teleren/devto huggingface dataset:
NetworkX versus Apache Age: Contrasting Two Python Libraries for Graph Analysis
Published: 2023-11-27 14:55:27

Introduction:
The significance of graph analysis has grown across various domains, encompassing social network analysis, machine learning, and big data analytics. When it comes to delving into graph data, two notable open-source libraries are NetworkX and Apache Age. This blog post aims to unravel the distinctions between these two libraries, aiding readers in determining which one aligns better with their specific analytical requirements.

Section 1: Unveiling NetworkX
This segment provides an introduction to NetworkX, elucidating its features, use cases, and constraints in accessible terms. Core attributes such as graph creation, manipulation, network structure analysis, and visualization are explored. Limitations, such as dependence on available memory on a single machine and a single-threaded nature, are also discussed.

Section 2: Introducing Apache Age
This section acquaints readers with Apache Age, delving into its features, use cases, and limitations. Emphasis is placed on its role as a distributed graph database and computation engine, support for a graph query language, and proficiency in handling large-scale graphs. Limitations, such as its status as a relatively recent library with a smaller user base, are duly acknowledged.

Section 3: Contrasts between NetworkX and Apache Age
This portion undertakes a comparative analysis of NetworkX and Apache Age, delineating disparities in features, use cases, and limitations. Technical variances, such as graph storage and processing methodologies, scalability, and query language support, are expounded upon. Distinctions in their intended use cases emerge, with NetworkX serving as a versatile library and Apache Age tailored for large-scale graph analysis within relational databases.

Section 4: Choosing the Right Library
Offering guidance on library selection based on specific use cases, this section navigates through scenarios favoring NetworkX, particularly in small to medium-sized graph analysis, and scenarios where Apache Age shines, particularly in large-scale graph analysis or relational database environments.

Conclusion:
In summary, NetworkX and Apache Age emerge as valuable tools for graph data analysis, each possessing unique strengths and limitations. A nuanced understanding of their disparities empowers users to make informed decisions aligned with their specific analytical needs. Whether dealing with small or large-scale graphs or navigating intricate graph queries, a suitable library awaits to facilitate the achievement of analytical goals.

Explore Apache Age at Apache Age
Access the GitHub repository at GitHub - Apache Age
Utilizing Apache AGE and PostgreSQL in a Practical Application: An In-depth Examination
Published: 2023-11-27 14:51:45

Introduction:
This case study delves into the utilization of Apache AGE and PostgreSQL by a prominent e-commerce entity to analyze extensive data generated by their online platform. The primary objective was to enhance user experience, optimize pricing strategies, and pinpoint potential avenues for growth. The study provides insights into how Apache AGE and PostgreSQL effectively addressed these challenges, offering a detailed examination of the implementation process and the successful outcomes achieved.

Background:
Confronted with the common challenge of efficiently analyzing substantial data streams from their online platform, the e-commerce company sought a solution. This data encompassed user activity, transactional records, and other sources critical for enhancing user experience, refining pricing strategies, and identifying growth opportunities.

Challenges:
The e-commerce company encountered multiple hurdles during the analysis of their vast data reservoir. Conventional SQL databases lacked support for intricate graph queries, and the process of transferring data between different databases proved time-consuming and expensive. Managing multiple data storage systems became increasingly complex as the volume of data grew rapidly.

Solution:
To address these challenges, the company initiated the migration of their data to PostgreSQL using built-in import tools. Subsequently, Apache AGE was employed to execute complex graph queries directly on the stored data. This approach empowered the company to extract valuable insights into user behavior, transaction patterns, and other crucial aspects. Apache AGE's capabilities in supporting path queries, pattern matching, and subgraph queries allowed for a more granular analysis of data, unveiling growth opportunities. Leveraging Spark's distributed computing capabilities, the extension efficiently handled the large datasets generated by the company's platform.

Outcome:
The adoption of Apache AGE and PostgreSQL proved instrumental for the e-commerce company, providing new perspectives on their data. The implementation resulted in improved pricing strategies, enhanced user experience, and the identification of growth opportunities. The solution demonstrated cost-effectiveness and scalability, enabling the company to manage their data more efficiently and maintain competitiveness in a dynamically evolving industry.

