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Overview of Data Mining Applications

Data mining is how the patterns in large data sets are seen and discovered using intersecting techniques such as statistics, machine learning, and ones like databases systems. It involves extracting data from a group of raw and unidentified data sets to provide meaningful results through mining.

The extracted data is then used further by transforming it and ensuring that arranged to provide the best service possible per business requirements and needs. In this article, we will read about the various applications associated with data mining.

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List of Data Mining Applications

Here is the list of various Data Mining Applications, which given below –

1. Financial firms, banks, and their analysis

Many data mining techniques involve critical banking and financial data providing and keeping firms whose data is essential. One such method is distributed data mining, researched, modeled, crafted, and developed to help track suspicious activities or mischievous or fraudulent transactions related to credit cards, net banking, or any other banking service.

The analysis becomes quite simple after sampling and identifying a collection of customer data. Furthermore, tracking suspicious activities becomes a comparatively more straightforward process by keeping a tab of the parameters such as the period of transactions, geographical locations, mode of payments, customer activity history, etc. Based on these parameters, the customer’s relative measure seems derived, put to any form of usage based on the indices calculated.

2. Health care domain and insurance domain

The data mining-related applications can efficiently track and monitor a patient’s health condition and help in efficient diagnosis based on past sickness records. Similarly, the ability to convert data into knowledge or provide various details about customers, markets, and prospective competitors is vital to the development of the insurance industry. As a result, all companies that used data mining techniques effectively reaped benefits. It is used over the claims and their analysis, i.e., identifying the medical procedures claimed together. It allows for the forecasting of new policies, the detection of risky customer behavior patterns, and the detection of fraudulent behavior.

3. Application in the domain of transportation 4. Applications of data mining in the field of medicine

In medical analysis, a patient’s case is examined by tracking their clinic visits and vacation season. It also helps in the identification of patterns that have successful medical therapies for various kinds of illnesses. Researchers are collecting multi-dimensional data to provide extensive and improved care while reducing costs and enhancing the quality of services. Other approaches, such as soft computing, statistics, data visualization, and machine learning, efficiently gauge and predict patients’ data volume within a single category. The processes are to ensure that the patients receive appropriate attention whenever needed. It also helps healthcare and medicine-based insurers detect fake and fraudulent cases.

5. Education 6. Manufacturing Engineering Conclusion

We have studied a basic overview and a layout of various data mining applications in different domains. This limitless technique has the potential to extend beyond specific sectors and benefit every aspect of a business.

It is only about the correct techniques and some analysis to make your usual regular business different from competitors. Efficient data management is crucial for organizational growth, particularly in today’s society, where data plays a critical role.

Frequently Asked Questions(FAQs)

Q1. What are the most common applications of data mining?

Answer: Banks used data mining to understand market risks. Because of the increased number of channels, banks collect a massive amount of data (mobile banking, retail banking, ATM, internet banking, etc.). Relevant data is from the enormous amount of data available to assist banks in making better decisions. Besides that, data mining can help with customer segmentation and profitability, cash management, forecasting operations, optimizing stock portfolios, credit scores, and approval.

Q2. What does data mining give some applications?

The most important applications of data mining

Financial Analysis: Financial and user data serve in loan markets for a wide range of purposes, such as predicting loan payments and determining credit ratings, and data mining techniques help to make such tasks more manageable.

Retail Industry: Modern retail companies are designing and building data warehouses to reap the benefits of data mining fully. Multi-dimensional data analysis aids in dealing with data from various types of customers, products, regions, and time zones. Online retailers can also recommend products to increase sales revenue and track the success of their promotional campaigns.

Spatial Data Mining: Data mining using Geographic Information Systems (GIS) and other navigation applications to secure vital information and understand its implications.

Q3.What are the four main data mining techniques?

Answer: Clustering: Clustering is the identification of similar classes of objects. We can discover overall distribution patterns and correlations among data attributes by using clustering techniques to identify dense and sparse regions in object space.

Association: The association aims to find frequent item set findings in large data sets. This type of discovery assists businesses in making decisions such as catalog design, cross-marketing, and customer purchasing behavior analysis.

