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NumPy VS Dark Reader

Compare NumPy VS Dark Reader and see what are their differences

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NumPy logo NumPy

NumPy is the fundamental package for scientific computing with Python

Dark Reader logo Dark Reader

Reduce eye strain in your browser with this extension that provides a dark theme for browsing.
  • NumPy Landing page
    Landing page //
    2023-05-13
  • Dark Reader Landing page
    Landing page //
    2021-12-27

NumPy features and specs

  • Performance
    NumPy operations are executed with highly optimized C and Fortran libraries, making them significantly faster than standard Python arithmetic operations, especially for large datasets.
  • Versatility
    NumPy supports a vast range of mathematical, logical, shape manipulation, sorting, selecting, I/O, and basic linear algebra operations, making it a versatile tool for scientific and numeric computing.
  • Ease of Use
    NumPy provides an intuitive, easy-to-understand syntax that extends Python's ability to handle arrays and matrices, lowering the barrier to performing complex scientific computations.
  • Community Support
    With a large and active community, NumPy offers extensive documentation, tutorials, and support for troubleshooting issues, as well as continuous updates and enhancements.
  • Integrations
    NumPy integrates seamlessly with other libraries in Python's scientific stack like SciPy, Matplotlib, and Pandas, facilitating a streamlined workflow for data science and analysis tasks.

Possible disadvantages of NumPy

  • Memory Consumption
    NumPy arrays can consume large amounts of memory, especially when working with very large datasets, which can become a limitation on systems with limited memory capacity.
  • Learning Curve
    For users new to scientific computing or coming from different programming backgrounds, understanding the intricacies of NumPy's operations and efficient usage can take time and effort.
  • Limited GPU Support
    NumPy primarily runs on the CPU and doesn't natively support GPU acceleration, which can be a disadvantage for extremely compute-intensive tasks that could benefit from parallel processing.
  • Dependency on Python
    Since NumPy is a Python library, it depends on the Python runtime environment. This can be a limitation in environments where Python is not the primary language or isn't supported.
  • Indexing Complexity
    Although NumPy's slicing and indexing capabilities are powerful, they can sometimes be complex or unintuitive, especially for multi-dimensional arrays, leading to potential errors and confusion.

Dark Reader features and specs

  • Eye Strain Reduction
    Dark Reader converts bright websites to dark mode, which reduces eye strain and improves visual comfort, especially in low-light environments.
  • Customizable Settings
    The extension offers various customization options like brightness, contrast, and sepia filters, allowing users to adjust the appearance to their liking.
  • Improved Battery Life
    Using dark themes on OLED screens can help save battery life because pixels consume less power when displaying black.
  • Open Source
    Being an open-source project, Dark Reader allows for community contributions and transparency, ensuring better security and continuous improvements.
  • Cross-Browser Compatibility
    Dark Reader is available for multiple browser platforms such as Chrome, Firefox, Safari, and Edge, ensuring a consistent experience across different devices.

Possible disadvantages of Dark Reader

  • Performance Impact
    The extension can sometimes slow down browser performance, particularly on resource-intensive websites or less powerful devices.
  • Inconsistent Behavior
    Not all websites are fully compatible with Dark Reader, leading to occasional rendering issues or incomplete dark mode implementations.
  • Learning Curve
    New users might find the range of settings and customization options overwhelming and might need some time to adjust the extension to suit their needs.
  • Limited Support for Dynamic Content
    Websites with dynamic content or frequent updates may not immediately reflect changes in dark mode, requiring manual adjustments or refreshes.
  • Privacy Concerns
    As with any browser extension, there are potential privacy concerns if the extension collects browsing data, though Dark Reader's open-source nature mitigates this risk to some extent.

Analysis of NumPy

Overall verdict

  • Yes, NumPy is considered good. It is a foundational library in the Python ecosystem for numerical computing and is used globally by researchers, engineers, and data scientists.

