How do you make a Python loop faster?

How do you make a Python loop faster?

AI Dashboard is available on the Web, Apple, Google, and Microsoft, PRO version

How do you make a Python loop faster?

Programmers are always looking for ways to make their code more efficient. One way to do this is to use a faster loop. Python is a high-level programming language that is widely used by developers and software engineers. It is known for its readability and ease of use. However, one downside of Python is that its loops can be slow. This can be a problem when you need to process large amounts of data. There are several ways to make Python loops faster. One way is to use a faster looping construct, such as C. Another way is to use an optimized library, such as NumPy. Finally, you can vectorize your code, which means converting it into a format that can be run on a GPU or other parallel computing platform. By using these techniques, you can significantly speed up your Python code.

According to Vladislav Zorov, If not talking about NumPy or something, try to use list comprehension expressions where possible. Those are handled by the C code of the Python interpreter, instead of looping in Python. Basically same idea like the NumPy solution, you just don’t want code running in Python.

Example: (Python 3.0)

lst = [n for n in range(1000000)]
def loops():
    newlst = []
    for n in lst:
        newlst.append(n * 2)
    return newlst
def lstcomp():
    return [n * 2 for n in lst]
from timeit import timeit
print(timeit(loops, number=100))
#18.953254899999592 seconds
print(timeit(lstcomp, number=100))
#11.669047399991541 seconds
Or Do this in Python 2.0
How do you make a Python loop faster?
How do you make a Python loop faster?

Python list traversing tip:

Instead of this: for i in range(len(l)): x = l[i]

Use this for i, x in enumerate(l): …

TO keep track of indices and values inside a loop.

Twice faster, and the code looks better.

Another option is to write loops in C instead of Python. This can be done by using a Python extension module such as pyximport. By doing this, programmers can take advantage of the speed of C while still using the convenient syntax of Python.

Finally, developers can also improve the performance of their code by making use of caching. By caching values that are computed inside a loop, programmers can avoid having to recalculate them each time through the loop. By taking these steps, programmers can make their Python code more efficient and faster.

Very Important: Don’t worry about code efficiency until you find yourself needing to worry about code efficiency.

The place where you think about efficiency is within the logic of your implementations.

This is where “big O” discussions come in to play. If you aren’t familiar, here is a link on the topic

What are the top 10 Wonders of computing and software engineering?

Get 20% off Google Google Workspace (Google Meet) Standard Plan with  the following codes: 96DRHDRA9J7GTN6
Get 20% off Google Workspace (Google Meet)  Business Plan (AMERICAS) with  the following codes:  C37HCAQRVR7JTFK Get 20% off Google Workspace (Google Meet) Business Plan (AMERICAS): M9HNXHX3WC9H7YE (Email us for more codes)

How do you make a Python loop faster?
What are the top 10 most insane myths about computer programmers?

Programming, Coding and Algorithms Questions and Answers

Do you want to learn python we found 5 online coding courses for beginners?

Python Coding Bestsellers on Amazon

AI Unraveled: Demystifying Frequently Asked Questions on Artificial Intelligence (OpenAI, ChatGPT, Google Gemini, Generative AI, Discriminative AI, xAI, LLMs, GPUs, Machine Learning, NLP, Promp Engineering)

The Best Python Coding and Programming Bootcamps

We’ve also included a scholarship resource with more than 40 unique scholarships to provide additional financial support.

Python Coding Bootcamp Scholarships

Python Coding Breaking News

  • Wednesday Daily Thread: Beginner questions
    by /u/AutoModerator (Python) on May 29, 2024 at 12:00 am

    Weekly Thread: Beginner Questions 🐍 Welcome to our Beginner Questions thread! Whether you're new to Python or just looking to clarify some basics, this is the thread for you. How it Works: Ask Anything: Feel free to ask any Python-related question. There are no bad questions here! Community Support: Get answers and advice from the community. Resource Sharing: Discover tutorials, articles, and beginner-friendly resources. Guidelines: This thread is specifically for beginner questions. For more advanced queries, check out our Advanced Questions Thread. Recommended Resources: If you don't receive a response, consider exploring r/LearnPython or join the Python Discord Server for quicker assistance. Example Questions: What is the difference between a list and a tuple? How do I read a CSV file in Python? What are Python decorators and how do I use them? How do I install a Python package using pip? What is a virtual environment and why should I use one? Let's help each other learn Python! 🌟 submitted by /u/AutoModerator [link] [comments]