For more information on Apache AGE, visit: https://age.apache.org/
GitHub Repository: https://github.com/apache/age
Git commands that every coder should know
Tags: git, coding, tutorial, programming
Published: 2023-11-27 14:51:43

**Git commands that are really common and everyone should know:**
git init
git clone <repository_url>
git add <file(s)>
git commit -m "Your commit message"
git status
git pull
git push origin <branch_name>
git checkout <branch_name>
git merge <branch_name>
git log
git fetch
git diff
git revert <commit_hash>
git reset <commit_hash>
git rm <file(s)>
Wordpress Wordcamp sponsors
Published: 2023-11-27 14:37:24

It's always a pleasure to promote #progress, #development and #innovation, and we very gratefully receive the #acknowledgement of WordPress. 

More to come next year!
![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/kv2we2goxgs9d0epj4y5.jpg)
DAY5: Python day 8
Published: 2023-11-27 14:29:07

- functions with inputs
- parameter: placeholder for data, argument: actual piece of data
- positional arguments (1,2,3)
- keyword arguments (a=1, c=3, b=2)

**End of the lesson project: Ceaser cipher**
```
alphabet = ['a', 'b', 'c', 'd', 'e', 'f', 'g', 'h', 'i', 'j', 'k', 'l', 'm', 'n', 'o', 'p', 'q', 'r', 's', 't', 'u', 'v', 'w', 'x', 'y', 'z', 'a', 'b', 'c', 'd', 'e', 'f', 'g', 'h', 'i', 'j', 'k', 'l', 'm', 'n', 'o', 'p', 'q', 'r', 's', 't', 'u', 'v', 'w', 'x', 'y', 'z']

def caesar(start_text, shift_amount, cipher_direction):
  end_text = ""
  if cipher_direction == "decode":
    shift_amount *= -1
  for char in start_text:
   if char in alphabet:
    #TODO-3: What happens if the user enters a number/symbol/space?
    #Can you fix the code to keep the number/symbol/space when the text is encoded/decoded?
    #e.g. start_text = "meet me at 3"
    #end_text = "•••• •• •• 3"
    position = alphabet.index(char)
    new_position = position + shift_amount
    end_text += alphabet[new_position]
   else: 
      end_text += char 
     
  print(f"Here's the {cipher_direction}d result: {end_text}")

#TODO-1: Import and print the logo from art.py when the program starts.
import art
print(art.logo)

#TODO-4: Can you figure out a way to ask the user if they want to restart the cipher program?
#e.g. Type 'yes' if you want to go again. Otherwise type 'no'.
#If they type 'yes' then ask them for the direction/text/shift again and call the caesar() function again?
#Hint: Try creating a while loop that continues to execute the program if the user types 'yes'. 
run = True
while run == True: 
  direction = input("Type 'encode' to encrypt, type 'decode' to decrypt:\n")
  text = input("Type your message:\n").lower()
  shift = int(input("Type the shift number:\n"))
  

#TODO-2: What if the user enters a shift that is greater than the number of letters in the alphabet?
#Try running the program and entering a shift number of 45.
#Add some code so that the program continues to work even if the user enters a shift number greater than 26. 
#Hint: Think about how you can use the modulus (%).

  caesar(start_text=text, shift_amount=shift%26, cipher_direction=direction)
  restart = input("Type 'yes' if you want to go again. Otherwise type 'no'.")
  if restart == "yes":
    run = True 
  elif restart == "no":
    run = False
    print("Goodbye.")
```
🚀 Inbound Marketing for Developers: More Than Just Code
Published: 2023-11-27 14:24:50


![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/zsfzwxe88gqgb6d3q1ar.png)
Hey Dev.to Community! Today, let's step outside our usual realm of code and frameworks to explore a concept that’s equally crucial in the tech world: Inbound Marketing. Whether you’re developing apps, websites, or SaaS products, understanding inbound marketing can be a game-changer for your projects.

👩‍💻 Why Should Developers Care About Inbound Marketing?

As developers, our work often centers around building functional and efficient products. But how do we ensure these products reach the right audience and solve the right problems? This is where inbound marketing comes into play - it’s about attracting the right users through valuable content and interactions, and ensuring our products aren't just well-built, but also well-received and widely used.

🔍 Dive Into the World of Inbound Marketing

In my latest article, I delve into the nuts and bolts of inbound marketing. We’ll explore how it’s not just a marketing strategy but a comprehensive approach to creating user-centric products and services that resonate with your audience. Understanding this can help you make more informed decisions in your development process, aligning your technical skills with market needs.

