dimensional Euclidean space is one where points are vectors of N real numbers. The conventional distance measure (d) in the space is defined:

In a Euclidean space it is possible to summarize a collection of points by their centroid – the average of the points.

In a non-Euclidean space, there is no notion of a centroid, and we are forced to develop another way to summarize clusters (ex. one or several representatives of a cluster). Consider the summarizing of books by categories based on the frequency of similar words in their titles.
Some problems if clustering in non-Euclidean spaces

Representing a cluster in any non-Euclidean space is an issue, because we cannot replace a collection of points by their centroid. Therefore the algorithms to be applied to the data in this space are more sophisticated.

Given the example with social nets contributing into target web traffic, the dimensions are clear ‘visits’ and ‘pages per visit’, numeric. Yet the clustering might be done with other non-numerical parameters as: how the posts/ads in those nets are inserted, or the difficulty-degree/man-power of putting backlinks in those nets and others.

The big challenge is to cluster documents by their topic, based on the occurrence of common but unusual words in the documents. It is also challenging to cluster moviegoers by the type or types of movies they like.

Given that we cannot combine points in a cluster when the space is non-Euclidean, our only choice is to pick one of the points of the cluster itself to represent the cluster. Ideally, this point is close to all the points of the cluster, so it in some sense lies in the “center”. The representative point is called the clustroid. Applying to moviegoers we might define as a clustroid the people who like a certain movie (cannot be called “central movie”) that has a least “non-Euclidean distance” to other movies in cluster.

Here we have briefly touched on the clustering problem in data mining, so in the future we’ll post on the algorithms and methods for clustering as well as data mining frameworks. For more reading on clustering go to the Mining of massive data sets book.



Source: http://extract-web-data.com/clustering-in-data-mining/

Outsourcing - Data Entry Solutions

Data entry is an important core area of any company. Hiring an outsourcing firm to carry out this critical task is important decision that companies face as they look further to cut labor costs. Professional data entry companies only hire experienced persons in order to meet clients ever increasing data entry demands, and this includes outsourcing firms...if you know the right one to choose. When considering outsourcing as a solution to your data entry needs, you have to look deeply into the training of your overseas reps.

The proper training of your reps should be apparent and easy to investigate. One way that is important to finding out this info is to personally review and interview your prospective reps. Getting to know first hand the firm and it's training policies will give you peace of mind when hiring your first outsourcing firm. Time is money for your firm. You will need to know what kind of turnaround time you should expect from a overseas rep. With the all important task of data entry, the quality of technology and equipment is a important consideration. Do they have the state of the art technology, as well as the back up systems in place to ensure proper turn around and safety of critical documents?

A proper interview of your prospective outsourcing reps can put these concerns to rest. You should have a personal one-on-one talk with your overseas assistant to really get to know that person that you have entrusted with a core task of your company. Are the equipment specs and current technology of use available to list to your firm? And do the reps get a continuing education in the fast paced technology updates as they become available? Knowing exactly what kind of training and on what equipment will put your mind at ease.

When you consider an outsourcing company, the interview process may be the most important part of your search. The company principals should be willing and ready to provide the stats you need to make sure your data entry, Internet marketing and IT tasks will be complete with backed up safety and a fast turnaround. The decisions you make now will have an impact on your business future. This is not the time to make costly mistakes. Be careful that you are making the right choice before you sign the dotted line.





Source: http://ezinearticles.com/?Outsourcing---Data-Entry-Solutions&id=2712577

Data Entry Outsourcing Eases Handling of Your Business

Running a business of any kind successfully is not an easy task and as a business owner one must put in lots of effort in this direction. There are different aspects of a business which one needs to monitor constantly and see how the business is doing actually. Data entry is one such aspects of any business that needs to be handled properly for making your business a successful venture. There are many other aspects and each component has its own importance, so being a business owner it is your prerogative to decide which ones are on priority for your business. Often it is not possible on the part of the business owner to take care of all aspects of business as he does not have professional qualifications to do so. So in such a scenario outsourcing is an option that can be adopted to take care of this.

