teleren/devto huggingface dataset:
crystalpakistan
Published: 2024-02-15 07:00:50


![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/m5al6lb9lyp3jo7ba8aq.jpg)
The crystalpakistan.com is the Pakistan’s one of the best property portals which helps you to make your dealings with 
real estate pleasurable experience.

**[Crystal Pakistan](https://crystalpakistan.com/)** is a strategy used by businesses to generate and nurture potential customers or leads. 
In the real estate industry, it involves identifying individuals who are interested in buying, selling, renting
 or investing in properties.

Sale and Purchase Property.
Crystal Pakistan, your go-to destination for all your real estate needs in Pakistan. We are dedicated to providing you 
with crystal clear solutions for all your buying, selling, renting, and investing needs.

Crystal Pakistan, your go-to destination for all your real estate needs in Pakistan. We are dedicated to providing you 
with crystal clear solutions for all your [buying, selling,](https://crystalpakistan.com/) renting, and investing needs.

**Vision**
Our vision at Crystal Pakistan is to be the leading real estate platform in Pakistan, renowned for our exceptional service,
unrivaled expertise, and commitment to transparency. We strive to empower individuals and businesses to make informed 
real estate decisions by offering comprehensive resources and personalized support.

**[Mission](https://crystalpakistan.com/)**
At Crystal Pakistan, our mission is to redefine the real estate experience by leveraging cutting-edge technology and 
the expertise of our skilled professionals. We aim to simplify the process of buying, selling, renting, and investing 
in properties, making it convenient and hassle-free for our clients.

Lead marketing offers a multitude of benefits for businesses looking to generate more leads and boost their sales. 

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cater to the needs and preferences of a particular group, businesses can attract high-quality leads who are more 
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Secondly, Crystal Pakistan helps companies build brand awareness by increasing their visibility in front of potential 
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Thirdly, Crystal Pakistan provides measurable results that allow businesses to track their ROI easily. By monitoring 
metrics such as click-through rates, conversion rates and cost per acquisition, companies can optimize their 
campaigns over time for maximum success.
Plots Avails (5 Marla, 10 Marla, 1 Canal)

Contact us   **[https://crystalpakistan.com/](https://crystalpakistan.com/)**

Contact Us  +923257997711
Learn When to Use Which CSS Property
Tags: webdev, beginners, programming, css
Published: 2024-02-15 06:48:12

I am Sure This will help you out!

Understanding CSS properties and knowing when to use them can significantly improve the design and layout of your web pages. With so many CSS properties available, it's important to know which ones are best suited for different situations. This guide will help you learn when to use each CSS property, making it easier to create visually appealing and well-structured web pages.

[Link](
https://codemagnet.in/2024/02/15/learn-when-to-use-which-css-property/)
How to create a React Application with Webpack - JavaScript Version
Published: 2024-02-15 06:41:11

In this article, let's create a React template project, it involves ReactJS, Webpack.

https://github.com/markliu2013/react-template-js

**Create a folder and initialize NPM**

```
npm init -y
```

**Install React**

```
npm i react react-dom
```

**Install Webpack**

```
npm i -D webpack webpack-cli webpack-dev-server html-webpack-plugin
```

**Create src folder and index.html, App.jsx, index.js**

**Install babel-loader**
```
npm i -D @babel/core @babel/preset-env @babel/preset-react babel-loader
```

**Create file babel.config.json**

```javascript
{
  "presets": [
    "@babel/preset-env",
    [
      "@babel/preset-react",
      {
        "runtime": "automatic"
      }
    ]
  ]
}
```

**Create file webpack.config.js**

```javascript
const path = require('path');
const HtmlWebpackPlugin = require('html-webpack-plugin');

module.exports = {
    entry: './src/index.js',
    output: {
        path: path.resolve(__dirname, 'dist'),
        filename: 'main.js' // the name of the bundle
    },
    // import App from './App';
    resolve: {
        modules: [__dirname, 'src', 'node_modules'],
        extensions: ['*', '.js', '.jsx']
    },
    plugins: [
        new HtmlWebpackPlugin({
            template: 'src/index.html' // to import index.html file inside index.js
        })
    ],
    devServer: {
        port: 3036 // you can change the port
    },
    module: {
        rules: [
            {
                test: /\.(js)x?$/,
                exclude: /node_modules/,
                use: {
                    loader: 'babel-loader',
                }
            }
        ]
    }
};
```
Stepping into the World of Machine Learning
Tags: machinelearning, mlh
Published: 2024-02-15 06:27:48

