Software Alternatives, Accelerators & Startups

Pandas VS Pixlr

Compare Pandas VS Pixlr and see what are their differences

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Pandas logo Pandas

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

Pixlr logo Pixlr

Pixlr® makes it easy to transform everyday images into stunning works of art.
  • Pandas Landing page
    Landing page //
    2023-05-12
  • Pixlr Landing page
    Landing page //
    2023-07-20

Pandas features and specs

  • Data Wrangling
    Pandas offers robust tools for manipulating, cleaning, and transforming data, making it easier to prepare data for analysis.
  • Flexible Data Structures
    Pandas provides two primary data structures: Series and DataFrame, which are flexible and offer powerful capabilities for handling various types of datasets.
  • Integration with Other Libraries
    Pandas integrates seamlessly with other Python libraries such as NumPy, Matplotlib, and SciPy, facilitating comprehensive data analysis workflows.
  • Performance with Data Size
    For data sizes that fit into memory, Pandas performs excellently with operations and computations being highly optimized.
  • Rich Feature Set
    Pandas provides a wide array of functionalities, including but not limited to group-by operations, merging and joining data sets, time-series functionality, and input/output tools.
  • Community and Documentation
    Pandas has a strong community and extensive documentation, offering a wealth of tutorials, examples, and support for new and experienced users alike.

Possible disadvantages of Pandas

  • Memory Consumption
    Pandas can become memory inefficient with very large datasets because it relies heavily on in-memory operations.
  • Single-threaded
    Many Pandas operations are single-threaded, which can lead to performance bottlenecks when handling very large datasets.
  • Steep Learning Curve
    For users who are new to data analysis or Pandas, there can be a steep learning curve due to its extensive capabilities and complex syntax at times.
  • Less Suitable for Real-time Analytics
    Pandas is not designed for real-time analytics and is better suited for batch processing due to its in-memory operations and single-threaded nature.
  • Error Handling
    Error messages in Pandas can sometimes be cryptic and hard to interpret, making debugging a challenge for users.

Pixlr features and specs

  • User-Friendly Interface
    Pixlr offers a simple and intuitive interface that is easy to navigate, making it accessible for both beginners and experienced users.
  • Cross-Platform Compatibility
    Pixlr is a web-based application that works across different operating systems including Windows, macOS, and Linux. Additionally, it has mobile apps for both Android and iOS.
  • Free Version Available
    Pixlr offers a free tier with a reasonable array of tools and features, making it accessible for users who do not wish to spend money on a photo editor.
  • Advanced Editing Tools
    Despite being a web-based tool, Pixlr offers a variety of advanced features such as layers, filters, and various adjustments that are typically found in more costly software.
  • Fast Performance
    Pixlr is known for its quick loading times and fast performance, even when handling larger image files.

Possible disadvantages of Pixlr

  • Ads in Free Version
    The free version of Pixlr includes ads, which can be distracting and may interrupt the user experience.
  • Limited Offline Capabilities
    As a web-based application, Pixlr requires an internet connection to be used, limiting its functionality when offline.
  • Less Powerful Compared to Desktop Software
    While Pixlr is feature-rich for a web-based tool, it still lacks some of the more advanced functionalities found in full-fledged desktop software like Adobe Photoshop.
  • Smaller Community and Fewer Tutorials
    Compared to industry standard software, Pixlr has a smaller user community and fewer available tutorials, which might make learning and support more difficult.
  • Subscription Costs for Advanced Features
    To access Pixlr's full range of features, users need to subscribe to a paid plan, which might be a drawback for users looking for a completely free solution.

Analysis of Pandas

Overall verdict

  • Pandas is highly recommended for tasks involving data manipulation and analysis, especially for those working with tabular data. Its efficiency and ease of use make it a staple in the data science toolkit.

Why this product is good

  • Pandas is widely considered a good library for data manipulation and analysis due to its powerful data structures, like DataFrames and Series, which make it easy to work with structured data. It provides a wide array of functions for data cleaning, transformation, and aggregation, which are essential tasks in data analysis. Furthermore, Pandas seamlessly integrates with other libraries in the Python ecosystem, making it a versatile tool for data scientists and analysts. Its extensive documentation and strong community support also contribute to its reputation as a reliable tool for data analysis tasks.