Data entry outsourcing is one aspect of a business which is undertaken on a huge scale by several companies. Global statistics on outsourcing indicate that the process is one the rise and many companies have been immensely benefited by this. One of the main reasons why this has become such a common phenomenon is the fact that the services are available from highly qualified professionals at a very low cost. Data entry services provided by outsourcing companies offer various services under this. So it does not matter what type of data entry services you require, everything will be taken care of by these outsourcing service providing companies.

Having records of a business in the correct manner is very important if one wants to make their business a success. The need for data entry in organizations is on a daily basis and if done on time, one can actually manage all the records in just the correct way. So it may be that you may require the services of the professionals who work for data entry outsourcing daily, weekly or on a monthly basis. This depends on the kind of business you are running and you have to decide what type of data entry outsourcings services you want to have for your business. Today maintaining all the records of company through data entry services manually is apse. In fact with the huge amount of data and other information which any business possesses this is not at all possible.

While you are seeking an outsourcing company to help you out in taking care of this work, you have to be careful about certain aspects. You will be handing over certain important elements of your business to an outside party to a third party, so you need to find out the credentials of the company. Make sure that you get the work done from a reputed company and do not fall prey to the hands of any fake company that are operating in the market. The business is your and it's your responsibility to ensure that you hire the services of the best firm to handle your data entry outsourcing work.




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Data Mining - Retrieving Information From Data

Data mining definition is the process of retrieving information from data. It has become very important now days because data that is processed is usually kept for future reference and mainly for security purposes in a company. Data transforms is processed into information and it is mostly used in different ways depending on what information one is extracting and from where the person is extracting the information.

It is commonly used in marketing, scientific information and research work, fraud detection and surveillance and many more and most of this work is done using a computer. This definition can come in different terms data snooping, data fishing and data dredging all this refer to data mining but it depends in which department one is. One must know data mining definition so that he can be in a position to make data.

The method of data mining has been there for so many centuries and it is used up to date. There were early methods which were used to identify data mining there are mainly two: regression analysis and bayes theorem. These methods are never used now days because a lot of people have advanced and technology has really changed the entire system.

With the coming up or with the introduction of computers and technology, it becomes very fast and easy to save information. Computers have made work easier and one can be able to expand more knowledge about data crawling and learn on how data is stored and processed through computer science.

Computer science is a course that sharpens one skill and expands more about data crawling and the definition of what data mining means. By studying computer science one can be in a position to know: clustering, support vector machines and decision trees there are some of the units that are found on computer science.

It's all about all this and this knowledge must be applied here. Government institutions, small scale business and supermarkets use data.

The main reason most companies use data mining is because data assist in the collection of information and observations that a company goes through in their daily activity. Such information is very vital in any companies profile and needs to be checked and updated for future reference just in case something happens.

Businesses which use data crawling focus mainly on return of investments, and they are able to know whether they are making a profit or a loss within a very short period. If the company or the business is making a profit they can be in a position to give customers an offer on the product in which they are selling so that the business can be a position to make more profit in an organization, this is very vital in human resource departments it helps in identifying the character traits of a person in terms of job performance.

Most people who use this method believe that is ethically neutral. The way it is being used nowadays raises a lot of questions about security and privacy of its members. Data mining needs good data preparation which can be in a position to uncover different types of information especially those that require privacy.

A very common way in this occurs is through data aggregation.

Data aggregation is when information is retrieved from different sources and is usually put together so that one can be in a position to be analyze one by one and this helps information to be very secure. So if one is collecting data it is vital for one to know the following:

    How will one use the data that he is collecting?
    Who will mine the data and use the data.
    Is the data very secure when am out can someone come and access it.
    How can one update the data when information is needed
    If the computer crashes do I have any backup somewhere.

It is important for one to be very careful with documents which deal with company's personal information so that information cannot easily be manipulated.

Victor Cases has many hobbies and interests. As well being a keen blogger and article writer for many sites, he has also recently created a site focusing on data mining definition. The site is constantly being updated and has articles such as data mining to read.



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Offshore Data Entry Work in India

Importance of Clerical Data Entry Conversion!

