Streamlit

Website

streamlit.io

Pricing URL

Official Streamlit Pricing

$ Details

Categories

#Developer Tools #Productivity #Content Creators #Application And Data

Unpaywall

Website

unpaywall.org

Pricing URL

-

$ Details

-

Categories

#Education #Productivity #Science #Ebooks

Streamlit features and specs

• Ease of Use
  Streamlit's API is extremely intuitive and easy to learn, which makes it accessible for developers of varying experience levels. The simplicity allows for rapid development and less time spent on complex front-end coding.
• Interactive Widgets
  It provides a set of interactive widgets that make it simple to add complex functionalities like sliders, buttons, and file uploaders to your application with minimal code.
• Real-time Feedback
  Streamlit supports real-time data updates, allowing users to see changes instantly. This is particularly useful for data analysis and machine learning applications where live data visualization is crucial.
• Integration with Machine Learning Libraries
  Streamlit integrates seamlessly with popular machine learning libraries like TensorFlow, PyTorch, and scikit-learn, making it a great tool for showcasing machine learning models and results.
• Open Source
  Being an open-source project, Streamlit is free to use and comes with the support and contributions of an active community. This means continuous improvements and a wealth of shared resources.

Possible disadvantages of Streamlit

• Limited Customization
  Streamlit offers limited customization options compared to traditional web frameworks. This can be a hindrance if you need a highly customized UI/UX for your application.
• Performance Issues
  For more complex or resource-intensive applications, Streamlit may suffer from performance drawbacks. It is not designed for high-performance computing out of the box.
• Scalability
  Streamlit is not well-suited for large-scale applications requiring major backend architecture or for scenarios demanding high scalability and concurrency.
• Limited Widget Style Options
  The styling and customization options for widgets are somewhat limited, meaning your application's look and feel might be more constrained compared to using other front-end frameworks.
• Deployment Complexity
  While Streamlit provides some deployment options, deploying Streamlit apps in a production environment can sometimes require additional effort and knowledge, especially for those unfamiliar with web deployment practices.

Unpaywall features and specs

• Free Access
  Unpaywall provides a legal and free method to access millions of research papers, enabling users who may not have subscriptions to paywalled journals to benefit from scientific knowledge.
• Large Database
  With a repository of millions of articles, Unpaywall offers a broad range of papers across various fields, increasing the likelihood of finding accessible versions of desired research.
• Browser Integration
  Unpaywall offers a browser extension that seamlessly integrates with Chrome and Firefox, allowing users to easily access full-text articles without leaving their workflow.
• Legal and Ethical
  Unpaywall sources its articles from legal repositories, ensuring that access to content is ethical and respects copyright laws.
• Support for Open Access
  By promoting access to open access articles, Unpaywall supports the broader open access movement, which aims to make scientific research more readily available to everyone.

Possible disadvantages of Unpaywall

• Inconsistent Availability
  Not all articles have open access versions available, so users may not always find the exact paper they are looking for via Unpaywall.
• Quality Variation
  The availability of different versions of the articles might lead to variations in quality, such as preprints or author manuscripts, which might not be peer-reviewed.
• Dependency on Publisher Policies
  The availability of free articles depends heavily on individual publisher policies regarding open access, which can vary widely and affect what content is accessible.
• Limited to Research Papers
  Unpaywall primarily focuses on research articles, so other types of academic content like book chapters or conference proceedings may not be available.
• Requires Internet Connection
  Users need an active internet connection to use Unpaywall, which could be a limitation in areas with poor connectivity.

My thoughts on web frameworks in Python and R (PyWebIO vs Streamlit vs R Shiny)

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