  • From poetry to docker - easy way
    by /u/nicoloboschi (Python) on May 28, 2024 at 7:11 pm

    Poetry plugin to generate Dockerfile and images automatically This project lets you generate a docker image or just a Dockerfile for your poetry application without manual setup It is meant for production images. Get started with poetry self add poetry-dockerize-plugin@latest This command generates a production-ready, optimized python image: poetry dockerize or to generate a Dockerfile poetry dockerize --generate submitted by /u/nicoloboschi [link] [comments]

  • A "new" Object & Vector Database for Python
    by /u/greenrobot_de (Python) on May 28, 2024 at 12:52 pm

    ObjectBox (GitHub) is an embedded database for Python objects and high-dimensional vectors. Today is it's first stable release for Python developers. It's very lightweight similar to SQLite, but built for objects so it's faster as there's no SQL layer in-between. It's the very first vector database that also runs on smaller low-memory devices. The article comes with first benchmarks and hints at the LangChain integration. submitted by /u/greenrobot_de [link] [comments]

  • Choosing between dash and react
    by /u/Berlibur (Python) on May 28, 2024 at 7:14 am

    At work I'm getting the question to build a platform that will be used to navigate all kinds of business metrics to different levels of granularity. Ideally there is also insights on their relationships, and advice on actions to take. I have experience with both Dash and React, and my feeling says to go with React (and a python backend). Mostly because I foresee this application to grow over time, and managing big Dash applications (as a dev) can get clunky. However, in my team there's no extra JavaScript (let alone React) knowledge. While there is a solid base for Python. There might be opportunities to source outside the team/company, which I'd have to make a strong case for. submitted by /u/Berlibur [link] [comments]

  • Preferred method to run python in VS Code
    by /u/SuperMB13 (Python) on May 28, 2024 at 2:28 am

    Been working on a python tool for VS Code. Curious to get peoples' opinion on how they run python files (not notebooks) within VS Code. Do you typically run files python by: Typing the python command into the integrated terminal Clicking the run button at the top of the file Pressing F5 for debugging Pressing Ctrl+F5 for run but not debug Creating a custom keyboard shortcut Other Let me know your thoughts, I appreciate the insights! submitted by /u/SuperMB13 [link] [comments]

  • TerminalTextEffects (TTE) - A terminal visual effects engine, application, and library.
    by /u/XUtYwYzz (Python) on May 28, 2024 at 2:00 am

    I saw the words 'visual effects', just give me GIFs Understandable, visit the Effects Showroom first. Then come back if you like what you see. What My Project Does TerminalTextEffects (TTE) is a terminal visual effects engine. TTE can be installed as a system application to produce effects in your terminal, or as a Python library to enable effects within your Python scripts/applications. TTE includes a growing library of built-in effects which showcase the engine's features. Use cases: Invoke at terminal launch to produce an animation (ex: fetch). Alias system commands to animate output. Invoke on SSH session to blow people's minds when they log in. Use in your project to produce animated prompts, logos, etc. Target Audience TTE is a terminal toy (and now a Python library) that anybody can use to add visual flair to their terminal or projects. It works best in Linux but is functional in the new Windows Terminal. Every effect allows for significant customization including color gradient stops and directions as well as many effect-specific options. Customization is exposed via command-line arguments and through the Config class interface. The effect examples shown in the documentation represent a single configuration. Your experience can be very different with a little tweaking to match your system theme and preferences. Comparison I don't know of any other projects like TTE. It's a completely useless and over-engineered side-project that's turned into a whole thing. Have fun. More Info The GitHub README has some effect examples, installation instructions and some basic quick-start info. submitted by /u/XUtYwYzz [link] [comments]

  • Tuesday Daily Thread: Advanced questions
    by /u/AutoModerator (Python) on May 28, 2024 at 12:00 am