Data entry services are helpful to improve performance standards of any kind of businesses, whether it is a small firm or big organization. These services allow us to increase the rhythm of our business activities and operations with higher speed. By doing this, we can save our time, money and furthermore data entry services provide us many other competitive advantages.

Data entry services play important role in today's Business Industries as they include many important professional and business services e.g. offshore data entry, data conversion services, online data entry, offline data entry, document and image processing, image entry, Insurance Claim Entry, Offline and Online Data Conversion Jobs, offline as well as online data entry jobs.

Now looking at data conversion services and benefits of it. The need for data conversion is essential for any business organization or firm to run their business effectively. Data conversion services can be defined as the translation of data from one format to another. Data stored in an earlier system is imported into a newer one. Data Conversion Services can range from a simple one for one import to a complex procedure where non-relational data needs to be imported, validated, cleansed and split up into multiple tables in a new relational database structure.

Some services that data conversion includes are:

* Document Conversion

* XML Conversion

* HTML Conversion

* SGML Conversion

* CAD Conversion

* Catalog Conversion

* Book Conversion

* PDF Conversion

Now let's come on Data processing. Irrespective of company, whether it's a small company or bigger organization, it's very useful. It is not just about the process of implementing the data or say information in the right place at the right time; it also covers a range of various methods for how data is processed and to what limit data is going to give the best of results for your company or business organizations.

Various types of data processing services are: Data mining, Data cleansing, Check processing, Image processing, Form processing, OCR clean up, Insurance claim processing, Survey processing. These data processing services are helpful in streamlining a wide range of corporate activities and operations. Data processing and related other services are not only good to present the full and processed data that is to be used for the overall benefit rather their primary function is to present an insightful explanation of the data.




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About Outsourcing Data Entry Services

Data can be defined as numbers or characters that usually represent the dimensions or measurements. Data entry can be applied to any process that coverts data from one form to another. These services cover almost all business and professional services like data conversion, online and offline data entry, document and image processing; image entry, insurance claim entry, data processing, form processing, etc. Also collecting numerous data related to certain topics and then to present them in meaningful & easy to understand presentations.

Data entry services are very useful in business firms and organizations as there is a huge demand of entry work. These services are considered as the central part in any of the businesses. These services are useful to organize and manage your data/information in digital format. One of the types is data processing that generally programmed on a mainframe, minicomputer, microcomputer or personal computer. These systems are used for entry related work and to convert data into information.

About Data Entry Outsourcing
Outsourcing means to hire the services from a third party for your requirements. No sooner did outsourcing get support from the global technological development than business organizations started outsourcing entry. Data entry outsourcing is a simple contract between two different identities for any type of data entry service.

The main purpose for doing outsourcing is the availability of qualified and experienced computer operators at low cost. There are various types of entry operations such as data conversion, data processing, catalog processing services, image enhancement, image editing and photo manipulation services, etc, provided by BPO Services firms.

How helpful Services are?
o Data entry services help the companies for sharpening their foundation, analyzing their operations, strategies, policies, activities.

o Data processing services also encircle a variety of methods for how data is processed and to what extent the data is prepared to yield the best of the outcomes for the company.

o Data Conversion services help the business to convert information into easy format that is useful to increase online and offline popularity of business.

These all mechanisms help large as well as small business to enhance their internal process. These also help companies to increase their productivity and develop healthy external contacts.

Bea Arthur invites you to Data Entry India, which provides Data Entry Services, Data Conversion Services, and Data Processing Services. They have vast experience in all types of services.




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Outsourcing Data Entry Services to Ease Your Workload

In today's competitive environment, data entry outsourcing allows global business organizations to maintain uptime and to be competitively effective. From industries to individuals, professional to retailers all prefers to outsource their back office work to ease their workload at low market rates. these is not a difficult process but it consumes lot of time and main obstacle is that company need to hire expert people for this service.Benefits of Data Entry Outsourcing

Outsourcing give benefits you financially as well as strategically. outsourcing gives you benefits by saving time and cost which allow you to increase you business productivity. Many people prefer to outsource their work due to high level of accuracy and low level of cost. Specially trained professional from offshore countries provide you excellent services with significant suggestions. There are several advantages of data entry outsourcing some major advantages are:

    Advantage of low cost services
    Fast delivery
    Access of specialized service
    Focusing energy and workforce on your core business
    Save manpower and training costs
    Increased customer satisfaction


Data entry services include simple text entry work to alpha numerical entries requires complex calculations. To meet the high flow of work many firms use modern word processing software and hire skilled professional in fast keyboard operating.