Stepping into the World of Machine Learning: An ML 101
Imagine a world where computers not only follow instructions, but also learn from data and make their own predictions. This is the fascinating realm of Machine Learning (ML), a subfield of Artificial Intelligence that's revolutionizing various aspects of our lives.
Think of ML as training a computer to recognize patterns and make informed decisions. Imagine showing thousands of pictures of cats to a computer and asking it to identify cats in new pictures. This process, called training, involves feeding the computer massive amounts of data ("examples") to learn the underlying relationships between features (like fur texture, ears, etc.) and the desired outcome (being a cat).

Two Main Types of ML:

Supervised Learning: Here, the data comes with clear labels. Imagine showing the computer images labeled "cat" and "not cat". This helps it learn the rules to classify new images.
Unsupervised Learning: The data lacks labels. The computer identifies hidden patterns and structures within the data itself. Imagine analyzing customer purchase history to group customers with similar buying habits.

Applications of ML:

Recommendation systems: Suggesting products you might like based on your past purchases.
Fraud detection: Identifying suspicious transactions in real-time.
Medical diagnosis: Assisting doctors in analyzing medical images and suggesting potential diagnoses.
Natural Language Processing (NLP): Chatbots, voice assistants, and machine translation.
Image recognition: Self-driving cars, facial recognition, and image search.
Top Picks: JSON BAY's Ultimate Collection of Free Online Web Tools
Published: 2024-02-15 06:07:51

[JSON BAY](https://www.jsonbay.com/)
https://www.jsonbay.com/
In the fast-paced world of web development and digital data management, efficiency and accuracy are paramount. Our comprehensive suite of online tools is designed to streamline your workflow, enhance productivity, and ensure data integrity. From JSON formatting and parsing to advanced code encryption and SEO optimization utilities, we provide a one-stop solution for developers, data analysts, and webmasters.

**1. JSON Suite: Formatting, Parsing, Validating, and Converting**
Our JSON tools are essential for anyone working with web APIs and data interchange. The JSON Formatter beautifies your JSON strings for better readability, while the JSON Parser helps in interpreting data structure quickly. The JSON Validator ensures your data is error-free, and our JSON Converter tools, including Excel to JSON and JSON to Excel, facilitate seamless data conversion.

**2. Code Optimization: Formatter and Minifier Tools**
Clean, efficient code is crucial for faster website loading times and better performance. Our suite includes formatters for HTML, CSS, JavaScript, PHP, Java, and Python, making your code easier to read and maintain. The CSS Minifier and JavaScript Minify tools reduce file size, improving site speed and user experience.

**3. Data and Code Encryption**
In today’s digital age, data security cannot be overstated. Our Code Encryption and Data Encryption tools provide robust security measures to protect sensitive information and source code from unauthorized access.

**4. Webmaster and SEO Optimization Utilities**
For webmasters and SEO professionals, our tools like the SEO Optimization Tools and Web Debugging utilities help in identifying and fixing website issues, improving search engine rankings, and enhancing overall website performance.

**5. Utility Tools for Every Need**
Beyond specific development tasks, our platform offers Regex Tester for complex pattern matching, Online Calculators for quick computations, and various Text Manipulation tools to streamline editing tasks.

**Conclusion:**
Our online tools suite is crafted to address the diverse needs of the digital world, offering precision, efficiency, and security. Whether you're optimizing code, handling data, or improving your website's SEO, our tools provide the reliability and performance you need to excel in your projects.