Classification: The most common data mining technique is classification, in which a set of pre-classified examples develops a model that classifies the entire population of records. This type of analysis is particularly well suited to fraud detection and credit risk applications.

Neural network: A neural network is a collection of connected input/output units, each with its weight. Neural networks have the remarkable ability to extract meaning from complex or imprecise data, and they use to extract patterns and detect trends that are too complex for humans or other computer techniques to notice.

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Data Mining Vs Web Mining

Difference Between Data Mining vs Web Mining

Data Mining: It is a concept of identifying a significant pattern from the data that gives a better outcome. Identifying patterns from where? From the data that are generated from the systems.

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Web Mining: Web mining is performing Data mining on the web, extracting the web documents, and discovering the patterns from them.

Example: Techniques applied for predictive analysis. (Weather forecast based on identifying the patterns from the history data)

Lets us understand the significant Difference Between Data mining and Web mining in detail in this post.


The process of gold mining produces gold, which is extracted and refined from ore. The outcome of gold mining is the precious metal. We apply a data mining technique to remove key information (valuable data) from a raw source. Here the pattern discovered from the raw data source is considered precious for the data analyst/data scientists to proceed with the decision-making that influences the business value.

Data Mining

In plain terms, data mining is a concept of mining knowledge from different data sets. We further use the extracted knowledge to provide forecasts or recommendations. The data to be mined are available in the data warehouse or other external systems. Data could be available on different tables with different behaviors or attributes. We must determine the correlation between multiple data sets to identify the pattern.

Steps in Data Mining:

As data mining is an abstract, here are the steps involved:

Data preparation

Pattern discovery

Build models to forecast/recommend(to mention a few cases)

Summarizing the model value

Web Mining

Web mining is abstract as there are three different types of techniques of mining.

Web content mining

Web structure mining

Web usage mining

1. Web Content Mining

Extracting data from web pages enables discovery of patterns that provide valuable insights. Many data extraction techniques are available, including web scraping, which involves using tools like Scrapy and Octoparse for web content mining.

That’s where web content mining comes into the picture.

2. Web Structure Mining

We gather and prepare data from hyperlinks that lead to different pages to discover a pattern. To view a person’s public profile from a blog or any other webpage, there are chances that they would embed their social media links. We extract data from a single source and its nested pages by following the hyperlinks associated with each page. There are various algorithms to perform this. (Example: PageRank algorithm)

3. Web Usage Mining

Hosting a web application generates numerous web server logs that record the user’s web activity for the application. These logs are considered raw data. In return, meaningful data are extracted, and patterns are identified. For example, if an e-commerce business wants to expand or enhance the customer experience, they monitor the user’s web activity through application logs and apply data mining techniques.

Web mining and data mining are more or less similar techniques, but web mining is all about analysis on the web. Data mining extends beyond the web and is not limited to web data. It’s a traditional process that takes place for any data analytics.

Head-to-Head Comparison Between Data Mining vs Web Mining (Infographics)

Below are the Top 7 Comparisons Between Data mining vs Web mining:

Key Differences Between Data Mining vs Web Mining

The following is the difference between Data mining vs Web mining are as follows:

Web mining and data mining are both nearly similar when it comes to identifying patterns. But where and what is the difference in web mining from data mining? What kind of data and data is extracted from where? These are the two ultimate aspects that differentiate between data and Web mining.

Data mining encompasses web mining, which focuses on identifying patterns in web-related data. Data mining is a vast concept that involves multiple steps, from preparing the data to validating the results that lead to the decision-making process for an organization.

Data Mining vs Web Mining Comparison Table

Below is the comparison table between Data Mining and Web Mining.

Basis for comparison Data Mining Web Mining

Concept Pattern identification from data available in any system. Pattern identification from web data.

Application/use cases Weather forecast using historical weather reports. HITS/PageRank techniques.

Who does this? Data scientists, Data engineers. Data engineers.

Process Same process but on the web using web documents.

Tools Machine learning algorithms. Scrappy, PageRank, Apache logs

How significant Many organizations are relying on data science results for decision-making. Web-related data pull would influence the existing data mining process.