Business process outsourcing units engaged in providing this services give quick, well-organized and secure solutions to retain their place in competitive outsourcing market. Many organizations provide high level of accuracy with complete confidentiality. These companies also utilize the services of proofreaders in an effort to give high accurate service.

Whether you are a globally operating organization or simple in-house freelancer data entry outsourcing can become your strategic partner to achieve organizational excellence and enjoy business success.

Offshore companies provide data entry and financial services like document management, data processing, data conversion, document conversion, scanning and indexing, data cleaning services with use of latest software. Many organizations have in-house research team constantly looking for new ways to increase productivity and effectiveness.

Author is related to data entry outsourcing firm 3alphadataentry.com. Author regularly write articles on data entry services and benefits of outsourcing data entry services.



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Organizations Outsourcing Data Entry to Data Entry Companies

Gradually, Companies are adapting outsourcing option as business strategy. It is strategy of hiring a company to carry out definite tasks rather than engaging employee for such. Most of the companies outsource their supportive activities. Now, workforce of company can give special attention to the key business activities. You can depend on the expert for specific support activity.

Data entry is one of the most utilized outsourcing services. Organizations are commonly utilizing this service for better support. There is high demand of data entry companies so the firms are growing very fast.

Information is the most critical asset of any company. Executives can able to make good business decisions by getting essential information correctly and collectively. Thus, Organizations are searching for high quality and experienced copy typing solution. Generally, companies are seeking for below mention qualities:

> Very detail oriented solution
> Highly trained employee
> Good creation and managerial ability in handling customized project plan
> And security that meets the requirement

There are various industries that require data typing solution. Any company can outsource their requirement to increase the performance of core activities. Let's take an example of university. There is bulk of admissions every year and too much collection of data. It is not easy to manage every record as paper document. So, data entry can help to protect important information through digitization of data.

There is a wide range of data typing solutions offered by outsourcing companies. Here is the some data typing outsourcing services from huge list like medical research, banking form filling, manufacturing firms, insurance companies and direct marketing through emails.

You can surely get tremendous opportunity for business expansion and growth by having benefits of data entry services. The data typing outsourcing companies can deliver very effective and accurate output. They have enough setup and skilled employee for quick delivery. Certainly, you can lower the cost by outsourcing the requirement. Upgraded technologies help companies to make trust on outsourcing companies. There are various data typing companies using special authentication system to improve data security.

Advice: "Rather than managing huge staff and offering benefits to them, as a wise company outsource your entry requirement."




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Effective Online Data Entry Services

The outsourcing market has many enthusiastic buyers who have paid a small amount to online data entry service providers. They carry the opinion that they have paid too low as against the work they have got done. Online services is helpful to a number of smaller business units who take these projects as their significant source of occupation.

Online data-entry services include data typing, product entry, web and mortgage research, data mining as well as extraction services. Service providers allot proficient workforce at your service who timely deliver best possible results. They have updated technology, guaranteeing 100% data security.

Few obvious benefits found by outsourcing online data entry:

    Business units receive quality online entry services from projects owners.
    Entering data is the first step for companies through which they get the understanding of the work that makes strategic decisions. The raw data represented by mere numbers soon turns to be a decision making factor accelerating the progress of the business.
    Systems used by these services are completely protected to maintain high level of security.
    As you increasingly obtain high quality of information the business executive of the company is expected to arrive at extraordinary decisions which influence progress in the company.
    Shortened turnaround time.
    Cutting down on cost by saving on operational overheads.

Companies are highly fascinated by the benefits of outsourcing your projects for these services, as it saves time as well as money.

Flourishing companies want to concentrate on their key business activities instead of exploring into such non-key business activities. They take a wise step of outsourcing their work to data-entry-services and keep themselves free for their core business functions.




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