**Call to Action:**
Explore our comprehensive range of web development utilities and take your projects to the next level. Efficiency, accuracy, and security are just a click away.
Elevating Living Standards with CRC Joyous: 3 BHK Apartments
Tags: crcjoyous3bhkapartments, godrejgolflinks4bhkapartments, gaurtheislands4bhk
Published: 2024-02-15 05:55:57

In the dynamic world of real estate, finding a harmonious balance between comfort, luxury, and convenience can be a daunting endeavor. However, CRC Joyous emerges as a beacon of excellence, offering an unmatched living experience with its exquisite 3 BHK apartments. Nestled amidst tranquil surroundings and meticulously designed, these residences redefine contemporary living.

## Crafted for Comfort: CRC Joyous 3 BHK Apartments

At **[CRC Joyous 3 BHK apartments](https://realtyassistant.in/property/crc-joyous-noida-extension-greater-noida-west)** is meticulously crafted with precision and care. Contemporary architecture, premium finishes, and state-of-the-art amenities are seamlessly integrated to ensure residents experience the epitome of comfort and sophistication.

## Setting the Standard: Comparing CRC Joyous with Godrej Golf Links 4 BHK Apartments and Gaur The Islands 4 BHK Residences

Compared to competitors like **[Godrej Golf Links 4 BHK apartments](https://realtyassistant.in/property/godrej-golf-links-villas-greater-noida)** or **[Gaur The Islands 4 BHK](https://realtyassistant.in/property/gaur-the-islands-pari-chowk-greater-noida)** residences, CRC Joyous stands out for its commitment to quality, affordability, and community living. Thoughtfully designed floor plans cater to the diverse needs of families, professionals, and individuals, making it an ideal choice for discerning buyers.

## Beyond the Apartments: Amenities and Location

Beyond the confines of the apartments, CRC Joyous offers a plethora of amenities aimed at enhancing the overall quality of life. From lush green spaces and recreational facilities to 24/7 security and ample parking, every aspect is designed to elevate residents' living standards. Additionally, its strategic location provides easy access to schools, hospitals, shopping centers, and entertainment hubs, ensuring utmost convenience for residents.

## Conclusion: Redefining Luxury Living

In conclusion, CRC Joyous sets a new benchmark in luxury living with its meticulously designed 3 BHK apartments. With its focus on quality, comfort, and community, it promises to elevate residents' living standards, making it a coveted destination in the realm of real estate.
KetoXplode: Starke Mischung aus Kurkuma und Forskolin zur Gewichtsreduktion?
Tags: ketoxplode, weightloss
Published: 2024-02-15 05:48:30

Die potenziellen Vorteile von KetoXplode
Es gibt ein paar wahrscheinliche Vorteile im Zusammenhang mit [KetoXplode](
https://www.ketoxplodediet.com), die laut den begleitenden sind:

Kann Gewichtsabnahme vorantreiben
Kann in beklagten Bezirken Fett konsumieren
Kann schnell Ketose provozieren
Kann den Verzehr von Fett zur Energiegewinnung anregen
Kann zu besserem geistigem Wohlstand führen
Kann helfen, die Erholung vom Training zu verbessern
Kann die Hilfe von Fit Mass in Betracht ziehen
Wie es sich von selbst versteht, gibt es ein paar positive Eigenschaften, die mit dieser Sache verbunden sind. Die Erkrankung könnte es den Kunden klarer machen, ihre Gewichtsreduktionsziele zu erreichen, damit sie mit ihrer Figur vollkommen zufrieden sein können. Darüber hinaus führt dieser, im Gegensatz zu verschiedenen zugänglichen Dingen, zu positiven Ergebnissen und auch zu keinen antagonistischen zufälligen Auswirkungen.


KetoXplode Framework
In der Regel müssen Personen, die davon begeistert sind, ihrem Lebensstil eine qualitativ hochwertige Gewichtsabnahme hinzuzufügen, die hervorragend funktionieren könnte, um die richtigen Ergebnisse zu erzielen, KetoXplode Unbestreitbare Energieketone in ihren Lebensstil aufnehmen. Um sich weiter mit dieser Sache zu befassen und eine Aufforderung zu platzieren, besuchen Sie einfach noch heute die Website der Marke.