Recommended for

    Pandas is particularly recommended for data scientists, analysts, and engineers who need to perform data cleaning, transformation, and analysis as part of their work. It is also suitable for academics and researchers dealing with data in various formats and needing powerful tools for their data-driven research.

Analysis of Pixlr

Overall verdict

  • Overall, Pixlr is a good choice for those seeking an accessible and feature-rich photo editing tool that doesn’t require installation. Its versatility and range of features make it suitable for both casual users and those looking to perform more complex edits with ease.

Why this product is good

  • Pixlr is a popular online photo editing tool known for its user-friendly interface and wide range of features. It is accessible from any browser, making it convenient for quick edits on the go. The platform supports both beginner and advanced editing needs with tools that include filters, overlays, and basic adjustments to more complex functions like layers and object removal. Additionally, Pixlr offers both free and premium versions, allowing users to choose according to their needs.

Recommended for

    Pixlr is recommended for casual photographers, social media enthusiasts, bloggers, and anyone looking to perform quick and effective image edits without the need for professional software. It is also ideal for students and educators in need of a powerful yet easy-to-use tool for creative projects.

Pandas videos

Ozzy Man Reviews: Pandas

More videos:

  • Review - Ozzy Man Reviews: PANDAS Part 2
  • Review - Trash Pandas Review with Sam Healey

Pixlr videos

Pixlr Review | Free Online Photo Editor | Pearl Lemon Reviews

More videos:

  • Review - PIXLR X: A Very Good & Free Photo Editor
  • Tutorial - Pixlr Photo Editing Tutorial

Category Popularity

0-100% (relative to Pandas and Pixlr)
Data Science And Machine Learning
Graphic Design Software
0 0%
100% 100
Data Science Tools
100 100%
0% 0
Image Editing
0 0%
100% 100

User comments

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Reviews

These are some of the external sources and on-site user reviews we've used to compare Pandas and Pixlr

Pandas Reviews

25 Python Frameworks to Master
Pandas is a powerful and flexible open-source library used to perform data analysis in Python. It provides high-performance data structures (i.e., the famous DataFrame) and data analysis tools that make it easy to work with structured data.
Source: kinsta.com
Python & ETL 2020: A List and Comparison of the Top Python ETL Tools
When it comes to ETL, you can do almost anything with Pandas if you're willing to put in the time. Plus, pandas is extraordinarily easy to run. You can set up a simple script to load data from a Postgre table, transform and clean that data, and then write that data to another Postgre table.
Source: www.xplenty.com

Pixlr Reviews

10 Best Photopea Software Alternatives in 2024 (Free & Paid)
AI helps Pixlr make pictures for businesses in several forms, including SVG, PNG, JPEG, and more. You can use one of the best Photopea alternatives for pre-made designs for business cards, Facebook posts, Instagram stories, handouts, wedding invitations, and more. It features an intuitive drag-and-drop interface and offers a range of AI-powered tools, such as auto-enhance...
Best Adobe Photoshop alternatives of 2024
Given that it’s a web app, Pixlr has surprisingly robust layer support - one of the reasons why it's considered one of the best Photoshop alternatives. However, important features are still missing. Custom brushes, for example, are slated for development in the future but don’t exist yet.
Freepik Alternatives: 10 Sites Like Freepik for Free
Pixlr offers photo design and editing tools that use AI technology. You can edit images and make beautiful designs in your web browser or on your computer without any cost. You can begin with a blank canvas image or pick from their expertly made-templates. Make awesome pictures effortlessly and for free! Photomash Studio quickly takes out backgrounds from the photos to make...
Source: mockey.ai
Top 8 Apps to Effectively Make Blurry Pictures Clear
To fix blurred images, you can also choose PixlR, which is perfectly compatible with Android and iOS. The design of PixlR is very user-friendly, and even new users can very smoothly clear blurred photos. Although it provides a free version, to avoid unnecessary advertising, you need to purchase a paid version. PixlR has many popular image processing functions, such as...
Top 5 Apps for Making Video Thumbnails
The thing with Pixlr is that you don’t get free templates with its free plan. You’ll have to sign up for a 30-day free trial on its premium plans if you don’t want to design your thumbnails from scratch.