Why this product is good

  • NumPy is widely regarded as a good library because it offers fast, flexible, and efficient array handling that is integral to scientific computing in Python. It provides tools for integrating C/C++ and Fortran code, useful linear algebra, random number capabilities, and a vast collection of mathematical functions. Its array broadcasting capabilities and versatility make complex mathematical computations straightforward.

Recommended for

  • Scientists and researchers working with large-scale scientific computations.
  • Data scientists engaged in data analysis and manipulation.
  • Engineers and developers needing performance-optimized mathematical computations.
  • Educators and students in STEM fields.

Analysis of Dark Reader

Overall verdict

  • Dark Reader is generally well-reviewed and considered good by users who prefer browsing with a dark theme.

Why this product is good

  • Dark Reader is a popular browser extension designed to provide a dark mode for websites that do not natively support it. It helps reduce eye strain during prolonged browsing sessions, especially in low-light conditions, by inverting bright colors and creating a consistent dark theme across websites.

Recommended for

  • Users who experience eye strain from bright screens
  • Individuals who frequently browse in low-light environments
  • People who prefer a consistent dark theme across different websites
  • Users looking for customizable dark mode options for web pages

NumPy videos

+ Add

Learn NUMPY in 5 minutes - BEST Python Library!

More videos:

  • Review - Python for Data Analysis by Wes McKinney: Review | Learn python, numpy, pandas and jupyter notebooks
  • Review - Effective Computation in Physics: Review | Learn python, numpy, regular expressions, install python

Dark Reader videos

+ Add

Dark Mode for Google Chrome — Dark Reader

Category Popularity

0-100% (relative to NumPy and Dark Reader)

NumPy

Dark Reader

Data Science And Machine Learning
100 100%
Data Science And Machine Learning
0% 0
Browser Extension
0 0%
Browser Extension
100% 100
Data Science Tools
100 100%
Data Science Tools
0% 0
Dark Mode
0 0%
Dark Mode
100% 100

User comments

Share your experience with using NumPy and Dark Reader. For example, how are they different and which one is better?
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Reviews

These are some of the external sources and on-site user reviews we've used to compare NumPy and Dark Reader

NumPy Reviews

25 Python Frameworks to Master
SciPy provides a collection of algorithms and functions built on top of the NumPy. It helps to perform common scientific and engineering tasks such as optimization, signal processing, integration, linear algebra, and more.
Source: kinsta.com
Top 8 Image-Processing Python Libraries Used in Machine Learning
Scipy is used for mathematical and scientific computations but can also perform multi-dimensional image processing using the submodule scipy.ndimage. It provides functions to operate on n-dimensional Numpy arrays and at the end of the day images are just that.
Source: neptune.ai
Top Python Libraries For Image Processing In 2021
Numpy It is an open-source python library that is used for numerical analysis. It contains a matrix and multi-dimensional arrays as data structures. But NumPy can also use for image processing tasks such as image cropping, manipulating pixels, and masking of pixel values.
Source: www.analyticsvidhya.com
4 open source alternatives to MATLAB
NumPy is the main package for scientific computing with Python (as its name suggests). It can process N-dimensional arrays, complex matrix transforms, linear algebra, Fourier transforms, and can act as a gateway for C and C++ integration. It's been used in the world of game and film visual effect development, and is the fundamental data-array structure for the SciPy Stack,...
Source: opensource.com

Dark Reader Reviews

Top 10 Productivity Apps for MacOS 2025
I live for dark mode. Anyone who’s worked with me knows how much I reject working in light mode. Seriously, I don’t know how you light-moders stay relaxed with so much brightness. That said, when it comes to browsing the web, it’s sometimes hard to avoid the bright white background of a blog or article. With one click, Dark Reader strips it all away and returns me to the...
Source: dev.to
7 Best Dark Mode Extensions For Chrome
Using an on-demand dark styles theme generator, this eye-care extensions for google chrome turns on night mode for web pages. Bright color are turned into high contrast, easy-to-read hues at night thanks to Dark Reader.
Source: thedroidguy.com
The 10 best dark mode extensions for Google Chrome in 2022
Dark Reader also provides you with other controls that let you tweak your display however you want. They allow you to change any website’s brightness, contrast, font, and other display elements. You can also store the settings for a particular URL so that you do not have to make these adjustments every time. The most notable feature of Dark Reader is its toggle switch that...
Source: chromeready.com