[https://www.ketoxplodediet.com
](https://www.ketoxplodediet.com
)
[https://www.pinterest.de/ketoxplodediet
](https://www.pinterest.de/ketoxplodediet
)
[https://www.facebook.com/KetoXplodediet
](https://www.facebook.com/KetoXplodediet
)
[https://www.instagram.com/ketoxplodediet
](https://www.instagram.com/ketoxplodediet
)
Silent diesel generator for home
Tags: generator, silentdieselgenerator, silentgenset, minisilentgenerator
Published: 2024-02-15 05:45:35

Pinnacle **Silent Diesel Generator** offers excellent performance. With a high power output, this generator can easily support essential appliances and electronics in your home during a power outage. Whether it's keeping your lights on, running your refrigerator, or powering your heating and cooling systems, the Pinnacle generator has you covered.

Safety is another important factor to consider when choosing a generator for your home. The Pinnacle [Silent Diesel Generator for home](https://pinnaclegenerators.com/product-category/silent-generators/) is equipped with safety features to protect both the generator and your home. Automatic voltage regulation and overload protection help prevent damage to the generator and ensure a stable power supply to your appliances.

Maintenance is also a key consideration when investing in a generator. The Pinnacle Silent Diesel Generator is designed for easy maintenance, with accessible components that make servicing and upkeep simple. Regular maintenance ensures the longevity and optimal performance of the generator, giving you peace of mind knowing that your backup power source is always ready when you need it.

In conclusion, the Pinnacle Silent Diesel Generator is an excellent choice for homeowners looking for a reliable and efficient backup power solution. With its silent operation, fuel efficiency, reliability, performance, safety features, and ease of maintenance, this generator ticks all the boxes for a top-quality home generator. Investing in a Pinnacle generator ensures that you can weather any power outage with confidence, knowing that your essential appliances and electronics are powered and protected.
RuntDeale DevLog : ...1?
Tags: gamedev, devlog, watercooler, rust
Published: 2024-02-15 05:40:02

While there have been previous posts pertaining to RuntDeale, I'm just going to ignore those and call this the first official RuntDeale devlog.

Today, I was able to use composition to improve my `WorldQuery`-types, changing duplicate `struct`-definitions into beautiful multilayered component cakes.
<small><code>[(See the differences on GitHub.)](https://github.com/CalinZBaenen/RuntDeale/commit/22a9ae49cc5411ab28bb41e538797b759eec5608#diff-f0c63cae3ed0328ebbe14ac22d86b43bc8a40146944b03c8326681e4f3802443L33)</code></small>

Here are some screenshots ov the game so far:
![A picture of the player walking away from a debug player-sprite.](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/cc0ozugnw0fugd6nahn2.png)
![A close-up picture of one of the WorldQuery types.](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/iwbabdu6wx5bw5svyjxk.png)
![A long-distance shot of all the difference WorldQuery types.](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/fayh8awrl2819azqcyoa.png)
How to Customize the Grouping Bar in Angular Pivot Table
Tags: webdev, angular
Published: 2024-02-15 05:39:40

Learn how easily you can add, remove, filter, and sort members in the Syncfusion Angular Pivot Table Component. In this video, I will show you how to add, remove, filter, and sort members using the grouping bar UI in the Syncfusion Angular Pivot Table component. You will see, how to rearrange the fields between axes and modify the aggregation type. You will also see, how to enable the fields panel and customize the grouping bars. 

The Syncfusion Pivot Table is a powerful tool for organizing, summarizing, and visualizing business data sets in a cross-tabular format. A pivot table is a data processing tool for analyzing and summarizing data in a spreadsheet-like format. It allows users to arrange and rearrange data, perform calculations, and display results in a tabular format. Syncfusion provides a comprehensive Angular Pivot Table component that enables developers to integrate the powerful pivot table functionality into their Angular applications. 

This component allows users to drag-and-drop fields to build pivot tables dynamically. It supports various aggregation options to perform calculations on data and grouping of data and displaying subtotals for better organization. Users can filter and sort data based on specific criteria. It provides the ability to drill down into detailed data and drill up to view summary data. Supports various data sources, including JSON, remote, and data from different services. You can easily include it using Angular CLI or other Angular module-loading systems in your Angular projects. 