    Weekly Wednesday Thread: Advanced Questions 🐍 Dive deep into Python with our Advanced Questions thread! This space is reserved for questions about more advanced Python topics, frameworks, and best practices. How it Works: Ask Away: Post your advanced Python questions here. Expert Insights: Get answers from experienced developers. Resource Pool: Share or discover tutorials, articles, and tips. Guidelines: This thread is for advanced questions only. Beginner questions are welcome in our Daily Beginner Thread every Thursday. Questions that are not advanced may be removed and redirected to the appropriate thread. Recommended Resources: If you don't receive a response, consider exploring r/LearnPython or join the Python Discord Server for quicker assistance. Example Questions: How can you implement a custom memory allocator in Python? What are the best practices for optimizing Cython code for heavy numerical computations? How do you set up a multi-threaded architecture using Python's Global Interpreter Lock (GIL)? Can you explain the intricacies of metaclasses and how they influence object-oriented design in Python? How would you go about implementing a distributed task queue using Celery and RabbitMQ? What are some advanced use-cases for Python's decorators? How can you achieve real-time data streaming in Python with WebSockets? What are the performance implications of using native Python data structures vs NumPy arrays for large-scale data? Best practices for securing a Flask (or similar) REST API with OAuth 2.0? What are the best practices for using Python in a microservices architecture? (..and more generally, should I even use microservices?) Let's deepen our Python knowledge together. Happy coding! 🌟 submitted by /u/AutoModerator [link] [comments]

  • Gloe: A lightweight lib to create readable and type-safe pipelines
    by /u/justme_sam (Python) on May 27, 2024 at 7:35 pm

    Have you ever faced a moment when your code is a tangled mess of nested classes and functions, and you have to dig through dozens of levels to understand a simple function? Gloe (pronounced like “glow”) is a library designed to assist you organize your code into a type-safe flow, making it flat and linear. What My Project Does Here’s what it can do for you: Write type-safe pipelines with pure Python. Express your code as a set of atomic and extensible units of responsibility called transformers. Validate the input and output of transformers, and changes between them during execution. Mix sync and async code without worrying about its concurrent nature. Keep your code readable and maintainable, even for complex flows. Visualize you pipelines and the data flowing through them. Use it anywhere without changing your existing workflow. Target Audience: any Python developer who sees their code as a flow (a series of sequential operations) and wants to improve its readability and maintainability. It's production-ready! Comparison: Currently, unlike platforms like Air Flow that include scheduler backends for task orchestration, Gloe’s primary purpose is to aid in development. The graph structure aims to make the code more flat and readable. Example of usage in a server: send_promotion = ( get_users >> ( filter_basic_subscription >> send_basic_subscription_promotion_email, filter_premium_subscription >> send_premium_subscription_promotion_email, ) >> log_emails_result )'/send-promotion/{role}') def send_promotion_emails_route(role: str): return send_promotion(role) Full code. Links: submitted by /u/justme_sam [link] [comments]

  • Crowbar - Package Management without Venv
    by /u/coryalanfitz (Python) on May 27, 2024 at 3:49 pm What it does: I'm working on a way of simplifying your Python dependency management. Basically, it handles virtual environments so you don’t have to think about them. First: pip install crowbar-package-manager Basically you just install and run things with the crowbar command rather than pip: crowbar install package_name And then you also run things with the crowbar command rather than using "python" - crowbar then runs the program based on the packages in the local environment rather than having to activate your virtual environment. It's inspired by npm if you've used that with js. Target audience: Anyone who currently uses the standard package management tools (requirements.txt, pip, etc) and wants to automate some of those processes. Comparison: The workflow is most similar to Poetry but there are a couple of major differences - for one thing, Crowbar only does package management; it doesn't create a project structure for you. Also, Poetry puts all of your environments in a central repository - Crowbar keeps it in your project folder. Unlike Poetry or any of the other dependency management tools out there, you don't have to buy into a completely different way of structuring your dependencies or your projects. A project that you use Crowbar on is identical to one where you used pip, venv, and requirements.txt - and if you try Crowbar and decide you don't like it, just activate your virtual environment like normal. submitted by /u/coryalanfitz [link] [comments]

  • Book Management Restful-API
    by /u/ThePawners (Python) on May 27, 2024 at 3:39 pm

