teleren/devto huggingface dataset:
“Leveraging AI to Safeguard Healthcare”
Tags: datascience, ai, machinelearning
Published: 2023-08-14 12:04:29



The use of AI has been instrumental in the comprehensive fraud detection process. It enables the analysis of large volumes of data, the proactive identification of suspicious activities, and th
e development of advanced algorithms for risk scoring. By leveraging AI, the Health Ministry has significantly strengthened the integrity of the AB-PMJAY scheme.


📢 Exciting Update from the Health Ministry! 🏥💪

Great news! The Health Ministry’s anti-fraud initiative is harnessing the power of 🤖 AI and 🧠 machine learning to combat fraud in the Ayushman Bharat-Pradhan Mantri Jan Arogya Yojana (AB-PMJAY), the world’s largest government-run insurance scheme.

Through #AI-powered fraud analytics, the initiative is proactively detecting fraud, identifying suspect transactions and entities, and scoring hospitals and claims for risk assessment. The use of AI is revolutionizing the fight against fraud, enabling the analysis of vast amounts of data, proactive identification of suspicious activities, and development of advanced algorithms for risk scoring. This strengthens the integrity of the AB-PMJAY scheme. 💪🔍

Since its inception, only 0.18% of authorized hospital admissions have been confirmed as fraudulent. The Health Ministry adopts a zero-tolerance approach to fraud, including anti-fraud guidelines and the establishment of the National Anti-Fraud Unit (NAFU) at the National Health Authority (NHA), along with State Anti-Fraud Units (SAFUs) at the state level.

To ensure transparency and accountability, all claims require mandatory supporting documents, along with on-bed patient photos, before approval and payment. Additionally, Aadhar-based biometric verification is implemented at private hospitals during admission and discharge. ✅📄📷

This remarkable progress goes beyond fraud detection. The program has resolved 99% of registered grievances and continues to expand its reach, with 24 crore health cards issued across 33 states and union territories. 📈

-
👋 Hey folks, curious to know: what's your favorite IDE? 😊
Tags: programming, coding, beginners
Published: 2023-08-14 11:47:29

Hello there! 🌟 I'm curious, what's your go-to IDE? Feel free to share your favorite! 🚀
Drop a comment 👇🏻 about your preferred IDE! Let us know which one you like to use for coding. 🖥️
Even in DX self-service is good!
Tags: devex, dx, devops
Published: 2023-08-14 11:30:00


![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/sqalkwsqh1gue4f1buja.png)

Hey guys! Are you all right?

Today I’m going to write about an especially important topic to have a good DX for internal collaborators: Self-service DevOps workflows.
What are Self-Service DevOps Workflows? These are automated processes that allow developers to build, test, and deploy their own applications without relying on external teams or complex tools. This means more autonomy, agility, and quality for projects.
Why are Self-Service DevOps Workflows Important for DX? Because they reduce lead time, rework, and human errors. They also increase satisfaction, trust, and collaboration across teams. With self-service DevOps Workflows, developers can focus on what they do best: creating amazing solutions for end users.
How to implement self-service DevOps Workflows in your company? There are some best practices that can help with this task:
- Define clear standards and requirements for applications.
- Create reusable templates and templates to make it easy to get started on projects.
- Use integrated and automated tools to manage the application lifecycle.
- Establish continuous feedback and monitoring of results.
- Foster a culture of learning and continuous improvement.
Hope you enjoyed this article. If you want to know more about Developer Experience and how to improve it in your company, stay tuned for the next articles.

Thank you for your attention and see you later!

[Armando Guimarães Junior](https://www.linkedin.com/in/armandojr/) 🥑
Are you using expo-updates?
Tags: discuss, expo, reactnative, javascript
Published: 2023-08-14 11:24:51

I want to know how expo-updates is popular. Pricing seems to be focused on enterprise with $5/1000 updaters.


![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/kucpqah5n815m8t1gty7.png)

Are you using expo-updates? Did you know about self-hosting it or are you using EAS Update service?
SSIS Data Flow Components: Meet Updated Version 2.1
Tags: ssis, devart, sqlserver
Published: 2023-08-14 11:24:21

Devart released a new version 2.1 of  SSIS Data Flow Components. 

Devart, a recognized vendor of world-class data connectivity solutions for various data connection technologies and frameworks, announced the launch of the highly anticipated update for [SQL Server Integration Services Data Flow components (SSIS)](https://www.devart.com/ssis/?utm_source=devto&utm_medium=referral&utm_campaign=pr_ssis_14.08.2023). Now, there is official Windows 11 support for all products. 