**Tutorial video:** https://www.syncfusion.com/tutorial-videos

**Download the example from GitHub:** https://github.com/SyncfusionExamples/customizing-the-grouping-bar-in-the-angular-pivot-table-component

{% youtube wMGYAC5inlc %}
Asian Paint Dealership apply
Tags: beginners
Published: 2024-02-15 05:35:06


Becoming an Asian **Paints distributor **is a lucrative venture, offering unparalleled advantages in the world of paint distribution. **[[Asian Paints Dealership apply](https://www.paintsdistributorships.com/)**]stands out as one of the best manufacturers and suppliers in the industry, renowned for its commitment to quality, innovation, and a diverse range of products. As a distributor, aligning with such a reputable brand provides a solid foundation for a successful business.

Asian Paints Dealership offers a wide array of benefits, starting with access to a comprehensive product portfolio that caters to diverse customer needs. From interior to exterior paints, coatings, and specialty finishes, Asian Paints ensures a diverse and high-quality range, giving distributors a competitive edge in the market. The brand's commitment to research and development ensures that distributors are equipped with cutting-edge products that meet industry standards.

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/9nokix1699hh416k7drc.jpg)

Moreover, Asian Paints provides extensive support to its distributors, including marketing assistance, training programs, and continuous updates on industry trends. This collaborative approach fosters a mutually beneficial relationship, enabling distributors to thrive in a dynamic market. Overall, securing an Asian Paints dealership not only establishes a reliable revenue stream but also positions distributors as key players in the vibrant and growing paint industry.
Using LLM, Postgres VectorDB, and OpenAI to Perform Semantic Search on PDF Documents
Tags: langchain, postgres, vectordatabase, llm
Published: 2024-02-15 05:30:37

### Objective
The goal of this project is to build a prototype app that can perform similarity search on PDF documents using VectorSearch (Postgres). The app will use the Langchain llm framework and OpenAI to extract and compare semantic vectors from the PDFs.

### TechStack
1. Postgres with VectorSearch (Run in docker)
2. OpenAI (Create/Must have OpenAI key) : https://openai.com/
3. Langchain LLM
4. Python

Source: [https://github.com/rajeshkumarbehura/pdf-reader-search](https://github.com/rajeshkumarbehura/pdf-reader-search)

### Keywords to learn
langchain framework, embeedding, vectorsearch or vector database, PVector, Document Loader

### Explanation

PDF is a common format for documents in organizations, and it is fascinating to test llm semantic search on PDFs.

We used the book "Teach yourself Java in 21 days" for our testing.

This app is a test case for extracting and embedding PDF content and storing it in a database. We use Postgres as the vector database and DBeaver as the database viewer. The PVector framework handles the data design and embedding process.

Understand Steps -
1. Extracted the PDF content and split it into a list of documents.
2. Created a database connection string and used it for PGVector (framework class) to handle the creation of embeddings and push them into the database. If the table did not exist, it created it automatically.
3. Loaded the documents and their embeddings into the database.
4. Used Dbeaver tool to view the data and tables.(https://dbeaver.io/)

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/rbyqrt3bnoqe0oop448p.png) 

5. Wrote question for testing as 
` ask_question(query="What is Incrementing and Decrementing ?")`

Note : For more search options, check out the langchain documentation on different methods such as 
`similarity_search`
`search`
`similarity_search_with_score`
Do more experiments on this functions and get better understanding.

### Execution 
```
1. Run postgess.yml using docker-compose command.
2. Update openai_key in Reader.py file
3. Run main function either to extract pdf file or search query.
```


### Reference
https://www.youtube.com/watch?v=zxo3T4aQj6Q&t=1224s
https://github.com/pgvector/pgvector 
https://python.langchain.com/docs/integrations/vectorstores/pgvector
https://python.langchain.com/docs/modules/data_connection/document_loaders/pdf
https://python.langchain.com/docs/integrations/vectorstores/pgembedding