📖 Read More About Inbound Marketing

Get the full scoop on inbound marketing and how it can amplify your development work:

Read the full article here: [What is Inbound Marketing?](https://thedigitalbloom.com/learn/what-is-inbound-marketing/)
Demystifying 'const' in For Loops: Traditional vs. for...of
Tags: javascript, learning
Published: 2023-11-27 14:20:00

![Demystifying 'const' in For Loops: Traditional vs. for...of](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/ioggal6p325nyz1cbdm6.png)In JavaScript, the use of 'const' in for loops can be a source of confusion. Let's explore why 'const i' throws an error in a traditional for loop but works seamlessly in a for...of loop.

## Traditional For Loop:

In a traditional for loop, declaring a loop variable with 'const' creates a constant that cannot be reassigned. Since the nature of the loop involves incrementing the loop variable ('i'), attempting to modify it with 'i++' violates the 'const' rule, resulting in an error: `Uncaught TypeError: Assignment to constant variable.`

## For...of Loop:

In a for...of loop, the story unfolds differently. Here, 'const' is used to create a new constant variable ('element') for each iteration. It holds the current element's value and is valid because we're not attempting to reassign 'element.' The 'const' ensures that 'element' retains its value throughout the loop without allowing reassignments.

## Why Does This Matter?

- **Predictable Code:** Using 'const' in for...of loops ensures that the loop variable won't be accidentally modified within the loop, making the code predictable and easy to understand.

- **Traditional Loops:** In traditional for loops, 'let' or 'var' is required when a mutable loop variable is needed, allowing reassignment throughout the loop iterations.

Understanding the subtleties of 'const' in different loop contexts empowers us to write cleaner, error-free, and more maintainable JavaScript code.
How To Get Money Back From Crypto Scammers: Hire iBolt Cyber Hacker Mastermind
Tags: webdev, javascript, programming, beginners
Published: 2023-11-27 14:17:38

iBolt Cyber Hacker possesses a wealth of knowledge and expertise in the field of cybersecurity and cryptocurrency. Their understanding of blockchain technology and the intricacies of Bitcoin transactions is impressive. They guided me throughout the entire recovery process, ensuring that no stone was left unturned. Their experience in dealing with cryptocurrency-related crimes instilled confidence in me, knowing that I had a competent professional by my side.
Effortlessly Managing API Keys and Secrets in your android app using the secrets Gradle Plugin
Published: 2023-11-27 14:08:56


## Introduction
Hello guys 👋👋, welcome back to another article, in our previous article we discussed
[how to navigate the obstacles of Navigation Compose](https://medium.com/stackademic/this-trick-will-save-you-time-when-dealing-with-the-problems-of-navigation-compose-in-jetpack-4a63ea505c0a).
In this article, we'll learn how to effortlessly manage our API Keys and secrets in our android project using 
the secrets Gradle Plugin


Normally when working in our android projects we find ourselves consuming different kinds of APIs which 
probably need API Keys to be accessed. Normally we'd want to exclude these API Keys from our version control
for security purpose, so what we do is include the given API Key in our local.properties file generated
by Android Studio which is by default excluded from version control. However, reading from this file in 
our project sometimes involves some boilerplate code in our build scripts. Some of the boilerplate would 
look something like this 

```angular2html
// Read API_KEY for build file 
val API_KEY: String = gradleLocalProperties(rootDir).getProperty("API_KEY")

// Include it as a build field in your build variants
...

```

So to deal with this issue the Google team came up with a plugin called the [Secrets Gradle Plugin](https://github.com/google/secrets-gradle-plugin) 
that abstracts that build logic for us and does everything for us behind the scenes. The need for this plugin 
arose when they noticed developers need to hide their Maps API Keys when working with Google Maps in their 
android projects 

Using the secrets plugins is simple... Just add the plugin to your project and apply it to your app module then 
it will read from your local.properties file. The read variables will be included in your generated BuildConfig class at
compile time. For more information on customization check our their [README.md](https://github.com/google/secrets-gradle-plugin)


Thank you for reading and I hope you learnt something new until next time .....Bye.
Great Article for Baby Steps
Tags: productivity
Published: 2023-11-27 14:08:43

1. https://www.resolve.blog/articles/inversion#inversion-the-art-of-doing-the-opposite

This approach goes against our nature of focusing largely on the goal and not so much on what **needs to be avoided**. It digs into our critical thinking and creativity, by imagining what would happen before it actually does.
Extending generators with a toArray method.
Published: 2023-11-27 14:06:36

Generators miss a **toArray** method.