**The list of the improvements:**
- Added new product SSIS Data Flow Components for SQLite with SQLite support. 
- New product SSIS Data Flow Components for SQL Server is available with SQL Server support. 
- Introducing support for Azure Database with compatibility for both MySQL and PostgreSQL. 
- Zoho CRM API v4 is available now. 
- PostgreSQL 15 is supported. 
- In-built encryption support for SQLite databases implemented: AES-128, AES-192, AES-256, Blowfish, CAST-128, RC4, Triple DES.

To learn more about the recent release and download new products, visit: 
https://blog.devart.com/release-ssis-data-flow-components-update-ver-2-1.html

High-performance SSIS components for popular databases and cloud applications. Devart SSIS Data Flow Components allow to integrate database and cloud data via SQL Server Integration Services (SSIS).

**About Devart**
 
Devart is one of the leading developers of database tools and administration software, ALM solutions, data providers for various database servers, data integration, and backup solutions. The company also implements Web and Mobile development projects. 
For additional information about Devart, visit https://www.devart.com/.
Best Express JS Routing For Multiple WebPages
Tags: node, javascript, routing, webdev
Published: 2023-08-14 11:15:54

We learn in this tutorial, how to make the best express js routing code.

This a simple express js code example:
```js
const express = require('express')
const app = express()

// GET method route
app.get('/', (req, res) => {
  res.send('GET request')
})

// POST method route
app.post('/', (req, res) => {
  res.send('POST request)
})
```

This method is good, if you have just one webpage, but is not good for multiple pages, because you will need to repeat the code more than once.

So, you can use the **Foreach** for example to solve this problem:

## Solve Problem Steps:
### Step 1: 

Create the **Array** variable like this :
```js
const pages = [
   ["/"        , "index.html"  ],
   ["/contact" , "contact.html"],
   ["*"        , "404.html"    ],
]
```
### Step 2:

Create a **forEach loop**

```js
pages.forEach(pages =>{
  // GET method route
  app.get(pages[0], (req, res) => {
    res.sendFile(__dirname + "/" + pages[1])
  })
})

```
### Step 3:
Run the complete code :

usign node js :
```js
node ./file_name.js
```
usign nodemon : _you need to install nodemon_
```js
// installing commande
npm install -g nodemon

// running commonde
nodemon ./file_name.js
```
How to Save Android Application Logs into Device Storage via JAVA Program
Tags: android, debugging, logging, logcat
Published: 2023-08-14 11:08:04

Android application logs are essential for debugging and troubleshooting purposes. They provide valuable information about the app's behavior, errors, and exceptions. Saving these logs into the device storage can be extremely helpful for developers to analyze and resolve issues. In this article, we will explore how to save Android application logs into the device storage using a Java program.

Step 1: Set Up Logging
----------------------

First, we need to set up logging in our Android application. We can use the built-in `android.util.Log` class to log messages at different levels such as `DEBUG`, `INFO`, `WARN`, `ERROR`, etc. For example:

    Log.d("TAG", "This is a debug message");

Step 2: Create a Log File
-------------------------

To save the logs into the device storage, we need to create a log file. We can use the `File` class to create a new file in the desired location. For example:

    File logFile = new File(Environment.getExternalStorageDirectory(), "app_logs.txt");

Step 3: Write Logs to File
--------------------------

Now, we can write the logs to the log file using a `FileWriter`. We will iterate through the logs and write each log message to the file. Here's an example:

    try {
        FileWriter writer = new FileWriter(logFile);
        for (String log : logs) {
            writer.write(log + "
    ");
        }
        writer.flush();
        writer.close();
    } catch (IOException e) {
        Log.e("TAG", "Error writing logs to file: " + e.getMessage());
    }

Step 4: Request Storage Permissions
-----------------------------------

Since Android 6.0 (API level 23), we need to request the `WRITE\_EXTERNAL\_STORAGE` permission at runtime to write logs to the device storage. We can use the `ActivityCompat.requestPermissions()` method to request the permission. Don't forget to handle the permission result in the `onRequestPermissionsResult()` method.

Step 5: Test and Retrieve Logs
------------------------------

Finally, we can test our implementation by logging some messages and checking if the logs are saved in the log file. We can use the Android Device Monitor or the Android Debug Bridge (ADB) to retrieve the log file from the device storage.

