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  5. Pandas vs Vue.js

Pandas vs Vue.js

OverviewDecisionsComparisonAlternatives

Overview

Pandas
Pandas
Stacks2.1K
Followers1.3K
Votes23
Vue.js
Vue.js
Stacks55.5K
Followers44.7K
Votes1.6K
GitHub Stars209.7K
Forks33.8K

Pandas vs Vue.js: What are the differences?

Key Differences between Pandas and Vue.js

Pandas and Vue.js are both popular tools used in web development and data analysis, but they have different purposes and functionalities. Here are the key differences between the two:

  1. Data Manipulation vs. User Interface Development: Pandas is a powerful data manipulation and analysis library for Python, while Vue.js is a progressive JavaScript framework for building user interfaces.
  2. Functionality: Pandas provides a wide range of data manipulation and analysis capabilities, including data cleaning, filtering, merging, and statistical operations. On the other hand, Vue.js focuses on providing a flexible and reactive approach to building interactive web interfaces.
  3. Language: Pandas is written in Python, while Vue.js is written in JavaScript. This difference in language affects not only the syntax but also the ecosystem and community support for the two tools.
  4. Integration with Backend: Pandas is typically used in conjunction with other Python libraries and frameworks like NumPy and scikit-learn to create complete data analysis pipelines. Vue.js, on the other hand, can be used with any backend technology, making it versatile and compatible with different web development stacks.
  5. Deployment: Pandas is primarily used for data analysis and is often used in offline environments or on servers. Vue.js, on the other hand, is designed for building dynamic web applications that can be deployed on both the client-side and server-side.
  6. Learning Curve: Pandas has a steep learning curve, especially for beginners who are new to data analysis and Python programming. Vue.js, on the other hand, has a relatively gentle learning curve and provides well-documented guides and tutorials to help developers get started quickly.

In summary, Pandas is a data manipulation and analysis library for Python, while Vue.js is a JavaScript framework for building user interfaces. They differ in terms of functionality, language, integration with backend technologies, deployment options, and learning curves.

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Advice on Pandas, Vue.js

Cyrus
Cyrus

Aug 15, 2019

Needs adviceonVue.jsVue.jsReactReact

I find using Vue.js to be easier (more concise / less boilerplate) and more intuitive than writing React. However, there are a lot more readily available React components that I can just plug into my projects. I'm debating whether to use Vue.js or React for an upcoming project that I'm going to use to help teach a friend how to build an interactive frontend. Which would you recommend I use?

884k views884k
Comments
Simon
Simon

Senior Fullstack Developer at QUANTUSflow Software GmbH

Apr 22, 2020

DecidedonVuetifyVuetifyVue.jsVue.jsNuxt.jsNuxt.js

Our whole Vue.js frontend stack (incl. SSR) consists of the following tools:

  • @{Nuxt.js}|tool:7304| consisting of @{Vue CLI}|tool:9559|, @{Vue Router}|tool:6932|, @{vuex}|tool:6705|, @{Webpack}|tool:1682| and @{Sass}|tool:1171| (Bundler for @{HTML5}|tool:2538|, @{CSS 3}|tool:6727|), @{Babel}|tool:2739| (Transpiler for @{JavaScript}|tool:1209|),
  • Vue Styleguidist as our style guide and pool of developed @{Vue.js}|tool:3837| components
  • @{Vuetify}|tool:6163| as Material Component Framework (for fast app development)
  • @{TypeScript}|tool:1612| as programming language
  • @{Apollo}|tool:5508| / @{GraphQL}|tool:3820| (incl. @{GraphiQL}|tool:7879|) for data access layer (https://apollo.vuejs.org/)
  • @{ESLint}|tool:3337|, @{TSLint}|tool:5561| and @{Prettier}|tool:7035| for coding style and code analyzes
  • @{Jest}|tool:830| as testing framework
  • @{Google Fonts}|tool:2652| and @{Font Awesome}|tool:3244| for typography and icon toolkit
  • @{NativeScript-Vue}|tool:9623| for mobile development

The main reason we have chosen Vue.js over React and AngularJS is related to the following artifacts:

  • Empowered HTML. Vue.js has many similar approaches with Angular. This helps to optimize HTML blocks handling with the use of different components.
  • Detailed documentation. Vue.js has very good documentation which can fasten learning curve for developers.
  • Adaptability. It provides a rapid switching period from other frameworks. It has similarities with Angular and React in terms of design and architecture.
  • Awesome integration. Vue.js can be used for both building single-page applications and more difficult web interfaces of apps. Smaller interactive parts can be easily integrated into the existing infrastructure with no negative effect on the entire system.
  • Large scaling. Vue.js can help to develop pretty large reusable templates.
  • Tiny size. Vue.js weights around 20KB keeping its speed and flexibility. It allows reaching much better performance in comparison to other frameworks.
5.13M views5.13M
Comments
Kamaleshwar
Kamaleshwar

Software Engineer at Dibiz Pte. Ltd.