Social recommendations and mentions

Pandas might be a bit more popular than Pixlr. We know about 219 links to it since March 2021 and only 156 links to Pixlr. 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.

Pandas mentions (219)

  • Top Programming Languages for AI Development in 2025
    Libraries for data science and deep learning that are always changing. - Source: dev.to / about 1 month ago
  • How to import sample data into a Python notebook on watsonx.ai and other questions…
    # Read the content of nda.txt Try: Import os, types Import pandas as pd From botocore.client import Config Import ibm_boto3 Def __iter__(self): return 0 # @hidden_cell # The following code accesses a file in your IBM Cloud Object Storage. It includes your credentials. # You might want to remove those credentials before you share the notebook. Cos_client = ibm_boto3.client(service_name='s3', ... - Source: dev.to / about 2 months ago
  • How I Hacked Uber’s Hidden API to Download 4379 Rides
    As with any web scraping or data processing project, I had to write a fair amount of code to clean this up and shape it into a format I needed for further analysis. I used a combination of Pandas and regular expressions to clean it up (full code here). - Source: dev.to / about 2 months ago
  • Must-Know 2025 Developer’s Roadmap and Key Programming Trends
    Python’s Growth in Data Work and AI: Python continues to lead because of its easy-to-read style and the huge number of libraries available for tasks from data work to artificial intelligence. Tools like TensorFlow and PyTorch make it a must-have. Whether you’re experienced or just starting, Python’s clear style makes it a good choice for diving into machine learning. Actionable Tip: If you’re new to Python,... - Source: dev.to / 4 months ago
  • Sample Super Store Analysis Using Python & Pandas
    This tutorial provides a concise and foundational guide to exploring a dataset, specifically the Sample SuperStore dataset. This dataset, which appears to originate from a fictional e-commerce or online marketplace company's annual sales data, serves as an excellent example for learning and how to work with real-world data. The dataset includes a variety of data types, which demonstrate the full range of... - Source: dev.to / 9 months ago
View more

Pixlr mentions (156)

  • Free and Open-Source Graphics Editing Tools
    Pixlr is an online graphics editor that is a simple and intuitive solution to Adobe Photoshop. It offers a Photoshop-like interface, with layers, selection tools, filters and brushes. - Source: dev.to / 4 months ago
  • IDC about AGI - AI can already help with Graphic Design
    Fotor and Pixlr offer AI-driven background removal and image enhancement—saving time on routine edits. - Source: dev.to / 4 months ago
  • A list of SaaS, PaaS and IaaS offerings that have free tiers of interest to devops and infradev
    Pixlr.com — Free online browser editor on the level of commercial ones. - Source: dev.to / over 1 year ago
  • Dobby is freeeee!
    Mmm, nope, I always go straight to pixlr.com (I type it directly into the search bar, because it's a short easy URL). I ended up in the Express version, and from other people's comments, like the OP's, it sounds like it wasn't just me. You probably want to fix this bug ASAP, because otherwise lots of other people will freak out and leave, and that would be a shame, because we love Pixlr very much! <3. Source: over 1 year ago
  • Exploring the Top Free Photo Editing Apps
    Pixlr: This boasts a user-friendly interface without compromising on editing tools, making it an ideal choice for beginners venturing into photo editing. Source: over 1 year ago
View more

What are some alternatives?

When comparing Pandas and Pixlr, you can also consider the following products

NumPy - NumPy is the fundamental package for scientific computing with Python

Adobe Photoshop - Adobe Photoshop is a webtop application for editing images and photos online.

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

GIMP - GIMP is a multiplatform photo manipulation tool.

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

Pixelmator - Pixelmator is an image-editing application for Mac and iPad.