Here is an implementation:

```js

Object.defineProperty(
 Object.getPrototypeOf(function* () {}).prototype,
 "toArray",
 {
   value: function () { return Array.from(this) }
 }
);

```

Here a use case :


```js


Object.defineProperty(
 Object.getPrototypeOf(function* () {}).prototype,
 "toArray",
 {
   value: function () { return Array.from(this) }
 }
);

function* range (start , end ) {
  while (start <= end) {
    yield start++
  }
}

let r10to20 = range(10, 20).toArray()

console.log(r10to20)  // [ 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20 ]

```

You can play with the demo here  [DEMO](https://flems.io/#0=N4IgZglgNgpgziAXAbVAOwIYFsZJAOgAsAXLKEAGhAGMB7NYmBvEAXwvW10QICsEqdBk2J4AOmgkB5AEa8Y1YvgAmMSGhgAFAE60ADjG3EAngAoJAAlnzF+AOYxiO2sRfGDUsKbABXNIoh6ACoLUwBKC2BWMPw9XVcTAwpLMRBXAEFtbQxjVOS0SMsLCwA3DCgfGEQLX39iQILwyIttRx9tAszs43wwXSxTYkIIOAjWS3G0MIBuCQlagOCWjDQHULhiDCMLCgsmZQsI4CKAd2HYdc3tgB4AXj20ZSOi4uMIGCgDja3iAGpfoqTSYSWDEFoARgADK4AEyQiz3bKrGCmKG7OExDJZHLhOb+ehwWiwfBQWh2UzaKGwyERCwAejpFmQFjRLPBu3BMI5AGYOQAWDkAVg5ADYOQB2DkADg5AE50fCALp4lWSNWUEBwD4KeoEvAwwWISEAWkhRrYHBAmBweHw1DgAho9EYzB4bEVrCAA)
🗺Cara Mudah Buat Sitemap di Next.js 13 dengan next-sitemap
Tags: nextjs, sitemap, tutorial, indonesia
Published: 2023-11-27 14:05:00

Halo teman-teman dev, lagi bingung buat sitemap di next.js ya? selamat karena telah menemukan web yang tepat.

Sitemap merupakan file yang berisi struktur halaman-halaman yang ada di sebuah situs web. File sitemap biasanya ditulis dalam format XML dan digunakan untuk memberikan informasi kepada mesin pencari tentang struktur dan hierarki sebuah situs web.

Tujuan utama dari sitemap adalah membantu mesin pencari (seperti Google, Bing, atau Yahoo) untuk mengindeks situs web dengan lebih efisien, terutama untuk pengoptimalan mesin pencari (SEO).

Dengan menggunakan sitemap, mesin pencari dapat lebih mudah menemukan dan memahami halaman-halaman yang ada di situs, termasuk halaman-halaman yang mungkin sulit dijangkau oleh proses pengindeksan biasa.

Di artikel ini, saya akan sharing cara membuat sitemap pada project Next.js, bahan yang diperlukan sebagai berikut:

- Project Next.js
- Library Next-sitemap

Disini saya tidak akan menjelaskan bagaimana setup project Next.js dan saya anggap teman-teman sudah mempunyai project Next.js. Oke, kalau begitu kita ke TKP.

### Install Library Next-sitemap

Langkah pertama adalah install library Next-sitemap, dengan library ini, kita dapat dengan mudah men generate sitemap ke project Next.js ketika proses Build.

Library ini bisa diinstall menggunakan package manager npm, yarn atau pnpm:

```
npm i next-sitemap
```

```
yarn add next-sitemap
```

```
pnpm add next-sitemap
```

### Buat File Next Sitemap

Buat file konfigurasi next-sitemap di direktori root project Next.js dengan nama `**next-sitemap.config.js**`

Setelah itu, isi file dengan baris kode berikut ini:

```
/** @type {import('next-sitemap').IConfig} */
module.exports = {
    siteUrl: "https://www.ferryops.dev",
    generateRobotsTxt: true, // (optional)
    // ...other options
  };
```

Ganti value siteUrl dengan url project Anda dan pada value lainnya biarkan default.

### Konfigurasi Script package.json

Selanjutnya kita konfigurasi script **package.json**, agar ketika proses build project, file konfigurasi sitemap juga ikut dijalankan secara otomatis.

Tambahkan baris postbuild dibawah baris build, seperti contoh dibawah ini:

```
"build": "next build",
"postbuild": "next-sitemap --config next-sitemap.config.js",
```

Selesai, ketika project di build, misal dengan perintah

```
npm run build
```

Sitemap juga akan tergenerate secara otomatis dan akan terus terupdate ketika project di build ulang.