Jul 8, 2020

Decided

It was easier to find people who've worked on React than Vue. Angular did not have this problem, but seemed way too bloated compared to React. Angular also brings in restrictions working within their MVC framework. React on the other hand only handles the view/rendering part and rest of the control is left to the developers. React has a very active community, support and has lots of ready-to-use plugins/libraries available.

683k views683k
Comments

Detailed Comparison

Pandas
Pandas
Vue.js
Vue.js

Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more.

It is a library for building interactive web interfaces. It provides data-reactive components with a simple and flexible API.

Easy handling of missing data (represented as NaN) in floating point as well as non-floating point data;Size mutability: columns can be inserted and deleted from DataFrame and higher dimensional objects;Automatic and explicit data alignment: objects can be explicitly aligned to a set of labels, or the user can simply ignore the labels and let Series, DataFrame, etc. automatically align the data for you in computations;Powerful, flexible group by functionality to perform split-apply-combine operations on data sets, for both aggregating and transforming data;Make it easy to convert ragged, differently-indexed data in other Python and NumPy data structures into DataFrame objects;Intelligent label-based slicing, fancy indexing, and subsetting of large data sets;Intuitive merging and joining data sets;Flexible reshaping and pivoting of data sets;Hierarchical labeling of axes (possible to have multiple labels per tick);Robust IO tools for loading data from flat files (CSV and delimited), Excel files, databases, and saving/loading data from the ultrafast HDF5 format;Time series-specific functionality: date range generation and frequency conversion, moving window statistics, moving window linear regressions, date shifting and lagging, etc.
Reactivity; Components; Modularity; Animations; Routing; Stability; Extendable Data bindings; Plain JS object models; Build UI by composing components; Mix & matching small libraries
Statistics
GitHub Stars
-
GitHub Stars
209.7K
GitHub Forks
-
GitHub Forks
33.8K
Stacks
2.1K
Stacks
55.5K
Followers
1.3K
Followers
44.7K
Votes
23
Votes
1.6K
Pros & Cons
Pros
  • 21
    Easy data frame management
  • 2
    Extensive file format compatibility
Pros
  • 294
    Simple and easy to start with
  • 230
    Good documentation
  • 196
    Components
  • 131
    Simple the best
  • 100
    Simplified AngularJS
Cons
  • 9
    Less Common Place
  • 5
    YXMLvsHTML Markup
  • 3
    Only support programatically multiple root nodes
  • 3
    Don't support fragments
Integrations
Python
Python
No integrations available

What are some alternatives to Pandas, Vue.js?

jQuery

jQuery

jQuery is a cross-platform JavaScript library designed to simplify the client-side scripting of HTML.

AngularJS

AngularJS

AngularJS lets you write client-side web applications as if you had a smarter browser. It lets you use good old HTML (or HAML, Jade and friends!) as your template language and lets you extend HTML’s syntax to express your application’s components clearly and succinctly. It automatically synchronizes data from your UI (view) with your JavaScript objects (model) through 2-way data binding.

React

React

Lots of people use React as the V in MVC. Since React makes no assumptions about the rest of your technology stack, it's easy to try it out on a small feature in an existing project.

jQuery UI

jQuery UI

Whether you're building highly interactive web applications or you just need to add a date picker to a form control, jQuery UI is the perfect choice.

Ember.js

Ember.js

A JavaScript framework that does all of the heavy lifting that you'd normally have to do by hand. There are tasks that are common to every web app; It does those things for you, so you can focus on building killer features and UI.

Backbone.js

Backbone.js

Backbone supplies structure to JavaScript-heavy applications by providing models key-value binding and custom events, collections with a rich API of enumerable functions, views with declarative event handling, and connects it all to your existing application over a RESTful JSON interface.

Svelte

Svelte

If you've ever built a JavaScript application, the chances are you've encountered – or at least heard of – frameworks like React, Angular, Vue and Ractive. Like Svelte, these tools all share a goal of making it easy to build slick interactive user interfaces. Rather than interpreting your application code at run time, your app is converted into ideal JavaScript at build time. That means you don't pay the performance cost of the framework's abstractions, or incur a penalty when your app first loads.

Angular

Angular

It is a TypeScript-based open-source web application framework. It is a development platform for building mobile and desktop web applications.

Aurelia

Aurelia

Aurelia is a next generation JavaScript client framework that leverages simple conventions to empower your creativity.

Flux

Flux

Flux is the application architecture that Facebook uses for building client-side web applications. It complements React's composable view components by utilizing a unidirectional data flow. It's more of a pattern rather than a formal framework, and you can start using Flux immediately without a lot of new code.

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