    What My Project Does: This project aims to provide a simple and efficient way to manage a collection of books through various API endpoints. This API allows you to: Get a list of all books. Add a new book. Get a book by its isbn. Update an existing book by its isbn. Delete a book by its isbn. API Endpoints: GET /api/v1/books - Retrieve all books. POST /api/v1/books - Add a new book. GET /api/v1/books/<ISBN> - Retrieve a book by its ISBN. PUT /api/v1/books/<ISBN> - Update a book by its ISBN. DELETE /api/v1/books/<ISBN> - Delete a book by its ISBN. Target Audience: Anyone who is interested to integrate book management api into their applications. Website API: Book Management API GitHub Repo: Book-Management-API on GitHub Follow Me: IG: @nordszamora Threads: @nordszamora Tiktok: @nordszamora Github: @nordszamora submitted by /u/ThePawners [link] [comments]

  • SH1106 OLED Screen App Framework for Raspberry Pi - Now on PyPI
    by /u/danyourmaster (Python) on May 27, 2024 at 12:35 am

    What it does: Today, I released the first working version of my SH1106 app framework for Raspberry Pi on PyPI! The SH1106 is an affordable OLED screen, costing under $3, and it's perfect for projects of all sizes. This package enables the creation of apps for it with graphics support, state management, image conversion utilities, and custom fonts. Check it out here: SH1106 Framework on PyPI. Target audience: The package is mainly aimed at hobbyists who want to create small projects using the SH1106 OLED without having to manually write a lot of the graphics code typically needed on top of standard packages. I am also developing a hardware synthesizer keyboard from scratch that utilizes this framework extensively. So far, the framework handles the massive scaling required for this project excellently in terms of both code organization and performance. Comparison: This package offers several advantages over other SH1106 packages: Improved Rendering Speed: It significantly speeds up the rendering time for a given frame by writing all graphical operations to a pixel array, which is then loaded onto the screen using low-level functions from the excellent luma.oled package. Efficient Resource Management: All images and fonts are pre-loaded during the initialization of the framework, reducing the processing time during rendering. State Management: A simple yet effective state management system is implemented, making app creation straightforward from the start. You can also check out the project on GitHub: SH1106 Framework on GitHub. I'd love to answer any questions you have in the comments! I hope you find some cool uses for it. Cheers! 🙂 submitted by /u/danyourmaster [link] [comments]

  • Monday Daily Thread: Project ideas!
    by /u/AutoModerator (Python) on May 27, 2024 at 12:00 am

    Weekly Thread: Project Ideas 💡 Welcome to our weekly Project Ideas thread! Whether you're a newbie looking for a first project or an expert seeking a new challenge, this is the place for you. How it Works: Suggest a Project: Comment your project idea—be it beginner-friendly or advanced. Build & Share: If you complete a project, reply to the original comment, share your experience, and attach your source code. Explore: Looking for ideas? Check out Al Sweigart's "The Big Book of Small Python Projects" for inspiration. Guidelines: Clearly state the difficulty level. Provide a brief description and, if possible, outline the tech stack. Feel free to link to tutorials or resources that might help. Example Submissions: Project Idea: Chatbot Difficulty: Intermediate Tech Stack: Python, NLP, Flask/FastAPI/Litestar Description: Create a chatbot that can answer FAQs for a website. Resources: Building a Chatbot with Python Project Idea: Weather Dashboard Difficulty: Beginner Tech Stack: HTML, CSS, JavaScript, API Description: Build a dashboard that displays real-time weather information using a weather API. Resources: Weather API Tutorial Project Idea: File Organizer Difficulty: Beginner Tech Stack: Python, File I/O Description: Create a script that organizes files in a directory into sub-folders based on file type. Resources: Automate the Boring Stuff: Organizing Files Let's help each other grow. Happy coding! 🌟 submitted by /u/AutoModerator [link] [comments]

  • Yet Another REST Client
    by /u/Fit_Stop7509 (Python) on May 26, 2024 at 5:45 pm

    A developer shares the journey of creating a new API client called Yaak after experiencing frustrations with existing tools like Insomnia. The post discusses the motivation behind Yaak, the burnout faced by the developer, and the future plans for the tool. Source: submitted by /u/Fit_Stop7509 [link] [comments]

  • An IDE with the same step by step functionality as in Matlab
    by /u/Cerricola (Python) on May 26, 2024 at 4:50 pm

    When working with Matlab I love how I can run the code step by step to debug it. Even being able to "step in" functions and loops. Then, I was looking to an IDE with a similar functionality for Python. Nowadays I'm using Spyder. submitted by /u/Cerricola [link] [comments]