Skills Data cleansing techniques, machine learning algorithms, statistics, probability. Data engineering, statistics, probability.


Data mining techniques enable the discovery of valuable knowledge and facilitate its application for better outcomes. Organizations keen on enhancing their businesses and making a high profit need many decisions based on the data mainly available in their systems generated in humongous volume. Not all data is deemed helpful in gaining knowledge and insights. Which, why, and what are the main questions data scientists/data analysts must consider when identifying patterns? In a very layman’s terms, data mining is like churning milk to make butter.

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Top 6 Tiktok Online Viewers

Are you looking for a TikTok viewer online?

TikTok allows you to watch videos without having an account.

Other than chúng tôi there are other online viewers that you can use to watch TikTok videos.

They are free to use and do not require you to sign in.

By using these online viewers, your FYP (For You Page) will not be changed.

In other words, the videos that you see on your FYP will be reset.

This article contains the top 6 best TikTok online viewers you can use to watch TikTok videos without an account.

1. Brainans

Brainans is a TikTok online viewer and downloader.

It allows you to browse TikTok with the best experience.

You can search for profiles, videos, music, and followers for free.

Here are Brainans’ features:

In addition, you can also see trending profiles, top tags, and popular videos by scrolling down the site.

Keep in mind that Brainans uses the TikTok API, but it’s not endorsed or certified by TikTok. 

2. UrleBird

UrleBird is a TikTok viewer where you can analyze and explore TikTok in a new way.

Their algorithm allows you to analyze any TikTok viewer statistics.

As a result, you’ll be able to improve your videos.

UrleBird has multiple categories including “Trending”, “Videos”, “Users”, “Hashtags”, “Music”, and “I’m Feeling Lucky!”.

The “Trending” category allows you to see trending videos on TikTok while the “Videos” category shows the newest videos.

Keep in mind that Urlebird is not associated with TikTok.

All of the website’s content is hosted on TikTok’s servers.

You can also visit the official TikTok website to watch TikTok videos online.

You don’t need to have a TikTok account to watch videos on the website.

Simply go to chúng tôi and scroll through your FYP.

Keep in mind that your FYP will be not based on your interests if you’re not signed in.

Instead, your FYP will be curated according to your location.

If you don’t sign in, you’ll be using TikTok as a guest.

As a guest, you’ll still be able to use a lot of TikTok’s features.

This includes searching for users, videos, and hashtags.

The TikTok mobile app also allows you to watch videos without having to sign in.

You can download the TikTok mobile app on the App Store and the Google Play Store.

4. OnlineTik

OnlineTik is your number one source to download TikTok videos.

They provide the best TikTok video downloading service by focusing on quality and efficiency.

OnlineTik was founded in 2023 and has come a long way.

The website has users from all around the world.

Apart from downloading TikTok videos, you can also view them.

The site allows you to watch a TikTok video before choosing to download it.

If you scroll down the front page of the site, you’ll see the most popular TikTok users and hashtags.

OnlineTik allows you to search for users and hashtags.

You can search for users using “@username” (e.g. @charlidamelio).

You can search for hashtags using “#hashtag” (e.g. #dance).

To download videos from OnlineTik, you need to search for the user, navigate to the user’s video that you want to download and download it.

Keep in mind that chúng tôi is not associated with Tiktok.

5. TikyToky

TikyToky allows you to discover TikTok videos.

It’s an online TikTok viewer where you can anonymously search for users, followers, videos, and hashtags.

You can also get TikTok user metrics and statistics.

Firstly, you can use the search bar to search for a user or hashtag.

To search for a hashtag, use “#tag”.

To search for a user, use “@user”.

TikToky has multiple categories including “Discover”, “Influencers”, and “Search”.

The “Discover” category allows you to discover popular TikTok videos.

The “Influencers” page contains a list of the top 100 most popular TikTok users.

Keep in mind that TikToky does not host any TikTok videos on its servers.


The final online TikTok viewer is is the easiest way to download TikTok videos without a logo.

