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Calm VS Pandas

Compare Calm VS Pandas and see what are their differences

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LibHunt tracks mentions of software libraries on relevant social networks. Based on that data, you can find the most popular projects and their alternatives. featured
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Contents:
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  2. » Videos
  3. » Reviews
  4. » Alternatives

Calm logo Calm

Calm.com can help you reduce stress and increase calm.

Pandas logo Pandas

Pandas is an open source library providing high-performance, easy-to-use data structures and data analysis tools for the Python.
  • Calm Landing page
    Landing page //
    2023-09-27
  • Pandas Landing page
    Landing page //
    2023-05-12

Calm features and specs

  • User-Friendly Interface
    Calm offers a clean, easy-to-navigate interface that makes it accessible for users of all ages and technical abilities.
  • Wide Range of Content
    Calm provides a broad variety of meditation types, sleep stories, and relaxation music, catering to various preferences and needs.
  • High-Quality Audio
    The app's audio quality is excellent, enhancing the overall user experience and effectiveness of its meditative and sleep-inducing content.
  • Expert-Led Sessions
    Meditations and lessons are led by experienced mindfulness instructors, offering professional quality guidance.
  • Regular Updates
    Calm frequently adds new content, keeping the experience fresh and engaging for long-time users.

Possible disadvantages of Calm

  • Subscription Cost
    Calm requires a subscription for full access, which might be expensive for some users compared to other meditation and relaxation apps.
  • Limited Free Content
    The free version of the app offers limited access to its features, restricting the user's experience until they subscribe to the premium service.
  • Compatibility Issues
    Some users have reported occasional compatibility problems with certain devices or operating systems.
  • Data Usage
    Streaming high-quality audio content can consume a significant amount of data, which might be a concern for users with limited data plans.
  • Distracting Notifications
    Some users find the in-app notifications and suggestions for premium content distracting, disrupting the meditative experience.

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.

Analysis of Calm

Overall verdict

  • Calm is generally regarded as a beneficial tool for individuals looking to incorporate mindfulness and relaxation practices into their daily routine. Its wide array of resources and personalized content make it a standout choice among meditation and wellness apps.

Why this product is good

  • Calm is considered a good application due to its comprehensive range of features aimed at improving mental well-being. These features include guided meditations, sleep stories narrated by well-known voices, soothing music, and breathing exercises. The app is praised for its user-friendly interface and its ability to cater to both beginners and experienced users in meditation and relaxation techniques.

Recommended for

  • Individuals seeking stress relief and relaxation
  • People interested in learning meditation techniques
  • Those struggling with sleep issues
  • Users looking for mental well-being and focus improvement
  • Anyone wanting to include mindfulness practices in their routine

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.

Calm videos

+ Add

Calm App Review 2020: A Psychologist's Honest Opinion

More videos:

  • Review - Meditation Apps: Headspace vs Calm!
  • Review - I Drank MAGNESIUM Before Bed for a Month | CALM MAGNESIUM HONEST REVIEW

Pandas videos

+ Add

Ozzy Man Reviews: Pandas

More videos:

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

Category Popularity

0-100% (relative to Calm and Pandas)

Calm

Pandas

Health And Fitness
100 100%
Health And Fitness
0% 0
Data Science And Machine Learning
0 0%
Data Science And Machine Learning
100% 100
Meditation
100 100%
Meditation
0% 0
Data Science Tools
0 0%
Data Science Tools
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 Calm and Pandas

Calm Reviews

The 7 Best Meditation Apps of 2024
What's keeping you up at night? Anxious thoughts? Lack of focus? A stressed-out psyche? Calm’s guided meditations will have you sleeping soundly and feeling more relaxed almost instantly. When we tried Calm, we were immediately impressed with the breadth of content available—everything from soothing soundscapes to narrated meditations to sleep stories. Since we have always...
Source: www.verywellmind.com
10 Best Headspace Alternatives
With over 4.5 million subscribers, Calm is a meditation and mindfulness app that specializes in sleep meditations and sleep stories for adults and children. Some of these stories are narrated by popular celebrities, like Matthew McConaughey and LeBron James. Calm also features a collection of background music for sleep.
Source: insighttimer.com
Eight Meditation Apps That Are Cheaper (and Better) Than Headspace and Calm
Ten Percent Happier is not a cheaper alternative to Headspace or Calm, exactly—the annual membership is $99—but it’s certainly better than both of those options when it comes to targeted meditation training. The app curates a selection of diverse teachers, that help you practice mindfulness. There are more than 500 guided meditations in the app.
Source: lifehacker.com
12 best mindfulness apps to help you keep calm during a crisis
We loved Calm when we tested it previously, particularly its guided Daily Calm sessions, which helped us unwind and refocus our attention. But the app has bolstered its already-great offering this year, with the addition of a new daily meditation series called the Daily Trip. Narrated by Canadian author and meditation teacher Jeff Warren, the Daily Trip offers a more...
Source: www.independent.co.uk
The Best Meditation Apps of 2020
This award-winning app has calming exercises, breathing techniques to help you relax, and even a Calm Kids section with meditations for kids between 3 and 17. The Sleep Stories section features a great mix of voice talent — you may recognize actors Matthew McConaughey or Jerome Flynn — to lull you to sleep. For a mindful experience you can access right from your Apple Watch,...
Source: www.healthline.com

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

Social recommendations and mentions

Based on our record, Pandas seems to be a lot more popular than Calm. While we know about 219 links to Pandas, we've tracked only 8 mentions of Calm. 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.

Calm mentions (8)

  • Alternatives to scrolling Reddit?
    Meditation. try the calm app or calm.com for sleep stories or sleep body scans. Source: about 2 years ago
  • Redeeming Benefit via App Store?
    If I purchase the Calm membership through the app store, will the rebate still post? I saw in the details it specified "calm.com." Does anyone know for sure? Source: over 2 years ago
  • [NeedAdvice] 1 Thinking too much is destroying my life. How can I shut down thinking and start living outside of my head?
    I found Waking Up to require more effort than calm.com (or headspace). The latter apps tend to focus on simple things: e.g. Focus on your breathing whereas Waking Up is actually much more about challenging your beliefs of what it even means to exist. Source: almost 3 years ago
  • Some Free Dumps for you Guys + Selling Calm.com 1 Year Family Account
    Also for now I am selling Calm.com 1 Year Family Account for $7. Source: about 3 years ago
  • Yoga as an exjw
    I don't do full yoga but trying out calm.com and just some mind clearing meditation daily is great for unclenching the upper stomach muscles around the diaphragm that you don't realize clench from day-to-day stress. I remember wanting to try it when I was younger because I've always had an issue with holding onto anger and frustration but was told the whole "emptying your mind lets Satan in" business. Source: over 3 years ago
View more

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

What are some alternatives?

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

Headspace - Meditation made simple. Brilliant things happen in calm minds.

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

Medito - 100% Free Meditation App that will improve your Mental wellbeing with the help of Guided Meditations, Breathing Exercises, Mindfulness Practices, Relaxing Sounds, and more.

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

Pacifica - Stress and anxiety relief through beautiful CBT tools

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

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