Social recommendations and mentions

Based on our record, Dark Reader should be more popular than NumPy. It has been mentiond 191 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

NumPy mentions (119)

  • Building an AI-powered Financial Data Analyzer with NodeJS, Python, SvelteKit, and TailwindCSS - Part 0
    The AI Service will be built using aiohttp (asynchronous Python web server) and integrates PyTorch, Hugging Face Transformers, numpy, pandas, and scikit-learn for financial data analysis. - Source: dev.to / 4 months ago
  • F1 FollowLine + HSV filter + PID Controller
    This library provides functions for working in domain of linear algebra, fourier transform, matrices and arrays. - Source: dev.to / 9 months ago
  • Intro to Ray on GKE
    The Python Library components of Ray could be considered analogous to solutions like numpy, scipy, and pandas (which is most analogous to the Ray Data library specifically). As a framework and distributed computing solution, Ray could be used in place of a tool like Apache Spark or Python Dask. It’s also worthwhile to note that Ray Clusters can be used as a distributed computing solution within Kubernetes, as... - Source: dev.to / 9 months ago
  • Streamlit 101: The fundamentals of a Python data app
    It's compatible with a wide range of data libraries, including Pandas, NumPy, and Altair. Streamlit integrates with all the latest tools in generative AI, such as any LLM, vector database, or various AI frameworks like LangChain, LlamaIndex, or Weights & Biases. Streamlit’s chat elements make it especially easy to interact with AI so you can build chatbots that “talk to your data.”. - Source: dev.to / 10 months ago
  • A simple way to extract all detected objects from image and save them as separate images using YOLOv8.2 and OpenCV
    The OpenCV image is a regular NumPy array. You can see it shape:. - Source: dev.to / 10 months ago
View more

Dark Reader mentions (191)

  • Claim for a Missing Tooth
    I suppose they’re using https://darkreader.org/ or something like that! If you implement dark mode yourself, you can add `` to prevent Dark Reader from triggering. - Source: Hacker News / 3 months ago
  • Please Don't Force Dark Mode on Users
    Instead of writing this shitty article, just do like those of us who can't take light mode, and install Dark Reader (that also does light mode). https://darkreader.org/. - Source: Hacker News / 5 months ago
  • Ask HN: Will HN ever have a dark mode?
    I prefer sites not to implement a custom dark mode and instead to make sure their styles invert well, less work for devs, more consistency for me. https://darkreader.org/ https://www.howtogeek.com/446198/how-to-force-dark-mode-on-every-website-in-google-chrome/. - Source: Hacker News / 5 months ago
  • Ask HN: Why did you decide to make the background a bright white color?
    DarkReader will save your eyes, I'm not fond of extensions, but this one is worth it: https://darkreader.org/. - Source: Hacker News / 6 months ago
  • Control iPhone with the movement of your eyes Support (SG)
    DarkReader works pretty well for my needs. It has an iOS Safari Extension. [1] https://darkreader.org/. - Source: Hacker News / 7 months ago
View more

What are some alternatives?

When comparing NumPy and Dark Reader, you can also consider the following products

Pandas - Pandas is an open source library providing high-performance, easy-to-use data structures and data analysis tools for the Python.

Stylebot - Change the appearance of websites instantly. Preview and install styles created by other users on stylebot.me

Scikit-learn - scikit-learn (formerly scikits.learn) is an open source machine learning library for the Python programming language.

Night Eye - Night Eye is a browser extension that enables dark mode on any website you visit. It does not ruin your browsing experience by simply inverting images.

OpenCV - OpenCV is the world's biggest computer vision library

Stylus - User Styles Manager - Stylus is a userstyles editor and manager based on the source code of Stylish version 1.5.2.

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