That's it! Now you know how to save Android application logs into the device storage using a Java program. This can be extremely useful for debugging and analyzing app issues. Happy logging!

### References:

*   [Android Log Documentation](https://developer.android.com/reference/android/util/Log)
*   [Requesting Permissions at Runtime](https://developer.android.com/training/permissions/requesting)
*   [Android Debug Bridge (ADB) Documentation](https://developer.android.com/studio/command-line/adb)
Antidote: Memaksimalkan Efisiensi Plugin ZSH dalam Sekali Pasang
Tags: antidote, terminal, linux, zsh
Published: 2023-08-14 11:00:56

Antidote adalah alat manajemen plugin inovatif untuk Zsh (Z shell). Dirancang untuk memudahkan pemasangan, pengelolaan, dan migrasi plugin Zsh. Memberikan solusi praktis bagi pengguna untuk meningkatkan produktivitas dan kenyamanan menggunakan Zsh. Antidote menghilangkan kerumitan proses manual dan memungkinkan migrasi lancar dari Antigen ke Zsh. 

Kebutuhan:

1. git
2. oh-my-zsh

Clone antidote dari repo yang sudah disediakan.

```
git clone --depth=1 https://github.com/mattmc3/antidote.git ${ZDOTDIR:-~}/.antidote
```

kemudian isi ke dalam file ~/.zshrc menggunakan editor 
`nano ~/.zshrc`
`vi ~/.zshrc`

saya memilih _Ultra high performance install_ dari antidote

```
# ~/.zshrc

# Set the name of the static .zsh plugins file antidote will generate.
zsh_plugins=${ZDOTDIR:-~}/.zsh_plugins.zsh

# Ensure you have a .zsh_plugins.txt file where you can add plugins.
[[ -f ${zsh_plugins:r}.txt ]] || touch ${zsh_plugins:r}.txt

# Lazy-load antidote.
fpath+=(${ZDOTDIR:-~}/.antidote)
autoload -Uz $fpath[-1]/antidote

# Generate static file in a subshell when .zsh_plugins.txt is updated.
if [[ ! $zsh_plugins -nt ${zsh_plugins:r}.txt ]]; then
  (antidote bundle <${zsh_plugins:r}.txt >|$zsh_plugins)
fi

# Source your static plugins file.
source $zsh_plugins
```

setelah memperbarui file .zshrc jangan langsung di source buat file `~/.zsh_plugins.txt` menggunakan `touch ~/.zsh_plugins.txt`

kemudian isi plugin yang dibutuhkan, jangan semuanya dipakai, tetapi yang dibutuhkan saja, karena akan sia sia dan memperlambat dari kinerja zsh sendiri

```
romkatv/powerlevel10k
romkatv/zsh-bench kind:path
olets/zsh-abbr    kind:defer

ohmyzsh/ohmyzsh path:lib
ohmyzsh/ohmyzsh path:plugins/colored-man-pages
ohmyzsh/ohmyzsh path:plugins/magic-enter
ohmyzsh/ohmyzsh path:plugins/copypath

rupa/z
sunlei/zsh-ssh
zsh-users/zsh-completions
zsh-users/zsh-history-substring-search
zsh-users/zsh-autosuggestions

mattmc3/zfunctions
zdharma-continuum/fast-syntax-highlighting kind:defer
```

pastikan nama saat membuat zsh_plugins.txt benar jika tidak maka file tidak akan ditemukan oleh antidote.

jalan perintah

```
source ~/.zshrc
```

maka antidote akan mencari repo yang sudah di masukkan ke dalam file zsh_plugins.txt dan memperbarui ketika ada pembaruan mengunakan `omz update`

sumber terkait
[oh-my-zsh](https://ohmyz.sh/)
[zsh](https://www.zsh.org/)
[antidote](https://getantidote.github.io/)
[powerline10k](https://github.com/romkatv/powerlevel10k)
Let's Talk Linux File System
Published: 2023-08-14 10:50:54

**Linux file system** is a kind of skill that can take you so far. It is meticulously organized - like a well-structured library. Each directory has a unique, specific purpose. Let's demystify the key directories: 

**/bin:** Binaries - This directory holds the essential user command binaries that all users can access.
 
**/sbin:** System Binaries - Contains the essential binaries used by the system administrator for system maintenance and troubleshooting.