You can then repost them to YouTube Shorts, Instagram Reels, Pinterest, and more.

The website also allows you to search for users, hashtags, or video URLs.

If you search for a user (e.g. @garyvee), you’ll see a list of their videos.

You can watch each video before you choose to download them.

There are three download options—”Download”, “Download (no watermark)”, and “Download Music”.


The best way to view TikTok videos is to download the TikTok mobile app, create an account, and log in to it.

That way, your FYP will be personalized based on your interests.

If you browse TikTok as a guest, you won’t get personalized videos.

An alternative way to watch TikTok videos is to use TikTok online viewers like Brainans, UrleBird, OnlineTik, and more.

These online viewers allow you to watch TikTok videos without having to log in.

Further reading

How to See Your Watch History on TikTok

How to Go Live on TikTok Without 1000 Followers

360 Good, Cool, And Aesthetic TikTok Usernames

Top 5 Alarm Clock Applications For Android With Notifications

Walk Me Up! Alarm Clock


WakeVoice as the name suggests is a sort of a personal assistant that helps you wake up. You need to talk back to it after waking up as to what do you want it to do as in shut down or snooze. But after you are done talking, it starts talking back. It gives you some daily information like the weather, news, radio or a customisable message of your choice. So it surely makes your morning easier and you can wake up with a smile on your face as you choose what to hear every morning. You can download it here.

Talking Alarm Clock

Talking Alarm Clock talks back to you in the morning with your own voice or the voice of the person you love with the record vocal function it has on offer. You can set a personalized sentence as well and the application will play the same in the morning. So if you have an important task for which you need to wake up and be on time, the application will wake you up telling you about the same and we think it is a bit cool. You can shake the device to snooze it and you get a really large snooze button so that you are saved from accidentally turning it off. You can download it here.

I Can’t Wake up! Army Alarm Clock

This is the alarm clock which is meant for the lazy bones out there who just can’t get up no matter what. With this alarm clock, we believe that you will surely wake up courtesy of the eight different wake up tasks it comes with which won’t let you turn the alarm off until you finish them. And by the time you are done doing them, you’ll be awake for sure. These include Math, Memory, Ordering, Repeating, Barcode scanning, rewriting the text, shaking and making pairs. It can be downloaded here.

Army Alarm Clock

This one is the only paid application that made it to the list but we just couldn’t help but get it in the list. You need to pay Rs 50 for it. So this application comes with a Sergeant’s voice to wake you up but the fun part comes in when you put on the snooze button. The voice gets madder at you and becomes meaner which somewhere makes you feel bad about sleeping in late. It surely is a strict application but you’ll thank it later when you start to wake up on time. You can download it here.

Bonus Tip – Timely Alarm Clock

Timely alarm clock is the one you should be looking forward to if you find waking up from a single device a bit difficult as it offers cloud integration. You can set and turn off all your alarms at once across all devices. It offers you a let of themes to choose from, a slew of waking up tasks to ensure that you actually get up and a stopwatch too for that added functionality. You can download it here.


I am sure above mentioned Alarm clocks will make waking up more fun for you. If you start getting irked by one, you can always try second. Do let us know if you could wake up as a result of these applications. Other similar applications include Alarm Clock Xtreme, Alarm Clock Plus,  and SleepBot.

Optimize Your Data Applications With Tiered Storage And Fast Ssds

Tiered storage is all about matching cost of storage to application priority — the most important applications get the fastest storage. While the first storage systems included three tiers of hard drive storage, and the next versions included a tier of SSD storage as a Tier 0 above the three hard drive tiers, today, there are multiple options for fast SSDs in multiple tiers.

Flash memory has become fast enough that one drive can overwhelm the SATA bus, or even the SAS bus. Newer versions of flash have been developed to use the faster busses — PCIe, NVMe and even the memory bus, which has enough bandwidth to support multiple fast SSDs on the same connection.

With tiered storage, each tier offers a jump in performance and cost over the one below it. The memory bus has the fastest transfer rates and very low latencies, but is expensive, while the PCIe bus and NVMe are very similar — a single NVMe connection is equivalent to a 4x PCIe slot, with lower costs than memory bus SSDs, while SATA SSDs are relatively inexpensive, but limited in bandwidth and latency by the SATA connection.