  • AI planner: AI tool for efficient event scheduling in Google Calendar.
    by /u/nginx26 (Python) on May 26, 2024 at 1:42 pm

    Good evening! I have created a new projectfor adding events to google calendar based on the text a user inputs. What My Project Does The project is a tool that uses large language models to understand the user's input and add events to the user's Google Calendar based on the user's input. It uses Ollama for natural language understanding and Google Calendar API for adding events to the user's calendar. How My Project Works Ollama uses Llama 3 with pre-instructions to act as a calendar event planner. The tool uses the model to generate responses to extract the event's details from the user's input inserted in the Web Interface. tool then asks the user to confirm the details extracted from the user's input and adds the event to the user's Google Calendar (example shown here) References Checkout my github repository AIPlanner for more details about the project. submitted by /u/nginx26 [link] [comments]

  • I created an unofficial module for the ShipEngine API
    by /u/Status_Bid_1604 (Python) on May 26, 2024 at 1:28 am

    What My Project Does Simplifies the interaction with the ShipEngine API with most response and requests built as objects, which in my opinion makes interaction much easier. This is my first released package so all criticism and feedback is very welcome. Target Audience Anyone who deals with the current ShipEngine API using Python. Comparison There is an official ShipEngine API module that is created by the company but I have found it somewhat lack luster with no way to create batches or bulk shipments (and other missing functionality), this is much more suited to accomplishing that task. Links submitted by /u/Status_Bid_1604 [link] [comments]

  • Sunday Daily Thread: What's everyone working on this week?
    by /u/AutoModerator (Python) on May 26, 2024 at 12:00 am

    Weekly Thread: What's Everyone Working On This Week? 🛠️ Hello /r/Python! It's time to share what you've been working on! Whether it's a work-in-progress, a completed masterpiece, or just a rough idea, let us know what you're up to! How it Works: Show & Tell: Share your current projects, completed works, or future ideas. Discuss: Get feedback, find collaborators, or just chat about your project. Inspire: Your project might inspire someone else, just as you might get inspired here. Guidelines: Feel free to include as many details as you'd like. Code snippets, screenshots, and links are all welcome. Whether it's your job, your hobby, or your passion project, all Python-related work is welcome here. Example Shares: Machine Learning Model: Working on a ML model to predict stock prices. Just cracked a 90% accuracy rate! Web Scraping: Built a script to scrape and analyze news articles. It's helped me understand media bias better. Automation: Automated my home lighting with Python and Raspberry Pi. My life has never been easier! Let's build and grow together! Share your journey and learn from others. Happy coding! 🌟 submitted by /u/AutoModerator [link] [comments]

  • Spotify Lyrics visualizer
    by /u/Mews75 (Python) on May 25, 2024 at 10:31 pm

    What My Project Does Because spotify made their lyrics menu a premium only feature, I thought I'd make my own replacement for it. The app connects to your spotify account, fetches the lyrics from various websites, and then syncs them automatically to what is currently playing. Basically does the exact same as the lyrics menu used to do. Target Audience Anyone who wants to see the lyrics to songs really. Comparison Most other apps that I've found are either browser only, or don't actually sync the lyrics to the song, they just show the entire lyrics at once. In comparison, my app shows the lyrics line by line, synced with the song, and also has (in my opinion lol) a fairly nice looking ui. It's also very easy to use for non programmers too, since you can just download an executable to use the app. It's available for free here submitted by /u/Mews75 [link] [comments]

  • Xenharmlib - An advanced music theory library that supports microtonality
    by /u/realretooth (Python) on May 25, 2024 at 5:14 pm

    Introducing Xenharmlib (Source code here) What My Project Does (taken from the docs) Xenharmlib is a music theory library for the exploration and research of microtonality, diatonic set theory, non-standard notations, and many more. The library implements a superset of Western classical music theory, so you can also use it to compose and analyze music in the boundaries of the common practice period or 20th century Western music. Target Audience Composers who want to get answers to theoretical questions pertaining to structures of musical scales, note intervals, frequencies and frequency ratios in equal division tunings. People who want to explore microtonality or non-western musical theory in general. Comparison * mingus Xenharmlib is pretty much on-par with features in mingus, however extends those features to all sorts of equal division temperaments. * pytuning supports more slightly tuning methods and export formats, however does not support microtonal notation or note / interval calculation * music21 is much more mature in providing an analytical toolset, however supports only traditional western equal temperament submitted by /u/realretooth [link] [comments]