**/etc:** System Configuration - Houses the system configuration files, acting as the control panel on Linux. 
 
**/dev**: Device Files - Home to all device files, such as hard disks, USB, CD-ROM, etc. 
 
**/proc:** Process Information - A virtual directory detailing system and process information. 
 
**/var:** Variable Files - This is the variable data directory storing changing data like logs, mails, print spools, etc.
 
**/tmp:** Temporary Files - This directory stores temporary files created by the system and users.  

**/usr:** User Binaries - Contains multi-user utilities, applications, and libraries. 
 
**/home:** User Home Directories - Contains the home directories for users and other accounts.  

**/lib:** System Libraries - Houses library files that are needed by the system and the users. 
 
**/opt:** Optional Software - Stores optional or additional software from vendors. 
 
**/mnt:** Mount Directory - Used for mounting other temporary file systems. 
 
**/media:** Removable Media - Acts as a temporary mount directory for removable devices. 

**/srv:** Service Data - This directory contains server-specific services related data. 

**/boot:** Boot Files - Contains boot loader related files. 

**/root:** Root Home - This is the home directory for the root user. 
 
**/run:** Application Information - A tmpfs file system that contains application information. 
 
**/usr/local**: User Local - Contains user's programs that are installed from the source. 

**/lib64:** 64-bit Libraries - This is where the 64-bit library files are stored. 

Understanding the Linux file system is crucial for many reasons: 
- It helps you locate files swiftly
- Troubleshoot issues more effectively
- Makes you a proficient developer or system administrator.

In an era where Linux skills are increasingly in demand, understanding the file system structure isn't just an add-on; it's a necessity.
Using Cognito Auth with API Gateway is easy, but weird
Published: 2023-08-26 13:38:55

---
title: Using Cognito Auth with API Gateway is easy, but weird
published: true
date: 2023-08-14 10:45:45 UTC
tags: 
canonical_url: https://blog.letsdote.ch/p/using-cognito-auth-with-api-gateway
---


 ![closed blue and red door](https://images.unsplash.com/photo-1542202024422-83d20d29efff?crop=entropy&cs=tinysrgb&fit=max&fm=jpg&ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwxMXx8YXV0aCUyMGJsb2NrfGVufDB8fHx8MTY5MjAwOTg5NHww&ixlib=rb-4.0.3&q=80&w=1080 "closed blue and red door")
<svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewbox="0 0 24 24" fill="none" stroke="#FFFFFF" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg>


_Photo by Cristina Gottardi on Unsplash_

This will be a short one, since I don’t really have a good explanation of the behaviour posed by API Gateway. I have been struggling with this issue all throughout last week. But I do want to appreciate the Auth aspect offered by Cognito and API Gateway.

There are mainly 3 ways to do implement Authentication and Authorization logic for the private API calls made by users and service acccounts.

1. Do it from scratch: This means

2. Use Cognito with Lambda authorizers: here, all the workflows are handled by Cognito, along with the support for Federated auth with enough room for customizations. The auth logic (both authentication and RBAC) is to be developed in the Lambda functions. Special lambda functions are created to handle these incoming requests. There is indeed some coding involved.

3. Use Cognito with API Gateway authorizers: To think of it, if we categorize incoming requests targeted towards, they are mainly of 2 types - user initiated, and service accounts initiated (for automation purposes). It makes sense for API Gateway to incorporate the Auth handling by leveraging Cognito. By simply setting some parameters like scopes and headers, various use cases are satisfied. Additionally, this is not mutually exclusive to Lambda authorizers. For specific use cases it is possible to incorporate both. For example, for basic authentication, API Gateway authorizers work well, for further authorization Lambda authorizers can be used.

Implementing a secure system is a basic - all pervading - task, but at the same time it causes a lot of deliberation in terms of security. For small teams, Cognito abstracts away this crucial aspect and lets them focus on the core business.

Having followed the 3rd route, when I try to test the logic using Postman, it throws weird error - “_not a valid key=value pair (missing equal-sign) in Authorization header_”. I think there is either something minor setting that I have not been able to find since a week, or there is an entire universe in auth world that I might be missing. Fingers crossed.

Sumeet N.
Unleashing the Potential of Embedding Model E5, Revolutionizing Natural Language Comprehension
Tags: machinelearning, embeddingmodels, nlp
Published: 2023-08-14 10:35:56

In the field of natural language processing (NLP), embedding models have made strides, showcasing their effectiveness across NLP tasks such, as sentiment analysis and machine translation. Among the additions to this line-up stands out the cutting-edge Embedding Model E5, which is set to transform the landscape of natural language comprehension. In this article, we will delve into the world of Embedding Model E5, exploring its features.