For lower-level memory tiers, the first versions of Optane are available in PCIe bus versions, and will later include memory bus versions. Currently available Optane drives are rated at about 1200 MB/s, or about half the speed of the NVMe Samsung 960 Pro, which is rated at about 2500 MB/s.

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The PCIe SSDs consist of one or more NVMe drives mounted on a PCIe board. They can be used in systems that do not have separate NVMe interfaces built in. The upside is that they can be used on any motherboard, but the downside is that they are substantially bigger than M.2 or U.2 NVMe SSDs, meaning you may not be able to fit as many into a data center configuration.

For the purposes of tiered SSD storage, a system might have memory bus SSDs, NVMe SSDs and SATA SSDs as the three tiers; or an NVMe, SAS and SATA SSD configuration; or even NVMe and two different tiers of SATA-based SSDs with different performance.

Learning to Optimize Hardware and Software

With the right software and relative sizes of different tiers, a two-tier or three-tier SSD tiered storage system can provide the blazing speed of the top tier and the less-expensive capacity of the bottom tier by keeping the most often-used data in the top tier, and migrating the less-used data to the lower tiers.

Typically, 10 to 20 percent of data is hot, which means that the top tier only needs to be 10 percent of the size of the next tier. As long as all the hot data fits in the top tier, the overall performance of the system is the same as the top tier, while the remaining 80 percent of the data is stored on a slower but cheaper bottom tier.

When it comes to storage applications, it can take some time to figure out the right balance and ratio, but applying the right type of tiered architecture can ensure that your storage is optimized for scalability and changing data processing rates.

Find the best storage solutions for your business by checking out our award-winning selection of SSDs for the enterprise.

Top 6 Best Hotels In Dhanbad

Dhanbad, The Coal City

Planning a business trip to Dhanbad anytime soon this year? There are so many luxurious hotels in Dhanbad to explore and enjoy with family and friends. Dhanbad is famous for its coal mines and hence, called the coal capital of India. The deep mines in Dhanbad have attracted many business prospects. The city is home to one of the most prestigious institutes in India, the Indian School of Mines, now IIT Dhanbad.

Best Hotels in Dhanbad

Let’s explore the best luxurious hotels in Dhanbad for your next business trip to the coal city of India.

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#1 Cocoon Luxury Business Hotel

Location: Dhanbad, Jharkhand, India.

Address: Beside Puja Talkies, Near Dhanbad Railway Station, Forest Colony, Jharkhand, India, 826001.

Star-Rating: 4-star

Price: INR 4100- INR 7300 (Approx.)

Check-in Timing: 24/7

Amenities: Minibar, Doctor on call, Laundry service, Valet parking, and Wireless internet.

Facilities: Pick up and drop service by chauffer driven car, Relaxing lounge bar, and two banquet halls.

How to Reach:

Dhanbad Railway Station- 500 meters

Bus Stand- 1km

Airport- 2.5 km

Nearby Attractions:

Shakti Mandir

Birsa Munda Park

Ozone Galleria Mall

#2 The Wedding Bells

Luxurious yet affordable, the Wedding Bells hotel and resort in Dhanbad is filled with all the modern amenities and facilities. Arabian Nights restaurant, with its desert theme, adds more to the facilities offered by the hotel. The ambiance is extraordinary, making it one of the best hotels in Dhanbad.

Location: Dhanbad, Jharkhand, India

Address: Near Asrfi Hospital, Baramuri Dhanbad, Jharkhand, India, 828105.

Star-Rating: 3-star

Check-in Timing: After 11 AM

Check-out Timing: Before 11 AM

Amenities: Air-conditioned rooms, 100% power backup, Express Laundry Service, and Complimentary breakfast

Facilities:  Doctor on call, Pick & Drop facility, Temple, and Muti-cuisine restaurant

How to Reach:

Dhanbad Raliway Station- 4.3 km

Bus Stand- 3.9 km

Nearby Attractions:

IIT Dhanbad

Birsa Munda Park

Bekar Bandh (Dam)

#3 Parklane Resort

The private Jacuzzi with well-ventilated rooms is a remarkable feature of one of the luxurious hotels in Dhanbad. The Maharaj Suite offers a world-class facility with a pool-view balcony. Guests begin the day with yoga in the calm and composed environment of the resort in the lush green gardens.