  • Saturday Daily Thread: Resource Request and Sharing! Daily Thread
    by /u/AutoModerator (Python) on May 25, 2024 at 12:00 am

    Weekly Thread: Resource Request and Sharing 📚 Stumbled upon a useful Python resource? Or are you looking for a guide on a specific topic? Welcome to the Resource Request and Sharing thread! How it Works: Request: Can't find a resource on a particular topic? Ask here! Share: Found something useful? Share it with the community. Review: Give or get opinions on Python resources you've used. Guidelines: Please include the type of resource (e.g., book, video, article) and the topic. Always be respectful when reviewing someone else's shared resource. Example Shares: Book: "Fluent Python" - Great for understanding Pythonic idioms. Video: Python Data Structures - Excellent overview of Python's built-in data structures. Article: Understanding Python Decorators - A deep dive into decorators. Example Requests: Looking for: Video tutorials on web scraping with Python. Need: Book recommendations for Python machine learning. Share the knowledge, enrich the community. Happy learning! 🌟 submitted by /u/AutoModerator [link] [comments]

Ace the 2023 AWS Solutions Architect Associate SAA-C03 Exam with Confidence Pass the 2023 AWS Certified Machine Learning Specialty MLS-C01 Exam with Flying Colors

List of Freely available programming books - What is the single most influential book every Programmers should read

#BlackOwned #BlackEntrepreneurs #BlackBuniness #AWSCertified #AWSCloudPractitioner #AWSCertification #AWSCLFC02 #CloudComputing #AWSStudyGuide #AWSTraining #AWSCareer #AWSExamPrep #AWSCommunity #AWSEducation #AWSBasics #AWSCertified #AWSMachineLearning #AWSCertification #AWSSpecialty #MachineLearning #AWSStudyGuide #CloudComputing #DataScience #AWSCertified #AWSSolutionsArchitect #AWSArchitectAssociate #AWSCertification #AWSStudyGuide #CloudComputing #AWSArchitecture #AWSTraining #AWSCareer #AWSExamPrep #AWSCommunity #AWSEducation #AzureFundamentals #AZ900 #MicrosoftAzure #ITCertification #CertificationPrep #StudyMaterials #TechLearning #MicrosoftCertified #AzureCertification #TechBooks

zCanadian Quiz and Trivia, Canadian History, Citizenship Test, Geography, Wildlife, Secenries, Banff, Tourism

Africa Quiz, Africa Trivia, Quiz, African History, Geography, Wildlife, Culture

Exploring the Pros and Cons of Visiting All Provinces and Territories in Canada.
Exploring the Pros and Cons of Visiting All Provinces and Territories in Canada

Exploring the Advantages and Disadvantages of Visiting All 50 States in the USA
Exploring the Advantages and Disadvantages of Visiting All 50 States in the USA

Health Health, a science-based community to discuss health news and the coronavirus (COVID-19) pandemic

Reddit Science This community is a place to share and discuss new scientific research. Read about the latest advances in astronomy, biology, medicine, physics, social science, and more. Find and submit new publications and popular science coverage of current research.

Reddit Sports Sports News and Highlights from the NFL, NBA, NHL, MLB, MLS, and leagues around the world.

Turn your dream into reality with Google Workspace: It’s free for the first 14 days.
Get 20% off Google Google Workspace (Google Meet) Standard Plan with  the following codes:
Get 20% off Google Google Workspace (Google Meet) Standard Plan with  the following codes: 96DRHDRA9J7GTN6 96DRHDRA9J7GTN6
With Google Workspace, Get custom email @yourcompany, Work from anywhere; Easily scale up or down
Google gives you the tools you need to run your business like a pro. Set up custom email, share files securely online, video chat from any device, and more.
Google Workspace provides a platform, a common ground, for all our internal teams and operations to collaboratively support our primary business goal, which is to deliver quality information to our readers quickly.
Get 20% off Google Workspace (Google Meet) Business Plan (AMERICAS): M9HNXHX3WC9H7YE
Even if you’re small, you want people to see you as a professional business. If you’re still growing, you need the building blocks to get you where you want to be. I’ve learned so much about business through Google Workspace—I can’t imagine working without it.
(Email us for more codes)

error: Content is protected !!