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Pandas VS Codecademy

Compare Pandas VS Codecademy and see what are their differences

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Contents:
  1. » Base Details
  2. » Videos
  3. » Reviews
  4. » Alternatives

Pandas logo Pandas

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

Codecademy logo Codecademy

Learn the technical skills you need for the job you want. As leaders in online education and learning to code, we’ve taught over 45 million people using a tested curriculum and an interactive learning environment.
  • Pandas Landing page
    Landing page //
    2023-05-12
  • Codecademy Homepage
    Homepage //
    2024-05-01

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.

Codecademy features and specs

  • Interactive Learning
    Codecademy provides interactive coding lessons that allow users to write code directly in the browser and receive instant feedback, which can enhance learning and retention.
  • Wide Range of Courses
    Codecademy offers a variety of courses across several programming languages and topics, including web development, data science, and computer science, catering to a diverse set of learners.
  • Beginner-Friendly
    The platform is designed with beginners in mind, offering step-by-step instructions, guided projects, and comprehensive explanations to help new learners get started with coding.
  • Flexible Learning Paths
    Codecademy provides learning paths and career tracks that guide users through a series of courses to build specific skills or prepare for certain tech roles, offering a structured learning experience.
  • Community Support
    Codecademy has a strong community forum where users can ask questions, share knowledge, and collaborate with other learners, providing additional support and motivation.
  • Certificate of Completion
    Upon finishing courses or career tracks, learners receive a certificate of completion, which can be added to their resumes or LinkedIn profiles to showcase their achievements.

Possible disadvantages of Codecademy

  • Limited Free Content
    While Codecademy does offer some free courses, many advanced and specialized courses are locked behind a Pro subscription, which may be a barrier for some users.
  • Lack of Deep Dives
    Some users may find that Codecademy's courses do not go into great depth on advanced topics, which might require learners to seek additional resources to fully master certain subjects.
  • Dependence on Interactive Environment
    Codecademy's reliance on an in-browser coding environment means that learners may not gain experience setting up and using real-world development tools and environments.
  • Pro Subscription Cost
    The cost of Codecademy Pro can be relatively high for some learners, which may be a drawback considering that there are other platforms offering similar content at different price points.
  • Periodic Updates and Bugs
    As with any online platform, Codecademy occasionally has bugs or requires updates that can impact the user experience or temporarily disrupt learning.
  • Assessment and Quizzes
    Some users have noted that the assessments and quizzes may not be as challenging as they could be, potentially limiting the evaluation of a learner's true understanding.

Pandas videos

+ Add

Ozzy Man Reviews: Pandas

More videos:

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

Codecademy videos

+ Add

Should You Sign Up For CodeCademy?!

More videos:

  • Review - FreeCodeCamp vs CodeCademy | Which One is Better? Which One Should You Learn With? | Ask a Dev
  • Review - Is Codecademy Good? [REVIEW]

Category Popularity

0-100% (relative to Pandas and Codecademy)

Pandas

Codecademy

Data Science And Machine Learning
100 100%
Data Science And Machine Learning
0% 0
Online Learning
0 0%
Online Learning
100% 100
Data Science Tools
100 100%
Data Science Tools
0% 0
Education
0 0%
Education
100% 100

User comments

Share your experience with using Pandas and Codecademy. 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 Pandas and Codecademy

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

Codecademy Reviews

10 Pluralsight Alternatives & Competitors (2024) – Our Picks
Codecademy emphasizes programming and helps users understand coding with hands-on practical projects. It is a beginner-friendly platform offering 15 programming languages in more than 20 categories. Codecademy provides free resources like videos, cheat sheets, documents, and PDFs. It offers a skills path if one wants to get job-ready. It has a supportive and active community...
Source: missiongraduatenm.org
10 Best Treehouse Alternatives in 2024
Comparing all the features, pros, cons, and pricing of these Treehouse alternatives, Codecademy turns out to be ideal for coding learners. This online platform offers courses for beginners, intermediates, and advanced learners. Here is the list of reasons that Codecademy is the best Treehouse alternative:
Source: www.geeksforgeeks.org
Top 11 Coursera Alternatives 2024
Community support: Students at Code Academy are part of a tight-knit community where they may interact with instructors, classmates, and subject matter experts alike.
Source: freshlearn.com
14 Best Free and Paid Coursera Alternatives For Creators (2024)
Codecademy promotes themselves as a place for beginner coders to learn the basics of programming for free but they do offer a Pro version of the platform that students need to pay for. The platform also offers a Codecademy Creator Program that pays instructors for their work.
Source: www.thinkific.com
How to Learn Coding in 2024: 18 Great Ways to Do It
With its students including the mayor of NYC, Michael Bloomberg, Codecademy made a name for itself with its Code Year that drew in a large portion of its one million users.
Source: careerfoundry.com

Social recommendations and mentions

Based on our record, Pandas should be more popular than Codecademy. It has been mentiond 219 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.

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 / 19 days 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 1 month 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 1 month 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 / 3 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

Codecademy mentions (113)

  • Career Transition at 31: How I Became a Front-End Developer
    However, a little research was enough to dispel that misconception. Yes, there was a technical aspect to programming, but most developers weren't doing complex calculations all the time. So, my preconceptions faded away and turned into great curiosity and interest. I started studying JavaScript, HTML, and CSS on YouTube and also studied on Codecademy platform. - Source: dev.to / 11 months ago
  • How to start learning web development for free
    Codecademy is a freemium platform with high-quality content.  Their courses range from web development to data science, and are interactive and text-based. - Source: dev.to / about 1 year ago
  • Scratch is Addictive: How to get rid of your Scratch addiction
    If you really have decided to become the next Guru on Scratch then you should learn at least one real programming language like JavaScript. I found this JavaScript course very useful: https://learnjavascript.online/. You can also learn Java and Python on codecademy.com. - Source: dev.to / over 1 year ago
  • Recommend a website to learn a programming language
    Codecademy.com makes use of a similar approach to the one you mentioned in order to teach JavaScript (and HTML and CSS), giving immediate feedback for the code you write on your browser (except that it uses the browser, as mentioned, instead of an IDE). Source: almost 2 years ago
  • I want to learn how to program
    Codecademy offers interactive coding courses for various programming languages, including Python and JavaScript. It provides a hands-on learning experience and offers a free trial to get started. codecademy.com. Source: almost 2 years ago
View more

What are some alternatives?

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

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

Free Code Camp - Learn to code by helping nonprofits.

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

Udemy - Online Courses - Learn Anything, On Your Schedule

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

Coursera - Build skills with courses, certificates, and degrees online from world-class universities and companies

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