Location: Dhanbad, Jharkhand, India

Address: NH-2, Govindpur Rd, Kowabandh, Dhanbad, Jharkhand, 828109

Star-Rating: 4-star

Price: INR 5000- INR 7000 with breakfast (Approx.)

Check-in Timing: 12 PM

Check-out Timing: 11 AM

Amenities: Free internet, Air conditioner, Jacuzzi, and pay-per-movie cable connection

Facilities: Continental breakfast, pool, garden, lounge bar, and Wedding banquets

How to Reach:

Dhanbad Airport- 9.8 km

Dhanbad Railway Station- 14.4 km

Nearest Bus Stand- 12.8 km

City Centre

Shakti Mandir

Ozone Galleria Mall

#4 Seventeen Degrees

One of the top boutique hotels in Dhanbad, it combines solace and privacy in the city’s center. The hotel offers accommodation with affordable rooms and suites along with a variety of amenities. Seventeen degrees is committed to customer service providing excellent service at an affordable price.

Location: Dhanbad, Jharkhand, India

Address: Sri Ram Mall, Ashok Nagar, Dhanbad, Jharkhand, India, 828106

Star-Rating: 3-star

Price: INR 2600- INR 7500 (Approx.)

Check-in Timing: 24/7

Check-out Timing: 24/7

Amenities: LED TV, 24-hour room service, Terrace Garden, and Board Room

Facilities: Laundry facilities, Pick up and drop facility, Banquets, Bars, and Lounges.

How to Reach:

Dhanbad Airport – 7.3 km

Dhanbad Junction Railway Station- 2.6 km

Dhanbad Bus Stand- 3.8 km

Nearby Attractions:

Shri Ram Plaza

Birsa Munda Park

#5 Sonotel Hotel

The perfect combination of business and pleasure, Sonotel Hotel offers an unparalleled ambiance. It is a statement of elegance and hospitality, having shopping malls and multi-cuisine restaurants under one roof. The 400 pax banquet hall is versatile and renowned for gathering and business events.

Location: Dhanbad, Jharkhand, India

Address: Ozone Galleria, Floor 5, Saraidhela, Dhanbad, Jharkhand, 828127.

Star-Rating: 4-star

Price: INR 4500 onwards

Check-out Timing: 12 PM

Amenities: Work desk area, WiFi, LED TV, Hair Dryer, and Luxury beds.

Facilities: Malls, restaurants, Weddings banquets, and Board rooms

How to Reach:

Railway Station- 5 km

Bus Stand- 4 km

NH2- 3 km

Nearby Attractions:

Idiots Cafe

Birsa Munda

Shakti Temple

#6 Wedlock Greens Hotel and Resorts

Welcomes as a guest and not just a reservation number, Wedlock Green hotel and resort has everything from hospitality to facility. Enjoy a luxurious, complimented, lush green garden at this iconic accommodation.

Location: Dhanbad, Jharkhand, India

Address: Bhatia, Grand Trunk Rd, Kasitand, Gobindpur, Jharkhand 828109 

Star-Rating: 3-star

Price: INR 2850 onwards 

Check-in Timing: 12 PM 

Check-out Timing: 12 PM 

Amenities: WiFi, Well-ventilated rooms, Garden-view rooms, and Air-conditioner

Facilities: Palatial Wedding hall, Conference facilities, Swimming pool, and Event bookings.

How to Reach:

Dhanbad Airport- 11 km

Dhanbad Railway Station- 13 km

Bus Stand- 13 km

Nearby Attractions:

Bekar Bandh

Shakti Temple

Barmasia Park

Final Thoughts

The Hotels in Dhanbad will provide various services to their guests with the necessary amenities required. It’s worth it to visit Dhanbad.

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