File sitemap bisa dilihat di direktori public.

Sekian tutorial singkat Cara Buat Sitemap di Next.js 13 dengan next-sitemap, semoga bermanfaat. Jangan lupa tinggalkan jejak.

### Lampiran


![Hasil Build Sitemap di Next.js dengan Next-sitemap](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/4wnhyji8b8h994ajxi88.png)
Opensource Technical Writing
Tags: interview, guest, writing, techtalks
Published: 2023-11-27 14:00:53

📌 How to Contribute to OpenSource as a Technical Writer

{% youtube https://www.youtube.com/watch?v=OxR_Ekfz_gc&t=8s %}

## Youtube Discussion Points ✍🏻

-  How much Tech Knowledge you need as a Tech writer
-  Portfolio required as a Tech writer
-  How to get a Job as a Tech writer 
-  Programs for Tech writers
-  Salary Expectation as a Tech Writer 
-  What does the day look like as a Tech writer

[Watch Complete Series](https://www.youtube.com/@devgancode)
All about router guards in react js
Tags: webdev, react, beginners, programming
Published: 2023-11-27 14:00:12

**What is router guard**
In React applications, a router guard is a mechanism for controlling navigation based on certain conditions or requirements. The goal is to prevent or allow navigation to specific routes based on certain criteria. This is often used to implement features such as 
1-authentication checks, 
2-form submission confirmation,
3-preventing users from navigating away with unsaved changes.

**How to implement**
 react-router-dom library is commonly used for handling routing. The Route component from react-router-dom allows you to render different components based on the current URL. A router guard can be implemented by using the  useNavigate hook.

**Use case**
Here is a small usecase example for implementing router guards . whenever user is filling a form , and user did not submit it and click cancel then user can not redirect directly to previous route.
IN this case a conformation modal will show and ask the user wheather you want to leave the page or continue 
 

```
// Guard.js
import React, { useState } from "react";
import { useNavigate } from "react-router-dom";
import { Dialog } from "primereact/dialog";
import { Button } from "primereact/button";

const Guard = ({ showModal, setShowModal }) => {
  const [confirmNavigation, setConfirmNavigation] = useState(false);
  const navigate = useNavigate();

  const onOkClick = () => {
    if (confirmNavigation) {
      setShowModal(false);
      navigate("/");
    }
  };

  const onDialogCancel = () => {
    setShowModal(false);
    setConfirmNavigation(false);
  };

  const onDialogProceed = () => {
    setConfirmNavigation(true);
    onOkClick();
  };

  return (
    <div>
      <Dialog
        header="Confirmation"
        visible={showModal}
        onHide={onDialogCancel}
        style={{ padding: "15px", width: "600px" }}
        footer={
          <div>
            <Button
              label="No"
              icon="pi pi-times"
              onClick={onDialogCancel}
              className="p-button-text"
              style={{ padding: "5px" }}
            />
            <Button
              label="Yes"
              text
              icon="pi pi-check"
              onClick={onDialogProceed}
              style={{ padding: "5px" }}
            />
          </div>
        }
      >
        <p style={{ padding: "15px" }}>Do you want to leave the page?</p>
      </Dialog>
    </div>
  );
};

export default Guard;

```
On cancel button click this Guard component will show. and it will prevent the user to directly go back to previous route .
Become better Python coder in no time
Tags: python, programming, beginners, tutorial
Published: 2023-11-27 13:52:08

Type into your Python REPL `import this`.

Yes, you got it. It is an **Easter Egg** of the [PEP-0020 - The Zen Of Python](https://peps.python.org/pep-0020/).

Read it carefully and think about The Zen Of Python every time you write Python programs. And let the Superpower grow within you!

> Check out my [daily Python quizzes](https://dev.to/vladignatyev/python-quiz-164-can-you-spot-the-correct-python-string-formatting-57dl)! 🤪

## About Python's PEPs
Actually, I started using Python since version 2.6. That time I had so many newbie questions and so many misunderstandings... I won them by reading PEPs.

Every PEP is a specification that defines and explains Python language feature. It is a standard for implementing Python interpreters and a handy cookbook for Python learners.

Hope it helps a lot, people.
📢SAVE Up To 💰500$. 4 Days Cyber Monday PROMO❗️
Tags: webdev, news, sale, javascript
Published: 2023-11-27 13:58:58

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