**Understanding Embedding Models: A Brief Overview**

Before diving into the specifics of Embedding Model E5, let us take a moment to recap the concept behind embedding models. Embeddings are representations in a vector space that capture relationships between words or phrases. These representations enable machines to process and comprehend language effectively.

The primary purpose of embedding models is to convert discrete symbols, such as words, into continuous-valued vectors. These vectors are designed in such a way that similar words or entities have vectors that are close to each other in the vector space, reflecting their semantic similarity. This approach enables machines to capture the meaning of words and the relationships between them, even in scenarios where those relationships are complex and context-dependent.


[**For more info Please Refer **](https://medium.com/@hansahettiarachchi/unleashing-the-potential-of-embedding-model-e5-revolutionizing-natural-language-comprehension-3f1516489048)
Fildena 100 Leading Efficient Medicine - Powpills
Tags: webdev
Published: 2023-08-14 10:32:16

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For any Other information You have to visit **[Powpills.com](https://www.powpills.com/)**  where you get low prices and good quality medications.
Must Have Chrome Extensions for Web Developers
Published: 2023-10-13 06:11:43

---
title: Must Have Chrome Extensions for Web Developers
published: true
date: 2023-08-14 09:12:35 UTC
tags: 
canonical_url: 
---

1. **Web Developer:** Provides a range of tools for web development, including various inspect and analyze functions, CSS manipulation, and more. Extension Link: [Web Developer](https://chrome.google.com/webstore/detail/web-developer/bfbameneiokkgbdmiekhjnmfkcnldhhm)

2. **ColorZilla:** A color picker and eyedropper tool that helps you identify and save colors from web pages. Extension Link: [ColorZilla](https://chrome.google.com/webstore/detail/colorzilla/bhlhnicpbhignbdhedgjhgdocnmhomnp)

3. **WhatFont:** Allows you to inspect and identify fonts used on a webpage. Extension Link: [WhatFont](https://chrome.google.com/webstore/detail/whatfont/jabopobgcpjmedljpbcaablpmlmfcogm)

4. **Lighthouse:** Analyzes web pages for performance, accessibility, best practices, and SEO, providing valuable optimization insights. Extension Link: [Lighthouse](https://chrome.google.com/webstore/detail/lighthouse/blipmdconlkpinefehnmjammfjpmpbjk)

5. **BuiltWith Technology Profiler:** Detects the technologies used on a website, including frameworks, libraries, and more. Extension Link: [BuiltWith Technology Profiler](https://chrome.google.com/webstore/detail/builtwith-technology-prof/dapjbgnjinbpoindlpdmhochffioedbn)

6. **Octotree:** Improves GitHub navigation by providing a tree view of repositories, making code exploration easier. Extension Link: [Octotree](https://chrome.google.com/webstore/detail/octotree/bkhaagjahfmjljalopjnoealnfndnagc)

7. **JSON Viewer:** Formats and color-codes JSON responses for better readability. Extension Link: [JSON Viewer](https://chrome.google.com/webstore/detail/json-viewer/gbmdgpbipfallnflgajpaliibnhdgobh)

8. **User-Agent Switcher:** Allows you to switch the user agent of the browser to test how websites respond on different devices. Extension Link: [User-Agent Switcher](https://chrome.google.com/webstore/detail/user-agent-switcher/kchfmpdcejfkipopnolndinkeoipnoia)

9. **EditThisCookie:** Enables you to view, edit, add, and delete cookies in your browser. Extension Link: [EditThisCookie](https://chrome.google.com/webstore/detail/editthiscookie/fngmhnnpilhplaeedifhccceomclgfbg)

10. **CSS Peeper:** Extracts CSS of selected element, helping you quickly analyze styles on any web page. Extension Link: [CSS Peeper](https://chrome.google.com/webstore/detail/css-peeper/mbnbehikldjhnfehhnaidhjhoofhpehk)

11. **Wappalyzer:** Detects the technologies used on websites, including content management systems, frameworks, and more. Extension Link: [Wappalyzer](https://chrome.google.com/webstore/detail/wappalyzer/gppongmhjkpfnbhagpmjfkannfbllamg)

12. **MeasureIt!:** Allows you to draw out measurements directly on web pages to assess spacing and layout. Extension Link: [MeasureIt!](https://chrome.google.com/webstore/detail/measureit/pokhcahijjldgfmgbalaljiaggpdkceg)