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Pandas VS tawk.to

Compare Pandas VS tawk.to 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.

tawk.to logo tawk.to

tawk.to is a free live chat app that lets you monitor and chat with visitors on your website or from a free customizable page
  • Pandas Landing page
    Landing page //
    2023-05-12
  • tawk.to Landing page
    Landing page //
    2023-07-22

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.

tawk.to features and specs

  • Free Plan
    tawk.to offers a fully-featured free plan that includes unlimited agents, chat history, and more. This is beneficial for small businesses and startups that want a cost-effective solution.
  • Customizable Widget
    The chat widget is highly customizable, allowing businesses to tailor its appearance and functionality to match their branding and user experience needs.
  • Multilingual Support
    tawk.to supports multiple languages, making it a versatile tool for businesses that operate in diverse markets.
  • Integration with Other Tools
    The platform integrates seamlessly with various third-party tools and services, including CMS, CRM systems, and social media platforms, streamlining business operations.
  • Mobile App
    tawk.to offers a mobile app for both iOS and Android, allowing customer service teams to manage chats and assist customers on the go.
  • Reports and Analytics
    The platform provides comprehensive reports and analytics, giving businesses insights into customer interactions and agent performance.

Possible disadvantages of tawk.to

  • Limited Features on Free Plan
    While the free plan is robust, some premium features such as white-labeling, video and voice chat are only available on paid tiers.
  • No Automation Features
    tawk.to lacks advanced automation features such as chatbots, which are available in some competing live chat solutions.
  • User Interface Complexity
    Some users find the user interface to be complicated and not as intuitive as other live chat solutions, which can result in a steeper learning curve.
  • Customer Support
    While tawk.to offers a comprehensive help center, some users have reported that response times from customer support can be slow during peak times.
  • Dependency on Internet Connection
    Like most cloud-based services, tawk.to depends on a stable internet connection. Downtime or slow internet can severely hamper its functionality.

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 tawk.to

Overall verdict

  • Overall, Tawk.to is a good solution for businesses seeking an affordable, feature-rich live chat tool to enhance their customer service. While it does lack some advanced features found in paid alternatives, its cost-effectiveness and ease of use make it a popular choice among small to medium-sized businesses.

Why this product is good

  • Tawk.to is a widely used live chat solution that offers various features beneficial for businesses looking to improve customer communication. It is primarily appreciated for being free, easy to integrate with websites, and offering features like chat monitoring, visitor tracking, and multilingual chat support. Additionally, it provides mobile apps for both iOS and Android, allowing customer support agents to respond to queries on-the-go.

Recommended for

    Small to medium-sized businesses, startups, and entrepreneurs looking for a budget-friendly chat solution to engage with website visitors in real-time and improve their customer support experience.

Pandas videos

Ozzy Man Reviews: Pandas

More videos:

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

tawk.to videos

Tawk.to review — unbelievably rich live chat software for free

More videos:

  • Review - Free Shopify live chat app? Tawk.to - Honest Review by EcomExperts.io
  • Review - Complete Tawk.to Live Chat Product Review Video

Category Popularity

0-100% (relative to Pandas and tawk.to)
Data Science And Machine Learning
Customer Support
0 0%
100% 100
Data Science Tools
100 100%
0% 0
Live Chat
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 tawk.to

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

tawk.to Reviews

9 Best Tidio Alternatives Compared
Tawk.to is a great solution for startups and small businesses. It’s a free live chat software that allows businesses to communicate with website visitors in real time, enhancing customer support and engagement. It offers customizable live chat widgets, real-time visitor monitoring, multi-agent chat handling, automated messaging, and built-in ticketing.
Source: www.tidio.com
alternatives to Tawk.to - Tiledesk Free Live Chat
Are you still searching for Tawk.to free alternatives? Can an alternative to Tawk.to overcome the challenges? Are Tawk.to alternatives free as well?
Source: tiledesk.com
The 10 Best Tawk.to Alternatives and Competitors [2022]
Crisp is a multichannel customer support platform. It’s a powerful Tawk.to alternative that is feature-rich and offers a great user experience. The platform includes live chat software and chatbots. But it also offers drip campaigns, CRM, and knowledge base software. Additionally, you get live chatbot translation so your website is open 24/7 to customers speaking the world’s...
Source: www.tidio.com
11 Best Customer Service Software & Apps You Need in 2022
Tawk.to is a fascinating customer service software product because it is 100% free and takes up much of the market share for live chat. So how does it make money? Easy. If you want to remove the “Powered by tawk.to” branding, you pay $19/month for the privilege. You can also pay tawk.to $1 per hour to answer your support chats for you.
Source: krisp.ai

Social recommendations and mentions

Based on our record, Pandas should be more popular than tawk.to. 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 / about 2 months 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 / 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 / 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 / 10 months ago
View more

tawk.to mentions (47)

  • Integrate Live chat function , Visitor to post Author.
    I've tried tawk.to and created separate agent profiles for each dealer but I cannot find how to restrict access only to their listings so not everyone can join the others live chat as it happens atm. Has anyone tried something like this before to guide me ? Any suggestions? Source: almost 2 years ago
  • WordPress store customers info getting compromised help
    Also, if possible, find their IP from tawk.to and block it in your firewall, or ask your hosting provider to block it. Source: about 2 years ago
  • Chatbot recommendations
    I've used tawk.to in the past, but I wondered what else is out there / what others use and recommend. Source: over 2 years ago
  • SCAM ALERT: Brave Community? Is this Brave Support user real or a Scam?
    Okay. I have deleted my cookies and browsing data. That should be safe enough measure. right? Although I am unable to access tawk.to website now. Maybe they have blocked my IP or something. Source: over 2 years ago
  • Best Plugin to use Whatsapp as a chatservice on your website?
    I'm currently using tawk.to to chat with my visitors, but I would rather use whatsapp as a chat mechanism. There are a lot of plugins for that, but I'm not sure which one would suit me best. Preferably free or not too expensive, doesn't need to have a lot of functions. What do you guys suggest? Thanks in advance! Source: over 2 years ago
View more

What are some alternatives?

When comparing Pandas and tawk.to, you can also consider the following products

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

Intercom - Intercom is a customer relationship management and messaging tool for web businesses. Build relationships with users to create loyal customers.

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

LiveChat - LiveChat - premium live chat software. Approach customers directly on the website, make connections and drive more sales using LiveChat.

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

LiveAgent - LiveAgent is a fully-featured web-based live chat and help desk software. It harnesses the power of a universal inbox, real-time live chat, built-in call center, and a robust customer service portal. Start your free 1 month trial today!